Students for Fair Admissions v. President & Fellows of Harvard ( 2020 )


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  •           United States Court of Appeals
    For the First Circuit
    No. 19-2005
    STUDENTS FOR FAIR ADMISSIONS, INC.,
    Plaintiff, Appellant,
    v.
    PRESIDENT AND FELLOWS OF HARVARD COLLEGE,
    Defendant, Appellee.
    APPEAL FROM THE UNITED STATES DISTRICT COURT
    FOR THE DISTRICT OF MASSACHUSETTS
    [Hon. Allison D. Burroughs, U.S. District Judge]
    Before
    Howard, Chief Judge
    and Lynch, Circuit Judge.*
    William S. Consovoy, with whom Thomas R. McCarthy, J. Michael
    Connolly, Cameron T. Norris, Patrick Strawbridge, Consovoy
    McCarthy PLLC, Adam K. Mortara, John M. Hughes, and Bartlit Beck
    LLP were on brief, for appellant Students for Fair Admissions,
    Inc.
    Eric S. Dreiband, Assistant Attorney General, with whom
    Elliot M. Davis, Acting Principal Deputy Assistant Attorney
    General, Thomas E. Chandler, and Matthew J. Donnelly were on brief,
    for the United States, amicus curiae.
    Gordon M. Fauth, Jr., Litigation Law Group, Lee C. Cheng, and
    *    Judge Torruella heard oral argument in this matter and
    participated in the semble, but he did not participate in the
    issuance of the panel's decision.    The remaining two panelists
    therefore issued the opinion pursuant to 28 U.S.C. § 46(d).
    Asian American Legal Foundation on brief for the Asian American
    Coalition for Education and the Asian American Legal Foundation,
    amici curiae.
    Wencong Fa, Joshua P. Thompson, and Pacific Legal Foundation
    on brief for Pacific Legal Foundation, Reason Foundation, Center
    for Equal Opportunity, Individual Rights Foundation, and the
    Chinese American Citizens Alliance - Greater New York, amici
    curiae.
    Randall B. Clark, C. Boyden Gray, Adam R.F. Gustafson, James
    R. Conde, T. Elliot Gaiser, and Boyden Gray & Associates on brief
    for Economists Michael Keane, Hanming Fang, Christopher Flinn,
    Stefan Hoderlein, Yingyao Hu, Joseph Kaboski, Glenn Loury, Thomas
    Mroz, John Rust, and Matthew Shum, amici curiae.
    Jun Xiao, Yong Li, Xiaoying Yu, and Haiying Li, on brief pro
    se.
    Timothy J. Perry, Perry Krumsiek, LLP, T. Russell Nobile,
    Robert D. Popper, and Judicial Watch, Inc. on brief for Judicial
    Watch, Inc., amicus curiae.
    Cody J. Wisniewski on brief for Mountain States Legal
    Foundation, amicus curiae.
    Dwight Duncan and Dennis J. Saffran on brief for National
    Association of Scholars, amicus curiae.
    Seth P. Waxman, with whom Paul R.Q. Wolfson, Danielle Y.
    Conley, Brittany Blueitt Amadi, William F. Lee, Felicia H.
    Ellsworth, Andrew S. Dulberg, Debo P. Adegbile, Michelle Liszt
    Sandals, Greg Schmidt, Emma Simson, Alex Hemmer, Wilmer Cutler
    Pickering Hale and Dorr LLP, Ara B. Gershengorn, and Harvard
    University, Office of the General Counsel were on brief, for
    appellee President and Fellows of Harvard College.
    David Hinojosa, with whom Jon M. Greenbaum, Genevieve
    Bonadies Torres, Lawyers' Committee for Civil Rights Under Law,
    Lawrence E. Culleen, Elisabeth S. Theodore, Nancy L. Perkins,
    Janine M. Lopez, Emma Dinan, Camille Heyboer, Arnold & Porter Kaye
    Scholer LLP, Niyati Shah, Marita Etcubanez, Eri Andriola, Asian
    Americans Advancing Justice, Oren M. Sellstrom, and Lawyers for
    Civil Rights were on brief, for Students, Alumni, and Prospective
    Students of Harvard College, amici curiae.
    Jin Hee Lee, with whom Sherrilyn Ifill, Janai Nelson, Samuel
    Spital, Rachel Kleinman, Cara McClellan, Michaele N. Turnage
    Young, Jennifer A. Holmes, NAACP Legal Defense and Educational
    Fund, Inc., Kate R. Cook, Kenneth N. Thayer, and Sugarman, Rogers,
    Barshak & Cohen, P.C. were on brief, for Coalition for a Diverse
    Harvard, Association of Black Harvard Women, First Generation
    Harvard Alumni, Fuerza Latina of Harvard, Harvard Asian American
    Alumni Alliance, Harvard Asian American Brotherhood, Harvard Black
    Alumni Society, Harvard Islamic Society, Harvard Japan Society,
    Harvard Korean Association, Harvard Latino Alumni Alliance,
    Harvard Minority Association of Pre-Medical Students, Harvard
    Phillips Brooks House Association, Harvard Progressive Jewish
    Alumni, Harvard South Asian Association, Harvard University Muslim
    Alumni, Harvard Vietnamese Association, Harvard-Radcliffe Asian
    American Association, Harvard-Radcliffe Asian American Women’s
    Association,   Harvard-Radcliffe   Black   Students   Association,
    Harvard-Radcliffe Chinese Students Association, Kuumba Singers of
    Harvard College, Native American Alumni of Harvard University,
    Native Americans at Harvard College, Task Force for Asian American
    Progressive Advocacy and Studies, and 21 Colorful Crimson, amici
    curiae.
    Jessica L. Ellsworth, Stephanie J. Gold, Jo-Ann Tamila Sagar,
    Hogan Lovells US LLP, Peter McDonough, and American Council on
    Education on brief for American Council on Education and 40 Other
    Higher Education Organizations, amici curiae.
    Samuel P. Groner, Harrison D. Polans, Fried, Frank, Harris,
    Shriver & Jacobson, LLP, Steven M. Freeman, and Amy Feinman on
    brief for Anti-Defamation League, amicus curiae.
    Madeleine K. Rodriguez, Dean Richlin, Hemmie Chang, Sarah
    Burg, Rachel Hutchinson, Jacqueline Chávez, Foley Hoag LLP,
    Kenneth Kimerling, and Asian American Legal Defense and Education
    Fund on brief for Asian American Legal Defense and Education Fund
    and Other Asian American Education and Youth-Serving Organizations
    and Higher Education Faculty.
    Jaime A. Santos, Sabrina M. Rose-Smith, William Evans, and
    Goodwin Procter LLP, on brief for the National Association of
    Basketball Coaches, Women's Basketball Coaches Association, Geno
    Auriemma, James A. Boeheim, John Chaney, Tom Izzo, Michael W.
    Krzyzewski, Joanne P. McCallie, Nolan Richardson, Bill Self, Sue
    Semrau, Orlando Smith, Tara Vanderveer, Roy Williams, Jay Wright,
    and 326 Additional Current or Former College Head Coaches, amici
    curiae.
    Matthew S. Hellman, Ishan K. Bhabha, and Jenner & Block LLP,
    on brief for Brown University, Columbia University, Cornell
    University, Dartmouth College, Duke University, Emory University,
    Johns Hopkins University, Massachusetts Institute of Technology,
    Princeton University, Stanford University, University of Chicago,
    University of Pennsylvania, Vanderbilt University, Washington
    University in St. Louis, and Yale University, amici curiae.
    Maura Healey, Attorney General of Massachusetts, Elizabeth N.
    Dewar, State Solicitor, Ann E. Lynch, Assistant Attorney General
    of Massachusetts, David Ureña, Assistant Attorney General of
    Massachusetts, Xavier Becerra, Attorney General of California,
    Philip J. Weiser, Attorney General of Colorado, Kathleen Jennings,
    Attorney General of Delaware, Karl A. Racine, Attorney General for
    the District of Columbia, Clare E. Connors, Attorney General of
    Hawai'i, Kwame Raoul, Attorney General of Illinois, Aaron M. Frey,
    Attorney General of Maine, Brian E. Frosh, Attorney General of
    Maryland, Keith Ellison, Attorney General of Minnesota, Aaron D.
    Ford, Attorney General of Nevada, Hector Balderas, Attorney
    General of New Mexico, Letitia James, Attorney General of New York,
    Josh Shapiro, Attorney General of Pennsylvania, Peter Neronha,
    Attorney General of Rhode Island, and Mark R. Herring, Attorney
    General of Virginia, on brief for Massachusetts, California,
    Colorado, Delaware, the District of Columbia, Hawai'i, Illinois,
    Maine, Maryland, Minnesota, Nevada, New Mexico, New York,
    Pennsylvania, Rhode Island, and Virginia, amici curiae.
    Derek T. Ho, Bradley E. Oppenheimer, Minsuk Han, Joseph L.
    Wenner, and Kellogg, Hansen, Todd, Figel & Frederick P.L.L.C. on
    brief for Professors of Economics, amicus curiae.
    Sarah E. Harrington and Goldstein & Russell, P.C. on brief
    for 678 Social Scientists and Scholars on College Access, Asian
    American Studies, and Race, amici curiae.
    Anton Metlitsky, Patrick D. McKegney, Apalla U. Chopra,
    Bradley N. Garcia, Anna O. Mohan, and O'Melveny & Myers LLP on
    brief for Walter Dellinger, amicus curiae.
    Mark S. Davies, Thomas M. Bondy, Katherine M. Kopp, Sheila A.
    Baynes, Sarah H. Sloan, E. Joshua Rosenkranz, Darren S. Teshima,
    and Orrick, Herrington & Sutcliffe LLP on brief for Amgen Inc.,
    Apple Inc., Applied Materials, Inc., Cisco Systems, Inc., Cummins
    Inc.,    General   Electric   Company,   Gilead   Sciences,   Inc.,
    GlaxoSmithKline LLC, Intel Corporation, Micron Technology, Inc.,
    Microsoft Corporation, Twitter, Inc., and ViiV Healthcare Company,
    amici curiae.
    Keffe B. Clemons on brief for Verizon Services Corp., amicus
    curiae.
    November 12, 2020
    LYNCH, Circuit Judge.             Students for Fair Admissions,
    Inc. ("SFFA") brought suit on November 17, 2014, against the
    President and Fellows of Harvard College and the Board of Overseers
    (collectively,      "Harvard").         The    suit   alleged    that    Harvard
    College's     admittedly      race-conscious      undergraduate     admissions
    process violates Title VI of the Civil Rights Act of 1964, 42
    U.S.C. § 2000d et seq. ("Title VI") by discriminating against Asian
    American applicants in favor of white applicants.
    SFFA asserts that Harvard fails to meet the Supreme
    Court's standards for the use of race in admissions which are
    asserted to be justified by diversity in these ways: (1) it engages
    in   racial    balancing      of   its    undergraduate     class;       (2)   it
    impermissibly uses race as more than a "plus" factor in admissions
    decisions; (3) it considers race in its process despite the
    existence     of   workable    race-neutral      alternatives;    and    (4)   it
    intentionally discriminates against Asian American applicants to
    Harvard College.         SFFA seeks a declaratory judgment, injunctive
    relief, attorneys' fees, and costs.
    The district court denied Harvard's motion to dismiss
    SFFA's suit for lack of Article III standing.              See Students for
    Fair Admissions, Inc. v. President & Fellows of Harvard Coll.
    ("SFFA I"), 
    261 F. Supp. 3d 99
    , 111 (D. Mass. 2017).
    After    a    fifteen-day     bench    trial   at    which    thirty
    witnesses testified, the district court issued a 130-page opinion
    - 5 -
    with findings of fact and conclusions of law.              See Students for
    Fair Admissions, Inc. v. President & Fellows of Harvard Coll.
    ("SFFA II"), 
    397 F. Supp. 3d 126
    , 132 (D. Mass. 2019).                 It made
    numerous   factual     findings,   including    as   to    competing    expert
    witness    testimony    and   credibility      determinations     about    the
    testimony of witnesses.       See
    id. at 158-83.
             The district court
    found that Harvard had met its burden of showing its admissions
    process did not violate Title VI.       See
    id. at 197, 199, 201, 204.
    It entered judgment for Harvard on all counts.             See
    id. SFFA appeals from
    this judgment, and Harvard renews its
    argument that SFFA lacks standing.1
    After careful review of the record, we hold that SFFA
    has associational standing to bring its claims and that under
    governing Supreme Court law Harvard's race-conscious admissions
    program does not violate Title VI.2
    1    The district court dismissed two of SFFA's original
    claims before trial: that Harvard uses race to fill more than just
    the last few places in its class and that Harvard considers race
    in its admissions process generally. SFFA does not challenge the
    dismissal of these claims on appeal.
    2    We acknowledge and thank all of the amici curiae for
    their helpful submissions in this matter.    The following amici
    submitted briefs in support of SFFA: the United States; the Asian
    American Coalition for Education and the Asian American Legal
    Foundation; the Pacific Legal Foundation and the four other
    institutions on the brief; Michael Keane and the nine other
    economists on the brief; Jun Xiao and the three other individuals
    on the brief; Judicial Watch, Inc.; the Mountain States Legal
    Foundation; and the National Association of Scholars.         The
    following amici filed briefs in support of Harvard: Students,
    Alumni, and Prospective Students of Harvard College; the American
    - 6 -
    I.     Facts
    We recount the relevant basic facts before we turn to
    our legal analysis.
    1)   SFFA
    SFFA   is   a   validly        incorporated    501(c)(3)     nonprofit
    organization. Its bylaws state that it was formed to "defend human
    and civil rights secured by law, including the right of individuals
    to equal protection under the law, through litigation and any other
    lawful means."
    SFFA was incorporated on July 30, 2014.                Its original
    board of directors had three self-appointed members: Edward Blum,
    President,     Abigail       Fisher,    Secretary,        and   Richard    Fisher,
    Treasurer.    In November 2014, when it filed suit against Harvard,
    SFFA's   bylaws      also     provided        for     "affiliate   members"     who
    Council on Education and the forty other higher education
    organizations on the brief; the Anti-Defamation League; the Asian
    American Legal Defense Fund and the forty-five other Asian American
    education and youth-serving organizations and faculty on the
    brief; the National Association of Basketball Coaches, the Women's
    Basketball Coaches Association, and the 339 current and former
    coaches on the brief; Brown University and the fourteen other
    colleges and universities on the brief; Massachusetts and the
    fifteen other states on the brief; the eighteen Professors of
    Economics; the 678 Social Scientists and Scholars on College
    Access, Asian American Studies, and Race; Walter Dellinger; and
    the Coalition for a Diverse Harvard and the twenty-five other
    organizations on the brief. Amgen, Inc. and thirteen other
    corporations submitted a brief in favor of preserving diversity
    and inclusion efforts like those previously approved by the Supreme
    Court.
    - 7 -
    "support[ed] the purposes and mission of the Corporation."                  All
    members of SFFA were affiliate members.          Membership was free, but
    affiliate members could not vote for any officers or directors of
    the organization.    SFFA had forty-seven affiliate members when it
    sued Harvard, including Asian American members who had applied to
    and been rejected by Harvard.         Several of these members submitted
    declarations stating that they voluntarily joined SFFA, supported
    its mission, had been in contact with SFFA, received updates about
    this litigation, and were able to express their views on it.
    In June 2015, SFFA amended its bylaws to eliminate
    "affiliate    members"   and   replace   them    with   "general    members."
    Unlike affiliate members, general members have the right to vote
    for a member-elected director and must pay membership dues to SFFA.
    As of 2017, SFFA's membership had increased to approximately 20,000
    members.
    2)    Harvard's Admissions Process
    Harvard's   admissions    process   is     complex   and   highly
    competitive.    Each year, Harvard College attempts to admit a class
    of roughly 1,600 students. For its class of 2019, Harvard received
    around 35,000 applications.      Because of the size of the applicant
    pool relative to Harvard's available slots, Harvard cannot admit
    all   applicants   who   would   succeed   academically.          Harvard   has
    determined that academic excellence alone is not sufficient for
    admission.      Rather, Harvard seeks students who are not only
    - 8 -
    academically excellent but also compelling candidates on many
    dimensions.
    Harvard's application process3 is accurately described
    as   having     six   components:      (1)     Harvard's   pre-application
    recruitment efforts; (2) students' submission of applications; (3)
    Harvard's "first read" of application materials; (4) admissions
    officer   and   alumni   interviews;     (5)   subcommittee   meetings   of
    admissions officers to recommend applicants to the full admissions
    committee; and (6) full admissions committee meetings to make and
    communicate final decisions to applicants.            Harvard also uses a
    system of "tips" for certain applicants.            Tips may be considered
    during or after the third stage.
    Pre-Application Recruitment Efforts by Harvard
    Harvard    engages   in    significant    recruitment   efforts.
    Each admissions cycle, it buys the names and contact information
    of students who do well academically and on standardized tests
    from ACT and the College Board, the two main organizations that
    administer standardized tests used in college admissions.          Harvard
    uses this information to assemble a "search list."            That list in
    relevant years has had more than 100,000 students.            Students on
    3    Because SFFA's allegations of discrimination relate only
    to United States citizens or permanent residents, the following
    discussion is limited to the application process for domestic
    applicants.   The statistical analyses performed by the parties'
    experts exclude data from foreign applicants.
    - 9 -
    the    search    list    receive    communications     encouraging     them   to
    consider applying to Harvard.         A student's presence on the search
    list has no effect on whether Harvard will admit them.4                  Harvard
    purchases information about high school students of all races,
    including Asian Americans.           It purchases information for some
    groups of students, such as African American or Hispanic students
    and for students from states Harvard has labeled "Sparse Country,"5
    who have lower standardized test scores than other students.
    Harvard   specifically      recruits    minority   students    --
    including African American, Hispanic, and Asian American students
    --    through     its    Undergraduate      Minority    Recruitment      Program
    ("UMRP").       Low-income applicants and those who are the first in
    their family to go to college are encouraged to apply through the
    Harvard Financial Aid Initiative ("HFAI").             Despite these efforts
    to    expand    its   applicant    pool,   the   demographics     of   Harvard's
    4  Students on the search list are twice as likely to be
    admitted to Harvard as students who are not on the search list.
    But correlation does not imply causation. Because the search list
    mechanically includes students who do well academically and have
    high test scores -- students who would be stronger applicants to
    Harvard than those who have less impressive academic and testing
    credentials -- it does not follow that being on the search list
    causes these students to be admitted at higher rates.
    5  Harvard uses "Sparse Country" as a shorthand for areas
    of the United States that are sparsely populated. Sparse Country
    includes twenty states: Alabama, Alaska, Arizona, Arkansas, Idaho,
    Louisiana, Maine, Mississippi, Montana, Nebraska, Nevada, New
    Hampshire, New Mexico, North Dakota, Oklahoma, South Dakota, Utah,
    Vermont, West Virginia, and Wyoming.
    - 10 -
    applicants and its admitted students do not mirror those of the
    United States on many criteria, including race.
    Information Contained in Submitted Applications
    Applicants apply to Harvard by Early Action or Regular
    Decision.    The review process is identical for both.                     Early Action
    students receive admissions decisions more quickly.
    Harvard    uses    the   Common      Application,       a     standardized
    application that applicants fill out once to apply to different
    colleges and universities of their choice.                  As part of the Common
    Application,     students       submit     a     great    deal      of     information,
    including    about     their    standardized       test     scores,        transcripts,
    extracurricular       and    athletic    activities,        awards,       parents'    and
    siblings'     educational       information,        parents'        occupations       and
    marital status, teacher and guidance counselor recommendations,
    intended    field     of    study,    personal     statement,        and     additional
    supplemental essays or academic material.                    Some information --
    like racial identity -- can, but need not, be submitted.
    Consideration of Submitted Applications: Harvard's "First
    Read" of Application Materials
    During    the    admissions       cycles    directly        challenged    by
    SFFA, Harvard's admissions office was led by William Fitzsimmons,
    the Dean of Admissions and Financial Aid, Marlyn McGrath, the
    Admissions     Director,       and    Sally      Donahue,     the        Financial    Aid
    Director.    Harvard staffs its admissions office with approximately
    - 11 -
    seventy people, forty of whom are admissions officers.       Admissions
    officers read applications and decide which applicants will be
    offered   admission.   New   admissions   officers   are    trained   and
    supervised by more experienced admissions officers.        This training
    includes instruction on how to consider race.
    All admissions officers are given a copy of Harvard's
    reading procedures, which explain how to evaluate applications.6
    The reading procedures include guidelines for assigning numerical
    ratings to applicants in certain categories. The guidelines detail
    the factors admissions officers should consider when assigning
    these numerical ratings.
    Before admissions officers begin reading applications,
    they divide the applications based on geography.             Admissions
    officers are organized into subcommittees dedicated to reviewing
    applications from specific regions.7      Within each subcommittee,
    admissions officers further specialize by reading all applications
    from certain high schools. Each high school has a dedicated "first
    reader" for applications from that high school.      First readers do
    6    The   following   descriptions   reflect   the   reading
    instructions given to admissions officers for the class of 2018
    and were in effect during the period analyzed via statistical
    analysis in this lawsuit. Harvard has since revised them for later
    class years. Any relevant changes are discussed below.
    7    To limit inter-geographic discrepancies in application
    evaluations, each admissions officer serves on at least two
    subcommittees.
    - 12 -
    not always have an applicant's complete application when reviewing
    a file.     For example, an application might be missing an alumni
    interview report or a teacher recommendation when it is first
    reviewed.      Every application has a set of numerical ratings
    assigned by the first reader.      Some applications are also given
    additional rounds of ratings by additional readers.8           Faculty
    members might also review files.9
    There are six types of ratings assigned during the
    reading     stage:    academic   ratings,   extracurricular   ratings,
    athletic ratings, school support ratings, personal ratings, and
    overall ratings.     Each rating is numeric.   Higher numbers often,
    but not always,10 indicate a worse rating.          Each of the six
    categories has subjective components and none are formulaically
    8    New admissions officers have their first fifty
    applications reviewed by second readers.         Otherwise, second
    readers are rare and used if the case is complex, if the case
    raises issues of policy, or if the case would be helped by a second
    reader's subject-matter knowledge or geographic expertise.      The
    chair of the docket may also serve as a third reader. This title
    is a misnomer, as an application need not receive a second read to
    be given a third read.
    9    Faculty members review files if they have specific
    expertise relevant to an application. For example, a Visual and
    Environmental Studies professor might review an applicant's film.
    Some faculty members also volunteer to review files from certain
    regions.
    10   In some categories, ratings of five or six denote special
    circumstances (e.g., home or employment responsibilities that
    preclude participation in extracurricular activities) and are not
    necessarily worse than lower numbers.
    - 13 -
    assigned.       Admissions officers fine tune their ratings with "+"
    and "-" marks.       For example, an applicant with a "3+" academic
    rating would be stronger than an applicant with a "3", who would
    in turn be stronger than an applicant with a "3-" rating.                Ratings
    of "1" are exceedingly rare and are predictive of admission in
    most categories.11 These ratings are preliminary and do not dictate
    a student's admission to Harvard.           It is not uncommon for students
    with    worse   ratings    to   be   admitted   over   students   with    better
    ratings.    We describe the six categories to which these numeric
    ratings are assigned.
    Academic Rating
    The academic rating is designed to quantify a student's
    academic ability and is based largely, though not exclusively, on
    grades and standardized test scores.            Other factors that go into
    the    rating    include   less      quantifiable   characteristics      like   a
    student's demonstrated love of learning, potential for future
    academic improvement, teacher and guidance counselor letters and,
    if available, academic or faculty evaluations.
    11 During the period analyzed by the parties' experts, .07%
    of applicants received an overall rating of 1 and all were
    admitted.   Of the .45% of applicants who received an academic
    rating of 1, 68.9% were admitted. Of the .31% of applicants who
    received an extracurricular rating of 1, 49.1% were admitted. Of
    the .82% of applicants who received an athletic rating of 1, 86%
    were admitted. And of the .03% of students who received a personal
    rating of 1, 69.6% were admitted. Schools support ratings of 1
    are relatively more frequent and less predictive of admission.
    - 14 -
    An academic rating of "1" signifies "summa cum laude"
    potential.     Harvard's reading procedures describe "1" applicants
    as genuine scholars with near-perfect standardized test scores and
    grades.   They may have even demonstrated an ability to produce
    original scholarship.           "2" applicants have "magna cum laude"
    potential and are excellent students with top grades.                     If they
    submit SAT scores, they are typically in the mid- to high-700s in
    each testing area.       ACT scores for "2" students are typically at
    or above 33.       "3" students have "cum laude" potential and have SAT
    scores in the mid-600s to low-700s or ACT scores between 29 and
    32.    Finally,       "4,"   "5,"   and   "6"   applicants    have    "adequate
    preparation,"       "marginal    potential,"    and   "marginal      or    worse"
    achievement, respectively, with lower grades and standardized test
    scores.
    Extracurricular Rating
    The    extracurricular       rating   measures     a     student's
    commitment to non-academic pursuits, broadly defined.                A score of
    "1" indicates "truly unusual achievement," a score of "2" reflects
    "strong secondary school contribution in one or more areas such as
    class president, newspaper editor, etc.," a score of "3" represents
    "solid participation but without special distinction," and a score
    of "4" corresponds to little or no participation.                   The reading
    procedures instruct admissions officers to give scores of "5" or
    - 15 -
    "6" if special circumstances precluded the applicant from engaging
    in more traditional extracurriculars.
    Athletic Rating
    The athletic rating measures an applicant's commitment
    to athletic pursuits.         "1" ratings are reserved for recruited
    varsity athletes.    A "2" rating represents a "[s]trong secondary
    school    contribution   in   one    or   more   areas"   of   athletics   with
    "possible leadership role(s)."            A "3" is "active participation,"
    and "4" indicates little to no participation.             Unlike "4" ratings
    in other categories, an athletic rating of "4" is not a negative.
    "5" or "6" ratings indicate circumstances that hinder or prevent
    participation in athletics.
    School Support Ratings
    Admissions   officers     also    assess   the     strength   of   an
    applicant's high school support by reading teacher and guidance
    counselor recommendations.          Each recommendation receives its own
    rating.     "1" indicates "strikingly unusual support," typically
    indicated by phrases in recommendations like "the best ever."                  A
    "2" corresponds to "very strong support," a "3" is "above average
    positive support," "4" is "somewhat neutral or slightly negative,"
    and a "5" is "negative or worrisome."            Admissions officers assign
    general school support ratings, but teacher and guidance counselor
    recommendations can also affect other rating scores (e.g., the
    academic and personal ratings).
    - 16 -
    Personal Rating
    The personal rating features heavily in this litigation.
    It attempts to measure the positive effects applicants have had on
    the people around them and the contributions they might make to
    the Harvard community.       Factors considered include an applicant's
    perceived leadership, maturity, integrity, reaction to setbacks,
    concern for others, self-confidence, likeability, helpfulness,
    courage, kindness, and whether the student is a "good person to be
    around."   Admissions officers generally assess an applicant based
    on   the   applicant's      admissions   essays,   teacher    and   guidance
    counselor recommendations, accomplishments, and alumni interview
    report, but almost any information in a student's application can
    factor into the personal rating.
    According to Harvard's written reading procedures, a
    score of "1" is "outstanding," a score of "2" is "very strong,"
    and a score of "3" is "generally positive." Applicants who receive
    ratings of "4," "5," or "6" are typically described as "bland or
    somewhat   negative    or   immature,"   having    "questionable    personal
    qualities,"       or   having      "worrisome      personal     qualities,"
    respectively.12
    12  These descriptions were updated in 2018 to be more
    descriptive.    For example, in the updated instructions, an
    applicant with a "1" personal rating is described as follows:
    "Truly outstanding qualities of character; student may display
    enormous courage in the face of seemingly insurmountable obstacles
    in life. Student may demonstrate a singular ability to lead or
    - 17 -
    Harvard maintains that race itself does not play a role
    in a student's numerical personal score.              It does admit that
    experiences tied to an applicant's race -- for example, experiences
    with prejudice or discrimination and how the applicant has overcome
    this adversity -- could inform their personal rating. Before 2018,
    the   reading    procedures   Harvard   distributed   to     its    admissions
    officers   did   not   mention   whether   race   should    be     included   in
    assigning the personal rating.          After SFFA brought this suit,
    Harvard modified these instructions to explicitly say that "an
    applicant's race or ethnicity should not be considered in assigning
    the personal rating."         These updated instructions took effect
    beginning with the class of 2023.
    Overall Rating
    Before the admissions officers take a candidate to the
    committee stage, they assign an overall rating to each applicant.
    This rating takes all available information into account and is
    not a formulaic weighting of the other ratings.            Harvard's reading
    procedures include guidelines for assigning an overall rating: a
    "1" signifies an "exceptional" candidate with >90% chance of
    admission; a "2" is a strong student with a 50-90% chance of
    admission; a "3" is a "solid contender" with a 20-40% chance of
    inspire those around them.     Student may exhibit extraordinary
    concern or compassion for others.    Student receives unqualified
    and unwavering support from their recommenders."
    - 18 -
    admission,      a    "4"   is    a     "neutral"       candidate    with    respectable
    credentials,        and    a    "5"    is     an    applicant     with   below-average
    credentials.
    Unlike       the   other       ratings,    Harvard    acknowledges       that
    admissions officers can and do take an applicant's race into
    account when assigning an overall rating.                       Race can be, but need
    not be, a basis for a "tip."                  So can other factors.          We discuss
    tips later, after a description of interviews and the committee
    deliberations.
    Admissions Officer and Alumni Interviews
    Concurrent         with    the        admissions    office's    review     of
    applications, Harvard uses its alumni and admissions officers to
    interview applicants.            Harvard provides all interviewers with an
    Interview Handbook.             The Handbook provides guidance about what
    information interviewers should not discuss (e.g., the applicant's
    chance of admission) or questions they should not ask (e.g.,
    interviewers "should not ask questions that suggest students are
    being ethnically screened or go through a 'special' admissions
    process").      Alumni interviewers have access to some of the same
    information as Harvard's admissions officers.                        The information
    they receive does not include teacher and guidance counselor
    recommendations or transcripts.                     After conducting an interview,
    alumni   give       written     comments      and     assign    applicants    numerical
    scores that are broadly similar to the scores assigned by an
    - 19 -
    admissions     officer.     However,      alumni   only   assign     academic,
    personal, extracurricular, and overall scores.            They do not assign
    athletic or school support ratings.
    Subcommittee Meetings and Recommendations to Full Committee
    After   reading    applications,      assigning       preliminary
    scores, and gathering any additional information from faculty and
    alumni, Harvard decides those applicants to whom it will offer
    admission.         Admissions   subcommittees      meet    to   discuss    the
    applicants in their region over three to five days.             First readers
    typically serve as advocates for applicants they believe should be
    admitted.     Not every applicant is discussed, but it is common for
    members of the committee to discuss candidates not singled out by
    first readers.
    The   subcommittees   make    recommendations      to   the   full
    admissions committee.      Their recommendations are not dispositive.
    The final decisions are made only at the full committee meeting.
    It is not uncommon for applicants who were not recommended for
    admission by a subcommittee to later be admitted (and vice versa).
    The subcommittees consider a variety of factors, including race,
    when making their recommendations.
    Full Committee Meetings and Final Decisions on Offers to Admit
    Harvard then holds a full committee meeting -- comprised
    of forty members -- to finalize decisions.           Any applicant may be
    discussed at the full committee meeting, though the focus is
    - 20 -
    typically on those recommended by the various subcommittees.                           All
    committee members have access to each student's application.                           This
    application frequently includes additional information that was
    not   available      when     the     first    reader    assigned      ratings    to   the
    applicant.       The applicants presented are discussed one by one, and
    every    member    of    the       full    committee    votes    on    admission.       An
    applicant must secure a majority of the full committee's vote to
    be offered admission.
    After      the    full       committee    votes    on    applications,      it
    typically has a pool of more than 2,000 tentative admits, more
    than can be admitted.              To finalize the class, it conducts a "lop
    process" to winnow down the pool even further.                         Before deciding
    which applications will be lopped, members of the admissions
    committee are informed of various demographic characteristics of
    the admitted applicants, including race.                  Admissions officers then
    compile a "lop list" of applicants who might be lopped.                        This list
    includes information about tentative admits -- race, athletic
    rating, legacy status, and socioeconomic status -- relating to
    some of Harvard's admissions tips.                    After enough applicants have
    been lopped, Harvard sends decisions to applicants.
    "Tips"    Given       to    Benefit     ALDC     Applicants      and     Non-ALDC
    Applicants
    Since at least 1990, Harvard has used a system of "tips"
    in its application review process.                     Tips are plus factors that
    - 21 -
    might tip an applicant into Harvard's admitted class.                 The tip
    system is an overlay of Harvard's process and tip factors can be
    considered at multiple points in Harvard's review.              Tips can be
    incorporated in Harvard's ratings and during the committee review
    stage.
    Harvard has memorialized a non-exhaustive list of tip
    factors in a handbook it gives to admissions officers and alumni
    interviewers.       The   factors      contained     in   Harvard's   written
    materials    are   outstanding     and    unusual    intellectual     ability,
    unusually appealing personal qualities, outstanding capacity for
    leadership, creative ability, athletic ability, legacy status, and
    geographic, ethnic, or economic factors.            Harvard admits that race
    is considered.
    Harvard's Consideration of Race
    Harvard's use of tips that take race into account is the
    focus of many of SFFA's claims.          We consider how and when Harvard
    claims to consider race.         It admits that race can be considered
    during Harvard's "first read" of application materials only when
    assigning an applicant's overall rating.             It also admits that an
    applicant's race can be considered in both subcommittee and full
    committee meetings.       Harvard denies that race is considered in
    assigning an applicant's personal rating during the "first read."
    We describe the background against which Harvard's tip
    taking   race   into   account    is   used.    Admissions     officers    are
    - 22 -
    provided, from time to time, with summaries containing demographic
    information.          These "one-pagers" provide a snapshot of various
    demographic         characteristics    of    Harvard's     applicant    pool   and
    admitted class and compares them to the previous year. In addition
    to race, these sheets summarize the applicant pool on a variety of
    other        dimensions   (e.g.,    gender,     geographic    region,    intended
    concentration,         legacy    status,    whether   a   student   applied    for
    financial aid, etc.).           Information from this sheet is periodically
    shared with the full admissions committee, and the committee uses
    this information in part to ensure that there is not a dramatic
    drop-off in applicants with certain characteristics -- including
    race -- from year to year.            Harvard keeps abreast of the racial
    makeup of its admitted class in part because doing so is necessary
    to forecast yield rates. The yield rate is the percent of admitted
    applicants who accept an offer of admission.13               Empirically, Asian
    American and white students accept offers of admission at higher
    rates        than   African   American,     Hispanic,     Native   American,   and
    multiracial applicants.
    13An alternative interpretation of "yield rate by race" is
    the number of students of a particular race admitted divided by
    the total number of students admitted. We discuss this statistic
    when reviewing the district court's findings of fact.
    - 23 -
    ALDCs:    Athletes,    Legacy    Applicants,      Dean's   Interest   List
    Applicants, and Children of Faculty or Staff
    Harvard also provides tips to ALDC (recruited athletes,
    legacy applicants, applicants on the Dean's Interest List,14 and
    children of faculty or staff) applicants.            ALDC applicants make up
    less than 5% of applicants to Harvard but around 30% of the
    applicants     admitted    each     year.      These     applicants     have    a
    significantly    higher    chance     of    being   admitted    than   non-ALDC
    applicants.     SFFA does not challenge the admission of this large
    group of applicants who can and do receive tips.
    The racial makeup of ALDC applicants is different than
    non-ALDC applicants.        Around 67.8% are white, 11.4% are Asian
    American, 6.0% are African American, and 5.6% are Hispanic.                    In
    contrast, only 40.3% of non-ALDC applicants are white, 28.3% are
    Asian American, 11% are African American, and 12.6% are Hispanic.
    3)   Prior     Analyses    of   Harvard's     Use   of   Race   in     Harvard's
    Admissions Process
    Because SFFA argues, and Harvard denies, that its claims
    are supported by prior reviews of Harvard's admissions policies,
    we describe those analyses.
    14   The Dean's Interest list is a list of applicants the
    Dean of Admissions gives special attention to.     It primarily
    includes the children or relatives of donors, and it includes a
    rating of how important the donor is to Harvard.
    - 24 -
    1990 U.S. Department of Justice Office of Civil Rights ("OCR")
    Report
    In 1990, OCR investigated potential claims of anti-Asian
    bias in Harvard's admissions process but concluded there was no
    difference in the numeric ratings given to white and Asian American
    applicants.
    At    the   time,    Harvard   reviewed     applications   using   a
    process like the one challenged in this lawsuit in the sense that
    it used a rating system and tips for race and ALDC applicants.
    OCR's      report    stated       that    "descriptions     of   Asian   American
    applicants        were    found   that    could   have    implications   for    the
    stereotyping of Asian American applicants."                But "[t]hey could not
    be shown to have negatively impacted the ratings given to these
    applicants."        The OCR report concluded that Harvard did not use a
    quota system for Asian Americans, that its rating system was not
    designed or implemented to harm Asian Americans, and that, "taken
    as   a    whole,    there   was    no    significant     difference   between   the
    treatment of Asian American applicants and the treatment of white
    applicants."
    Harvard's Office of Institutional Research Studies
    Harvard has conducted its own studies of its admissions
    process in the past decade.
    The first of these -- commissioned in part due to a
    widely publicized November 2012 article by Ron Unz in The American
    - 25 -
    Conservative titled "The Myth of the American Meritocracy" -- was
    conducted by Harvard's Office of Institutional Research (OIR).
    This review started in December 2012 and went through several
    stages.     OIR's initial rough, preliminary logistic regression
    models,   which    omitted   many    variables     actually   considered    in
    Harvard's    admission     process     (like   socioeconomic       or   family
    circumstances), showed that Harvard was better able to predict the
    racial makeup of its admitted class if it included race as an
    explanatory variable in the regression.
    After this analysis by OIR, Harvard's Dean of Admissions
    requested further analysis on Harvard's use of low-income tips.
    OIR's next analysis used application data for the classes of 2009
    to 2016 and found that "low income students clearly receive a 'tip'
    in the admissions process" but that "the tip for legacies and
    athletes is larger" than for low income applicants.            It also found
    that "there are demographic groups that have negative effects."
    The admittedly limited model suggested but did not conclude that
    Asian American applicants were statistically significantly less
    likely to be admitted to Harvard than white applicants.                    OIR
    explained   that    the   model   "has   several    limitations"    and   that
    expanding the set of explanatory variables in the model "might
    result in a better fitting model, one that accounts for more of
    the   variation    in   individual    applicants    and   their   potentially
    unique contributions to the entering class."
    - 26 -
    Harvard's       Dean   of    Admissions    then          asked   OIR   to
    investigate whether Harvard's tip for low-income applicants was
    consistently      applied     across    applicants     of    different         races.
    Specifically, given the concerns raised about Harvard's treatment
    of Asian American applicants, he wanted an analysis of the effect
    of being both Asian American and low-income.                     OIR inserted an
    interaction term into the logistic regression model used in its
    previous report in order to capture the effect of being both Asian
    American    and    low   income.15       This   term   had       a    statistically
    significant positive coefficient, suggesting that, holding all
    else constant, being both Asian American and low income results in
    an applicant having a higher chance of admission than the sum of
    the effect of being Asian American or low-income alone suggests.
    This model, however, admittedly suffered from the same problems
    and limitations as OIR's earlier models in that it omitted many
    variables   that    Harvard    actually     considered      in       its   admissions
    process.
    15   An interaction term between two categorical (i.e., non-
    numeric) variables in a logistic regression model captures whether
    the effect of having one characteristic changes when another
    characteristic is also present. See Reference Manual on Scientific
    Evidence [hereinafter, "FJC Reference Manual"] (3d ed. 2011) at
    316-17. Here, the interaction term measures whether being both
    Asian American and low-income simultaneously results in a greater
    or lower change in an applicant's admission chances beyond the
    effects   of   being   either   Asian   American   or   low-income
    independently.
    - 27 -
    4)      Harvard's Articulation of Its Justification for Its Use of
    Race to Accomplish Diversity
    The Khurana Committee
    In 2015, Harvard created the "Committee to Study the
    Importance of Student Body Diversity" (the "Khurana Committee").
    This committee was chaired by Rakesh Khurana, the dean of Harvard
    College.    The report it issued (the "Khurana Report") was part of
    Harvard's effort to explain the benefits Harvard derives from
    diversity, including racial diversity, as required by Supreme
    Court precedent.        Indeed, the Khurana Committee recognized that
    "[t]he question before [it] is one the Supreme Court has asked
    public institutions of higher education to answer in connection
    with the consideration of an applicant's race" in admissions.
    The Khurana Committee sought input from a variety of
    sources at Harvard.        In reaching its conclusions, it relied on
    discussions    with     students,   alumni,    faculty,    athletic    coaches,
    extracurricular advisors, the deans of admissions and student
    life,     residential     faculty   deans,     and   other    committees     on
    admissions, financial aid, and educational policy.                 Based on its
    findings,     it   "emphatically     embrace[d]      and    reaffirm[ed]    the
    University's long-held . . . view that student body diversity --
    including     racial    diversity    --   is    essential     to    [Harvard's]
    pedagogical objectives and institutional mission."
    - 28 -
    The Khurana Report began by reiterating the mission of
    Harvard College: "to educate the citizenry and citizen leaders for
    our society."      It detailed how Harvard has pursued this mission
    over time and how student body diversity is essential to achieving
    it.   At its founding, Harvard's student body was limited by the
    socioeconomic,     geographic,       and    political    factors    of    the       17th
    century.      Harvard     educated    the    small    subset   of   men       who    had
    completed high school, had the means to travel to Harvard, and
    wanted to pursue post-secondary education.
    Leading up to the Civil War, Harvard's President called
    for increased diversity.             In a report to Harvard's Board of
    Overseers,    he   recognized    the       "disastrous   condition       of    public
    affairs." He wrote that Harvard must assemble a student body "from
    different and distant States" to "remove prejudices, by bringing
    them into friendly relations."
    Successive     presidents        of     Harvard   reaffirmed            the
    importance of diversity.         In the late 19th century, President
    Charles William Eliot revised the Harvard curriculum to promote
    tolerance, mutual understanding, and camaraderie.                   He wrote that
    diversity "promotes thought on great themes, converts passion into
    resolution, cultivates forbearance and mutual respect, and teaches
    . . . candor, moral courage, and independence of thought."                            A
    century later, President Neil Rudenstine praised these reforms in
    his own 1996 evaluation of diversity at Harvard.                    He wrote that
    - 29 -
    President Eliot recognized that a diverse student body was "capable
    of shaping lifelong attitudes and habits" and "indispensable to
    the healthy functioning of a democratic society."                    In 2015, then-
    President Drew Gilpin Faust said at the beginning of Harvard's
    academic year that diversity is "an integral part of everyone's
    education."      She said she meant not just racial diversity but also
    other types, including religious, ethnic, national, political, and
    gender diversity.           By "everyone," she said she meant not just
    students but also the wider Harvard community, including faculty
    and staff.
    The      Khurana    Report         made     Harvard's    reasons      for
    accomplishing diversity by its limited use of race even more
    explicit.        In   our    view,   at    least       these   specific    goals   are
    articulated in this report: (1) training future leaders in the
    public     and     private    sectors      as    Harvard's      mission    statement
    requires; (2) equipping its graduates and itself to adapt to an
    increasingly       pluralistic       society;      (3)     better    educating     its
    students    through      diversity;       and    (4)    producing    new   knowledge
    stemming from diverse outlooks.
    The Khurana Report recognized that Harvard, historically
    and currently, trains leaders.                  Signers of the Declaration of
    Independence attended Harvard.              Today, Harvard College graduates
    "are founding and running global companies in technology, retail,
    finance, and healthcare, among others."                    Graduates will become
    - 30 -
    leaders not just in the United States but throughout the world.
    The Khurana Report stated that global companies want to hire and
    promote graduates who have been educated in diverse settings.
    Businesses    have   internalized    diversity    and   inclusion    as     core
    values. It concluded that if Harvard does not provide its students
    with the opportunity to engage with other students in a diverse
    undergraduate     environment,   "[its]      students    likely     would     be
    constrained in their pursuit of excellence, and [Harvard] would be
    remiss in failing to provide them with the skills they need to
    flourish after graduation."
    The Khurana Report also stated that providing a diverse
    learning environment is necessary not only for Harvard to prepare
    its students to become leaders but also for it to train leaders at
    all.   It quoted the Supreme Court in Grutter v. Bollinger: "In
    order to cultivate a set of leaders with legitimacy in the eyes of
    the citizenry, it is necessary that the path to leadership be
    visibly open to talented and qualified individuals of every race
    and ethnicity."      
    539 U.S. 306
    , 332 (2003).          The Khurana Report
    said that Harvard "must demonstrate to the world that individuals
    of all races, ethnicities, all backgrounds may thrive, succeed,
    and lead" to continue to train leaders.          If Harvard cannot produce
    a diverse set of graduates, it may no longer produce leaders.
    Next, the Khurana Committee said that Harvard's students
    graduate into a world that has become increasingly diverse.                 The
    - 31 -
    Khurana Report quoted from the amicus brief Harvard filed in Fisher
    II:     "Whatever their field of endeavor, Harvard's graduates will
    have to contend with a society that is increasingly complex and
    influenced by developments that may originate far from their homes.
    To    fulfill    their    civic   and    other       responsibilities,       Harvard's
    graduates cannot be blind either to the challenges facing our
    increasingly      pluralistic     country       or    to    the    unresolved     racial
    divisions that stubbornly persist despite decades of substantial
    efforts to resolve them."              The Khurana Report said student body
    diversity encourages students to "examine ways of processing the
    world    dissimilar       to   their    own"     and       that    through   classroom
    discussion with others "one learns to negotiate pluralism."                          The
    Khurana    Report    said      that    racial    diversity         in   particular    is
    important       because   Harvard's      graduates         enter    a   society   where
    "negative life experiences attributable to differences in racial
    and ethnic heritage" are still commonplace.                        It concluded that
    Harvard "would fail in a foundational aspect of [its] mission if
    [it] disregarded that fact as [it] prepare[s] [its] students for
    such a complex and heterogeneous society."
    Third, the Khurana Committee detailed how diversity is
    important to Harvard's goal of educating students, faculty, and
    staff.     One of these goals is transformational.                      In addition to
    encouraging students to embrace their own identities, Harvard
    wants its students to take on an additional, complementary one.
    - 32 -
    It wants them to become members of "the community of educated men
    and women."      Harvard views this identity as "inclusive of but not
    bounded    by    race    or    ethnicity."         It   "is   sensitive      to   and
    understanding of the rich and diverse range of others' identities"
    and "opens empathic windows to imagining how other identities might
    feel."      To     achieve       this    transformation,        Harvard      creates
    opportunities for students to interact with others who are unlike
    themselves.
    The Khurana Report cited a book, Making the Most of
    College, by Professor Richard J. Light, a professor at Harvard's
    Graduate   School       of    Education.     The     book,    based   on    in-depth
    interviews of thousands of Harvard students, provided examples of
    how diversity, including racial diversity, can promote learning,
    empathy, and understanding.              The Khurana Report observed that
    certain conversations described in the book "likely could not have
    occurred as candidly as [they] did" at Harvard had "any or all of
    [the   students    involved]      been     white."      The   Khurana      Committee
    recognized that certain learning environments are not possible
    unless some students "share[] a relationship to the issue that
    [others] simply [do] not have."             And the educational benefits of
    diversity cannot be obtained "[i]f the only contact students had
    with others' lived experiences was on the page or on the screen"
    because "it would be far too easy to take short cuts in the exercise
    of empathy, to keep a safe distance from the ideas, and the people,
    - 33 -
    that might make one uncomfortable." Personal contact is essential.
    It also said that the conversations in the book make clear that
    students who have some characteristics in common can and do have
    different perspectives from each other.             The Khurana Report drew
    two   conclusions:    (1)    race   "plays    an    irreplaceable    role     in
    [Harvard's] conception of a diverse student body" and (2) Harvard
    cannot and does not treat race monolithically because students of
    the same race do not "share the same views, experiences, or other
    characteristics."
    Finally, the Khurana Committee said that diversity is
    important to producing new knowledge.          Its report quoted from an
    amicus brief filed by Harvard and other colleges and universities
    in Regents of the University of California v. Bakke: diversity
    "broadens the perspectives of teachers and thus tends to expand
    the reach of the curriculum and the range of scholarly interests
    of the faculty."     The Khurana Report said that entirely new fields
    of study, like Women's Studies, Latin American Studies, and Labor
    Studies, were created in part because universities like Harvard
    admitted more women, Latinx, and low-income students.                    It also
    said that older fields -- like Classics and Philosophy -- were
    reshaped by "new perspectives on gender and sexuality, race,
    ethnicity,    and   social   class."    And    it    said   that   the    social
    sciences, natural sciences, and medicine have all been transformed
    by a more diverse student body.        A homogeneous research community
    - 34 -
    leads to "shared blind spots" that different perspectives can
    reveal.        It    concluded    that    diversity     is   necessary   to    create
    knowledge.
    5)      Harvard's Committees to Study Race-Neutral Alternatives
    The Ryan Committee
    In 2014, in response to the creation of an external,
    unaffiliated website accusing its admissions process of being
    unfair,       Harvard    formed    a     committee    to     examine   race-neutral
    alternatives to its race-conscious admissions process (the "Ryan
    Committee").         The Ryan Committee was chaired by Professor James
    Ryan, then the Dean of Harvard's Graduate School of Education.
    This committee met only a few times before disbanding in December
    2014.
    The Smith Committee
    In June 2017, Harvard established the "Committee to
    Study Race Neutral Alternatives in Harvard College Admissions"
    (the "Smith Committee").            This committee was chaired by Michael
    Smith, then the Dean of Harvard's Faculty of Arts and Sciences.
    Like    the    Khurana    Committee,      the   Smith      Committee   was    part   of
    Harvard's       effort    to     ensure     compliance       with   Supreme     Court
    precedent.          It issued a report (the "Smith Report") examining
    whether Harvard could achieve its interest in diversity without
    considering race in its admissions process.
    - 35 -
    The Smith Report began with a summary of the ways Harvard
    already recruits diverse applicants.                  Harvard identifies low-
    income students and encourages them to apply with informational
    mailings highlighting Harvard's financial aid program.                     Harvard's
    admissions process is need-blind, which means that an applicant's
    inability to pay tuition will not harm their chances of being
    admitted.     It   sends      representatives         --    admissions     officers,
    current   undergraduates,      and    alumni     --    to    conduct      recruitment
    events    throughout    the    United   States.            These   events    include
    secondary schools and regions that have not historically sent
    students to Harvard.       It has created a "First Generation" program
    to encourage students who would be the first in their family to
    attend college to apply.         As part of this program, it connects
    current     first-generation         Harvard     students          with    potential
    applicants to answer their questions.                      As discussed earlier,
    Harvard encourages racially diverse applicants to apply through
    UMRP and low-income applicants to apply through HFAI.
    Once   it   has     admitted       diverse      applicants,       Harvard
    encourages them to matriculate.            It provides admitted students
    with a price calculator so that they can determine if Harvard is
    affordable.    And it has worked to make Harvard affordable.                   Since
    2004, Harvard has steadily reduced the effective tuition that low-
    income students pay.       Since 2012, Harvard has expected no parental
    contribution from families earning less than $65,000 a year and a
    - 36 -
    parental contribution limited to 10% of family income for students
    from families earning less than $150,000 a year.                   It widely
    publicizes this information.        Harvard also hosts a weekend-long
    on-campus event for admitted students.          It provides financial aid
    to low-income admitted applicants to ensure that they can attend
    the event. Admittees are encouraged to meet each other and current
    students, including those with similar backgrounds.            To facilitate
    this, Harvard hosts an Economic Diversity and First Generation
    Students Reception and a multicultural reception.
    Expanding Recruitment or Modifying Admissions Criteria
    The Smith Committee then considered six of SFFA's race-
    neutral proposals to increase diversity by expanding Harvard's
    recruitment efforts or modifying its admissions criteria: (1)
    increasing    efforts    to   recruit     racially   and   socioeconomically
    diverse   students;     (2)   expanding    partnerships    with   schools   or
    organizations    that    serve   applicants     of   modest    socioeconomic
    backgrounds; (3) increasing financial aid; (4) adopting place-
    based preferences; (5) increasing transfer admissions; and (6)
    increasing the weight for socioeconomic background.
    The Smith Report concluded that Harvard already devotes
    significant resources to recruitment efforts and that expanding
    them further would not increase diversity.             It said that a more
    racially diverse applicant pool is itself not helpful.               Harvard
    needs a recruitment process that is directed at students who are
    - 37 -
    likely to be accepted.       Expanding the applicant pool beyond those
    students would increase the number of disappointed applicants and
    could even discourage younger students from applying in the future.
    Harvard also reevaluates these programs at least twice a year to
    determine how they can be improved or expanded.
    It    also   concluded    that    expanding   partnerships   with
    schools     or    organizations      that    serve   applicants   of   modest
    socioeconomic means would be insufficient for it to meet its
    diversity goals.      Harvard already engages in significant outreach.
    The   Report     concluded   that    Harvard's   "current   efforts    are    so
    substantial that we do not believe that seeking out additional
    partnerships of this nature, or deepening current partnerships
    could yield more than an incrementally small number of applicants
    who would be admitted to Harvard and would not otherwise have
    applied."
    Next, the Committee determined that increasing financial
    aid further would not increase diversity.            According to Harvard's
    financial aid office, 90% of families already pay the same or less
    to send their child to Harvard than they would pay to send their
    child to a state school.             70% of African American students'
    families and 60% of Hispanic students' families qualify for zero
    parental contribution under Harvard's financial aid program.                 The
    Committee found no evidence that "members of any racial or ethnic
    group are choosing to attend other schools instead of Harvard on
    - 38 -
    the basis of the need-based financial aid available at those
    institutions."     It relied on statistical evidence showing that
    Harvard's previous expansions of financial aid did not result in
    significant increases in the number of African American or Hispanic
    applicants or admitted students.                It concluded that increasing
    financial aid was not a viable race-neutral alternative.
    The     Smith       Committee        also    rejected        place-based
    preferences like admitting the top student from each zip code or
    high   school.       It        found    such     preferences      "fundamentally
    incompatible with the core mission of the Harvard admissions
    process,   which   is     to    recruit,       admit,   and    enroll    the   most
    extraordinary students in the world, wherever they may be found."
    Such preferences were also practically impossible to implement, as
    Harvard "does not have room to admit even one student" from every
    high school or zip code in the United States.                 And even if Harvard
    did have room, the committee found that it would be impossible to
    identify the best student from each area because Harvard does not
    rank applicants on a single dimension.
    The Smith Committee found that increasing the number of
    transfer students would also not increase diversity.                     Harvard's
    ability to admit transfer students is limited by the space it has.
    98% of undergraduate students live on campus.                 Some years, it does
    not have space for any transfer students at all.                 To increase the
    transfer students it admits, Harvard would need to admit fewer
    - 39 -
    freshmen to reserve spots for transfer students.               This would only
    increase diversity if the transfer applicant pool were more diverse
    than Harvard's freshman applicant pool.              But the Smith Committee
    found that the transfer pool is "less diverse and less impressive
    than the pool of freshman applicants."
    Finally, the Smith Committee found that increasing the
    weight it places on socioeconomic background in admissions would
    not further Harvard's diversity goals.               Harvard "believes that
    excellence    can   and   should   be   found   in    all   backgrounds"    and
    determined that "[a] focus on socioeconomic circumstances that
    outweighed all other factors could equally reduce the depth and
    breadth of the Harvard class as well as its excellence in many
    dimensions." In order to reach a level of racial diversity similar
    to   what   it   currently   achieves,    Harvard      would    need   to   give
    applicants from lower socioeconomic backgrounds such an extreme
    tip that it would "overwhelm other considerations in the admissions
    process" and result in "significant changes in the composition of
    the admitted class."         Harvard would admit substantially fewer
    students with the highest academic, extracurricular, personal, and
    athletic     ratings.        As    academic     excellence       "remains    an
    institutional imperative" at Harvard, the Smith Report concluded
    that these changes were not feasible.           The Smith Committee also
    found that using socioeconomic status as a proxy for race would
    result in many non-white students in Harvard's class coming from
    - 40 -
    modest socioeconomic circumstances.                 Achieving racial diversity in
    this way would come "at the cost of other forms of diversity,
    undermining      rather       than    advancing     Harvard's     diversity-related
    educational objectives."
    Eliminating Admissions Practices
    Next,    the   Smith    Committee      evaluated    whether    Harvard
    should eliminate three of its core admissions practices: (1) early
    action; (2) deferred admission and tips for ALDC applicants; and
    (3) consideration of standardized test scores.
    Harvard already tried eliminating Early Action.                Harvard
    thought that eliminating Early Action would "encourage an even
    greater number of diverse students to apply and matriculate" and
    eliminated Early Action from 2007 to 2011.                 It found that doing so
    "reduced       [its]     ability      to    attract    a      broadly    diverse     and
    academically      excellent      class."        Considering      Harvard's    "direct
    experience and experimentation with Early Action, the committee
    [did]    not    believe       that    abolishing      Early    Action    again     would
    contribute to diversity on campus."
    The Smith Committee next concluded that eliminating ALDC
    tips and deferred admission would not be adequate race-neutral
    alternatives.          If Harvard were to eliminate its consideration of
    race and make no other changes, the Smith Report says that the
    share of African American admitted students would be 5.6% and the
    share who are Hispanic or Other would be 8.9%.                          If it were to
    - 41 -
    eliminate    the    consideration      of   race   and    eliminate    deferred
    admission and ALDC tips, the report says that the share of African
    American admitted students would be 5.3% and the share who are
    Hispanic or Other would be 9.3%.            The Smith Committee found that
    eliminating these admissions practices resulted in negligible, and
    sometimes negative, changes to diversity.
    The    Smith   Committee    also   defended    Harvard's     use   of
    deferred admission and ALDC tips.            It found them consistent with
    Harvard's values.          Deferred admission allows Harvard to admit
    students who would benefit from a gap year.                  Giving tips to
    athletes allows Harvard to admit students who have demonstrated
    "discipline, resilience, and teamwork" and allows Harvard to field
    competitive athletic teams, which fosters a sense of community on
    campus.     Preferencing legacy applicants "helps to cement strong
    bonds between the university and its alumni," fosters community-
    building, and encourages alumni to donate their time and money to
    support Harvard.        Harvard's tip for "Dean's List" students is "far
    too small for the cessation of any such practice to contribute
    meaningfully to campus diversity."             Finally, giving tips to the
    children of faculty and staff is important to workforce retention.
    Eliminating this tip would disadvantage Harvard relative to other
    schools in recruiting faculty and staff.
    Finally, the Smith Committee found that eliminating
    consideration      of    standardized   test    scores    would   come    at   a
    - 42 -
    significant     cost     to    Harvard's    other   educational   objectives.
    Relative to Harvard's current admitted classes, "the proportion of
    students with the highest academic ratings would decline by 17%,
    and the proportion of students with the highest extracurricular or
    personal ratings would decline by 7%."              The Smith Committee also
    found that standardized tests are imperfect measures but "provide
    useful information that the committee would lose if it excluded
    any consideration of them."
    After considering all of the race-neutral alternatives
    proposed by SFFA, the Smith Committee concluded that "they will
    not work at Harvard [] at this time."                    The Smith Committee
    recommended that Harvard revisit race-neutral alternatives in
    2023.
    II.   Procedural History and Descriptions of the District
    Court's Rulings
    The district court conducted a fifteen-day bench trial
    from October 15, 2018 to November 2, 2018.            Closing arguments were
    held on February 13, 2019. Below, we describe the district court's
    rulings.       As   to   all   of   its   conclusions,   we   provide   further
    descriptions during our legal analysis.              Our description of the
    district court's legal conclusions is brief because we review those
    conclusions de novo.          See, e.g., AcBel Polytech, Inc. v. Fairchild
    Semiconductor Int'l, Inc., 
    928 F.3d 110
    , 116 (1st Cir. 2019).
    - 43 -
    1)      The District Court Held That SFFA Had Article III Standing
    Before trial, the district court held that SFFA had
    associational standing to sue Harvard under Hunt v. Washington
    State Apple Advertising Commission, 
    432 U.S. 333
    (1977).                See SFFA
    
    I, 261 F. Supp. 3d at 111
    .           It held that SFFA satisfied Hunt's
    requirements because SFFA included members who had standing to sue
    Harvard themselves, because the lawsuit was germane to SFFA's
    purpose, and because the injunctive relief sought by SFFA does not
    require the participation of its members who have standing.                  See
    id. at 110-11.
    It rejected Harvard's argument that it had to apply
    an additional test from Hunt -- the "indicia of membership" test
    -- to determine if SFFA was a traditional voluntary membership
    organization capable of having associational standing because it
    found that SFFA "adequately represents the interests of its current
    members without needing to test this further based on the indicia-
    of-membership factors."
    Id. at 109.
    Harvard challenges SFFA's standing in defense of the
    outcome reached.
    2)      The District Court Held That Harvard's Limited Use of Race in
    Its Admissions Program Survives Strict Scrutiny
    The district court utilized Supreme Court precedent to
    apply     strict   scrutiny   to     evaluate       Harvard's     race-conscious
    admissions     program.       SFFA    II,     397    F.   Supp.    3d   at   189.
    Specifically, the district court articulated the requirements in
    - 44 -
    Fisher v. University of Texas at Austin ("Fisher II"), 
    136 S. Ct. 2198
    (2016), Fisher v. University of Texas at Austin ("Fisher I"),
    
    570 U.S. 297
    (2013), Parents Involved in Community Schools v.
    Seattle School District No. 1, 
    551 U.S. 701
    (2007), Gratz v.
    Bollinger, 
    539 U.S. 244
    (2003), Grutter v. Bollinger, 
    539 U.S. 306
    (2003), and Regents of the University of California v. Bakke, 
    438 U.S. 265
    (1978).     To survive strict scrutiny, Harvard's use of
    race must further a compelling interest and be narrowly tailored
    to do so.    See Fisher 
    II, 136 S. Ct. at 2208
    , 2210.
    The court held that Harvard had a compelling interest in
    student body diversity that was sufficiently precise to permit
    judicial scrutiny.    SFFA 
    II, 397 F. Supp. 3d at 192
    .   It credited
    the Khurana Report and the witness testimony at trial.
    Id. at 134, 192.
    It held that Harvard met its burden under strict scrutiny
    and Supreme Court precedent to show its use of race in admissions
    was narrowly tailored.     It held that Harvard did not engage in
    racial balancing, did not use race as a mechanical plus factor,
    and did not have workable race-neutral alternatives.     SFFA 
    II, 397 F. Supp. 3d at 192
    -201.
    The District Court Held That Harvard Did Not Engage in Racial
    Balancing
    A race-conscious admissions program cannot be narrowly
    tailored if it implements a quota or racial balancing.    See Fisher
    - 45 -
    
    I, 570 U.S. at 311
    ; 
    Grutter, 539 U.S. at 334
    .        The district court
    found that Harvard's admissions program "intends to treat every
    applicant as an individual," that "[e]very applicant competes for
    every seat," and that Harvard has no target numbers for members of
    certain races or permissible levels of fluctuation.        SFFA 
    II, 397 F. Supp. 3d at 196
    .     It found that Harvard's admissions office's
    use of "one-pagers" did not evidence racial balancing.
    Id. at 197.
    SFFA did not offer expert testimony to support its racial
    balancing claim.
    Id. at 177.
      The court found that "the racial
    composition of Harvard's admitted classes has varied in a manner
    inconsistent with the imposition of a racial quota or racial
    balancing."
    Id. at 176.
      It found that the share of Asian American
    applicants admitted to Harvard has increased roughly five-fold
    since 1980 and roughly two-fold since 1990.
    Id. at 177.
    It also
    found that there had been more year-over-year variation in Asian
    American applicants admitted to Harvard than there had been in
    Asian American applicants to Harvard.
    Id. The District Court
    Held That Harvard Did Not Use Race as a
    Mechanical Plus Factor
    If a university considers race, it cannot do so in a
    mechanical way.    See 
    Gratz, 539 U.S. at 270-71
    .    The district court
    found that there was no evidence of any mechanical use of tips in
    Harvard's individualized, holistic review process.        SFFA II, 397
    - 46 -
    F.   Supp.   3d    at    198.      It   found     that    Harvard       considers   race
    contextually.
    Id. Harvard's tip was
    "comparable to the size and
    effect" of tips sanctioned by the Supreme Court in Grutter and
    Fisher II.       See
    id. The District Court
    Held That Harvard Had No Workable Race
    Neutral Alternatives
    A    race-conscious        admissions       program    is    not   narrowly
    tailored if a university uses it despite workable race-neutral
    alternatives.       See Fisher 
    I, 570 U.S. at 312
    .                The district court
    found that eliminating race as a factor in admissions, without
    taking   any      remedial      measures,    would       reduce     African     American
    representation          at    Harvard     from     14%     to      6%    and    Hispanic
    representation from 14% to 9%.              SFFA 
    II, 397 F. Supp. 3d at 178
    .
    It found that at least 10% of Harvard's class would not be admitted
    if Harvard did not consider race and that race is a determinative
    tip for approximately 45% of all admitted African American and
    Hispanic students.
    Id. The court examined
       six      race-neutral          alternatives
    proposed by SFFA and statistically modeled by the parties' experts:
    (1) eliminating Early Action; (2) eliminating ALDC tips; (3)
    improving recruiting efforts and financial aid; (4) admitting more
    transfer applicants; (5) eliminating standardized testing; and (6)
    instituting place-based quotas.              See
    id. at 179.
                The court also
    considered combinations of these alternatives.
    Id. It held that
    - 47 -
    none of these race-neutral alternatives were workable.
    Id. at 183.
    3) 
        The District Court Held That Harvard Did Not Intentionally
    Discriminate Against Asian Americans
    At trial, the parties presented non-statistical and
    statistical        evidence    on     whether     Harvard     intentionally
    discriminated against Asian American applicants.            See
    id. at 153, 203.
    On the non-statistical evidence, the court found that
    Harvard's pre-application search list was primarily a marketing
    tool, that the 1990 OCR report did not evidence racial bias, and
    that the trial testimony showed that Harvard's admissions officers
    were not biased and did not stereotype Asian Americans.
    Id. at 154-58.
    The   statistical      evidence    presented   at   trial   was
    extensive. The parties' experts16 reviewed descriptive statistics17
    related     to   Harvard's    admissions     process,   presented   logistic
    16 Harvard relied on the expert testimony of David Card, an
    economics professor at the University of California, Berkeley.
    See SFFA 
    II, 397 F. Supp. 3d at 158-59
    n.40. SFFA relied on the
    expert testimony of Peter Arcidiacono, an economics professor at
    Duke University.
    Id. 17
    The term "descriptive statistics" refers generally to
    statistics that summarize data (like the mean, median, or standard
    deviation).   They are often "building blocks" in statistical
    analyses. See FJC Reference Manual at 213, 230.
    - 48 -
    regression     models18    of     Harvard's     academic,     extracurricular,
    athletic,    school   support,      and     personal    ratings,     and   created
    logistic regression models of Harvard's admissions process.                   See
    id. at 158-77.
    Both Professors Card and Arcidiacono used applicant-
    level admissions data19 for applicants to Harvard's classes of 2014
    through 2019 to build their models.
    Id. at 159
    , 162. 
         The dataset
    included    "hundreds     of    variables    relating    to   each   applicant's
    demographic     characteristics,       personal        background,    geographic
    information, test scores, high school grades, ratings assigned by
    Harvard's admissions officers, and Harvard's admissions decision."
    Id. at 159
    . 
        The experts had access to aggregate information for
    the classes of 2000 to 2017 and a sample of actual application
    files for applicants from the classes of 2018 and 2019.
    Id. Harvard also presented
    statistics on the racial make-up of its
    admitted classes from 1980 to 2019.
    Id. at 160. 18
      Logistic regression models can be used to measure the
    effect of one explanatory variable (here, race) on a response
    variable (here, depending on the model, Harvard's numerical
    ratings or admission to Harvard) while controlling for other
    explanatory variables (e.g., standardized tests scores, grades,
    parental income, etc.). See generally Alan Agresti, Foundations
    of Linear and Generalized Linear Models 165, 202 (2015).
    Professors Card and Arcidiacono agreed that logistic regressions
    are the most useful tool to understand the effect of race on
    Harvard's admissions process. SFFA 
    II, 397 F. Supp. 3d at 165
    .
    19   Their dataset contained only domestic applicants and did
    not consider transfer applicants or incomplete applications.
    Id. at 159
    n.41.
    - 49 -
    The district court first made factual findings related
    to the descriptive statistics.           It found that Asian Americans were
    admitted to Harvard at a lower rate (between 5% and 6%) than white
    applicants (between 7% and 8%) to the classes of 2014 through 2017.
    Id. It found that
    Asian Americans tended to score better on
    Harvard's     academic     and   extracurricular             ratings    than    white
    applicants but had worse personal ratings than non-Asian American
    applicants.
    Id. at 161-62.
         Both experts presented non-regression
    explanations for these statistics.
    Id. at 162-65.
    The court found
    problems with both and determined that logistic regression models
    were   the    most    useful     tools     to    determine       whether       Harvard
    discriminated against Asian Americans because these models can
    isolate the effects of race by controlling for other variables
    affecting the modeled outcome.
    Id. at 165-66.
    The   court   analyzed      two    sets    of   logistic    regression
    models: the first set measured the effect of race on Harvard's
    numerical ratings, while the second set measured the effect of
    race on the probability of admission to Harvard.
    Id. at 167-72.
    One of the purposes of the first set of models was to determine
    whether Harvard's numerical ratings -- like the personal rating,
    which SFFA argues was influenced by race -- should be included in
    the second set of models.
    Id. at 169.
              The court recognized that
    variables that are influenced by race should be excluded from the
    second set of models.
    Id. at 166.
    But variables that are not
    - 50 -
    influenced by race and include information that the second set of
    models would not otherwise capture should be included.
    Id. To determine whether
    the personal rating was influenced
    by race, the court considered a model of it.20
    Id. at 169-71.
    This logistic regression model showed that there was a negative
    correlation        between    an     applicant's     personal       rating       and   Asian
    American       identity      even    when    controlling      for    various       factors
    related       to   admission.
    Id. at 169.
         The     court    found      that
    correlation        does   not       imply    causation.        It    found       that    the
    correlation between race and the personal rating did not mean that
    race influences the personal rating.
    Id. at 170.
    The district court then found that Harvard's expert's
    model        including    the       personal      rating    "results        in     a    more
    comprehensive analysis."
    Id. at 173.
            Nonetheless, it considered
    a model including the personal rating and a model excluding it.
    Id. at 175.
           The model including the personal rating showed that
    Asian American identity has no statistically significant effect on
    an applicant's chance of admission to Harvard.
    Id. The model 20The
    court also considered logistic regression models for
    Harvard's   other   ratings   and   found   that   the   academic,
    extracurricular, athletic, and school support ratings should be
    included in the models because they were not influenced by race.
    Id. at 167-72.
         The court made other findings related to the differences in
    the experts' modeling assumptions, but the court's decision on the
    personal rating is the only modeling choice SFFA challenges on
    appeal.
    - 51 -
    excluding the personal rating showed that Asian American identity
    had   a   slightly   negative     effect    on   an   applicant's    chance    of
    admission    to   Harvard.
    Id. The district court
       found    the
    statistical evidence "inconclusive" and held that it did "not
    demonstrate any intent by admissions officers to discriminate
    based on racial identity."
    Id. Based on the
    non-statistical and
    statistical    evidence,     it   held   that    there   was   no   intentional
    discrimination.
    Id. at 203-04. III.
         Legal Analysis
    When, as here, the district court conducts a bench trial,
    we review its findings of fact for clear error.             See, e.g., Sawyer
    Brothers, Inc. v. Island Transporter, LLC, 
    887 F.3d 23
    , 29 (1st
    Cir. 2018).       Under this standard, "we will set aside a trial
    court's factual findings only if 'after careful evaluation of the
    evidence, we are left with an abiding conviction that those
    determinations and findings are simply wrong.'"
    Id. (quoting N. Ins.
    Co. of N.Y. v. Point Judith Marina, LLC, 
    579 F.3d 61
    , 67 (1st
    Cir. 2009)).      We also "remain mindful that the trial court 'sees
    and hears the witnesses at first hand and comes to appreciate the
    nuances of the litigation in a way which appellate courts cannot
    hope to replicate.'" Paraflon Investments, Ltd. v. Fullbridge,
    Inc., 
    960 F.3d 17
    , 24 (1st Cir. 2020) (quoting Calandro v. Sedgwick
    Claims Mgmt. Servs., Inc., 
    919 F.3d 26
    , 33 (1st Cir. 2019)).                  We
    - 52 -
    review the district court's legal conclusions de novo.           See, e.g.,
    AcBel 
    Polytech, 928 F.3d at 116
    .
    1)    SFFA Has Standing to Bring This Suit, Contrary to Harvard's
    Assertion
    A federal court's power to decide a suit is limited by
    Article III of the U.S. Constitution, which restricts federal
    courts' jurisdiction to cases or controversies.            See, e.g., Warth
    v. Seldin, 
    422 U.S. 490
    , 498 (1975).              Federal courts have "an
    independent obligation to assure that standing exists, regardless
    of whether it is challenged by any of the parties."              Summers v.
    Earth Island Inst., 
    555 U.S. 488
    , 499 (2009).
    The "prerequisites for associational standing ensure
    that Article III's case or controversy requirement is satisfied."
    United States v. AVX Corp., 
    962 F.2d 108
    , 116 (1st Cir. 1992).
    "An association has standing to sue on behalf of its members when
    three requisites have been fulfilled: (1) at least one of the
    members possesses standing to sue in his or her own right; (2) the
    interests that the suit seeks to vindicate are pertinent to the
    objectives for which the organization was formed; and (3) neither
    the   claim    asserted   nor   the    relief   demanded   necessitates   the
    personal participation of affected individuals."
    Id. (citing Hunt, 432
    U.S. at 343).           Harvard does not dispute that SFFA
    satisfies these requirements, and, for the reasons stated in the
    - 53 -
    district court's opinion, we agree that it does.                 See SFFA I, 
    261 F. Supp. 3d
    . at 109-11.
    Instead,     Harvard        argues   that   SFFA    lacks    standing
    because it is not a "genuine" membership organization as required
    by Hunt and in doing so misreads the Supreme Court's decision in
    Hunt.    Its argument hinges on the resolution of two issues: (1)
    whether this Court must apply the "indicia of membership" test to
    determine     whether    SFFA   is    a    traditional    voluntary    membership
    organization and (2) if so, whether SFFA satisfies this test.
    Because we hold that the indicia of membership test does not apply
    to SFFA, we do not address whether SFFA satisfies it.
    In Hunt, the Court addressed whether the Washington
    State Apple Advertising Commission -- "a state agency, rather than
    a traditional voluntary membership organization" -- could claim
    associational 
    standing. 432 U.S. at 344
    .          To resolve the issue,
    it introduced a threshold hurdle that certain organizations must
    clear before invoking associational standing.
    Id. Dubbed the "indicia
    of membership" test by later courts, see, e.g., Friends
    of the Earth, Inc. v. Chevron Chem. Co., 
    129 F.3d 826
    , 829 (5th
    Cir. 1997), this test requires courts to determine if organizations
    that    are    not    voluntary      membership     organizations,        "for   all
    practical purposes, perform[] the functions of a traditional trade
    
    association." 432 U.S. at 344
    .       The Court identified a number of
    factors to consider: whether the organization's purpose is to
    - 54 -
    protect and promote the interests of its non-members, whether these
    non-members are "the primary beneficiar[ies] of its activities,"
    and whether non-members elect its members, are the only people who
    may   be   members,     or   finance    the    organizations'        activities,
    including litigation costs, through assessments levied upon them.
    Id. at 344–45.
        If these indicia of membership are present, non-
    membership    organizations     are     deemed      sufficiently     similar    to
    traditional    voluntary     membership      organizations     and    can   claim
    associational    standing     (provided      that    they   also    satisfy    the
    traditional three-part test).
    Id. Harvard argues that
       we    must    apply   the    indicia    of
    membership test to SFFA to determine whether it is, in fact, a
    traditional voluntary membership organization.                SFFA argues that
    because it is, on its face, a traditional voluntary membership
    organization, the indicia of membership test is inapplicable.                  We
    agree with SFFA.
    Harvard cites a number of cases applying the indicia of
    membership test.       However, none support the proposition that the
    indicia of membership test must be met here.             These cases hold the
    indicia of membership test is used in certain factual circumstances
    which are not present in this case.           See Sorenson Commc'ns, LLC v.
    Fed. Commc'ns Comm'n, 
    897 F.3d 214
    , 225 (D.C. Cir. 2018) (applying
    the indicia of membership test when it was "unclear if [the
    plaintiff was] the sort of organization that would qualify as a
    - 55 -
    'membership association,'"
    id. at 225,
    and concluding that it was
    not   because      the    plaintiff      was     an    unincorporated        online
    "information forum" where users could sign up for e-mail updates
    , id. 223);
    Heap v. Carter, 
    112 F. Supp. 3d 402
    , 418 (E.D. Va. 2015)
    (noting that the indicia of membership test is used to determine
    whether    an   organization      is    the     functional      equivalent   of   a
    membership organization and determining that the plaintiff lacked
    associational standing because it "provided no details about who
    the membership is or whether [it] truly can be considered a
    voluntary membership organization or a functional equivalent");
    Package Shop, Inc. v. Anheuser-Busch, Inc., CIV. A. No. 83-513,
    
    1984 WL 6618
    , at *8 (D.N.J. Sept. 25, 1984) (applying the indicia
    of membership test when the plaintiff was a self-described trade
    association but its membership list was outdated and handwritten
    and it had refused to follow corporate formalities).                     Further,
    this Court has routinely applied the three-part associational
    standing test without also applying the indicia of membership test.
    See, e.g., Merit Const. All. v. City of Quincy, 
    759 F.3d 122
    , 126–
    27 (1st Cir. 2014).
    Harvard's reading of Hunt is at odds with decades of
    decisions21     since    Hunt   that   have     not   applied    the   indicia    of
    21  Other courts have explicitly refused to hold that every
    organization claiming associational standing must pass the indicia
    of membership test. See Brady Campaign to Prevent Gun Violence v.
    Salazar, 
    612 F. Supp. 2d 1
    , 29 (D.D.C. 2009) (finding that "[t]he
    - 56 -
    membership    test   to   organizations   which,   on   their   face,   are
    voluntary membership organizations.
    When suit was filed in November 2014,22 SFFA was a validly
    incorporated 501(c)(3) nonprofit with forty-seven members who
    joined voluntarily to support its mission of "defend[ing] human
    and civil rights secured by law, including the right of individuals
    to equal protection under the law."       We have already described its
    bylaws and membership structure and do not repeat this description.
    These facts are sufficient to conclude that SFFA is a valid
    membership organization and applying an indicia of membership test
    to SFFA is unwarranted.     SFFA has associational standing to pursue
    its claims.
    [defendant's] standing argument is based upon a flawed reading
    of Hunt" because "[t]he inquiry into the 'indicia of membership'
    . . . is necessary only when an organization is not a 'traditional
    membership organization'"); California Sportfishing Prot. All. v.
    Diablo Grande, Inc., 
    209 F. Supp. 2d 1059
    , 1066 (E.D. Cal. 2002)
    ("[T]he 'indicia of membership' requirement in Hunt applies only
    to situations in which an organization is attempting to bring suit
    on behalf of individuals who are not members.").
    22   Harvard argues that SFFA amended its bylaws after filing
    suit to make itself appear more like a traditional voluntary
    membership organization.    Because standing must be established
    when a suit is filed, we consider whether SFFA was a traditional
    voluntary membership organization as of November 2014. See Davis
    v. Fed. Election Comm'n, 
    554 U.S. 724
    , 734 (2008) ("[T]he standing
    inquiry remains focused on whether the party invoking jurisdiction
    had the requisite stake in the outcome when the suit was filed.").
    - 57 -
    2)      Harvard's Limited Use of Race in its Admissions Program
    Survives Strict Scrutiny
    Because Harvard accepts federal funds, it is subject to
    Title VI.        42 U.S.C. § 2000d ("No person in the United States
    shall, on the ground of race, color, or national origin, be
    excluded from participation in, be denied the benefits of, or be
    subjected     to    discrimination     under     any   program   or    activity
    receiving Federal financial assistance.").             Title VI's protections
    are coextensive with the Equal Protection Clause of the Fourteenth
    Amendment.       See 
    Bakke, 438 U.S. at 287
    ("Title VI must be held to
    proscribe only those racial classifications that would violate the
    Equal Protection Clause or the Fifth Amendment."); Alexander v.
    Sandoval, 
    532 U.S. 275
    , 280 (2001) (describing the preceding
    language    in     Bakke   as   "[e]ssential    to   the   Court's    holding").
    Harvard is subject to the same limitations on its use of race in
    admissions as state-run institutions.
    When Title VI applies, a university is prohibited from
    considering race in its admission process "unless the admissions
    process can withstand strict scrutiny."                Fisher 
    I, 570 U.S. at 309
    .     Harvard admits that it considers race in its admissions
    process and at times provides tips to applicants based on their
    race.     Strict scrutiny applies regardless of racial animus.              See
    id. Strict scrutiny requires
    that the university's use of race
    must further a compelling interest.            See 
    Grutter, 539 U.S. at 326
    .
    - 58 -
    The Supreme Court has held that attaining student body
    diversity may be a compelling interest.             Fisher 
    I, 570 U.S. at 310
    .        Whether   an     asserted    interest   in     diversity      is   a
    constitutionally acceptable compelling interest requires that a
    university    have    made   certain    showings.    And   even    once   those
    showings are made, the university must also show that the means
    utilized to further that interest are narrowly tailored, which
    means that the university must make additional showings.                   SFFA
    argues that Harvard fails strict scrutiny because it engages in
    racial balancing, uses race as a mechanical plus factor, and has
    race-neutral alternatives.23
    Compelling Interest
    When assessing a university's interest in student body
    diversity, it has long been the law that a school "bears the burden
    to prove 'that the reasons for any [racial] classification [are]
    clearly identified and unquestionably legitimate.'"
    Id. (quoting City of
    Richmond v. J.A. Croson Co., 
    488 U.S. 469
    , 505 (1989)).
    "[T]he decision to pursue 'the educational benefits that flow from
    student body diversity' . . . is, in substantial measure, an
    23 It is not entirely clear how SFFA's arguments about
    Harvard's use of race to benefit African American and Hispanic
    applicants relate to SFFA's central allegation that Harvard
    discriminates against Asian American applicants in favor of white
    applicants. We understand SFFA's arguments as attacking the use
    of race to admit African American and Hispanic candidates, to the
    detriment of Asian American and white applicants.
    - 59 -
    academic    judgment    to   which   some,    but   not    complete,      judicial
    deference is proper."
    Id. (quoting Grutter, 539
    U.S. at 330).
    But "asserting an interest in the educational benefits of diversity
    writ large is insufficient."          Fisher 
    II, 136 S. Ct. at 2211
    .                A
    university's goals "must be sufficiently measurable to permit
    judicial scrutiny of the policies adopted to reach them."
    Id. SFFA's appellate challenge
    to us does not contest that Harvard has
    a compelling interest in diversity.            Nonetheless, Supreme Court
    precedent compels us to assess whether Harvard's interest in
    diversity is both clearly identified, definite, and precise.
    The Fisher II majority held that that the University of
    Texas's interest in diversity was definite and precise when it
    identified the educational values it sought to realize through its
    race-conscious     admissions    program.
    Id. These values included
    promoting    cross-racial      understanding,       breaking       down        racial
    stereotypes, fostering a robust exchange of ideas, cultivating "a
    set of leaders with legitimacy in the eyes of the citizenry,"
    exposing them to different cultures, and preparing them for the
    challenges    of   an   increasingly    diverse     workforce.
    Id. The University of
    Texas commissioned a year-long study and issued a
    thirty-nine-page proposal giving a reasoned explanation for its
    decision to pursue its diversity goals.
    Id. The Fisher II
    majority also held that record evidence from admissions officers
    reiterating this same explanation for the university's use of race
    - 60 -
    further supported the precision and particularity of the program.
    Id. Harvard has identified
    specific, measurable goals it
    seeks to achieve by considering race in admissions.    These goals
    are more precise and open to judicial scrutiny than the ones
    articulated by the University of Texas and approved by the Fisher
    II majority.   Harvard's interest in diversity is established both
    by the Khurana Report and other statements and testimony at trial.
    We rely on the Khurana Report described before and do
    not repeat its description. The articulated purpose of the Khurana
    Report was to enable courts to assess whether Harvard's interest
    was sufficiently compelling to comply with strict scrutiny and
    Supreme Court precedent. The Khurana Committee produced the report
    after a thoughtful, rigorous study of the importance of diversity
    to Harvard.
    As for process, the Khurana Committee relied on input
    and data from students, alumni, faculty and staff, and other
    stakeholders in Harvard's admissions process.    It considered how
    a diverse environment prepares Harvard's graduates to enter the
    public and private sectors and how those sectors prefer graduates
    who have been exposed to a wide range of ideas and people.   In our
    view, at least these specific goals were articulated in the Khurana
    Report: (1) training future leaders in the public and private
    sectors as Harvard's mission statement requires; (2) equipping
    - 61 -
    Harvard's graduates and Harvard itself to adapt to an increasingly
    pluralistic    society;    (3)   better   educating     Harvard's   students
    through diversity; and (4) producing new knowledge stemming from
    diverse outlooks.       These goals make clear that Harvard's interest
    in diversity "is not an interest in simple ethnic diversity, in
    which a specified percentage of the student body is in effect
    guaranteed to be members of selected ethnic groups," but "a far
    broader    array   of   qualifications    and    characteristics    of    which
    racial or ethnic origin is but a single though important element."
    Parents 
    Involved, 551 U.S. at 722
    (quoting 
    Grutter, 539 U.S. at 324-25
    ).    Race is one piece of Harvard's interest in diversity.
    It is "considered as part of a broader effort to achieve 'exposure
    to widely diverse people, cultures, ideas, and viewpoints.'"
    Id. at 723
    (quoting 
    Grutter, 539 U.S. at 330
    ).
    Testimony at trial also supported Harvard's interest in
    diversity. The district court made a factual finding that "Harvard
    values and pursues many kinds of diversity within its classes,
    including different academic interests, belief systems, political
    views,    geographic     origins,   family      circumstances,   and     racial
    identities."       SFFA 
    II, 397 F. Supp. 3d at 133
    .          It found that
    "Harvard tries to create opportunities for interactions between
    students from different backgrounds and with different experiences
    to stimulate both academic and non-academic learning."
    Id. at 134.
        It based these findings on the testimony of "all of the
    - 62 -
    Harvard admissions officers, faculty, students, and alumni that
    testified at trial."
    Id. at 133.
         Harvard's interest in student
    body diversity and its consideration of race to attain it is also
    not unique.      Many other colleges and universities consider an
    applicant's     race,   in   addition   to   many   other   factors,   in
    admissions.24     And the business community has communicated its
    interest in having a well-educated, diverse hiring pool both in
    this case and in the prior governing Supreme Court cases.25
    Harvard has sufficiently met the requirements of Fisher
    I, Fisher II, and earlier cases to show the specific goals it
    achieves from diversity and that its interest is compelling.
    24   According to the College Board's profiles of colleges
    and universities, the schools that consider race are diverse on
    numerous dimensions, including in terms of religious affiliation,
    location, size, and courses of study offered. For example, the
    University of Notre Dame, Georgetown University, Boston College,
    Villanova University, Catholic University, Lafayette College,
    Gonzaga University, Marquette University, the College of the Holy
    Cross, and Fordham University all consider race in their admissions
    process.             See      College       Board:       BigFuture,
    https://bigfuture.collegeboard.org/. The following colleges and
    universities submitted an amicus brief in support of Harvard and
    also consider race in their admissions process: Brown University,
    Columbia University, Cornell University, Dartmouth College, Duke
    University, Emory University, Johns Hopkins University, the
    Massachusetts Institute of Technology, Princeton University,
    Stanford University, the University of Chicago, the University of
    Pennsylvania, Vanderbilt University, Washington University in St.
    Louis, and Yale University.
    25   An amicus brief filed by 14 leading American companies
    says that "policies like those approved by the Supreme Court in
    Grutter are essential to [their] ongoing efforts to attract and
    benefit from the best possible people."
    - 63 -
    We turn to the heart of SFFA's challenge.            To survive
    strict scrutiny, Harvard's use of race must also be narrowly
    tailored and consistent with Supreme Court precedent.
    Narrow Tailoring
    Narrow tailoring requires that "[t]he means chosen to
    accomplish      the    [university's]     asserted      purpose     must   be
    specifically and narrowly framed to accomplish that purpose.”
    Fisher 
    I, 570 U.S. at 311
    (quoting 
    Grutter, 539 U.S. at 333
    ).
    "[N]o deference is owed when determining whether the use of race
    is   narrowly   tailored   to   achieve     the   university's    permissible
    goals."    Fisher 
    II, 136 S. Ct. at 2208
    (citing Fisher 
    I, 570 U.S. at 311
    ).
    Accordingly, we give no deference to Harvard.          Under the
    Supreme    Court's    precedent,   a   university's    admissions    program
    cannot be narrowly tailored if it (1) involves racial balancing or
    quotas, see Fisher 
    I, 570 U.S. at 311
    ,26 (2) uses race as a
    mechanical plus factor, see
    id. at 312,
    or (3) is used despite
    workable race-neutral alternatives, see Fisher 
    II, 136 S. Ct. at 2208
    .27    "[I]t remains at all times the University's obligation to
    26  Grutter says that "[t]o be narrowly tailored, a race-
    conscious admissions program cannot use a quota system" and that
    racial balancing is an "unlawful 
    interest." 539 U.S. at 323
    , 334.
    Because the substance of these claims is similar, we review them
    together under the narrow tailoring prong of strict scrutiny.
    27  There is some tension in the Supreme Court's precedent
    about how extensively Harvard can consider race. If Harvard's use
    of race is too extensive, it could be impermissibly mechanical
    - 64 -
    demonstrate, and the Judiciary's obligation to determine, that
    admissions processes" are narrowly tailored.    See Fisher 
    I, 570 U.S. at 311
    -12.
    There Was No Error in Holding That Harvard Did Not Engage in
    Racial Balancing
    SFFA first argues that Harvard's admissions policy is
    not narrowly tailored because Harvard engages in racial balancing.
    The United States, as an amicus in support of SFFA, makes a similar
    argument.    Under the Supreme Court's precedent, racial balancing
    is impermissible.    See, e.g.
    , id. at 311.
      A university "is not
    permitted to define diversity as 'some specified percentage of a
    particular group merely because of its race or ethnic origin.'"
    Id. (quoting Bakke, 438
    U.S. at 307).   "Racial balancing is not
    transformed from 'patently unconstitutional' to a compelling state
    interest simply by relabeling it 'racial diversity.'"      Parents
    under Gratz or used beyond the "factor of a factor of a factor" in
    the holistic review process approved in Fisher II. See 
    Gratz, 539 U.S. at 272
    ; Fisher 
    II, 136 S. Ct. at 2207
    . But if Harvard's use
    of race is not extensive enough, it cannot reach its diversity
    goals, thus undercutting the rationale for using race at all. See
    Fisher 
    II, 136 S. Ct. at 2212
    (addressing petitioner's argument
    that   "considering   race   was  not   necessary   because   such
    consideration has had only a '"minimal impact" in advancing the
    [University's] compelling interest'") (citation omitted).       To
    address this tension, the Fisher II majority held that "it is not
    a failure of narrow tailoring for the impact of racial
    consideration to be minor" and that "[t]he fact that race
    consciousness played a role in only a small portion of admissions
    decisions should be a hallmark of narrow tailoring, not evidence
    of unconstitutionality."
    Id. - 65 -
    
    Involved, 551 U.S. at 732
    .               However, universities may pay "some
    attention        to    numbers"      without       "transform[ing]    a     flexible
    admissions system into a rigid quota."                 
    Grutter, 539 U.S. at 336
    (quoting 
    Bakke, 438 U.S. at 323
    ).
    SFFA argues that, focusing on the classes of 2009 to
    2018,28 "the percentage of [Harvard's] class by race always fell
    within a narrow range."              For these classes, the share of Asian
    Americans admitted ranged from a low of 17.5% in 2013 to a high of
    20.3% in 2016 with various percentages in between.
    SFFA     also    argues      that    Harvard   uses    "one-pagers"
    displaying the racial makeup of the admitted class to ensure racial
    balancing and to "closely monitor the racial makeup of [its]
    class."        In     support   of   this    argument,   it   cites   one   Harvard
    admissions officer's testimony that Harvard uses its one-pagers to
    prevent "a dramatic drop-off in some group [from] last year."
    First considering the broader context, the share of
    admitted Asian American applicants for the classes of 1980 to 2019
    has increased from a low of 3.4% in 1980 to a high of 20.6% in
    2019.        The share of Asian American applicants has ranged from a
    low of 4.1% in 1980 and a high of 22.5% in 2014 over the same
    period.        The level of variation in the share of admitted Asian
    28SFFA chooses to start its analysis with Harvard's class
    of 2009 and end with the class of 2018 because Grutter was decided
    in 2003 and it argues this is the "ten-year period between Grutter
    and this suit."
    - 66 -
    American applicants is inconsistent with a quota, as is the fact
    that   the   share    of    admitted    Asian    Americans   co-varies     almost
    perfectly with the share of Asian American applicants.
    Even if we were to restrict the analysis to the period
    SFFA favors, the same pattern holds. The amount by which the share
    of admitted Asian American applicants fluctuates is greater than
    the    amount    by   which   the   share   of    Asian   American    applicants
    fluctuates.       This is also true for Hispanic and African American
    applicants. It is the opposite of what one would expect if Harvard
    imposed a quota.            The fact that Harvard's admitted share of
    applicants by race varies relatively little in absolute terms for
    the classes of 2009 to 2018 is unsurprising and reflects the fact
    that the racial makeup of Harvard's applicant pool also varies
    very    little    over     this   period.       The   district   court   properly
    concluded that Harvard does not utilize quotas and does not engage
    in racial balancing.
    Next, SFFA's argument on the impermissibility of one-
    pagers is foreclosed by Grutter and Fisher II.                       The Grutter
    majority held that the "consultation of the 'daily reports,' which
    keep track of the racial and ethnic composition of the class" does
    not "'sugges[t] there was no further attempt at individual review
    save for race itself' during the final stages of the admissions
    process."
    Id. (quoting id. at
    392 (Kennedy, J., dissenting)).
    - 67 -
    The Grutter Court also pointed to two additional factors
    -- present here -- supporting its conclusion that the university's
    admissions program did not function as an unconstitutional quota:
    (1) the variation in the percent of minority applicants admitted
    each year and (2) the uncontradicted testimony by admissions
    officers "that they never gave race any more or less weight based
    on the information contained in these reports."
    Id. Harvard's witnesses testified
    that they used one-pagers
    for three main reasons: (1) to assess how well its diversity
    recruitment efforts (e.g., via UMRP and HFAI) were working; (2) to
    manage its yield rates; and (3) to avoid drop offs in students
    with particular characteristics due to inadvertence or lack of
    care.
    Harvard may permissibly use one-pagers to assess the
    effectiveness of its pre-application recruitment efforts.            Given
    the Fisher II majority's command that universities must "continue
    to use . . . data to scrutinize the fairness of its admissions
    program   [and]   to   assess   whether   changing    demographics    have
    undermined the need for a race-conscious policy," Harvard's use of
    one-pagers for this purpose evidences narrow tailoring because it
    allows Harvard to assess whether its race-conscious admissions
    policy is still 
    necessary. 136 S. Ct. at 2214
    .
    Managing yield rates is also permissible.         Harvard is a
    residential college with a limited number of beds.           It needs to
    - 68 -
    carefully monitor the number of applicants it admits to avoid
    becoming overcrowded.           Applicants with different demographics
    accept offers of admission at different rates.                    For example,
    applicants from "Sparse Country" accept offers of admission at
    lower rates than other applicants.          Engineering admittees yield at
    lower rates.     And applicants of different races also enroll at
    differing rates.     To help manage its class size, Harvard includes
    geographic data, intended concentration, and race -- in addition
    to many other factors, like gender, ALDC status, and economic
    status -- on its one-pagers.        This is permissible.
    One-pagers also avoid drop-offs in admitted students
    with certain characteristics, including race, due to inadvertence
    or lack of care.     An admissions officer testified that if Harvard
    did observe a dramatic decrease in representation of members of a
    particular    race   in   its    admitted    class   that   was   not   due   to
    inadvertence or lack of care, "[s]ome things can't be avoided."
    Harvard's use of race in this way has been approved by the Supreme
    Court.    See 
    Grutter, 539 U.S. at 335
    (finding Harvard's "flexible
    use of race" instructive and refusing to characterize its use of
    race as a quota when "Harvard certainly had minimum goals for
    minority enrollment, even if it had no specific number firmly in
    mind").
    - 69 -
    There Was No Error in Holding That Harvard Did Not Use Race
    as a Mechanical Plus Factor
    Next, SFFA argues that Harvard's admissions program is
    not       narrowly       tailored     because,    in      its     view,     Harvard's
    consideration of race is mechanical.              The Supreme Court has found
    race-conscious admissions policies unconstitutional as mechanical
    when they give pre-defined boosts to applicants solely because of
    race,          when    they   preclude    individualized         consideration      of
    applicants, and when race becomes the decisive factor in admission.
    See 
    Gratz, 539 U.S. at 271-72
    ; see also Fisher 
    II, 136 S. Ct. at 2207
    (holding that consideration of race "does not operate as a
    mechanical plus factor for underrepresented minorities" when it is
    contextual).
    In Gratz, the University of Michigan's undergraduate
    program graded applicants using a point system.
    Id. at 255.
    Applicants scoring over 100 points were guaranteed admission.
    Id. The school automatically
       awarded    "every        applicant   from   an
    underrepresented racial or ethnic minority group . . . 20 points."
    Id. at 256.
              The Court found this system impermissible because it
    did not allow for individualized consideration of applicants, as
    required by Bakke, and because automatically distributing a fifth
    of the points required for admission "mak[es] 'the factor of race
    .     .    .     decisive'    for   virtually     every     minimally       qualified
    underrepresented minority applicant."
    Id. at 272
    (quoting Bakke,
    - 70 
    - 438 U.S. at 317
    ).    In contrast, the Court has found race to be
    sufficiently    non-mechanical      when   its   consideration   is
    individualized and can benefit any applicant.    See Fisher 
    II, 136 S. Ct. at 2207
    (explaining that "the consideration of race, within
    the full context of the entire application, may be beneficial to
    any UT Austin applicant -- including whites and Asian–Americans"
    (quoting Fisher v. Univ. of Texas at Austin, 
    645 F. Supp. 2d 587
    ,
    606 (W.D. Tex. 2009))).
    SFFA argues that Harvard's race-conscious admissions
    process does not pursue student-body diversity, places too much
    weight on race, and that Harvard's use of race has no defined end
    point.
    SFFA's contention that Harvard elevates racial diversity
    above other types of diversity is not supported by the evidence.
    Harvard has demonstrated that it values all types of diversity,
    not just racial diversity.    Harvard's use of race in admissions is
    contextual and it does not consider race exclusively.
    Next, Harvard's process does not weigh race so heavily
    that it becomes mechanical and decisive in practice.      Harvard's
    undergraduate admissions program considers race as part of a
    holistic review process.     This use was previously praised by the
    Supreme Court as a way of considering race in a non-mechanical
    way.   Unlike the program in Gratz, Harvard does not award a fixed
    amount of points to applicants because of their race.
    - 71 -
    The district court made a number of pertinent factual
    findings against SFFA's arguments, all of which are supported by
    the evidence.     SFFA counters by pointing to evidence that Asian
    American applicants with high grades and test scores are admitted
    at lower rates than applicants of other races.      The district court
    considered this evidence and found that it "likely over emphasizes
    grades and test scores and undervalues other less quantifiable
    qualities and characteristics that are valued by Harvard and
    important to the admissions process."      SFFA 
    II, 397 F. Supp. 3d at 165
    .   It credited other evidence showing that the effect of race
    on a student's chance of admission is "not disproportionate to the
    magnitude of other tips applicants may receive."
    Id. at 199.
    The Supreme Court has also approved admissions programs
    where race has a larger effect on a student's chances of admission
    than Harvard's use of race.     In Grutter, the Supreme Court upheld
    the University of Michigan Law School's race-conscious admission
    program   that,     if   eliminated,      would   have     reduced     the
    underrepresented minority population of the admitted class from
    14.5% to 4%, a 72.4% decrease.    
    See 539 U.S. at 320
    .     Here, without
    considering race, the share of African American and Hispanic or
    Other students enrolled at Harvard would decrease by 45%.              See
    SFFA 
    II, 397 F. Supp. at 198
    .    The impact of Harvard's use of race
    - 72 -
    on the makeup of its class is less than the one at issue in
    Grutter.29
    In Harvard's holistic admissions process, tips are used
    for   athletic   ability,   legacy   status,   geographic   and    economic
    factors, race at times, and perhaps other reasons.                 But the
    outcomes of Harvard's admissions process do not indicate that race
    is    impermissibly    "'decisive'   for   virtually   every      minimally
    qualified underrepresented minority applicant" within it.           
    Gratz, 539 U.S. at 272
    (quoting 
    Bakke, 438 U.S. at 317
    ).           According to
    SFFA's own expert's analysis, Harvard rejects more than two-thirds
    of Hispanic applicants and slightly less than half of all African
    American applicants who are among the top 10% most academically
    promising applicants to Harvard in terms of standardized test
    scores and GPA.       Gratz precludes programs where race is decisive
    for minimally qualified candidates.        Harvard's admissions process
    29  The United States attempts to make the impact of
    Harvard's use of race appear more significant than it is.       It
    argues that Harvard "inflicts an 11.1% penalty" on Asian Americans
    because, absent the consideration of race, their representation
    would increase from 24% to 27%.      It then claims that Harvard
    provides a 133% bonus to African Americans because their
    representation increases from 6% to 14%. While these calculations
    are correct, similar calculations show that race was used about as
    extensively in the program approved in Grutter.      That program,
    using the government's language and calculations, inflicted a
    penalty of 10.9% on applicants who were not underrepresented
    minorities (because their representation would increase from 85.5%
    to 96% absent the consideration of race) while simultaneously
    giving a 263% bonus to underrepresented minority applicants
    (because their representation increased from 4% to 14.5% with the
    consideration of race). See 
    Grutter, 539 U.S. at 320
    .
    - 73 -
    is so competitive that race is not decisive for highly qualified
    candidates.    The   district   court    also    found      that    some    Asian
    American applicants are advantaged by Harvard's use of race.                  See
    SFFA 
    II, 397 F. Supp. 3d at 178
    ("The policy of considering
    applicants’ race may improve the admission chances of some Asian
    Americans who connect their racial identities with particularly
    compelling narratives.").
    Relatedly,    the   United      States    argues   that        Harvard
    "considers race at virtually every step of its admission process."
    It reads Fisher II as mandating that race only be considered at
    one step in a university's admissions process because race was
    considered at only one point in the University of Texas at Austin's
    process.    This argument is not persuasive for several reasons.
    Its premise is questionable.        The Fisher II majority does say that
    "race enters the admissions process . . . at one stage and one
    stage 
    only." 136 S. Ct. at 2207
    .          But the pervasiveness of the
    University of Texas's consideration of race was one of Justice
    Alito's chief criticisms in his dissent, which was joined by Chief
    Justice Roberts and Justice Thomas.             Justice Alito cited the
    district court's finding that "[b]ecause an applicant's race is
    identified at the front of the admissions file, reviewers are aware
    of it throughout the evaluation," Fisher v. Univ. of Texas at
    
    Austin, 645 F. Supp. at 597
    , before writing that "[c]onsideration
    of   race   therefore    pervades   every    aspect    of    UT's    admissions
    - 74 -
    process," Fisher 
    II, 136 S. Ct. at 2220
    (Alito, J., dissenting).
    It is difficult to imagine how a school could both consider an
    applicant's race and holistically review their application, as
    required by Supreme Court precedent, at only a single point in the
    admissions    process.    This   is   true   because   the   applications
    themselves frequently contain racially identifiable information,
    as we have described earlier.
    Regardless, there is nothing in Fisher II suggesting
    that a university can only consider race once or that only a single
    use of race is a necessary component of a narrowly tailored policy.
    The Court made clear that as long as race is "considered in
    conjunction with other aspects of an applicant's background" and
    is "but a 'factor of a factor of a factor' in the holistic-review
    calculus," it will not be considered impermissibly mechanical.
    Fisher 
    II, 136 S. Ct. at 2207
    .    Harvard has shown that its holistic
    consideration of race is not impermissibly extensive.
    Finally, SFFA and the United States argue that Harvard's
    use of race has no end point because Harvard has not identified a
    stopping point for its use of race.       It derives this argument from
    Grutter's statement that the "use of race must have a logical end
    
    point," 539 U.S. at 342
    , and its hope that "25 years from now, the
    use of racial preferences will no longer be necessary to further
    the interest approved today,"
    id. at 343.
           This argument is also
    not persuasive and is insensitive to the achievement of the
    - 75 -
    university's legitimate goals once it has met the requirements
    established by the Supreme Court.       Indeed, the Supreme Court never
    mentioned Grutter's 25-year timeline in Fisher I or Fisher II.
    Harvard's   failure   to    identify    a   specific   level    of
    diversity it would need to achieve before it stopped using any
    consideration of race is not fatal to its admissions program.              The
    Fisher II majority held that because "the University is prohibited
    from seeking a particular number or quota of minority students, it
    cannot be faulted for failing to specify the particular level of
    minority enrollment at which it believes the educational benefits
    of diversity will be 
    obtained." 136 S. Ct. at 2210
    .    Importantly,
    the evidence is that Harvard has periodically reviewed its use of
    race in the past, has periodically and recently considered race-
    neutral alternatives, and has made it clear that it will continue
    to do so in the future.     See 
    Grutter, 539 U.S. at 342
    (requiring
    that universities conduct “periodic reviews to determine whether
    racial preferences are still necessary”).          The same committee that
    reaffirmed Harvard's need to pursue racial diversity in admissions
    emphasized that "it will be important to reassess, periodically,
    the necessity of considering race and ethnicity in the admissions
    process."   No Supreme Court precedent requires Harvard to identify
    a specific end point for its use of race.
    - 76 -
    There Was No Error in Holding That Harvard Considered Race-
    Neutral       Alternatives       and    Legitimately        Concluded      That   the
    Alternatives Were Not Workable
    SFFA argues that Harvard's use of race fails the narrow
    tailoring prong of strict scrutiny because Harvard has disregarded
    race-neutral ways to achieve its diversity goals.                         See Fisher 
    I, 570 U.S. at 312
    ("Narrow tailoring . . . . involves a careful
    judicial     inquiry     into        whether       a    university     could     achieve
    sufficient      diversity      without       using      racial    classifications.").
    Courts must not defer to a university's consideration of workable
    race-neutral alternatives.
    Id. They must "be
    satisfied that no
    workable race-neutral alternatives would produce the educational
    benefits   of      diversity."
    Id. Universities have an
       "ongoing
    obligation      to   engage     in    constant         deliberation    and      continued
    reflection" on whether workable race-neutral alternatives exist.
    Fisher 
    II, 136 S. Ct. at 2215
    .
    The     Supreme     Court       has       distinguished      "conceivable"
    alternatives from "workable" alternatives, requiring only the use
    of workable alternatives.
    Id. at 2208.
                 Harvard has met its
    burden, including through the Smith Report, to show that it has
    carefully considered all alternatives.                   It has concluded that they
    are not workable and would undercut its educational objectives.
    "Narrow tailoring does not . . . require a university to choose
    between maintaining a reputation for excellence or fulfilling a
    - 77 -
    commitment to provide educational opportunities to members of all
    racial groups."   
    Grutter, 539 U.S. at 339
    (citations omitted).
    Harvard    has   implemented    many    of     the   policies   SFFA
    proposes, like eliminating Early Action and increasing financial
    aid and outreach, but found those policies insufficient.30                  This
    accords with Fisher 
    II. 136 S. Ct. at 2212-13
    (finding race-
    neutral alternatives unworkable when the university had introduced
    scholarship programs and "submitted extensive evidence of the many
    ways in which it already had intensified its outreach efforts").
    Harvard has increased the financial aid it offers to
    low-income applicants since it instituted its HFAI program in 2004.
    It   made   multiple    changes   over     the     years    to   increase    the
    affordability of a Harvard education.              When this case went to
    trial, Harvard's budget for undergraduate financial aid was around
    $200 million dollars and more than half of Harvard undergraduates
    received financial aid.        About 90% of Harvard students pay the
    same or less in tuition as they would at a state school.                     The
    initial introduction of HFAI and Harvard's first increase of the
    zero parental contribution limit to $60,000 did have positive
    effects on Harvard's ability to attract and admit racially diverse
    30   Some policy changes backfired.   Harvard abandoned its
    Early Action program for the classes of 2012 through 2015 but
    reinstated it after finding that "many highly talented students,
    including    some   of    the   best-prepared   low-income   and
    underrepresented minority students, were choosing programs [at
    other schools] with an early-action option."
    - 78 -
    applicants.    But later changes to the program had little to no
    effect on the racial makeup of Harvard's applicants or admitted
    class.    As the district court found, Harvard "has already reached,
    or at least very nearly reached, the maximum returns in increased
    socioeconomic and racial diversity that can reasonably be achieved
    through outreach and reducing the cost of a Harvard education."
    SFFA 
    II, 397 F. Supp. 3d at 180
    .    Further, the Smith Report, while
    not entitled to any deference, does show that Harvard has carefully
    considered and rejected race-neutral alternatives.         The Smith
    Report was supported by the testimony of Harvard officials.        It
    was also supported by the testimony of Harvard's economic expert.
    SFFA focuses its argument on "Simulation D,"31 one of its
    proposed race-neutral alternatives.      Under this scenario, Harvard
    would eliminate its consideration of race, eliminate LDC tips, and
    increase the tip for low-income applicants.
    If Harvard were to adopt Simulation D, its analysis shows
    that the admitted share of white and African American applicants
    would decrease (from 40% to 33% and 14% to 10%, respectively) and
    the share of Asian American and "Hispanic and Other" applicants
    would increase (from 24% to 31% and 14% to 19%, respectively).
    The average student's high school grade point average would remain
    31   Simulation D is also called Simulation 7 elsewhere in
    the record.
    - 79 -
    unchanged, but the average SAT score would decrease from 2244 to
    2180.
    Harvard proved that Simulation D was not a workable
    alternative.   Not only would SAT scores drop, but the fraction of
    applicants with academic, extracurricular, personal, and athletic
    ratings of 1 or 2 would decrease by more than 10% (ranging from an
    11% decrease for the personal rating to a 22% decrease for the
    athletic rating).    If Harvard were to increase its tip based on
    socioeconomic status, it would make sacrifices on almost every
    dimension   important   to   its   admissions   process,   including   one
    designed to measure a student's academic excellence. As the Fisher
    II majority held when it found the plaintiff's alternative of
    "altering the weight given to academic and socioeconomic factors
    in the University's admissions calculus" unworkable, "the Equal
    Protection Clause does not force universities to choose between a
    diverse student body and a reputation for academic excellence."
    Fisher 
    II, 136 S. Ct. at 2213
    .
    Next, the district court made a factual finding that
    removing LDC tips "would adversely affect Harvard’s ability to
    attract top quality faculty and staff and to achieve desired
    benefits from relationships with its alumni and other individuals
    who have made significant contributions to Harvard."        SFFA 
    II, 397 F. Supp. 3d at 180
    .      The loss of top faculty would negatively
    affect the educational experience of students at Harvard and its
    - 80 -
    reputation for excellence.           See 
    Grutter, 539 U.S. at 339
    .               The
    loss of the ability to cultivate relationships with donors and
    alumni through LDC tips would harm Harvard's ability to raise
    funds, and the staffing changes needed to accommodate a drastic
    shift        in   student   concentrations     would    present    Harvard       with
    sizeable administrative expenses.              SFFA 
    II, 397 F. Supp. 3d at 179-80
    ,       182.      Under   Simulation   D,   the   number    of   humanities
    applicants admitted would drop by 14%.            See
    id. at 182.
          The number
    of engineering applicants admitted would rise by 8%.                   See
    id. Finally, African American
    representation in Harvard's
    admitted class would decrease by about 32% under Simulation D.
    Harvard's consideration of race is not impermissibly extensive,
    but considering race is meaningful to Harvard's admissions process
    because it prevents diversity from plummeting.                   Harvard's race-
    conscious admissions program ensures that Harvard can retain the
    benefits of diversity it has already achieved.32                   The district
    32Dean Smith testified about how his committee evaluated
    race-neutral alternatives and what it considered to be an
    acceptable level of racial and ethnic diversity. He said that,
    having seen the progress Harvard has already made in achieving
    racial diversity and the benefits it has had, one consideration
    was whether Harvard would be "moving backwards from where [it is]
    today." Regarding any decline in African American representation
    specifically, he testified that alienation and isolation is
    already a problem among African American students at Harvard and
    that Harvard is "not looking to make that worse."        He also
    testified that Harvard does not view underrepresented minorities
    interchangeably.   The increase in representation among Hispanic
    and Other students under Simulation D would not cure the decrease
    in African American representation.
    - 81 -
    court found that the dramatic decline in diversity under Simulation
    D could adversely affect the educational experience at Harvard and
    increase feelings of isolation and alienation among Harvard's
    students.
    Id. at 183.
       Similarly, the Fisher II majority found
    that the University of Texas's compelling interest could not be
    met   with    race-neutral   alternatives        when    it     had   introduced
    "evidence that minority students admitted [under a race-neutral
    regime] experienced feelings of loneliness and isolation."                136 S.
    Ct. at 2212.
    Ample testimony in the record, including from Harvard
    students and alumni, supported this finding.33               As these witnesses'
    testimony      makes    clear,         a      meaningful        reduction     in
    representation    --   and   a   32%       reduction    in    African   American
    representation is clearly meaningful -- would make Harvard less
    33  As an example, one student testified that, when choosing
    which school to attend, she "wanted to make sure that there would
    be other students who were people of color like myself . . . so
    that I could have a more safe environment, a more welcoming
    environment, and a better . . . learning environment."        After
    arriving at Harvard, she found that "students of color were a huge
    minority in almost every space" and that walking into a class with
    few or no people of color made her nervous and reticent; she would
    hold back in discussions to avoid being "seen or stereotyped as
    someone who . . . is just talking about communities of color
    because that's where I came from." And she described how a large
    reduction in the number of Black or Latinx students would be
    "catastrophic" because "there are so few students of color and
    under-represented minority groups at Harvard as it is" and that
    "any sort of reduction in any of those groups would be really
    detrimental to the community at Harvard, both for students of color
    [and] students in general." At trial, other students and recent
    alumni expressed similar viewpoints.
    - 82 -
    attractive and hospitable to minority applicants while limiting
    all students' opportunities to engage with and learn from students
    with different backgrounds from their own.                  Enabling students to
    understand,      relate    to,    and    learn     from    people   of     different
    backgrounds is one of the main goals of Harvard's race-conscious
    admissions program.          It is a compelling interest, but under
    Simulation D Harvard cannot achieve it.                  Harvard has carried its
    burden    of    showing    that   no    workable    race-neutral         alternatives
    exist.
    3)   The District Court Did Not Err in Finding Harvard Does Not
    Intentionally Discriminate Against Asian American Applicants
    SFFA's final claim is that Harvard's admissions policy
    intentionally discriminates against Asian Americans.                       It argues
    that the district court "could not rule out that Asian Americans
    are penalized in Harvard’s admissions process" and says both the
    non-statistical      and    statistical     evidence       showed    that    Harvard
    discriminates against Asian Americans.                    From this premise, it
    argues    that    Harvard    cannot      carry     its    burden    of    disproving
    intentional discrimination under strict scrutiny.34
    34   SFFA's intentional discrimination claim does not fit
    neatly into the strict scrutiny framework.      Harvard disputes
    whether strict scrutiny applies to this claim. It admits to using
    race in its admissions process.     But it has never admitted to
    discriminating against Asian American applicants and denies doing
    so.
    SFFA argues that strict scrutiny applies to any challenge
    related to a university's race-conscious admission policy and
    - 83 -
    To    make    out       a    prima        facie          case   of        intentional
    discrimination on the basis of race under Title VI, a plaintiff
    must   show    that      the    defendant          treated             members     of    one    race
    differently and less favorably than members of another race and
    that   the     defendant        did       so     with    a        racially       discriminatory
    purpose.      See Washington v. Davis, 
    426 U.S. 229
    , 239-40 (1976)
    (describing the intentional discrimination standard applicable
    under the Equal Protection Clause of the Fourteenth Amendment);
    
    Sandoval, 532 U.S. at 280
                    (finding the protections of Title VI
    coextensive with those of the Equal Protection Clause); accord
    Goodman v. Bowdoin Coll., 
    380 F.3d 33
    , 43 (1st Cir. 2004) (citing
    Tolbert v. Queens Coll., 
    242 F.3d 58
    , 69 (2d Cir. 2001)).
    Assuming     arguendo        that     SFFA          is    correct     that       strict
    scrutiny     operates      on   its       intentional         discrimination              claim   by
    shifting      the     burden      to       Harvard           to        disprove     intentional
    discrimination, Harvard can succeed only if it disproves any of
    that, under strict scrutiny, Harvard bears the burden of disproving
    SFFA's intentional discrimination claim.      Harvard argues that
    SFFA's intentional discrimination claim does not get the benefit
    of strict scrutiny until SFFA has established that Harvard has
    discriminated against Asian Americans and acted with racial animus
    against them. See Vill. of Arlington Heights v. Metro. Hous. Dev.
    Corp., 
    429 U.S. 252
    , 265 (1977) ("Proof of racially discriminatory
    intent or purpose is required to show a violation of the Equal
    Protection Clause.").    The district court adopted SFFA's view.
    See SFFA 
    II, 397 F. Supp. 3d at 190
    . We need not decide this issue
    because we hold that Harvard prevails even applying the more
    demanding standard advanced by SFFA.
    - 84 -
    these elements.       Harvard must show that it did not discriminate
    on the basis of race or that its discrimination was not intentional
    (i.e., it did not act with animus or "stereotyped thinking or other
    forms of less conscious bias").          Thomas v. Eastman Kodak Co., 
    183 F.3d 38
    , 42 (1st Cir. 1999).         We hold, as did the district court,
    that Harvard has carried this burden.
    The District Court Did Not Err in Concluding That the Non-
    Statistical      Evidence   Did    Not    Show    Discrimination     Against
    Asian American Applicants
    SFFA     argues     that     three    pieces    of   non-statistical
    evidence show intentional discrimination.                First, it says that
    Harvard's admissions process as a whole -- and its use of a
    personal rating in particular -- is highly subjective, which makes
    it susceptible to stereotyping and bias.                 Next, it argues that
    Harvard ignored warnings that its process might be racially biased,
    citing   the   1990     OCR   Report     that,    as     the   district     court
    acknowledged, "found recurring characterizations of Asian American
    applicants that were broadly consistent with stereotypes."                  SFFA
    
    II, 397 F. Supp. 3d at 154
    .          SFFA says that because Harvard took
    no steps to remedy these characterizations, its process is biased
    against Asian Americans.       Finally, SFFA says that Harvard's "post-
    filing conduct" evidences past discrimination because, in response
    to this lawsuit, Harvard amended its written handbook on reading
    procedures to explicitly instruct admissions officers that they
    - 85 -
    should not consider race when assigning a personal rating and
    increased the number of Asian Americans it admitted.
    Supreme Court precedent makes clear that the fact that
    Harvard's application process is subjective is insufficient to
    overcome other evidence in the record that Harvard is not biased
    against Asian Americans and does not stereotype them. First, there
    is    no    requirement      that    universities        use   entirely       objective
    criteria when considering race to admit applicants.35                        Cf. 
    Bakke, 438 U.S. at 317
    -18   (describing,        and   approving       of,    Harvard's
    subjective,        "flexible"       admissions    system       where    "the     weight
    attributed to a particular quality may vary from year to year
    depending     upon    the    'mix'    both   of    the    student      body    and   the
    applicants for the incoming class").               Harvard presented testimony
    from multiple admissions officers that its admissions process,
    though subjective, did not facilitate bias or stereotyping.                          The
    district court found that the "testimony of the admissions officers
    that there was no discrimination against Asian American applicants
    with respect to the admissions process as a whole and the personal
    35 Indeed, it is unclear whether Harvard could even adopt
    a more objective system and still comply with the Supreme Court's
    precedent. A more objective system could be viewed as mechanically
    taking race into account.    Cf. 
    Gratz, 539 U.S. at 270
    ("[T]he
    University's policy, which automatically distributes 20 points, or
    one-fifth of the points needed to guarantee admission, to every
    single 'underrepresented minority' applicant solely because of
    race, is not narrowly tailored to achieve the interest in
    educational diversity.").
    - 86 -
    ratings        in     particular       was   consistent,        unambiguous,     and
    convincing."          SFFA 
    II, 397 F. Supp. 3d at 203
    .             No witness who
    testified "had seen or heard anything disparaging about an Asian
    American applicant."
    Id. The district court
    was permitted to
    assess the credibility of witnesses and credit the testimony of
    Harvard's admissions officers.               See Cooper v. Harris, 
    137 S. Ct. 1455
    ,        1478   (2017)   (upholding      a    district   court's    credibility
    determination that a witness "skirted the truth . . . when he
    claimed to have followed only race-blind criteria in drawing
    district lines" because a reviewing court "cannot disrespect such
    credibility judgments"); Cumpiano v. Banco Santander Puerto Rico,
    
    902 F.2d 148
    , 158-59 (1st Cir. 1990) (finding, in a discrimination
    case, that "whether or not to credit [defendant's employee's]
    testimony as to his knowledge and intent was predominantly a
    credibility question" and that "[a]ppellate courts should always
    be reluctant to erase the trial judge's answer to such a query").36
    The   nature    of    Harvard's    admissions    process,   as   the
    district court recognized, offset any risk of bias.                    SFFA 
    II, 397 F. Supp. 3d at 203
    .            An applicant must secure a majority of votes
    at a full-body admissions committee meeting with forty admissions
    officers to be admitted to Harvard, which mitigates the risk that
    36SFFA did not present any evidence to the contrary or
    "present a single Asian American applicant who was overtly
    discriminated against or who was better qualified than an admitted
    white applicant." SFFA 
    II, 397 F. Supp. 3d at 203
    .
    - 87 -
    any   individual     officer's      bias   or   stereotyping    would    affect
    Harvard's admissions process.
    Nor was there error in the district court's fact finding
    that earlier reports did not show that Harvard discriminated
    against or stereotyped Asian American applicants.               The district
    court acknowledged that the 1990 OCR Report "found recurring
    characterizations of Asian American applicants that were broadly
    consistent with stereotypes."
    Id. at 154.
        This same report also
    concluded    that    "Harvard     did    not    discriminate   against   Asian
    American applicants."
    Id. The court also
    considered SFFA's
    contention that Harvard referred to Asian American applicants as
    "quiet," "flat," "shy," and "understated," and that this showed
    stereotyping.
    Id. at 157.
         The district court found that using
    these words "with regard to such an applicant would be truthful
    and    accurate      rather      than      reflective     of    impermissible
    stereotyping."
    Id. It found that
    Harvard considers applicants
    holistically and that the evidence did not show "that any applicant
    was referred to by these types of descriptors because of their
    race or that there was any sort of systemic reliance on racial
    stereotypes."
    Id. at 157, 193.
           To the contrary, the evidence
    showed that admissions officers referred to applicants of all races
    using similar language, not just Asian Americans.
    Id. at 157.
    SFFA's last two arguments on this point are that it was
    only after it filed its lawsuit that Harvard both updated its
    - 88 -
    written    reading   procedures   to   say    that   race   should   not   be
    considered when assigning the personal rating and increased the
    number of Asian American applicants it admitted.            As to the first
    argument, Harvard updates its reading procedures annually.                 The
    district court found that "Harvard has made clear to its admissions
    officers in more recent years that they should not use race in
    assigning the profile ratings."
    Id. at 156.
    As to SFFA's second argument, while the share of Asian
    American applicants admitted to Harvard did increase from 19.1%
    for the class of 2018 to 20.6% for the class of 2019 after this
    lawsuit was filed, the argument made ignores the broader context.
    Asian Americans constituted 20.3% of the admitted class of 2016,
    showing that the 20.6% share of Asian American admittees for the
    class of 2019 was not anomalous.             Neither was the post-filing
    increase from 19.1% for the class of 2018 to 20.6% for the class
    of 2019.    The share of Asian Americans similarly increased from
    17.6% for the class of 2010 to 19.5% for the class of 2011 and
    from 19.3% for the class of 2015 to 20.3% for the class of 2016
    before this lawsuit was filed.             Indeed, the number of Asian
    Americans admitted to Harvard has been steadily increasing for
    decades.
    Because statistical evidence can "generate an inference
    of intentional discrimination," Haidak v. Univ. of Massachusetts-
    - 89 -
    Amherst, 
    933 F.3d 56
    , 75 (1st Cir. 2019), we now turn to the
    parties' statistical evidence.
    The     District    Court       Did    Not     Err   in     Concluding    That    the
    Statistical      Evidence        Did    Not    Show     Discrimination      Against
    Asian American Applicants
    SFFA's main argument with respect to the statistical
    evidence      revolves    around       whether        to    include    an     applicant's
    personal rating in the model of Harvard's admissions process.                            If
    the personal rating is included, as done by Harvard's expert, being
    Asian American has a statistically insignificant effect on an
    applicant's     chance     of    admission.           If    the    personal    rating    is
    excluded, as done by SFFA's expert, it shows that being Asian
    American has a statistically significant37 negative effect on an
    applicant's chance of admission to Harvard.                        SFFA argues that it
    was   clear    error     for    the    district       court     to   consider    a   model
    including the personal rating.                 It also says the district court
    37  An   explanatory    variable   has    a   "statistically
    significant" effect if, assuming the effect of the explanatory
    variable on the response variable were actually zero, the effect
    observed in the model is different enough from zero that it is
    unlikely to be due to chance. "Different enough" is quantified
    using a significance level.     The experts in this case used a
    significance level of 5%.    For example, the experts called the
    effect of Asian American identity on the chance of admission to
    Harvard statistically significant if, assuming being Asian
    American actually had no effect on admission chances, the
    probability of observing an effect of Asian American identity at
    least as extreme as the effect observed in the model was less than
    5%. We use the same terminology.
    - 90 -
    erred when it concluded that Harvard had disproved intentional
    discrimination after it credited one model including the personal
    rating and another excluding it.        We find no error.
    The District Court Did Not Err in Finding the Statistical
    Evidence Did Not Show the Personal Rating Was Influenced by
    Race
    As a matter of basic principles of statistical analysis,
    whether the personal rating used in the admissions process should
    be included in the regression model hinges on whether the personal
    rating is influenced by race and whether that rating includes
    information that is not otherwise controlled for in the experts'
    admissions models.       See FJC Reference Manual at 313-16, 322-24
    (explaining     that   experts    typically   assume   that   "changes    in
    explanatory variables affect the dependent variable, but changes
    in the dependent variable do not affect the explanatory variables"
    and the concept of omitted variable bias)
    SFFA argues that race influences the personal rating and
    should be excluded, while Harvard argues to the contrary that race
    is only correlated with the personal rating and excluding the
    personal rating would introduce omitted variable bias into the
    model.
    The district court acknowledged that the model without
    the   personal     rating   was     "econometrically    reasonable"      and
    "provide[d] evidence that is probative of the effect of race on
    - 91 -
    the admissions process" but made a factual finding that "including
    the personal rating results in a more comprehensive analysis" and
    so was more accurate. SFFA 
    II, 397 F. Supp. 3d at 173
    . Considering
    all of the evidence, it concluded that "the majority of the
    disparity in the personal rating between white and Asian American
    applicants was more likely caused by race-affected inputs to the
    admissions     process   .   .   .   or   underlying   differences   in   the
    attributes that may have resulted in stronger personal ratings"
    than Harvard admissions officers' biases.          See
    id. at 171.
    There is a clear and important distinction between race
    being correlated with the personal rating and race influencing the
    personal rating.     Race correlating with the personal rating means
    that there is a statistical relationship between race and the
    personal rating.     Race influencing the personal rating means that
    this statistical relationship is causal.           It means that Harvard
    assigns applicants higher or lower personal scores because of their
    race.     The distinction between correlation and influence is very
    important.38    See Samaan v. St. Joseph Hosp., 
    670 F.3d 21
    , 33 (1st
    38   SFFA implies throughout its brief that to see a negative
    correlation between Harvard's personal rating and Asian American
    ethnicity and not attribute it to racial bias is to conclude that
    "maybe the stereotypes about Asian Americans are true." This is
    a false dichotomy.    SFFA ignores the possibility that factors
    external to Harvard's admissions process but correlated with race
    could account for the racial disparity in personal ratings.
    Racial differences in Harvard's other ratings help illustrate
    SFFA's logical error. For example, Asian Americans do better than
    any other racial group on Harvard's academic rating. No one looks
    - 92 -
    Cir. 2012) ("Correlation is not causation."); Wessmann v. Gittens,
    
    160 F.3d 790
    ,    804     (1st         Cir.   1998)      ("Even    strong
    statistical correlation between variables does not automatically
    establish causation.").         If race is only correlated with the
    personal rating, excluding it from regression models could make it
    appear as if Harvard discriminates when it does not.                    If race
    influences the personal rating, including it in the experts'
    regression models could make it appear as if Harvard does not
    discriminate when it does.
    The district court found that even when controlling for
    a number of other factors, race is correlated with the personal
    rating.   SFFA 
    II, 397 F. Supp. 3d at 169-70
    .             Based on this fact,
    SFFA   argues   that   the    court    was     required   to   find   that   race
    influences the personal rating.         The district court disagreed, and
    at this correlation and concludes that there are only two
    possibilities: either Asian American students are smarter than
    everyone else or Harvard thinks they are and assigns them higher
    ratings accordingly.    Instead, it is more likely that factors
    external to Harvard's admissions process but correlated with race
    account for Asian American's higher academic ratings. For this
    reason, everyone agreed that Harvard's academic rating should
    remain in the logistic regression model even though Professor
    Arcidiacono showed that -- even when controlling for obvious
    variables like grades and test scores and other factors like
    demographics,   parental   education,   geographic   region,   and
    characteristics of applicants' high schools -- there is a positive
    correlation between Asian American identity and Harvard's academic
    rating. Indeed, when asked what could account for the statistical
    relationship between the academic rating and race even when
    controlling for other factors, Professor Arcidiacono replied: "We
    don't think it's because of race. We think it's because of these
    unobservable factors."
    - 93 -
    we hold that the district court did not clearly err in concluding
    that the more accurate statistical model includes the personal
    rating.
    The district court gave three reasons why the personal
    rating should be included in the model.                    First, it credited
    Harvard's witnesses' testimony that they did not consider race in
    assigning the personal rating as evidence that race did not
    influence the personal rating.
    Id. Second, the district
           court    found     that     Professor
    Arcidiacono's   analysis    establishing       a    statistical       correlation
    between race and the personal rating explains only a portion of
    the variation in personal ratings.
    Id. Professor Card testified
    at trial that Professor Arcidiacono's model had a low pseudo-R2
    value, indicating a poor fit.39       A low pseudo-R2 value alone is not
    sufficient to reject Professor Arcidiacono's model of the personal
    rating.   But it is evidence that important explanatory variables
    may have been omitted from it.
    Third,    this   evidence    of    poor    fit     properly    led   the
    district court to inquire into what these omitted variables might
    39   In linear regression analyses, the R2 value "is a
    statistic that measures the percentage of variation in the
    dependent variable that is accounted for by all the explanatory
    variables." FJC Reference Manual at 345. For technical reasons
    not relevant for our purposes, statisticians cannot calculate R2
    statistics for logistic regression models and instead typically
    report an analogous quantity -- the pseudo-R2 value -- as one
    estimate of a model's goodness of fit.
    - 94 -
    be.     See id.; FJC Reference Manual at 314 n. 31 ("A very low R-
    squared (R2) is one indication of an unexplained portion of the
    multiple regression model that is unacceptably high.            However, the
    inference that one makes from a particular value of R2 will depend,
    of necessity, on the context of the particular issues under study
    and the particular dataset that is being analyzed.")            It concluded
    that Harvard had not discriminated on the basis of race.               See SFFA
    
    II, 397 F. Supp. 3d at 171
    .
    Professor Card testified that non-quantifiable aspects
    of     an    applicant's   personal    essay     could   contribute    to   the
    correlation between race and the personal rating identified by
    Professor Arcidiacono.          He also presented statistical evidence
    showing that Asian American applicants receive lower teacher and
    guidance counselor recommendation ratings than white applicants.
    Both        personal   essays   and    teacher    and    guidance     counselor
    recommendations factor heavily into applicants' personal ratings,
    justifying the court's inquiry into what could account for any
    correlation between these factors and race.              If factors external
    to Harvard -- like personal essays and recommendations -- correlate
    with race, affect the personal rating, but are not controlled for
    in Professor Arcidiacono's model of the personal rating, this calls
    into question SFFA's contention that race influences (and is not
    just correlated with) the personal rating.
    - 95 -
    The district court then analyzed whether these external
    factors -- personal essays and teacher and guidance counselor
    recommendations -- correlate with race.
    Id. at 169.
         It found
    that non-quantifiable aspects of applicants' personal statements
    might be correlated with race but are not controlled for in
    Professor Arcidiacono's model.
    Id. For instance, in
    Harvard's experience, applicants do
    choose to write about how "their racial identities have shaped
    their pre-college experiences" and admissions officers might read
    these essays40 as evidence of an applicant's "abilit[y] to overcome
    obstacles" and therefore infer their "leadership ability or other
    personal strengths."
    Id. at 169-70
    & n.48.
    Turning   to     the     teacher     and     guidance      counselor
    recommendations, the district court opined that they sometimes
    "seemingly presented Asian Americans as having less favorable
    personal   characteristics        than     similarly    situated      non-Asian
    American   applicants"     and    detailed     why    teacher   and   guidance
    40   Record evidence supported this conclusion.            One
    admissions officer testified that the ability to overcome
    obstacles -- including racial ones -- is a factor in assessing
    submitted essays and assigning personal ratings. In addition, a
    student who had been admitted to Harvard testified about her
    application essay discussing how her "ethnoracial identity had
    impacted every decision [she] had made, every experience that [she]
    had had" and that she "wanted to write about it because [she] felt
    like it was something important and something of value that [she]
    could bring to a school like Harvard."
    - 96 -
    counselor recommendation letters might correlate with race for
    reasons unrelated to Harvard.
    Id. at 170-71.
    Whether or not the applicant came from a privileged
    background was one likely factor.          Privileged students likely have
    better access to schools with low student-to-teacher ratios and
    teachers and guidance counselors with more time to write strong,
    individualized recommendations.              See
    id. at 170.
         Privileged
    students     likely     receive     better      recommendations   than     less
    privileged students.         See
    id. Privilege is correlated
    with race.
    One of Harvard's amici expands on this point, citing research that
    Asian American students are more likely than white students to
    attend public high schools where overloaded teachers and guidance
    counselors     may     provide      more     perfunctory     recommendations.
    Likewise, the district court reasoned that a "student that works
    part time and a student that does not may receive different
    recommendations       even   with   the    same   academic   performance   and
    without reference to race."
    Id. at 170-71.
          Because working part
    time likely correlates with race, it is plausible that race is
    also correlated with the quality of recommendations.41            The finding
    41   The district court's reasoning does not itself imply
    that teachers and guidance counselors are racially biased and
    should not be so understood. Nor does it imply that Harvard must
    accept such a characterization. Because race likely correlates
    with privilege (resulting in applicants in some racial groups
    having teachers that are stretched thinner than applicants in
    others) or participation in school-sponsored extracurricular
    activities (resulting in applicants in some racial groups having
    - 97 -
    that teacher and guidance counselor recommendations correlate with
    race but were not accounted for in Professor Arcidiacono's model
    was not erroneous.42
    SFFA also argues that the district court engaged in
    speculation with "zero evidentiary basis" by considering how these
    omitted variables could be correlated with race and affect the
    validity of Professor Arcidiacono's model.            The argument is based
    on a misperception of the requirements for statistical analysis.
    The   district    court    credited    Professor    Card's    testimony    and
    analysis   that    the    omitted   variables     discussed   above   --   the
    qualitative      components    of     teacher   and      guidance   counselor
    recommendations      and    personal     essays     --    called    Professor
    Arcidiacono's analysis of the personal rating into question.
    Id. It was not
    erroneous for the district court to find that the
    personal rating was not influenced by race in a way that precluded
    its use in a logistic regression model.
    less teacher interaction than applicants in others), teachers or
    guidance counselors do not have to be biased to write more generic
    or less enthusiastic letters for applicants based on race.      An
    alternative explanation is that race correlates with how well
    teachers or guidance counselors know their students.
    42   Contrary to SFFA's argument, the school support ratings
    that Professor Arcidiacono included as control variables in his
    model do not account for these biases because they reflect
    assessments of teacher and guidance counselor recommendations as
    a whole. As Professor Card testified, Professor Arcidiacono cannot
    control for the specific portions of recommendation letters that
    inform the personal rating specifically and might be correlated
    with race.
    - 98 -
    The District Court Did Not Err by Crediting Harvard's Expert's
    Logistic Regression Model Including the Personal Rating
    Because the court did not err in concluding that the
    personal rating was not influenced by race, it was not erroneous
    to consider a logistic regression model of Harvard's admissions
    process including it.    Because all parties agree that Harvard
    considers the personal rating in its admission decisions, it should
    be included in any model of Harvard's admissions process unless
    there is a strong reason to exclude it.   See FJC Reference Manual
    at 313-14.   As Professor Card and Harvard's admissions officers
    testified, the personal rating includes information that is not
    accounted for elsewhere in the experts' models but is important to
    Harvard's admissions process.    And since race is correlated with
    the personal rating but not influenced by it, excluding it would
    increase the risk of misleading regression results. See FJC Manual
    at 314 ("Failure to include a major explanatory variable that is
    correlated with the variable of interest in a regression model may
    cause an included variable to be credited with an effect that
    actually is caused by the excluded variable.").        Without the
    personal rating, the model would suffer from omitted variable bias.
    The court properly credited a logistic regression model including
    the personal rating.
    - 99 -
    The    District   Court   Did    Not   Err   by   Concluding      That   the
    Statistical Evidence Did Not Show That Harvard Intentionally
    Discriminated Against Asian Americans
    We repeat that the statistical model using the personal
    rating showed no discrimination against Asian Americans.                  Rather,
    it   shows    that   Asian   American    identity       has   a   statistically
    insignificant    overall     average    marginal    effect43      on   admissions
    probability of -.08%. This means that, on average, the model shows
    that an Asian American student has a .08% lower chance of admission
    to Harvard than a similarly situated white student and that this
    effect is statistically insignificantly different from zero.
    SFFA relies on one aspect of the statistical analysis
    presented.     SFFA's preferred model without the personal rating
    shows a statistically significant overall average marginal effect
    of -0.34%.     This means that, on average, the model shows that an
    Asian American student has a .34% lower chance of admission to
    43  The "average marginal effect" of Asian American identity
    is computed by first taking every applicant in the sample and
    calculating two probabilities using the logistic regression model:
    their probability of admission if they were Asian American and
    their probability of admission if they were not Asian American.
    The difference in the two probabilities is called marginal effect
    of being Asian American for that applicant. The marginal effect
    of being Asian American differs for every applicant depending on
    other aspects of their application. The average marginal effect
    is the average of the marginal effects across all applicants.
    The overall average marginal effect uses data from all six
    admissions cycles analyzed by the experts.      The experts also
    analyzed the average marginal effect in each admissions cycle.
    - 100 -
    Harvard than a similarly situated white student and that this
    effect is statistically significantly different from zero.                     But
    because     the    average   marginal   effect     is    calculated    using   all
    applicants to Harvard, including many applicants whom Harvard is
    unlikely to admit, this number does not establish that being Asian
    American matters for the small subset of applicants who have a
    realistic chance of being admitted to Harvard.
    The statistically significant negative overall average
    marginal effect of Asian American identity in SFFA' preferred model
    is also not robust.44         In addition to disappearing entirely when
    the   personal     rating    is   included   in    the   model,   it   is   almost
    undetectable on a year-by-year basis even within SFFA's preferred
    model.      The average marginal effect of Asian American identity in
    the model excluding the personal rating is only statistically
    significantly negative in one of the six years analyzed.45                  In five
    of    the    six   admissions     cycles,    the   effect    is   statistically
    44 We use the word "robust" in the technical sense.   A
    statistic or procedure is robust when it "does not change much
    when data or assumptions are modified slightly." FJC Reference
    Manual at 295; see also
    id. at 295, 322
    (defining "robust" and
    explaining that "[t]he issue of robustness . . . is of vital
    importance").
    45 For the classes of 2014, 2015, and 2016, Asian American
    identity had a negative but statistically insignificant average
    marginal effect on admissions chances. For the classes of 2017
    and 2019, Asian American identity had a positive but statistically
    insignificant average marginal effect. It is only in 2018 that
    the average marginal effect is statistically significantly
    negative.
    - 101 -
    indistinguishable from zero. Indeed, in two years, the model shows
    that Asian American identity actually has a positive effect on an
    applicant's chance of admission to Harvard.
    Based on this evidence, the district court found that
    regardless of whether the personal rating is included or not, the
    average marginal effect on Asian American identity is close to
    zero.
    Id. at 175.
        It found that the effect of Asian American
    identity varies by admissions cycle and is not always negative in
    each admission cycle.
    Id. Indeed, it found
    that Asian American
    identity could be a positive factor if the model "was better able
    to account for unobserved factors."
    Id. It reasoned that
    "[i]t
    is also possible that the negative coefficient and average marginal
    effect reflect a very slight implicit bias that could have played
    a modest role in lowering Asian Americans’ admissions probability
    in some of the 2014–2019 admissions cycles" but that, if there
    were any implicit bias, "the effect was so slight that it went
    unnoticed   by   careful   and   conscientious   observers   within   the
    Admissions Office."
    Id. Finally, SFFA argues
    that "the district court recognized
    that one likely explanation for why Asian Americans are penalized
    in the admissions process is Harvard’s 'implicit bias'" and that
    "calling the bias 'implicit' does not make it legal."        First, the
    district court called this effect "possible," not likely.
    Id. Next, as the
    court recognized, this possibility was "unsupported
    - 102 -
    by any direct evidence" before it.
    Id. at 171.
       Indeed, there was
    ample non-statistical evidence suggesting that Harvard admissions
    officers did not engage in any racial stereotyping, and the court
    determined that "no credible evidence . . . corroborates the
    improper discrimination suggested" by SFFA's preferred model.
    Id. at 203.
      The district court's speculation about what might have
    caused a statistically significant effect in one of the two models
    it considered does not transform its finding that there was no
    "intent by admissions officers to discriminate based on racial
    identity" into clear error.
    Id. at 175.
    The district court did not clearly err in finding that
    Harvard   did     not   intentionally   discriminate     against   Asian
    Americans.     See Torres-Lazarini v. United States, 
    523 F.3d 69
    , 72
    (1st Cir. 2008) ("When the evidence presented at a bench trial
    supports plausible but competing inferences, the court's decision
    to favor one inference is not clearly erroneous."); see Cape Fear,
    Inc. v. Martin, 
    312 F.3d 496
    , 500 (1st Cir. 2002).
    IV.
    Harvard has an "ongoing obligation to engage in constant
    deliberation and continued reflection regarding its admissions
    policies."    Fisher 
    II, 136 S. Ct. at 2215
    .   The issue before us is
    whether Harvard's limited use of race in its admissions process in
    order to achieve diversity in the period in question is consistent
    - 103 -
    with the requirements of Supreme Court precedent.   There was no
    error.
    Affirmed.   No costs are awarded.
    - 104 -
    

Document Info

Docket Number: 19-2005P

Filed Date: 11/12/2020

Precedential Status: Precedential

Modified Date: 11/12/2020

Authorities (21)

California Sportfishing Protection Alliance v. Diablo ... , 209 F. Supp. 2d 1059 ( 2002 )

Fisher v. University of Texas at Austin , 645 F. Supp. 2d 587 ( 2009 )

Cooper v. Harris , 137 S. Ct. 1455 ( 2017 )

Regents of the University of California v. Bakke , 98 S. Ct. 2733 ( 1978 )

City of Richmond v. J. A. Croson Co. , 109 S. Ct. 706 ( 1989 )

Warth v. Seldin , 95 S. Ct. 2197 ( 1975 )

Village of Arlington Heights v. Metropolitan Housing ... , 97 S. Ct. 555 ( 1977 )

Hunt v. Washington State Apple Advertising Commission , 97 S. Ct. 2434 ( 1977 )

Cape Fear, Inc. v. Martin , 312 F.3d 496 ( 2002 )

Parents Involved in Community Schools v. Seattle School ... , 127 S. Ct. 2738 ( 2007 )

Myrtle Thomas v. Eastman Kodak Company , 183 F.3d 38 ( 1999 )

Wilma Cumpiano A/K/A Wilma Cumpiano Sanchez v. Banco ... , 902 F.2d 148 ( 1990 )

Brady Campaign to Prevent Gun Violence v. Salazar , 612 F. Supp. 2d 1 ( 2009 )

Torres-Lazarini v. United States , 523 F.3d 69 ( 2008 )

United States of America v. Avx Corporation, National ... , 962 F.2d 108 ( 1992 )

Friends of the Earth, Inc. v. Chevron Chemical Co. , 129 F.3d 826 ( 1997 )

Grutter v. Bollinger , 123 S. Ct. 2325 ( 2003 )

derek-i-tolbert-v-queens-college-the-city-university-of-new-york-stuart , 242 F.3d 58 ( 2001 )

Goodman v. Bowdoin College , 380 F.3d 33 ( 2004 )

Northern Ins. Co. of NY v. Point Judith Marina , 579 F.3d 61 ( 2009 )

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