Timothy Jeffries v. William Barr ( 2020 )


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  •  United States Court of Appeals
    FOR THE DISTRICT OF COLUMBIA CIRCUIT
    Argued September 11, 2019               Decided July 14, 2020
    No. 17-5008
    TIMOTHY JEFFRIES,
    APPELLANT
    v.
    WILLIAM P. BARR, ATTORNEY GENERAL, U.S. DEPARTMENT
    OF JUSTICE,
    APPELLEE
    Appeal from the United States District Court
    for the District of Columbia
    (No. 1:15-cv-01007)
    Jerry R. Goldstein argued the cause and filed the briefs for
    appellant.
    Jane M. Lyons, Assistant U.S. Attorney, argued the cause
    for appellee. With her on the brief were Jessie K. Liu, U.S.
    Attorney, and R. Craig Lawrence and Marsha W. Yee,
    Assistant U.S. Attorneys.
    Before: PILLARD, WILKINS and RAO, Circuit Judges.
    Opinion for the Court filed by Circuit Judge WILKINS.
    2
    Opinion concurring in part and dissenting in part filed by
    Circuit Judge PILLARD.
    WILKINS, Circuit Judge: Timothy Jeffries brought suit
    against the Department of Justice (“DOJ”) under Title VII of
    the Civil Rights Act of 1964, alleging discrimination on the
    basis of his race and his sex, as well as retaliation for protected
    activity. Specifically, he cites seven instances of being passed
    over for positions for which he believes he was qualified. DOJ
    moved for summary judgment before any formal discovery had
    taken place, and the District Court granted that motion. At the
    same time, the District Court denied Jeffries’s motion, brought
    under Federal Rule of Civil Procedure (“Rule”) 56(d),
    requesting to be allowed to take discovery.
    In one sense, the posture of this case seems out of order,
    as a motion for summary judgment typically follows the
    conduct of at least some formal discovery rather than preceding
    it entirely. But Rule 56(b) provides that, with certain
    exceptions inapplicable here, “a party may file a motion for
    summary judgment at any time until 30 days after the close of
    all discovery.” FED. R. CIV. P. 56(b) (emphasis added). A
    nonmovant may well be surprised by an early-filed summary-
    judgment motion, but the timing of such a motion need not be
    a death knell: The Rules also iterate that relief – including
    discovery – may be obtained by a nonmovant who makes the
    required showing. See
    id. 56(d). In
    the case at bar, the District Court determined that
    Jeffries failed to make that showing as to each one of the
    disputed nonselections. For the most part, we find that the
    District Court acted within its discretion in so finding – with
    the notable exception of the handling of Jeffries’s quest for
    discovery on his first nonselection. In that respect, the District
    Court’s denial of Jeffries’s Rule 56(d) motion was premised on
    3
    error and was thus an abuse of discretion. We therefore vacate
    the District Court’s entry of judgment as to that nonselection
    and reverse its denial of the relevant portion of Jeffries’s Rule
    56(d) motion. But perceiving neither genuine issues of
    material fact nor any abuse of discretion in the District Court’s
    treatment, respectively, of DOJ’s motion for summary
    judgment or Jeffries’s Rule 56(d) motion with regard to the
    second through seventh nonselections, we affirm on those
    claims the District Court’s entry of judgment in DOJ’s favor
    and its denial of Jeffries’s Rule 56(d) motion.
    I.
    We recite the facts based upon the parties’ summary-
    judgment filings below, considering those facts in the light
    most favorable to Jeffries. See Wilson v. Cox, 
    753 F.3d 244
    ,
    245 (D.C. Cir. 2014).
    The Office of Justice Programs (“OJP”) is a component of
    DOJ, and the Bureau of Justice Assistance (“BJA”) is a bureau
    of OJP. Timothy Jeffries is an African-American male who
    has been employed with OJP since 2000 and with BJA since
    2002. Sometime between his hire and 2008, Jeffries filed three
    complaints against DOJ with the Equal Employment
    Opportunity Commission (“EEOC”). These complaints were
    consolidated and were the subject of a March 2008 settlement
    agreement, which resulted in Jeffries’s reassignment to a GS-
    13 Policy Advisor position in the Substance and Mental Health
    Division (“SAMH”) of BJA, the position he held while this
    case was pending below.
    Priority Consideration and First Nonselection (Supervisory
    Grants Program Manager)
    In 2006, Jeffries was not interviewed for a GS-14 Program
    Analyst position in SAMH due to an error with the processing
    4
    of his application. On July 30, 2007, as a result of this lack of
    consideration, OJP issued Jeffries a “priority consideration”
    letter, which provided that Jeffries would “receive priority
    consideration for the next open position similar and in the same
    geographical area to the one [for] which proper consideration
    was missed,” and that such consideration would “be granted to
    [Jeffries] prior [to DOJ] issuing public notice of the vacancy.”
    J.A. 546. The letter also said that Jeffries would be notified in
    writing when priority consideration had taken place.
    Regarding priority consideration, OJP’s Merit Promotion Plan
    provides that candidates afforded priority consideration
    are considered by the selecting official, ahead of
    other candidates for a particular job vacancy.
    Priority consideration does not place conditions
    on the selecting official’s right to select or not
    to select from any appropriate source at any
    point in the recruitment and staffing process. A
    candidate who receives priority consideration is
    entitled to such consideration until referred for
    the next open similar position in the same
    geographical areas to one for which
    consideration was missed.
    Id. 94-95. At
    oral argument, DOJ conceded that, when priority
    consideration is normally being applied, the candidate gets the
    first interview and a decision “up or down” on her candidacy
    before other candidates are considered. Oral Arg. Recording
    13:48-13:59.
    On March 29, 2011, Jeffries notified the human resources
    department at OJP of his desire to use the letter for a GS-14
    Supervisory Grants Program Manager position, for which two
    vacancies had already been publicly announced. Jeffries does
    not contend that the Supervisory Grants Program Manager
    5
    position was similar to the Program Analyst position (as would
    have triggered the automatic use of his priority consideration
    letter). After Jeffries invoked his priority consideration letter,
    but prior to his interview, OJP personnel compiled a list of
    “best qualified” applicants for the Supervisory Grants Program
    Manager position. J.A. 566-71.
    Jeffries was interviewed on May 11, 2011. The interview
    panel consisted of Edmund Aponte (Hispanic male), Tammy
    Reid (African-American female), and Jonathan Faley
    (Caucasian male). All of the panelists were aware of Jeffries’s
    having engaged in previous equal employment opportunity
    (“EEO”) activity, and indeed Faley and Aponte had been
    named as responsible management officials in Jeffries’s prior
    EEO complaints.
    Aponte and Reid later indicated that they had compared
    Jeffries’s qualifications to those of other applicants. DOJ
    conceded at oral argument that such comparisons are generally
    “not kosher” in the context of priority consideration and that
    they occurred in this instance. Oral Arg. Recording 15:47-
    16:04. There is a factual dispute as to whether the panelists
    told Jeffries at the conclusion of his interview that they had to
    interview other applicants before making a decision.
    On July 29, 2011, OJP’s human resources department
    informed Jeffries via letter that he had not been selected for the
    Supervisory Grants Program Manager position, and included
    four critiques of his interview performance, explaining that he
    had not demonstrated his fitness for the position. Tracey
    Trautman, the selecting official,1 noted in a later affidavit that
    1
    Jeffries attempts to create a dispute of fact as to the identity of the selecting
    official, but cites only his own declaration that he “was told via email by
    HR that the selecting official was James Burch[.]” J.A. 466; see Appellant’s
    6
    Jeffries had provided the panel with a writing sample
    containing spelling and grammatical errors, and that the
    panelists’ notes indicated that Jeffries had failed to give
    complete answers to several interview questions. The
    panelists’ notes corroborate the incompleteness of some of
    Jeffries’s answers. The panel interviewed other applicants in
    September 2011. The ultimate selectees were Naydine Fulton-
    Jones (African-American female) and Esmerelda Womack
    (Caucasian female). Neither selectee had previously filed a
    formal EEO complaint against DOJ.
    Second Nonselection (Special Assistant)
    In September 2011, DOJ advertised a vacancy for a
    Special Assistant, a GS-13/14 position. The interview panel
    consisted of Patrick McCreary (Caucasian male), Ruby
    Qazilbash (Caucasian and Asian female), and Ellen Williams
    (African-American female). The panel interviewed eight
    applicants in total, scoring each of them on their interview
    (representing 35% of the total score), work history (20%),
    experience (35%), and “[r]esume – [e]ducation” (10%). J.A.
    159. The Interview Guide for the Special Assistant position
    contained a five-point proficiency scale and allowed panel
    members to assign applicants a score for each of the fourteen
    interview questions. The interview panel discussed the
    applicants and “had the opportunity to reconcile the scores they
    attributed to candidates based upon this discussion and the
    opportunity for clarification.”
    Id. 154. Williams’s
    interview
    Br. 30. The best evidence rule, together with this Circuit’s precedent,
    preclude consideration of Jeffries’s statement. See FED. R. EVID. 1002;
    Gleklen v. Democratic Cong. Campaign Comm., Inc., 
    199 F.3d 1365
    , 1369
    (D.C. Cir. 2000) (“While a nonmovant is not required to produce evidence
    in a form that would be admissible at trial, the evidence still must be capable
    of being converted into admissible evidence.” (emphasis in original)).
    7
    scoresheet for Jeffries’s interview (which is the only scoresheet
    from this selection in the record) shows that Williams changed
    her scores in three instances, each time downgrading Jeffries
    by one point on the scale.
    Jeffries was interviewed on December 2, 2011. Neither
    Williams nor McCreary was aware at the time of Jeffries’s
    interview of any of his prior EEO complaints. Qazilbash
    averred in May 2012 that she learned in 2008 that Jeffries was
    being transferred onto her team as a result of some sort of
    settlement, which she “assumed to be EEO-related,” and that
    in March 2011 she was informed that Jeffries would be
    afforded priority consideration “as a result of an EEO-related
    settlement a few years earlier[.]”
    Id. 125-26. In
    August 2012,
    Qazilbash averred that she had learned of EEO complaints or
    pre-complaints filed by Jeffries on July 1, 2011, December 28,
    2011, and April 17, 2012.
    The selectee was Cornelia Sorensen Sigworth (Caucasian
    female). Shortly before the vacancy announcement was
    posted, Sigworth was given a special assignment to work with
    grant-funded programming and technical assistance to Puerto
    Rico. The interview panel scored her higher than Jeffries in
    three of the four categories, and she tied with him in the
    “[r]esume – [e]ducation” category.
    Id. 159. Overall,
    Jeffries
    was ranked sixth of the eight applicants, with a combined score
    of 76.09 out of 100, and Sigworth scored 95.7 and was ranked
    first. Sigworth had made no prior formal EEO complaints
    against DOJ.
    Sigworth and Qazilbash were part of a self-described
    “mommies group” at BJA whose members spent time together
    outside of work.
    Id. 464. Another
    member of this group, Kim
    Ball Norris, expressed to a supervisee her belief that Jeffries
    held his then-current position only because of his race and EEO
    8
    activity, and professed an intention to get Jeffries and another
    African-American employee fired.
    Third Nonselection (Senior Policy Advisor for Evidence
    Integration)
    DOJ advertised an opening for a Senior Policy Advisor for
    Evidence Integration in October 2012. Six candidates were
    interviewed by a panel that consisted of Aponte, Elizabeth
    Griffith (Caucasian female), and either Rebecca Rose
    (Caucasian female) or Kristina Rose (Caucasian female).
    Kristina Rose participated in Jeffries’s interview. It appears
    that Jeffries’s interview took place in November or December
    2012.
    Aponte had learned of Jeffries’s EEO activity in 2007, and
    evidently learned of it again in August 2012 when he
    completed an EEO-related affidavit. Griffith became aware of
    Jeffries’s EEO activity at some unspecified point in time,
    having been deposed twice in connection with his prior EEO
    cases. Kristina Rose was not aware of Jeffries’s prior EEO
    activity.
    The panel interviewed six candidates and reached a
    “strong consensus” that Edward Banks (African-American
    male) and Kristina Kracke (female of unknown race) “were
    clearly the top candidates” and were recommended for a
    second interview.2 Def.’s Statement of Material Facts (“SMF”)
    Ex. 19, ECF No. 7-3 at 175, Jeffries v. Lynch, 
    217 F. Supp. 3d 214
    (D.D.C. 2016), No. 15-cv-01007. Banks was ultimately
    2
    Jeffries asserts without citation to the record that neither Banks nor Kracke
    had engaged in “prior EEO activity.” Appellant’s Br. 40. We take no view
    on Jeffries’s unsupported contention that, when they interviewed for the
    Senior Policy Advisor for Evidence Integration position, Banks and Kracke
    had engaged in no “prior EEO activity.”
    9
    selected. According to Aponte, Banks had a Ph.D, had
    published articles on evidence integration, and scored a 5 out
    of 5 in the application process, whereas Jeffries scored a 1.6.
    Kristina Rose stated that Banks “scored the highest on the
    interview[]” and that Jeffries “scored the lowest of all the
    candidates.” J.A. 121.
    Fourth Nonselection (Administrative Services and Logistics
    Director)
    In October 2012, DOJ posted a vacancy for an
    Administrative Services and Logistics Director. The interview
    panel consisted of Shanetta Cutlar (African-American female),
    Hope Janke (Caucasian female), and Kristen Mahoney
    (Caucasian female). There were only two applicants: Michelle
    Martin (Caucasian female) and Jeffries.           Martin was
    recommended for a second-round interview, while Jeffries was
    not. The candidates were assessed on their resume, “[w]ork
    [e]xperience (KSAs)”,3 interview performance, and work
    history. See Lynch, Def’s SMF Ex. 25, ECF No. 7-3 at 221.
    Mahoney gave Jeffries an overall score of 77 and Martin a 90;
    Janke gave Jeffries a 71 and Martin an 84; and Cutlar gave
    Jeffries a 63 and Martin a 73. Cutlar (the only panelist whose
    affidavit is in the record) stated that Martin’s “experience
    related more to the qualifications and the job advertisements,”
    while Jeffries “readily identified that he did not have the
    experience in the area.” J.A. 180.
    3
    KSAs stands for “[k]nowledge, [s]kills, and [a]bilities.” Appellant’s Br.
    viii; Appellee’s Br. 37.
    10
    Fifth Nonselection (Supervisory Grants Management
    Specialist)
    In November 2012, DOJ posted a vacancy for a
    Supervisory Grants Management Specialist.                   The
    announcement stated that there was one vacancy, but in fact
    two applicants were selected. Prior to the posting of the
    vacancy, the position was downgraded from a GS-14 position
    to a GS-13/14 position. Cory Randolph, a biracial African-
    American and Caucasian male who was one of the selectees,
    was at the time ineligible for a GS-14 position. Jonathan Faley,
    an OJP supervisor, encouraged Randolph and a handful of
    other people to apply.
    The first-round interview panel was made up of Kellie
    Dressler (Caucasian female), Aponte, and Faley. Four
    candidates, including Jeffries, were interviewed in the first
    round. The ultimate selectees – Randolph and Brenda
    Worthington (Caucasian female) – received second-round
    interviews, which were conducted by Trautman and Denise
    O’Donnell (Caucasian females). Prior to his second-round
    interview, Randolph received an email from the vice president
    of his union congratulating him “on the [j]ob.”
    Id. 818, 820-
    22.
    The members of the first-round interview panel stated that
    Jeffries failed to fully answer the interview questions and to
    demonstrate that he had relevant experience or abilities, and
    that the selectees performed better in both these regards. The
    record does not reveal the date(s) of the first-round interviews,
    but the second-round interviews took place on February 13,
    2013. On March 1, 2013, Trautman and Faley had an email
    exchange in which they discussed having jokingly told others
    that Jeffries had been selected for this position.
    11
    Sixth Nonselection (Senior Policy Advisor for Byrne Criminal
    Justice Innovation/Building Neighborhood Capacity
    Programs)
    In late 2012 and early 2013, thirteen applicants were
    interviewed in the first round by one of two three-person
    panels. The panel that interviewed Jeffries was made up of
    Banks, David Adams (Caucasian male), and Rebecca Rose.
    The parties agree that Jeffries’s first-round panel interviewed
    the ultimate selectee as well. After the first round of
    interviews, applicants were assigned scores based on their
    interview, resume, experience, and work history; Jeffries was
    ranked fourth with a total score of 62.80, and the ultimate
    selectee, Alissa Huntoon (Caucasian female), was ranked first
    with a score of 93.73. Although initially only Huntoon and the
    second-highest-scoring candidate were recommended for
    second-round interviews, six candidates, including Jeffries,
    received second-round interviews with Griffith, Mahoney, and
    O’Donnell. Huntoon was given the position. As the February
    2013 memorandum recommending Huntoon stated, “[t]he
    management team concluded that [Huntoon] stood out in
    particular in two areas that are core to the skills needed . . . :
    Subject matter expertise . . . [and] Strong Policy Orientation
    and Project Leadership.” See Lynch, Def.’s SMF Ex. 40, ECF
    No. 7-4 at 33 (discussing Huntoon’s qualifications at some
    length).
    In December 2012, prior to her selection, Huntoon was one
    of a number of BJA employees invited to a meeting with
    personnel from the National Institute of Justice (“NIJ”). The
    stated purpose of the meeting was to share information and find
    potential areas of collaboration. Huntoon and the other invitees
    were asked to speak about their work.
    12
    Seventh Nonselection (Senior Policy Advisor for Health and
    Criminal Justice)
    In April 2014, DOJ posted a vacancy for a Senior Policy
    Advisor for Health and Criminal Justice. According to his
    resume, Jeffries had served in this position in an acting capacity
    from June to August 2010. The first-round interview panel for
    the 2014 selection was made up of Sigworth, Anna Johnson
    (female of unknown race), and Michael Dever (Caucasian
    male).    Based on numerical scores given for resume,
    experience, interview, and work history, Jeffries was ranked
    fifth of eight interviewees after the first round with a 4.5.
    Danica Binkley (Caucasian female), the ultimate selectee, was
    ranked third with a 4.7. The five top candidates received a
    second interview.       The second-round interviews were
    conducted by a panel consisting of O’Donnell, Mahoney, and
    Qazilbash. In a June 30, 2014, memorandum recommending
    Binkley’s hire, Qazilbash stated that Binkley “became the top
    candidate” during the second round of interviews. J.A. 229.
    Qazilbash further stated that Binkley
    demonstrated strong communication skills,
    provided complete responses to all questions,
    was motivated and detail oriented, and had an
    advanced understanding of the technical
    qualifications of the position. . . . Ms. Binkley
    has experience with each major aspect of the
    portfolio . . . . She has performed to a very high
    level in her work as a policy advisor within the
    Substance Abuse and Mental Health portfolio
    including meeting significant challenges in
    managing difficult projects [and] developing
    communication materials at an advanced policy
    level[,] and has proven her skills to develop new
    ideas and programming.
    13
    Id. 229-30; see
    also
    id. 210 (affidavit
    of O’Donnell discussing
    Binkley’s qualifications), 219 (affidavit of Mahoney
    discussing the same), 226 (affidavit of Qazilbash stating that
    Binkley’s qualifications “were demonstrated through her
    resume and interview responses”). The panelists cited
    Jeffries’s difficulty “articulating a vision,”
    id. 210; accord
    id.
    219, 226, 
    and noted that his responses to questions lacked
    depth, see
    id. 210 (“His
    responses during the interview process
    focused more on process than substance.”), 219 (“He left the
    impression during the interview that this focus or policy
    perspective is one dimensional[.]”), 227 (“[Jeffries] indicated
    that he does not have an understanding of priority work in the
    mental health side of the portfolio, and has limited
    understanding of the healthcare coverage priority area.”).
    II.
    Jeffries timely filed EEOC complaints regarding each of
    the seven nonselections.4 Written discovery was undertaken
    only with regard to Jeffries’s complaint over the second
    nonselection, but some documents related to the other
    nonselections were produced in said discovery. Jeffries then
    filed the instant action against the then-Attorney General.5
    Prior to the conduct of any formal discovery in this case,
    DOJ moved for judgment on the pleadings, or for summary
    4
    Jeffries also made complaints to EEOC regarding “several instances where
    he did not receive cash and time-off awards like his coworkers.” J.A. 900.
    These issues were included in his complaint to the District Court and were
    also encompassed within the District Court’s grant of summary judgment
    to DOJ. Jeffries does not, however, raise those claims before this Court.
    5
    DOJ concedes in its brief to this Court that Jeffries filed suit “[a]fter
    enough time had passed without resolution by the Commission[.]”
    Appellee’s Br. 7.
    14
    judgment in the alternative, relying on extensive
    documentation apparently produced in the course of EEOC
    proceedings. Along with his opposition to DOJ’s motion,
    Jeffries filed a motion for relief under Rule 56(d) and an
    accompanying declaration of counsel, requesting an order
    allowing Jeffries to take discovery. Jeffries sought broad
    discovery on each nonselection, asserting that “the facts
    developed” thereby would “demonstrate that [DOJ’s]
    rationales for not selecting Jeffries for any of the positions in
    issue . . . are pretext and that the true reasons are discrimination
    and/or retaliation.” J.A. 898.
    Having before it DOJ’s sixty-two exhibits and Jeffries’s
    sixty-six, and finding no genuine dispute of material fact, the
    District Court granted DOJ’s motion for summary judgment.
    Lynch, 
    217 F. Supp. 3d 214
    . The District Court also denied
    Jeffries’s Rule 56(d) motion in a series of footnotes to its
    Memorandum Opinion, holding that Jeffries’s filings did not
    meet the first requirement set forth in Convertino v. U.S.
    Department of Justice, 
    684 F.3d 93
    , 99 (D.C. Cir. 2012): that
    is, they did not “outline the particular facts [Jeffries] intend[ed]
    to discover and describe why those facts are necessary to the
    litigation,” 
    Lynch, 217 F. Supp. 3d at 227
    ; see
    id. 232 n.13,
    235
    n.16, 236 n.17, 238 n.19, 241 n.21, 243 n.23, 246 n.24.6
    6
    After filing a notice of appeal of the District Court’s order, Jeffries moved
    this Court to remand the case, citing the need to explore allegations
    contained in a May 2017 email from Jeffries’s union president that one of
    the interview panelists for several of the nonselections at issue had
    committed various acts of sexual impropriety with women in BJA. Jeffries
    also filed in the District Court a motion for relief from judgment, pursuant
    to Federal Rule of Civil Procedure 60(b)(2), on the same basis. The District
    Court denied the motion without prejudice via a minute order, citing
    Jeffries’s motion to remand. This Court then held the parties’ motions for
    summary affirmance and summary reversal in abeyance and directed the
    15
    III.
    We consider first the District Court’s denial of Jeffries’s
    Rule 56(d) motion.
    Rule 56(d) provides an avenue for relief for nonmovants
    who can show, by affidavit or declaration, that “for specified
    reasons” they “cannot present facts essential to justify” their
    opposition to summary judgment. FED. R. CIV. P. 56(d). A
    successful Rule 56(d) motion can result in a district court’s
    deferring consideration of a pending summary judgment
    motion, denying the motion, allowing time to take discovery,
    or issuing “any other appropriate order.”
    Id. To obtain
    relief,
    a Rule 56(d) movant must: (1) “outline the particular facts [the
    party defending against summary judgment] intends to
    discover and describe why those facts are necessary to the
    litigation”; (2) explain why the party could not produce those
    facts in opposition to the pending summary-judgment motion;
    District Court to address the merits of Jeffries’s 60(b) motion. Following
    the District Court’s denial of Jeffries’s motion for relief from judgment, this
    Court denied the motions for summary reversal, summary affirmance, and
    remand, noting that Jeffries had not filed an amended notice of appeal to
    include the District Court’s denial of his Rule 60(b) motion, meaning that
    denial “is not properly before this [C]ourt.” No. 17-5008, May 9, 2018
    Order, at 1. The Court further noted that Jeffries had not shown “why this
    [C]ourt should depart from its ordinary practice and consider his new
    evidence on appeal.”
    Id. Jeffries cites
    repeatedly to the May 2017 email in his briefing, arguing that
    it creates a factual dispute as to whether the panelist in question favored
    female applicants for several of the at-issue positions in an attempt to curry
    favor with them to nefarious ends. In light of the Court’s earlier ruling on
    this issue, we do not consider those of Jeffries’s arguments that are premised
    on the May 2017 email.
    16
    and (3) “show [that] the information is in fact discoverable.”
    
    Convertino, 684 F.3d at 99-100
    .
    We review the denial of a Rule 56(d) motion for abuse of
    discretion. Cruz v. McAleenan, 
    931 F.3d 1186
    , 1191 (D.C. Cir.
    2019). A district court’s error of law is “by definition” an abuse
    of discretion, so our review comprehends ensuring “that the
    discretion was not guided by erroneous legal conclusions.”
    Koch v. Cox, 
    489 F.3d 384
    , 388 (D.C. Cir. 2007) (citation
    omitted). But “[o]ur review for abuse of discretion does not
    permit us to substitute our judgment for that of the trial court.”
    United States v. Mathis-Gardner, 
    783 F.3d 1286
    , 1288 (D.C.
    Cir. 2015) (citation and internal quotation marks omitted).
    “Trial courts have a broad discretion in discovery matters and
    appellate courts will reverse only for abuse for action which is
    arbitrary, fanciful, or clearly unreasonable.” In re Multi-Piece
    Rim Prods. Liab. Litig., 
    653 F.2d 671
    , 679 (D.C. Cir. 1981)
    (internal quotation marks omitted).
    Though “[s]ummary judgment usually ‘is premature unless
    all parties have had a full opportunity to conduct discovery,’”
    Haynes v. D.C. Water & Sewer Auth., 
    924 F.3d 519
    , 530 (D.C.
    Cir. 2019) (quoting 
    Convertino, 684 F.3d at 99
    ), a Rule 56(d)
    motion “must be resolved through ‘application of the
    Convertino criteria to the specific facts and circumstances
    presented in the request,’ rather than on the basis of
    presumptions about a given stage of litigation,”
    id. (quoting U.S.
    ex rel. Folliard v. Gov’t Acquisitions, Inc., 
    764 F.3d 19
    ,
    27 (D.C. Cir. 2014)). This Court has regularly looked beyond
    a litigant’s declaration to his briefing in analyzing whether the
    Convertino elements have been satisfied. See, e.g., 
    Haynes, 924 F.3d at 531
    ; Smith v. United States, 
    843 F.3d 509
    , 513
    (D.C. Cir. 2016); Ikossi v. Dep’t of Navy, 
    516 F.3d 1037
    , 1045-
    46 (D.C. Cir. 2008).
    17
    The District Court’s reasoning in denying Jeffries’s Rule
    56(d) motion was based on the first Convertino element. The
    District Court explained that Jeffries had failed to outline what
    facts he hoped to discover and why those facts were necessary
    to support his claims. See 
    Lynch, 217 F. Supp. 3d at 232
    n.13,
    235 n.16, 236 n.17, 238 n.19, 241 n.21, 243 n.23, 246 n.24.
    Jeffries makes a general statement that the District Court
    abused its discretion by ruling that his discovery requests were
    either irrelevant or vague, but he never develops the argument.
    Instead, he lists in general terms the discovery he seeks and
    essentially reargues his Rule 56(d) motion. But we do not find
    an abuse of discretion based on whether we, if standing in the
    District Court’s shoes, would have granted the motion. See
    
    Mathis-Gardner, 783 F.3d at 1288
    . Rather, Jeffries must
    contend with the applicable standard of review, which here
    means showing either a legal error in the District Court’s
    reasoning or a basis for this Court to conclude that the District
    Court’s action was “arbitrary, fanciful, or clearly
    unreasonable.” In re Multi-Piece Rim Prods. Liab. 
    Litig., 653 F.2d at 679
    .
    With respect to the second through seventh nonselections,
    the District Court acted within its discretion in ruling as it d
    id. It is
    true that this Court has displayed a willingness to apply the
    criteria iterated in Convertino less than stringently; in Ikossi,
    for example, we excused the relative “lack of precision” of an
    affidavit that sought the depositions of a Title VII plaintiff’s
    supervisors, finding that the stated desire to discover “their
    motivations in taking disciplinary action against” the plaintiff
    made “the nature of the evidence [sought]” 
    “self-evident.” 516 F.3d at 1045
    . Here, though, Jeffries’s brief and his counsel’s
    declaration are quite far removed from Jeffries’s claims.
    Rather than being directed at “particular facts,” Jeffries’s
    filings in the District Court express a desire to discover general
    18
    facts about what happened. See, e.g., J.A. 902 (“[T]here are
    many ambiguous and unknown facts with respect to each of the
    non-selections . . . in issue which are essential to Jeffries’[s]
    opposition to the Defendant’s Motion, as well as to proving his
    case at trial.”), 890 (“[T]he panelists for this position need to
    be deposed to explain their notes and scoring and exactly what
    occurred during the interview process.”).
    And even were we to construe the broad categories of
    information sought as constituting “particular facts” under
    Convertino, Jeffries simply does not “describe why those facts
    are necessary to the litigation.” 
    Convertino, 684 F.3d at 99
    .
    Said differently, Jeffries does not state in his Rule 56(d) filings
    how the information he seeks would assist him in creating a
    genuine issue of material fact. Indeed, far from connecting the
    requested discovery to the substance of his claims, Jeffries
    barely even mentions his claims in his Rule 56(d) filings, and
    those few included references are in very broad terms. See,
    e.g., J.A. 898 (“It is anticipated that the facts developed through
    the depositions and other discovery sought . . . will demonstrate
    that the Defendant’s rationales for not selecting Jeffries for any
    of the positions in issue . . . are pretext and that the true reasons
    are discrimination and/or retaliation.”), 902 (“[F]urther
    discovery is needed as to all of the selections . . . in issue to
    demonstrate that the rationales asserted by the Defendant for
    not selecting Jeffries are pretext and the true reasons are
    discrimination and/or retaliation.”). We cannot say the District
    Court abused its discretion in concluding, as to the second
    through seventh nonselections, that Convertino requires more.7
    7
    Our dissenting colleague, analogizing Jeffries’s Rule 56(d) filings to
    commensurate filings in Chappell-Johnson v. Powell, 
    440 F.3d 484
    (D.C.
    Cir. 2006), and Ikossi, 
    516 F.3d 1037
    , asserts that we should find the District
    Court to have abused its discretion in denying Jeffries’s Rule 56(d) motion,
    19
    see Dissenting Op. at 7-8. But in Chappell-Johnson, we had no occasion to
    address whether the plaintiff’s filings were sufficiently detailed, because the
    issue there presented was the district court’s error in confining the plaintiff
    to a particular legal 
    theory. 440 F.3d at 487
    (noting that the district court
    had denied plaintiff’s motion for discovery on finding that, as pled, the
    plaintiff’s claim “necessarily failed”);
    id. at 488-89
    (explaining the legal
    error and reversing the district court’s denial of the motion for discovery on
    that basis).
    And while in Ikossi we did engage in a relevant discussion of the sufficiency
    of the plaintiff’s 
    filings, 516 F.3d at 1045-46
    , those filings, as already noted,
    stand in contrast to Jeffries’s. The affidavit submitted in support of Ikossi’s
    request for discovery set forth in some detail both the information sought in
    the requested discovery and how that information was pertinent to Ikossi’s
    prosecution of her case. See, e.g., Aff. of Michael D. Kohn Submitted
    Pursuant       to      Rule     56[(d)]     Fed     R.      Civ.      P.,   ECF
    No. 10-2 at ¶ 3, Ikossi v. England, 
    406 F. Supp. 2d 23
    (D.D.C. 2005), No.
    04-cv-1392 (“Each of the [prospective deponents] possesses substantial
    relevant information pertaining to Defendants’ motives for taking the
    challenged disciplinary actions against Plaintiff.”);
    id. at ¶
    4 (“Plaintiff’s
    first-level supervisor . . . is in possession of information regarding
    Plaintiff’s claims that her work performance was acceptable.”);
    id. at ¶
    5
    (prospective-deponent supervisor “initiated Defendants’ official personnel
    actions against Plaintiff” and “therefore has direct knowledge of
    Defendants’ motives for terminating Plaintiff”);
    id. at ¶
    7 (“Plaintiff should
    be afforded the opportunity to depose [her supervisor] to determine whether
    he was motivated to take action against Plaintiff for discriminatory or
    retaliatory reasons.”). While noting that the affidavit “d[id] not identify
    precisely what evidence it is hoped will be discovered,” we observed that
    “[t]his lack of precision does not make any less self-evident . . . the nature
    of the evidence Dr. Ikossi 
    seeks[.]” 513 F.3d at 1045
    .
    The circumstances in Ikossi are to be contrasted with those here present.
    Jeffries’s Rule 56(d) filings lack even the precision of those in Ikossi, and
    instead are cast in very general terms. See, e.g., J.A. 891-93 (listing
    purported irregularities with a nonselection and simply concluding that,
    “[b]ased on these irregularities, [several named people] need to be
    deposed”);
    id. 902 (“[T]here
    are many ambiguous and unknown facts with
    respect to each of the non-selections . . . in issue which are essential to
    Jeffries’ opposition to the Defendant’s Motion[.]”). The infirmities of
    20
    The District Court’s ruling on that portion of Jeffries’s Rule
    56(d) motion that addressed his first nonselection, however, is
    a different story. Here we find that the District Court abused
    its discretion in denying the motion, as the denial was premised
    in part on an erroneous view that the discovery sought about
    the priority consideration was “irrelevant.” Lynch, 217 F.
    Supp. 3d at 232 n.13; see
    id. at 230
    n.10 (holding that any claim
    premised on the priority consideration itself “fails at the
    threshold”).8 In so holding, the District Court failed to
    appreciate the relevance of the priority consideration to
    Jeffries’s claim over the first nonselection.
    DOJ conceded at oral argument that (1) when a candidate
    gets priority consideration under normal circumstances, it is
    improper for the interview panelists to compare that
    candidate’s qualifications with others’, Oral Arg. Recording
    Jeffries’s motion and affidavit take his filings outside the ambit of Ikossi,
    such that we cannot say that the District Court abused its discretion in
    finding that Jeffries failed to “outline the particular facts he intends to
    discover and describe why those facts are necessary to the litigation.”
    
    Convertino, 684 F.3d at 99
    .
    Convertino is the law of the Circuit. Were we to conclude that the District
    Court abused its discretion in not finding Jeffries’s Rule 56(d) filings to
    have satisfied Convertino’s first prong, we would be diluting the dictates of
    Convertino to such a degree as to functionally overrule them. This is
    something that we, sitting as a three-judge panel, cannot do. See LaShawn
    A. v. Barry, 
    87 F.3d 1389
    , 1395 (D.C. Cir. 1996) (en banc) (“One three-
    judge panel . . . does not have the authority to overrule another three-judge
    panel of the court.”).
    8
    Because we find that the District Court erred in denying Jeffries’s Rule
    56(d) motion with regard to priority consideration due to its relevance to
    Jeffries’s claims over the first nonselection, we need not and do not reach
    the separate questions of whether a failure to afford priority consideration
    constitutes an adverse employment action or whether Jeffries would be
    entitled to discovery on the priority-consideration claim standing alone.
    21
    15:47-16:04, and (2) there is some indication that the panelists
    who interviewed Jeffries for the Supervisory Grants Program
    Manager position made comparisons between Jeffries and
    other applicants,
    id. 16:40-17:12. (This
    latter point is
    supported by the record. See J.A. 78, 637.) DOJ contends that
    any deviations from its standard priority consideration
    procedure were the result of Jeffries’s belated invocation of his
    priority consideration letter. But nothing about the fact that
    Jeffries did not request to use the letter until after the vacancies
    had posted compelled the panelists to make comparisons
    between Jeffries and the other candidates. In other words, there
    was an unexplained deviation from DOJ’s standard practices –
    and such a deviation “can justify an inference of discriminatory
    motive.” Lathram v. Snow, 
    336 F.3d 1085
    , 1093 (D.C. Cir.
    2003). Of course, “[a]n employer’s failure ‘to follow its own
    regulations and procedures, alone, may not be sufficient to
    support’ the conclusion that its explanation for the challenged
    employment action is pretextual,” Fischbach v. D.C. Dep’t of
    Corr., 
    86 F.3d 1180
    , 1183 (D.C. Cir. 1996) (quoting Johnson
    v. Lehman, 
    679 F.2d 918
    , 922 (D.C. Cir. 1982)) – but such a
    failure is certainly not irrelevant.
    Moreover, some of the discovery Jeffries sought with
    respect to the priority consideration has the potential to call into
    question the credibility of the panelists and the selecting
    official, on whose stated observations and judgments DOJ
    relied for its legitimate, nondiscriminatory reason for Jeffries’s
    nonselection. Jeffries proffered evidence indicating that
    Naydine Fulton-Jones, one of the ultimate selectees, was
    interviewed either before he was interviewed or before he
    received notice that he was not selected – in any case, prior to
    September 2011, which is when all three panelists and Tracey
    Trautman averred that the competitive interviewing took place.
    Although this evidence is inadmissible hearsay and cannot
    itself create a genuine issue of fact, Jeffries sought in his Rule
    56(d) motion to depose Fulton-Jones on this issue. Such
    22
    deposition testimony from Fulton-Jones, which likely would be
    admissible, could call into question the veracity of DOJ’s
    proffered reason for Jeffries’s nonselection for this position.
    Such testimony could also clarify whether DOJ failed to follow
    its standard priority consideration practices in this regard.
    Again, discovery on this issue is not irrelevant.
    And in light of other record evidence relating to this
    nonselection, we do not believe the District Court’s error here
    to have been harmless. See 28 U.S.C. § 2111. For instance,
    the record reveals that DOJ generated a “best qualified” list of
    applicants for this position after Jeffries’s invocation of the
    priority consideration letter but prior to his interview and
    rejection, J.A. 569, which appears to be an additional departure
    from DOJ’s standard practices for priority consideration.
    There is also a dispute of fact as to whether the panelists told
    Jeffries at the conclusion of his interview that they had to
    interview other candidates before making a decision. See
    id. 71 (Faley
    affidavit), 466 (Jeffries’s declaration), 640 (Reid
    affidavit). And there is an unresolved question – not addressed
    below – as to whether Jeffries may be entitled to an adverse
    inference on the basis of DOJ’s apparent destruction of
    documents pertaining to this nonselection.9 In view of the
    existing record and DOJ’s concessions regarding the panelists’
    comparisons between Jeffries and other applicants, the
    9
    In opposing DOJ’s summary-judgment motion, Jeffries pointed out that
    DOJ claimed, in its answers to interrogatories proffered in EEOC
    proceedings, to have destroyed some of the records with respect to the first
    nonselection “‘on or about November 6, 2013’ pursuant to its policy of only
    maintaining them for two years from the selection date.” Lynch, Pl.’s Opp.
    to Summ. J., ECF No. 9 at 28; see J.A. 491. Jeffries argued for his
    entitlement to an adverse inference as a result of the destruction of these
    documents,
    id. at 29,
    but the District Court’s Memorandum Opinion
    contains no mention of this argument in the context of the first nonselection,
    see generally 
    Lynch, 217 F. Supp. 3d at 229-32
    .
    23
    requested discovery into the priority consideration could raise
    questions about DOJ’s proffered reason for Jeffries’s
    nonselection.
    For these reasons, we find it appropriate to reverse the
    denial of Jeffries’s Rule 56(d) motion as to the first
    nonselection and vacate the District Court’s entry of judgment
    in DOJ’s favor on those of Jeffries’s claims arising out of that
    nonselection.
    IV.
    The above represents the only respect in which we find the
    District Court to have erred, as we cannot say that the fate
    suffered by Jeffries’s claims over the second through seventh
    nonselections was undeserved. In each instance, Jeffries failed
    to create a genuine issue of fact as to whether DOJ’s
    qualifications-based explanations were pretextual for
    discrimination or retaliation, and the District Court’s grant of
    summary judgment as to the claims over those nonselections
    was in each instance proper. We address those nonselections
    now, in turn.
    A.
    1.
    This Court’s review of the District Court’s grant of
    summary judgment is de novo. Aka v. Wash. Hosp. Ctr., 
    156 F.3d 1284
    , 1288 (D.C. Cir. 1998) (en banc). Summary
    judgment is appropriate where the movant can demonstrate
    “that there is no genuine dispute as to any material fact and the
    movant is entitled to judgment as a matter of law.” FED. R.
    CIV. P. 56(a). A fact is material if it is one “that might affect
    the outcome of the suit under the governing law[.]” Anderson
    24
    v. Liberty Lobby, Inc., 
    477 U.S. 242
    , 248 (1986). And a dispute
    about a material fact “is ‘genuine’ . . . if the evidence is such
    that a reasonable jury could return a verdict for the nonmoving
    party.”
    Id. A properly
    supported motion for summary
    judgment may not be opposed by “mere allegation or denial[]”;
    rather, the nonmovant must come forward with “specific facts
    showing that there is a genuine issue for trial.”
    Id. at 256.
    The
    nonmovant’s evidence “is to be believed, and all justifiable
    inferences are to be drawn in his favor.”
    Id. at 255;
    see also
    
    Aka, 156 F.3d at 1295
    (noting that the Court must view the
    evidence “as favorably to [the non-movant] as reason will
    permit”).
    2.
    Title VII of the Civil Rights Act protects federal
    employees against disparate treatment in “personnel actions
    affecting employees” on the basis of, inter alia, race and sex.
    42 U.S.C. § 2000e-16(a). The aim of disparate-treatment
    claims is to ferret out and eliminate intentional discrimination.
    Segar v. Smith, 
    738 F.2d 1249
    , 1267 (D.C. Cir. 1984). “‘Proof
    of illicit motive is essential,’ and the employee ‘at all times’
    has the burden of proving ‘that the defendant intentionally
    discriminated against’ her.” Figueroa v. Pompeo, 
    923 F.3d 1078
    , 1086 (D.C. Cir. 2019) (quoting 
    Segar, 738 F.2d at 1267
    ).
    Where (as here) there is no direct evidence of discrimination, a
    plaintiff bringing a disparate-treatment claim may avail herself
    of the three-step, burden-shifting framework set forth in
    McDonnell Douglas Corp. v. Green, 
    411 U.S. 792
    (1973), and
    Texas Department of Community Affairs v. Burdine, 
    450 U.S. 248
    (1981). See Wheeler v. Georgetown Univ. Hosp., 
    812 F.3d 1109
    , 1113 (D.C. Cir. 2016). Under the McDonnell Douglas
    framework, a plaintiff must make out a prima facie case of
    discrimination; once she has done so, the defending employer
    must “articulate some legitimate, nondiscriminatory reason”
    25
    for its action. 
    Burdine, 450 U.S. at 252-53
    (quoting McDonnell
    
    Douglas, 411 U.S. at 802
    ). Should the employer carry its
    burden at the second step, the plaintiff must prove that the
    employer’s asserted reasons “were not its true reasons, but
    were a pretext for discrimination.”
    Id. at 253.
    Federal agency employers are also prohibited by Title VII
    from retaliating against employees for asserting their Title VII
    rights. Calhoun v. Johnson, 
    632 F.3d 1259
    , 1261 (D.C. Cir.
    2011). The McDonnell Douglas burden-shifting framework
    may be applied to claims of retaliation. See McGrath v.
    Clinton, 
    666 F.3d 1377
    , 1383 (D.C. Cir. 2012).
    Recognizing that courts frequently waste time on the early
    stages of the McDonnell Douglas analysis, this Court held in
    Brady v. Office of Sergeant at Arms, 
    520 F.3d 490
    (D.C. Cir.
    2008), that, “[i]n a Title VII disparate-treatment suit where an
    employee has suffered an adverse employment action and an
    employer has asserted a legitimate, non-discriminatory reason
    for the decision,” a district court faced with an employer’s
    motion for summary judgment “must resolve one central
    question: Has the employee produced sufficient evidence for a
    reasonable jury to find that the employer’s asserted non-
    discriminatory reason was not the actual reason and that the
    employer intentionally discriminated against the employee on
    the basis of race, color, religion, sex, or national origin?”
    Id. at 494;
    see also 
    Cruz, 931 F.3d at 1194
    (applying this analysis in
    the context of Title VII retaliation). In other words, district
    courts in this Circuit are directed, where appropriate, to avoid
    the “unnecessary sideshow” of the first two prongs, 
    Brady, 520 F.3d at 494
    , and proceed to consider the question of pretext.
    In order for a Title VII plaintiff to “survive summary
    judgment based solely on evidence of pretext,” – i.e., in the
    absence of direct evidence – “the evidence must be ‘such that
    26
    a reasonable jury not only could disbelieve the employer’s
    reasons, but also could conclude that the employer acted, at
    least in part, for a prohibited reason.’” Mayorga v. Merdon,
    
    928 F.3d 84
    , 90 (D.C. Cir. 2019) (quoting Walker v. Johnson,
    
    798 F.3d 1085
    , 1096 (D.C. Cir. 2015)). “In an appropriate
    case, the factfinder’s disbelief of the reasons put forward by the
    defendant will allow it to infer discrimination.” 
    Aka, 156 F.3d at 1294
    (citation, internal quotation marks, and alteration
    omitted).
    “A plaintiff may support an inference that her employer’s
    stated reasons for undertaking the adverse employment action
    in question were pretextual by citing a number of possible
    sources of evidence, including ‘the employer’s better treatment
    of similarly situated employees outside the plaintiff’s protected
    group, its inconsistent or dishonest explanations, its deviation
    from established procedures or criteria, [ ] the employer’s
    pattern of poor treatment of other employees in the same
    protected group as the plaintiff, or other relevant evidence that
    a jury could reasonably conclude evinces an illicit motive.’”
    
    Wheeler, 812 F.3d at 1115
    (quoting 
    Walker, 798 F.3d at 1092
    )
    (alteration in original).
    B.
    Before proceeding to our review of the summary-judgment
    motion, we must pause and observe that this case’s (minor)
    curiosity flows not only from its procedural posture, but also
    from the plaintiff’s untraditional style of briefing. Jeffries
    frequently fails to develop arguments for his claims, often
    choosing instead to simply state facts (inviting the Court,
    perhaps, to make of them what it will) and to point without
    elaboration to errors the District Court allegedly made on
    summary judgment (a peculiar approach, given our de novo
    review). This Court is not in the habit of doing parties’
    27
    lawyering for them, and we decline to take up that task now.
    See Jones v. Kirchner, 
    835 F.3d 74
    , 83 (D.C. Cir. 2016)
    (“[J]udges are not like pigs, hunting for truffles buried in briefs
    or in the record[.]”); Consol. Edison Co. of N.Y., Inc. v. FERC,
    
    510 F.3d 333
    , 340 (D.C. Cir. 2007) (“It is not enough merely
    to mention a possible argument in the most skeletal way,
    leaving the court to do counsel’s work, create the ossature for
    the argument, and put flesh on its bones.”). Our discussion of
    Jeffries’s claims, therefore, is the result of the separation of the
    wheat of arguments made from the chaff of those potential
    arguments that might have been constructed from the raw
    materials Jeffries includes or alludes to in his briefing. We
    address only the former.
    Second Nonselection (Special Assistant)
    Jeffries’s iterated qualms with his nonselection for Special
    Assistant are twofold: the potential that Qazilbash (the only one
    of the three panelists who knew of Jeffries’s prior EEO
    activity) influenced the others during score reconciliation, and
    the possibility that Sigworth was preselected for the position.
    But Jeffries puts forth no evidence of the alleged influence or
    of how Sigworth’s “special assignment shortly before the
    selection . . . enabled her to enhance her qualifications.”
    Appellant’s Br. 39. “[S]peculations and allegations” are no
    substitute for record evidence and cannot by themselves “create
    a genuine issue of fact” as to pretext. Porter v. Shah, 
    606 F.3d 809
    , 816 (D.C. Cir. 2010)).
    Moreover, as to the score reconciliation (which we
    consider only in the context of retaliation, as Jeffries does not
    argue it was discriminatory), Jeffries fails to point to any
    positive evidence connecting it with his protected activity.
    Qazilbash acquired knowledge of Jeffries’s EEO activity three
    years before the interview, then again nine months prior, and
    28
    possibly again five months prior. This temporal proximity is
    the only causation evidence to which Jeffries points, and it is,
    “at best, weak.” See Iyoha v. Architect of the Capitol, 
    927 F.3d 561
    , 574 (D.C. Cir. 2019). And even assuming that Jeffries’s
    evidence of temporal proximity is sufficient to make out a
    prima facie case of retaliation, he has failed to come forward
    with “positive evidence beyond mere proximity,” which “is
    required to defeat the presumption” that DOJ’s proffered
    explanation for his nonselection is genuine. Woodruff v.
    Peters, 
    482 F.3d 521
    , 530 (D.C. Cir. 2007).
    Third Nonselection (Senior Policy Advisor)
    Jeffries contends that he was more qualified for the Senior
    Policy Advisor position than was the ultimate selectee, that
    Jeffries had experience that “should have been highly relevant
    to the duties of the position,” and that Aponte retaliated against
    him by giving him low scores on the interview questions.
    Appellant’s Br. 40-42.
    A plaintiff attacking a qualifications-based explanation
    may establish pretext by either (1) presenting evidence
    showing “a reasonable employer would have found the plaintiff
    significantly better qualified for the job but nevertheless failed
    to offer the position to her,” Holcomb v. Powell, 
    433 F.3d 889
    ,
    897 (D.C. Cir. 2006) (emphasis in original), or (2) “expos[ing]
    other flaws in the employer’s explanation,” 
    Aka, 156 F.3d at 1295
    ; see also
    id. (“For example,
    the plaintiff can attempt to
    show that the employer’s explanation was fabricated after the
    fact by showing that it contradicts other contemporaneous
    accounts of the employer’s decision. Or a plaintiff can attempt
    to show that the employer’s explanation misstates the
    candidate[’s] qualifications.”). But a Title VII plaintiff “is not
    limited to challenging the employer’s explanation; she can also
    avoid summary judgment by presenting other evidence . . . that
    29
    permits an inference of discrimination.” 
    Holcomb, 433 F.3d at 899
    (citing 
    Aka, 156 F.3d at 1295
    n.11).
    Jeffries’s arguments on this score simply never get off the
    ground. He states that he was the “only applicant to collaborate
    with the [NIJ] on a joint solicitation to package evidence into
    useful tools,” Appellant’s Br. 42, and cites to his affidavit
    further fleshing out his qualifications – but he fails to establish
    or even argue for the “significant[]” superiority of his own
    qualifications to the selectee’s, see 
    Holcomb, 433 F.3d at 899
    ,
    as by discussing the selectee’s qualifications at all. And
    although Jeffries baldly states that he had relevant experience,
    he fails to establish that DOJ misstated his qualifications. See
    
    Aka, 156 F.3d at 1295
    . To the extent Jeffries is arguing that
    DOJ misjudged his qualifications – that it “should have”
    considered him to be more qualified than it did – “[w]e have
    said that courts must not second-guess an employer’s initial
    choice of appropriate qualifications,” Jackson v. Gonzales, 
    496 F.3d 703
    , 708 (D.C. Cir. 2007), but “rather . . . [should] ‘defer
    to the [employer’s] decision of what nondiscriminatory
    qualities it will seek’ in filling a position,”
    id. at 708-09
    (quoting Stewart v. Ashcroft, 
    352 F.3d 422
    , 429 (D.C. Cir.
    2003)) (last alteration in original).
    Jeffries’s attempt to present other evidence that permits an
    inference of unlawful motive also fails. Jeffries’s contention
    that this nonselection was due to Aponte’s retaliatory animus
    is unsupported by any record evidence other than the weak
    temporal relationship between Aponte’s knowledge of
    Jeffries’s protected activity, acquired in August 2012, and
    Jeffries’s November or December 2012 interview. Again,
    temporal proximity alone is insufficient to establish pretext.
    See 
    Woodruff, 482 F.3d at 530
    .
    30
    Fourth Nonselection (Administrative Services and Logistics
    Director)
    With regard to his fourth nonselection, Jeffries argues that
    the panelists’ scoring of the applicants was subjective because
    the interview notes do not indicate how “scoring for the
    resumes, work experience, and work history was actually
    determined.” Appellant’s Br. 43. Jeffries also contends that
    Martin, the selectee, may have been preselected.
    While recognizing that “employers may of course take
    subjective considerations into account in their employment
    decisions,” this Court has repeatedly expressed concern over
    employers’ heavy reliance on such factors, “[p]articularly in
    cases where a jury could reasonably find that the plaintiff was
    otherwise significantly better qualified than the successful
    applicant[.]” 
    Aka, 156 F.3d at 1298
    ; see also Hamilton v.
    Geithner, 
    666 F.3d 1344
    , 1356 (D.C. Cir. 2012) (warning of
    “the ease with which heavy reliance on subjective criteria may
    be used to mask or camouflage discrimination” (citation and
    internal quotation marks omitted)). Some of the “subjective”
    assessments we have historically treated with caution are
    criteria like “interpersonal skills,” 
    Fischbach, 86 F.3d at 1184
    ,
    “enthusiasm,” 
    Aka, 156 F.3d at 1298
    , and “presentation of
    self,” 
    Hamilton, 666 F.3d at 1356-57
    . Even where an employer
    does rely on “disputed subjective assessments,” that reliance
    “will not create a jury issue in every employment
    discrimination case,” as where it “is modest[] and the employer
    has other, well-founded reasons for the employment
    decision[.]” 
    Aka, 156 F.3d at 1298
    .
    The circumstances surrounding Jeffries’s fourth
    complained-of nonselection are a far cry from those that have
    in the past raised the Court’s hackles; in fact, Jeffries has failed
    to point to any troubling subjectivity at all. The panelists’
    31
    interview sheets indicate that applicants’ resumes were
    assessed for “written presentation, relevant experience
    highlighted, etc.,” and that their work history was assessed for
    “stability, leadership, etc.” Lynch, Def’s MSJ Ex. 25, ECF No.
    7-3 at 221. And although the sheets contain no explicit detail
    as to the scoring for “[w]ork [e]xperience (KSAs),” all three
    panelists assigned each applicant the same score for work
    experience (24 for Jeffries, and 27 for Martin), and each
    corrected her scoresheet to reflect that there were only 32
    points available for work experience rather than 35 – both of
    which indicate that the scores for work experience/KSAs were
    grounded in objective considerations. An employer cannot be
    held liable for “simply ma[king] a judgment call” on
    permissible grounds. See 
    Holcomb, 433 F.3d at 897
    .
    Jeffries’s preselection argument also fails. In support of
    his assertion that there is a “possibility that [the position] was
    tailored for Martin,” Jeffries points to “substantial changes
    [made] to the KSAs for the position before the vacancy
    announcement,” Appellant’s Br. 43 – but he fails to explain
    how those changes advantaged Martin and thus amounted to
    preselection.      Again, we decline to join Jeffries in
    unsubstantiated speculation, and he cannot create a triable issue
    of fact on conjecture alone.
    Fifth Nonselection (Supervisory Grants Management
    Specialist)
    Jeffries’s contentions with regard to the fifth nonselection
    are threefold. Jeffries gestures at arguments that Randolph
    (biracial male who was one of the ultimate selectees) was
    preselected for the position, and that the email correspondence
    between Trautman and Faley revealed discriminatory attitudes.
    He also asserts an entitlement to an adverse inference on the
    basis of spoliation of evidence.
    32
    Jeffries does point to evidence that, viewed in the light
    most favorable to him, could indicate that DOJ preselected
    Randolph: Faley’s having encouraged Randolph to apply; the
    position’s downgrade to a GS-13/14, which meant Randolph
    was eligible for it; the email to Randolph from the vice
    president of his union congratulating him on the promotion,
    sent before the second interview; and the fact that two
    applicants were selected rather than the one the vacancy
    announcement called for. But Jeffries fails to produce any
    evidence from which a reasonable jury could conclude that the
    purported preselection was animated by discrimination or
    retaliation. See 
    Mayorga, 928 F.3d at 90
    ; see also Anderson v.
    Westinghouse Savannah River Co., 
    406 F.3d 248
    , 271 (4th Cir.
    2005) (“[W]hile preselection may establish that an employee
    was unfairly treated, it does not by itself prove racial
    discrimination.” (citation and internal quotation marks
    omitted)); Blue v. Widnall, 
    162 F.3d 541
    , 547 (9th Cir. 1998)
    (“[O]nly preselection based on discriminatory motives violates
    Title VII.” (citing Goostree v. Tennessee, 
    796 F.2d 854
    , 861-
    62 (6th Cir. 1986)). Moreover, DOJ’s selection of Randolph –
    a biracial African-American/Caucasian male, arguably in the
    “same protected class” as Jeffries – “cuts strongly against any
    inference of discrimination” on the basis of Jeffries’s race or
    sex. Murray v. Gilmore, 
    406 F.3d 708
    , 715 (D.C. Cir. 2005).
    As to the email correspondence between Faley and
    Trautman in which they joked about having told others that
    Jeffries had been selected, while it was perhaps inappropriate,
    no reasonable jury could, on the basis of the email exchange,
    disbelieve DOJ’s proffered qualifications-based explanation or
    conclude that explanation was pretextual.
    Finally, Jeffries asserts – with no support from the record
    – that some interview notes related to this nonselection “are
    missing from the ROI,” Appellant’s Br. 46, which the Court
    33
    presumes to be reference to a report of investigation completed
    in connection with one of his EEO complaints. Citing Gerlich
    v. U.S. Department of Justice, 
    711 F.3d 161
    (D.C. Cir. 2013),
    Jeffries asserts that “[t]he missing interview notes to support
    the ratings can lead to an adverse inference, or at least preclude
    summary judgment.” Appellant’s Br. 46. But we have no basis
    to consider this argument absent any citation to the record to
    support it. 
    Anderson, 477 U.S. at 256
    ; see 
    Jones, 835 F.3d at 83
    .
    Because Jeffries failed to create a triable issue of fact as to
    whether DOJ’s explanation for the fifth nonselection was
    pretextual, the District Court’s entry of judgment in DOJ’s
    favor was proper.
    Sixth Nonselection (Senior Policy Advisor for Byrne Criminal
    Justice Innovation/Building Neighborhood Capacity
    Programs)
    With regard to the sixth nonselection, Jeffries argues that
    there are “questions about possible discriminatory/retaliatory
    pre-selection,” and that one of the panelists arrived late to his
    interview “and rushed through it, cutting off his answers . . . as
    if she had already determined who she was going to select, or
    did not want to select him.” Appellant’s Br. 50-51. Neither of
    these arguments assists Jeffries in establishing that DOJ’s
    proffered reasons for this nonselection were pretextual for
    discrimination or retaliation.
    Given the weakness of the evidence on which he relies,
    Jeffries’s cautious framing of the preselection issue – as a
    question about a possibility – is apt. Jeffries points to the fact
    that changes were made to the position’s KSAs prior to its
    posting, to evidence that “persons outside of BJA with whom
    the selectee for the position would interact may have”
    participated in the selectee’s interview, and to the selectee’s
    34
    having been invited to participate in meetings prior to her
    interview.
    Id. 50-51. But
    the pre-posting changes made to the
    position do not evince preselection, as Jeffries again fails to
    connect those changes to the selectee’s qualifications. And the
    only record evidence to which Jeffries points for his contention
    that outside personnel may have attended Huntoon’s interview
    is an email exchange between O’Donnell and Griffith, in which
    O’Donnell stated a desire not to include outside personnel in
    the interviews and Griffith proposed meeting with those
    personnel instead. This indicates that it is unlikely that non-
    BJA personnel participated in any of the interviews. While this
    Court is bound to view the facts in the light most favorable to
    Jeffries and to draw all legitimate inferences therefrom in his
    favor, see 
    Anderson, 477 U.S. at 248
    , we will not step past
    inference into imagination. To be fair, Jeffries did not overplay
    his hand here, framing this allegation as something that “may
    have” happened – but again, the creation of a genuine issue of
    fact requires more than “speculations and allegations.” 
    Porter, 606 F.3d at 816
    .
    As to the selectee’s participation in meetings, Jeffries does
    overplay his hand, stating that Huntoon “was invited to attend
    meetings about the anticipated work of the position,”
    Appellant’s Br. 51, when in fact the record reveals that
    Huntoon was invited to a single meeting to discuss work she
    had already done. Jeffries also states in his declaration that
    “such meetings . . . are normally attended only by persons at
    the GS-14 level and higher,” J.A. 468, but as Jeffries has failed
    to draw any connection between the meeting and the at-issue
    position, any deviation from DOJ’s standard practices that
    occurred via Huntoon’s invitation to the meeting is of no
    moment to Jeffries’s claim over this nonselection.
    Jeffries’s assertion that O’Donnell, one of the panelists,
    arrived late to the interview and cut off his answers fares no
    35
    better. No reasonable factfinder could conclude, on the basis
    of O’Donnell’s conduct, that DOJ’s proffered reason for this
    nonselection was incredible or pretexual.10 “Even if a plaintiff
    ‘was victimized by poor selection procedures,’ we may not
    ‘second-guess an employer’s personnel decision absent
    demonstrably discriminatory motive.’” Hairston v. Vance-
    Cooks, 
    773 F.3d 266
    , 272 (D.C. Cir. 2014) (quoting 
    Fischbach, 86 F.3d at 1183
    ).
    Seventh Nonselection (Senior Policy Advisor for Health and
    Criminal Justice)
    Attempting to demonstrate that DOJ’s qualifications-
    based explanation for Binkley’s selection was pretextual,
    Jeffries seems to argue that, in explaining its decision to select
    Binkley, DOJ misstated both her qualifications and Jeffries’s.
    He also contends that he was more qualified for the position
    than was Binkley.11
    Jeffries’s first argument relies entirely on statements in his
    own unsworn declaration. Jeffries asserts in his declaration
    10
    Jeffries’s statement in his opening brief (made without comment or
    citation) that at the time of the interview he “had two pending EEO
    cases . . . naming O’Donnell as a responsible management official,”
    Appellant’s Br. 49, lends no support to his argument, as the statement is
    both “mention[ed] . . . in the most skeletal way,” see Consol. Edison Co. of
    N.Y., 
    Inc., 510 F.3d at 340
    , and unsupported by the record.
    11
    Relying entirely on assertions in his own unsworn declaration as to what
    Binkley told him, Jeffries also asserts that DOJ departed from its normal
    procedures or practices by “secretly reassign[ing]” Binkley to the SAMH
    division at some unspecified point in the past. Appellant’s Br. 55, 56 (citing
    J.A. 879). But Jeffries cannot rely on this inadmissible hearsay to create a
    genuine issue of fact, as it would not be converted into admissible evidence
    even were Jeffries to testify to the conversation. See 
    Gleklen, 199 F.3d at 1369
    .
    36
    that, while Qazilbash stated in her memorandum
    recommending Binkley for the position that Binkley “ha[d]
    performed to a very high level in her work as a policy advisor
    within the [SAMH] portfolio,” J.A. 214, Qazilbash had told
    Jeffries at some unspecified point in time that she had spent
    more one-on-one time with Binkley than with Jeffries due to
    Binkley’s “inexperience with the [SAMH] subject matter,”
    id. 880. Jeffries
    also himself critiques Binkley’s performance in
    her then-current role, stating that: Qazilbash had once replaced
    one of Binkley’s assignments with another because Binkley
    struggled with the first; Binkley had “cried at work repeatedly”
    and had said, two years prior to her interview and selection,
    that the Senior Policy Advisor position was “too demanding”
    and “outside of her Adjudications experience”; and Binkley
    had funded some grants in a way that was “contrary to a major
    audit recommendation.”
    Id. But even
    assuming arguendo the admissibility of the
    declaration and all the statements contained therein, we fail to
    perceive how these incidents, if true, belie Qazilbash’s 2014
    assessment of Binkley’s overall performance. Qazilbash’s
    assessment was holistic, praising Binkley for “meeting
    significant challenges in managing difficult projects,
    developing communication materials at an advanced policy
    level[,] and . . . prov[ing] her skills to develop new ideas and
    programming.”
    Id. 214. This
    evaluation is not felled by
    Jeffries’s recitation of particular incidents that, in his mind,
    should have led Qazilbash to a different conclusion. We have
    repeatedly declined “to serve as a ‘super-personnel department
    that reexamines an entity’s business decisions,’” 
    Holcomb, 433 F.3d at 897
    (quoting Barbour v. Browner, 
    181 F.3d 1342
    , 1346
    (D.C. Cir. 1999)), and we do so again here.
    Citing his three-month service as Acting Senior Policy
    Advisor four years prior to his nonselection, Jeffries also
    37
    appears to contend that O’Donnell misstated his qualifications.
    In support, he points to her statement that the major difference
    between Jeffries and Binkley “is that while [Jeffries]
    demonstrated good qualifications for his current position[,] . . .
    he did not demonstrate the more advanced qualifications
    needed for a GS-14 Senior Policy Advisor.” Appellant’s Br.
    54 (quoting J.A. 874). However, Jeffries takes this statement,
    which was a critique of his failure in the interview to
    “demonstrate” his fitness for the Senior Policy Advisor
    position, out of its original context. Immediately following the
    sentence Jeffries quotes, O’Donnell went on to say:
    [Jeffries’s] responses during the interview
    process focused more on process than
    substance. [He] had trouble articulating a
    vision and discussing specifics about new and
    innovative approaches. . . . In terms of
    qualifications, [Jeffries] focused on interaction
    with other BJA staff, his experience as a mentor
    for state policy advisors and BJA and his
    willingness to participate in a number of BJA
    projects        and        initiatives. . . . [T]hose
    behaviors . . . did not speak to his vision or
    skills as a Senior Policy Advisor.
    J.A. 874. This evaluation of Jeffries’s interview performance
    is not rendered a misstatement by Jeffries’s post hoc assertion
    to this Court that he did in fact have the needed qualifications.
    Notably, Jeffries does not offer to the Court an alternative
    version of his interview – one in which he contemporaneously
    made his fitness for the position clear – and it is not our role to
    serve as Monday-morning quarterbacks rehashing DOJ’s
    employment decisions. See 
    Holcomb, 433 F.3d at 897
    .
    38
    Finally, Jeffries points to his service as Acting Senior
    Policy Advisor as evidence of his superior qualifications,
    stating that it “demonstrat[ed] that he could perform in the
    position, while Binkley had not” served in such a capacity.
    Appellant’s Br. 54; see J.A. 439. But Jeffries does not discuss
    his own qualifications any further, and this alone is not
    evidence by which “a reasonable employer would have found
    [Jeffries] significantly better qualified for the job.” 
    Holcomb, 433 F.3d at 897
    .
    V.
    Finding the District Court to have abused its discretion in
    denying Jeffries’s Rule 56(d) motion with respect to the first
    nonselection, we reverse that denial, vacate the District Court’s
    entry of judgment for DOJ on Jeffries’s claims over the first
    nonselection, and remand the matter to the District Court for
    further proceedings consistent with this opinion. In all other
    respects, the judgment of the District Court is affirmed.
    So ordered.
    PILLARD, J., concurring in part and dissenting in part: I
    concur in the decision to reverse the judgment against Jeffries
    on his claim of discriminatory and retaliatory denial of the first
    of the series of seven promotions he sought. We are unanimous
    in concluding that Jeffries was entitled to discovery before the
    district court could determine that neither race nor retaliation
    infected that promotion denial. My colleagues nonetheless
    hold that no such motive can have tainted the ensuing non-
    promotions, so Jeffries has no right to discovery to test his
    employer’s proffered nondiscriminatory reasons. I disagree.
    Consistent with our conclusion that the district court abused its
    discretion in dismissing Jeffries’s first claim, we should have
    sent the entire case back to the district court for appropriate
    discovery before any decision on summary judgment.
    Jeffries is an African American man with a master’s
    degree in social work and prior experience as a Special
    Assistant at the White House Office of National Drug Control
    Policy. He had been employed by the United States
    Department of Justice’s Office of Justice Programs (OJP) for
    more than a decade, including a stint as an Acting Branch
    Chief, when he sought to advance from his position as a Policy
    Analyst at the GS-13 level in OJP’s Bureau of Justice
    Assistance (BJA) by seeking the various promotions at issue
    here. The federal Bureau of Justice Assistance works with
    local police departments and court systems across the United
    States to improve how they operate in the prevention of crime,
    violence, and drug abuse. Jeffries was responsible for
    supervising a range of substance abuse programs, including
    2,500 of the country’s drug treatment courts—and his receipt
    of positive performance appraisals and awards suggests he
    excelled at that work. Jeffries alleges that, when he sought the
    promotions at issue here, “the leadership of BJA and the Policy
    Office consisted almost entirely of Caucasians. In the Policy
    Office, all but one of the GS-14 positions were occupied by
    Caucasians, and all 12 GS-15 and [Senior Executive Service]
    positions were occupied by Caucasians.” Compl. ¶ 9. “Prior
    2
    to Jeffries’ original EEO complaint there had been no African-
    American males promoted or hired into management positions
    at BJA for more than eight years, and no African-American
    male supervisors hired in BJA in about 17 years.”
    Id. ¶ 10.
    As we unanimously hold, Jeffries is plainly entitled to
    discovery to probe whether illicit motive figured into the first
    disputed promotion denial. My colleagues so conclude
    because Jeffries identified a procedural irregularity in the
    application of his priority-consideration right that raises a
    specific red flag. Maj. Op. at 20-23. Details about an
    employer’s violation of its own internal process are helpful to
    explain the need for discovery, but not required—and for good
    reason. It was mere happenstance that the successful selectee
    for the first promotion confided to Jeffries the irregular timing
    of her interview. See Compl. ¶ 16. Rule 56(d) does not
    presume such leaks. All it requires is an explanation why the
    nonmovant needs discovery to respond to summary judgment:
    “If a nonmovant shows by affidavit or declaration that, for
    specified reasons, it cannot present facts essential to justify its
    opposition,” the district court should allow discovery before
    ruling on summary judgment. Fed. R. Civ. P. 56(d).
    I agree with my colleagues that the district court erred in
    rejecting Jeffries’s Rule 56(d) submission. The information he
    sought regarding his first promotion denial was not “irrelevant”
    on the ground that “plaintiff’s objective shortcomings for the
    position at issue” were “undisputed.” Jeffries v. Lynch, 217 F.
    Supp. 3d 214, 232 nn.12, 13 (D.D.C. 2016). The interviewing
    officials’ unilateral and untested conclusions as to Jeffries’s
    ostensible “shortcomings,”
    id. at 232
    n.12, are far from
    settled—they lie at the heart of his challenge. And Jeffries has
    a right to explore known irregularities with the priority-
    consideration process because they could be probative of
    BJA’s allegedly discriminatory and retaliatory motive. Maj.
    3
    Op. at 20-22; see also Jeffries’s Rule 56(d) Mot. 4 (J.A. 888).
    We thus correctly hold on this record that it was an abuse of
    discretion to deny Jeffries discovery on the first promotion
    denial.
    But once we recognized Jeffries’s right to discovery, we
    should have remanded the whole case. I see no basis to draw
    the line where the majority does. If on remand Jeffries
    discovers that BJA had a discriminatory or retaliatory motive
    for preventing his advancement into one job opening, that
    might have some bearing on later denials of promotions in the
    same office. For example, regarding his second promotion
    denial, Jeffries asked to depose one member of the selection
    panel who had admitted to reconciling scores, scratching out
    scores for Jeffries and lowering them, Jeffries’s 56(d) Mot. 5,
    and another panelist whom Jeffries had named as a responsible
    management official in prior EEO claims,
    id. at 5-6.
    Jeffries
    sought to investigate the reason the Department changed the
    listing related to his fifth promotion denial from GS-14 to GS-
    13/14, which he suspects was to enable the Department to hire
    someone preselected for the position but ineligible at the GS-
    14 level. Jeffries’s 56(d) Mot. 8. And the court denied
    discovery on the seventh promotion denial, even though
    Jeffries’s Rule 56(d) submission listed reasons to suspect that
    job, too, was filled by someone preselected.
    Id. at 12-13.
    To
    test those irregularities, he seeks to collect the very types of
    evidence that we have previously held probative of pretext.
    See, e.g., Stoe v. Barr, No. 18-5315, 
    2020 WL 2781649
    , at *4,
    6, 8 (D.C. Cir. May 29, 2020); Wheeler v. Georgetown Univ.
    Hosp., 
    812 F.3d 1109
    , 1115 (D.C. Cir. 2016). I see no reason
    to cut off Jeffries’s discovery rights piecemeal on closely
    similar claims in view of what strikes me as a more-than-
    adequate Rule 56(d) filing.
    4
    An employer’s filing of a pre-discovery motion for
    summary judgment does not raise the substantive threshold for
    access to discovery. Our precedent interpreting Rule 56(d) has
    been informed by the broader context of the civil rules, under
    which a plaintiff who has stated a legally viable claim has a
    right to take discovery into matters in the opposing party’s
    control.1 Outside of the Rule 56(d) context, parties need no
    court permission to take discovery. In the ordinary course, a
    plaintiff in civil litigation is entitled to discovery after filing a
    complaint alleging “sufficient factual matter, accepted as true,
    to ‘state a claim to relief that is plausible on its face.’” Ashcroft
    v. Iqbal, 
    556 U.S. 662
    , 678 (2009) (quoting Bell Atl. Corp. v.
    Twombly, 
    550 U.S. 544
    , 570 (2007)); see also Fed. R. Civ. P.
    8(a)(2). Discovery “is available in all types of cases at the
    behest of any party, individual or corporate, plaintiff or
    defendant.” Hickman v. Taylor, 
    329 U.S. 495
    , 507 (1947).
    BJA did not attack the sufficiency of Jeffries’s complaint,
    presumptively entitling him to discovery, but instead answered
    and moved for judgment on the pleadings or summary
    1
    The majority emphasizes that the Federal Rules allow summary
    judgment and an accompanying Rule 56(d) motion at any time. Maj.
    Op. at 2. While self-evidently correct, it is also obvious that certain
    types of cases are more amenable than others to summary judgment
    without discovery. For instance, district courts routinely resolve
    reviews of administrative action where the record is already
    complete, see, e.g., People of State of Cal. v. EPA, 
    689 F.2d 217
    , 218
    (D.C. Cir. 1982), arbitration or contract disputes where disputes
    concern written terms, see, e.g., Wash. Mailers Union No. 29 v.
    Wash. Post Co., 
    233 F.3d 587
    , 589 (D.C. Cir. 2000), and questions
    of law based on stipulated facts, see, e.g., Am. Postal Workers Union,
    AFL-CIO v. USPS, 
    830 F.2d 294
    , 299-300 (D.C. Cir. 1987), without
    the need for discovery backed by compulsory process. As discussed
    infra, the requisite proof in Title VII cases, in contrast, is virtually
    always in the opposing party’s control.
    5
    judgment—before discovery commenced. Viewing the record
    through the lens of summary judgment, the court held Jeffries’s
    Rule 56(d) submission failed to preserve his discovery right.
    The district court stressed that BJA had produced documents
    and declarations to the Equal Employment Opportunity
    Commission, but Jeffries has not had a chance to test his
    employer’s account, and we have repeatedly “rejected the
    notion that a district court can ordinarily resolve a Title VII
    complaint based on the administrative record.” Ikossi v. Dep’t
    of Navy, 
    516 F.3d 1037
    , 1045 (D.C. Cir. 2008) (citing Hackley
    v. Roudebush, 
    520 F.2d 108
    , 149, 151 (D.C. Cir. 1975)).
    The logic of the right to discovery to substantiate an
    adequately pleaded claim is especially strong as applied to
    claims of intentional workplace discrimination or retaliation,
    which are virtually always fact-intensive and discovery-
    dependent. Disputes about intent, of course, “frequently turn
    on credibility assessments.” Crawford-El v. Britton, 
    523 U.S. 574
    , 599 (1998). A plaintiff bearing the burden to establish the
    state of mind of the defendant decision makers must be able to
    probe her employer’s proffered rationales if she is to have any
    hope of overcoming Brady’s demand for “sufficient evidence
    . . . that the employer’s asserted non-discriminatory reason was
    not the actual reason and that the employer intentionally
    discriminated against the employee.” Brady v. Office of
    Sergeant at Arms, 
    520 F.3d 490
    , 494 (D.C. Cir. 2008).
    The Supreme Court has unanimously rejected a
    “heightened pleading standard in employment discrimination
    cases,” acknowledging that “[b]efore discovery has unearthed
    relevant facts and evidence, it may be difficult to define the
    precise formulation of the required prima facie case in a
    particular case.” Swierkiewicz v. Sorema, 534 U.S 506, 512
    (2002). Akos Swierkiewicz did not have to allege specific
    irregularities in the employer’s process, nor even a prima facie
    6
    case as such, nor did he have to show that he had or would
    likely uncover evidence of bias in order to open the door to
    discovery. Acknowledging the employer’s argument that such
    a minimal pleading standard “will burden the courts and
    encourage disgruntled employees to bring unsubstantiated
    suits,” the Court nevertheless insisted that “[w]hatever the
    practical merits of that argument,” the pleading standard
    remains the same. 
    Swierkiewicz, 534 U.S. at 514-15
    . The
    Supreme Court expressly reaffirmed Swierkiewicz in 
    Twombly. 550 U.S. at 569-70
    .
    Remanding with an invitation for discovery on all the
    promotion-denial claims would not have compelled an
    unmanageable discovery burden for the defendants. District
    courts have “broad discretion to tailor discovery narrowly and
    to dictate the sequence of discovery.” 
    Crawford-El, 523 U.S. at 598
    ; see
    id. at 598-99
    (citing Rule 26(b)(2)). They have
    many options for setting the “timing and sequence of
    discovery,”
    id. at 599
    (citing Rule 26(d)), and “may at first
    permit the plaintiff to take only a focused deposition of the
    defendant before allowing any additional discovery,”
    id. It is
    the requirement to plausibly plead a legally cognizable claim
    together with a district court’s discretion to manage discovery
    under Rule 26—not a heightened Rule 56(d) standard out of
    line with Rule 8(a)(2) as understood in Swierkiewicz—that
    provide appropriate protection from unduly burdensome
    discovery.
    Contrary to the majority’s characterization, Maj. Op. at 17,
    our approach to Rule 56(d) has not been lax, but appropriately
    attentive to context. Accounting for the catch-22 that a party
    cannot know in detail the nature of information to which he
    lacks access, we have refrained from reading a demand for
    heightened specificity into Rule 56(d), the text of which asks
    only for the “reasons” the nonmovant “cannot present facts
    7
    essential to justify its opposition” to summary judgment.
    Convertino calls for a plaintiff to “outline” the particular facts
    he intends to discover and “describe why those facts are
    necessary to the litigation.” Convertino v. U.S. Dep’t of
    Justice, 
    684 F.3d 93
    , 99 (D.C. Cir. 2012). And, as we
    emphasized in Convertino itself, “summary judgment is
    premature unless all parties have ‘had a full opportunity to
    conduct discovery.’”
    Id. (quoting Anderson
    v. Liberty Lobby,
    Inc., 
    477 U.S. 242
    , 257 (1986)). The adequacy of a Rule 56(d)
    submission “will necessarily be a case-specific inquiry,
    dependent on the nature of the claims and the existing record.”
    Haynes v. D.C. Water & Sewer Auth., 
    924 F.3d 519
    , 532 (D.C.
    Cir. 2019). In the typical Rule 56(d) case discovery has already
    been taken, so the question is whether the nonmovant is entitled
    to further discovery to oppose a summary judgment motion.
    See, e.g., U.S. ex rel. Folliard v. Gov’t Acquisitions, Inc., 
    764 F.3d 19
    , 23 (D.C. Cir. 2014) (referring to “further” and
    “additional” discovery sought); 
    Convertino, 684 F.3d at 97
    (referring to a four-year process of discovery that “was both
    slow and litigious” before the Rule 56(d) filing).
    In a case like this one, in which no discovery has yet
    occurred and virtually all the evidence essential to the
    nonmovant’s proof lies in the hands of the opposing party, the
    nonmovant’s burden to say why “it cannot present facts
    essential to justify its opposition” is not onerous. Fed. R. Civ.
    P. 56(d). Reasoning from Swierkiewicz, we have noted that
    holding a Title VII plaintiff to “a particular method of raising
    an ‘inference of discrimination’ is especially inappropriate”
    before discovery, and required only that a Rule 56(d)
    submission “point[] to the types of evidence that might raise an
    inference of discrimination.” Chappell-Johnson v. Powell, 
    440 F.3d 484
    , 488-89 (D.C. Cir. 2006) (emphases added) (citing
    
    Swierkiewicz, 534 U.S. at 511-12
    ). The Title VII plaintiff in
    Ikossi, for example, did not spell out in detail reasons to doubt
    8
    her supervisors’ motivations in taking disciplinary action
    against her, but we reasoned that “[t]his lack of precision does
    not make any less self-evident . . . the nature of the evidence
    [plaintiff] 
    seeks.” 516 F.3d at 1045
    . It was clear enough that,
    “[b]y providing an explanation for their actions” at deposition,
    the decision makers “may reveal their motives, which lie at the
    heart of Dr. Ikossi’s discrimination claims.”
    Id. at 1045-46.
    We thus held that the district court abused its discretion in
    denying the plaintiff leave to depose those witnesses and take
    “reasonable discovery in this trial de novo.”
    Id. at 1047.
    Like
    the Rule 56(d) filings in Ikossi and Chappell-Johnson,
    Jeffries’s request for an opportunity to probe BJA’s asserted
    reasons for repeatedly denying him promotions for which he
    alleges he was qualified falls into the category of “cases [in
    which] the relevance and necessity of the requested discovery
    are so obvious given the claims that little more than
    identification of the information is required to head off a pre-
    discovery motion for summary judgment.” 
    Haynes, 924 F.3d at 532-33
    (citing 
    Ikossi, 516 F.3d at 1045-46
    ).2
    At the end of the day, the majority’s approach constitutes
    an error in the scope of Rule 56(d) relief warranted on a
    particular set of facts. We do not change the Rule 56(d)
    standard—nor could we. In affirming the district court’s
    decision as to several of Jeffries’s promotion denials, my
    2
    We denied discovery in Haynes itself because, faced with the
    employer’s evidence that all the laid-off electricians—including
    Haynes—lacked the license newly required under D.C. law whereas
    all the retained electricians had obtained that license, Haynes failed
    to explain the relevance of the discovery he sought regarding non-
    electricians not even subject to the 
    requirement. 924 F.3d at 531-33
    .
    Needless to say, nothing in Rule 56(d) requires discovery not
    reasonably calculated to lead to information relevant to a claim or
    defense, nor need discovery be allowed where information not
    reasonably subject to dispute bars the claim or defense.
    9
    colleagues emphasize the abuse-of-discretion standard,
    appropriately noting that “we do not find an abuse of discretion
    based on whether we, if standing in the District Court’s shoes,
    would have granted the motion.” Maj. Op. at 17. I take it, then,
    that if the district court on second look were to conclude that
    discovery regarding other promotion denials is also
    appropriate, nothing would foreclose the court from exercising
    discretion to permit it. The district court’s familiarity with the
    claims puts it in a strong position efficiently to supervise party-
    controlled discovery. And, with limited time, resources, and
    discovery opportunities, it is in the plaintiff’s interest to focus
    discovery on the denied promotion(s) for which his
    qualifications were strongest, and where BJA’s decision
    seemed the most questionable.
    Because I would have remanded the case as a whole to the
    district court for appropriate discovery, I concur only in the
    majority’s decision on Rule 56(d) as to the first promotion
    denial and respectfully dissent from its holdings on the others.