Reynolds v. DeBuono ( 2007 )


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  •      06-0283-cv
    Reynolds v. DeBuono
    1                               UNITED STATES COURT OF APPEALS
    2                                   FOR THE SECOND CIRCUIT
    3
    4                                      _______________
    5
    6                                     August Term, 2006
    7
    8          (Argued March 5, 2007                   Decided October 31, 2007)
    9
    10                         Docket Nos. 06-0283-cv(L), 06-0284-cv(CON)
    11
    12                                      _______________
    13
    14   Lakisha Reynolds, on her own behalf and on behalf of all others
    15   similarly situated, Georgina Bonilla, on her own behalf and on
    16   behalf of all others similarly situated, April Smiley, on her own
    17   behalf and on behalf of all others similarly situated, Lue
    18   Garlick, on her own behalf and on behalf of all others similarly
    19   situated, Adriana Calabrese, on her own behalf and on behalf of
    20   all others similarly situated, Jenny Cuevas, on her own behalf
    21   and on behalf of all others similarly situated, Elston Richards,
    22   on his own behalf and on behalf of all others similarly situated,
    23
    24                                                  Plaintiffs-Appellees,
    25
    26                                             v.
    27
    28   Rudolph Giuliani, as Mayor of the City of New York, Jason Turner,
    29   as Commissioner of the New York City Department of Social
    30   Services, Brian J. Wing, as Commissioner of the New York State
    31   Office of Temporary and Disability Assistance, Barbara DeBuono,
    32   as Commissioner of the New York State Department of Health,
    33
    34                                                  Defendants-Appellants.
    35
    36                                      _______________
    37
    38   Before:
    39                              CARDAMONE, STRAUB, and WALLACE*,
    40                                       Circuit Judges.
    41
    42                                      _______________
    43
    44        Brian J. Wing, former Commissioner of the New York State
    45   Office of Temporary and Disability Assistance, and Barbara
    46   DeBuono, former Commissioner of the New York State Department of
    47   Health (collectively state defendants) appeal from the December
    48   14, 2005 final judgment of the United States District Court for
    49   the Southern District of New York (Pauley, J.) enjoining state
    1   defendants to, inter alia, supervise New York City officials'
    2   compliance with specified obligations under the Food Stamp Act, 7
    
    3 U.S.C. §§ 2011
     et seq., and the Medicaid Act, 
    42 U.S.C. §§ 1396
    4   et seq.
    5
    6        Reversed and complaint dismissed.
    7
    8        Judge Straub concurs in part and dissents in part, in a
    9   separate opinion.
    10
    11        Judge Wallace concurs in a separate opinion.
    12
    13                            _______________
    14
    15   RICHARD DEARING, Assistant Solicitor General, New York, New York
    16        (Eliot Spitzer, Attorney General, Michael S. Belohlavek,
    17        Senior Counsel, Division of Appeals and Opinions, James M.
    18        Hershler, Assistant Attorney General of the State of New
    19        York, New York, New York, of counsel), for State Defendants-
    20        Appellants.
    21
    22   MARC COHAN, Henry A. Freedman Welfare Law Center, Inc., New York,
    23        New York (Petra T. Tasheff, Henry A. Freedman Welfare Law
    24        Center, Inc., New York, New York; Yisroel Schulman,
    25        Constance P. Carden, Randal S. Jeffrey, New York Legal
    26        Assistance Group, New York, New York; Scott A. Rosenberg,
    27        Christopher D. Lamb, Hwan-Hui Helen Lee, The Legal Aid
    28        Society, Civil Division, New York, New York; Kenneth
    29        Rosenfeld, Mary Ellen Burns, Northern Manhattan Improvement
    30        Corp., New York, New York, of counsel), for Plaintiffs-
    31        Appellees.
    32
    33                            _______________
    34
    35
    36
    37
    38
    39
    40
    41
    42
    43
    44
    45
    46
    47
    48
    49
    50   _______________
    51
    52   *    Hon. J. Clifford Wallace, United States Court of Appeals for
    53        the Ninth Circuit, sitting by designation.
    1    CARDAMONE, Circuit Judge:
    2            Ordinarily the state and federal governments, under whose
    3    parallel jurisdiction we all live, rub along together pretty
    4    well.    When they conflict, it is unlike when "ignorant armies
    5    clash by night" as Matthew Arnold famously phrased it.      Instead
    6    there is forethought, policy considerations and, as here, legal
    7    argumentation.    This appeal presents an occasion when the powers
    8    confided to the federal courts and those matters reserved to the
    9    states conflict.    In the shift made ten years ago by Congress
    10   from an emphasis on welfare and food stamps to a focus on
    11   employment as a solution to long term poverty, the State of New
    12   York delegated the transition to the City of New York, but
    13   retained the power to supervise the City's administrator of its
    14   changing assistance programs.    New York City responded to the new
    15   mandate by revamping its infrastructure and policies to encourage
    16   welfare applicants to find jobs.       Undoubtedly, the reforms posed
    17   an enormous administrative challenge to the City.
    18           In December 1998 seven welfare applicants (together with
    19   other class members where appropriate, plaintiffs or appellees)
    20   brought a putative class action under 
    42 U.S.C. § 1983
     on behalf
    21   of all New York City residents who have sought, are seeking or
    22   will seek to apply for food stamps, Medicaid or cash assistance
    23   at the City's job centers.    The complaint was lodged against
    24   defendants Rudolph Giuliani, former Mayor of New York City and
    25   Jason Turner, former Commissioner of the New York City Department
    26   of Social Services (collectively City or city defendants), as
    2
    1    well as Brian J. Wing, former Commissioner of the New York State
    2    Office of Temporary and Disability Assistance, and Barbara
    3    DeBuono, former Commissioner of the New York State Department of
    4    Health (collectively state, state defendants or appellants), each
    5    in his or her official capacity.       Plaintiffs alleged that the
    6    City engaged in unlawful conduct aimed to discourage and deter
    7    plaintiffs from obtaining benefits to which they were entitled
    8    and that the state failed to properly oversee and supervise the
    9    City's administration of assistance programs.
    10        Almost seven years later, the United States District Court
    11   for the Southern District of New York (Pauley, J.) awarded
    12   plaintiffs permanent injunctive relief, directing city defendants
    13   to comply with specified provisions of federal and state law and
    14   directing state defendants to supervise the City's adherence to
    15   the injunction.   Initially all the defendants appealed the
    16   judgment, but the City withdrew its appeal prior to oral argument
    17   before this Court.   We are left then with the state defendants'
    18   challenge to the district court's judgment.      We agree with
    19   appellants' contention that the record before us does not support
    20   the imposition of liability on the state or warrant the issuance
    21   of a permanent injunction against it.
    22                               BACKGROUND
    23        The Food Stamp Act, 
    7 U.S.C. § 2011
     et seq., and the
    24   Medicaid Act, 
    42 U.S.C. § 1396
     et seq., created cooperative
    25   federal-state programs aiming, respectively, to raise nutritional
    26   levels and furnish medical care to needy individuals.       See 7
    3
    
    1 U.S.C. § 2011
     (1999); 
    42 U.S.C. § 1396
     (2003).    The programs are
    2    implemented by state and local agencies under the aegis of the
    3    United States Department of Agriculture (food stamps) and the
    4    United States Department of Health and Human Services (Medicaid).
    5    
    7 U.S.C. § 2020
    (a), (d) (1999); 
    42 U.S.C. §§ 1396
    , 1396c (2003).
    6          In 1996 Congress passed the Personal Responsibility and Work
    7    Opportunity Reconciliation Act, 
    42 U.S.C. § 601
     et seq. (2003)
    8    (Welfare Reform Act), and set in motion dramatic changes in the
    9    delivery of welfare benefits nationwide.    Notably, the Welfare
    10   Reform Act introduced the Temporary Assistance to Needy Families
    11   program with the express purpose of minimizing dependence on
    12   governmental benefits by promoting employment.    See 42 U.S.C.
    13   §§ 601(a)(2), 602(a) (2003).   The new program contained mandatory
    14   work requirements and time limits on eligibility for benefits.
    15   See, e.g., 
    42 U.S.C. § 602
    (a)(1)(A)(ii).
    16   A.   District Court Findings as to City Defendants' Non-Compliance
    17         The New York City agency in charge of local implementation
    18   of food stamp, Medicaid and cash assistance programs is the Human
    19   Resources Administration (city agency).    The city agency
    20   processed welfare applications at 31 income support centers until
    21   1998, at which time it began to convert the income support
    22   centers into job centers in response to the new federal policy
    23   reflected in the Welfare Reform Act.   The aptly named job centers
    24   encouraged applicants to find work and required them to undergo a
    25   rigorous application process, including interviews with financial
    26   and employment planners.   Early evidence suggested a "culture of
    4
    1    improper deterrence" prevailed at the newly converted job
    2    centers, which was reflected in a decline in the number of
    3    applicants who received benefits from a City facility after its
    4    conversion to a job center.
    5         In the course of this litigation, the City audited 29 income
    6    support and job centers to assess their compliance with federal
    7    and state law (September 2000 audit).    On the basis of the
    8    September 2000 audit and other performance measures, the district
    9    court determined city defendants violated various rights    secured
    10   to plaintiffs by federal law in four ways.
    11        First, the City failed to provide a significant portion of
    12   eligible applicants with expedited food stamps within the
    13   mandated period of seven days.    See 
    7 U.S.C. § 2020
    (e)(9) (1999);
    14   
    7 C.F.R. § 273.2
    (i)(3)(i) (2007).     Second, although the City was
    15   required to make separate determinations with regard to
    16   applicants' eligibility for food stamps and Medicaid after their
    17   applications for cash assistance were denied, see 7 U.S.C.
    18   §§ 2014(b), 2020(i)(2) (1999); 
    7 C.F.R. § 273.2
    (b)(3) (2007); 42
    19   U.S.C. § 1396a(a)(8) (2003); 
    42 C.F.R. §§ 435.906
    , 435.913
    20   (2006), such determinations were made infrequently.    Third, half
    21   of the withdrawn applicants audited were found to have been
    22   improperly withdrawn as a result of the City's mishandling of
    23   notices and records.    See 
    42 C.F.R. § 435.913
     (2006), 7 C.F.R.
    24   § 273.2(c)(6) (2007).   Fourth, the City frequently failed to give
    25   adequate and complete notices to applicants regarding eligibility
    26   decisions, in violation of the plaintiffs' due process rights
    5
    1    under the Fourteenth Amendment and in violation of the
    2    regulations.   See U.S. Const., amend. XIV, § 1; 7 C.F.R.
    3    § 273.10(g)(1) (2007); 
    42 C.F.R. §§ 435.911
    , 435.912 (2006).
    4                         B.   The State Defendants
    5          The Food Stamp and Medicaid Acts authorize the states to
    6    vest local agencies with responsibility for day-to-day
    7    administration of these benefits programs.   See 7 U.S.C.
    8    § 2012(n) (1999) (defining State agency to include counterpart
    9    local agencies "in those States where such assistance programs
    10   are operated on a decentralized basis"); 42 U.S.C. § 1396a(a)(5)
    11   (2003) (requiring each state to designate a "single State agency"
    12   to "administer or to supervise the administration of [the
    13   State's] plan").   The acts and their implementing regulations
    14   make participating states responsible for supervisory tasks,
    15   including the development of plans for statewide implementation
    16   of the programs, 
    7 U.S.C. § 2020
    (d); 42 U.S.C. § 1396a(a)(5),
    17   monitoring and evaluation of local agencies' performance, 7
    
    18 C.F.R. § 275.5
     (2007); 
    42 C.F.R. § 435.903
    (a) (2006), and
    19   corrective action to reduce deficiencies in local administration,
    20   
    7 C.F.R. §§ 275.16
    -.19 (2007); 
    42 C.F.R. § 435.903
    (b) (2006).
    21        New York State conducts its food stamp and Medicaid programs
    22   on a decentralized basis through 58 local services districts --
    23   one of which is New York City -- under the supervision of the
    24   Office of Temporary Disability Assistance and the Department of
    25   Health.   It is undisputed that both of these state agencies took
    6
    1    numerous steps toward improving the City's administration of its
    2    benefits programs.
    3                       C.   District Court Proceedings
    4         On December 16, 1998 the named plaintiffs brought a putative
    5    class action under 
    42 U.S.C. § 1983
    , alleging that the city
    6    defendants deterred families and individuals from applying for
    7    food stamps, including expedited food stamps, and Medicaid
    8    benefits; failed to make separate and timely determinations as to
    9    applicants' eligibility for Medicaid, food stamps and cash
    10   assistance; and failed to inform beneficiaries regarding the
    11   status of their applications.    The complaint further asserted
    12   that state defendants' failure to properly oversee the City's
    13   administration of the food stamp and Medicaid programs violated
    14   plaintiffs' rights under the respective acts and under the Due
    15   Process Clause of the Fourteenth Amendment.    The district court
    16   issued a preliminary injunction in January 1999 requiring the
    17   city defendants to comply with the federal and state laws relied
    18   on by plaintiffs and enjoining the City from converting income
    19   support centers into job centers, pending the district court's
    20   approval of a corrective plan relating to the job centers.
    21   Reynolds v. Giuliani(Reynolds I), 
    35 F. Supp. 2d 331
    , 347-48
    22   (S.D.N.Y. 1999).
    23        In May 1999 the district court approved the City's
    24   corrective plan and modified the injunction to allow the city
    25   defendants to convert three income support centers into job
    26   centers.   Reynolds v. Giuliani(Reynolds II), 
    43 F. Supp. 2d 492
    ,
    7
    1    498 (S.D.N.Y. 1999).   To obtain further relief from the
    2    injunction, the district court required city defendants to
    3    prepare statistical evidence showing that the improvements set
    4    forth in the corrective plan had materialized.       
    Id.
    5           In July 2000 the district court determined the City's most
    6    recent evidence was incomplete and unreliable and denied its
    7    motion to vacate the injunction.       Reynolds v. Giuliani(Reynolds
    8    III), 
    118 F. Supp. 2d 352
    , 377, 380 (S.D.N.Y. 2000).       In the same
    9    decision, the district court granted plaintiffs' motion to
    10   certify as a class all New York City residents who have sought,
    11   are seeking, or will seek to apply for food stamps, Medicaid, or
    12   cash assistance at a job center.       
    Id. at 392
    .
    13          At this point in the litigation, plaintiffs' action against
    14   state defendants was not being vigorously prosecuted.      Before the
    15   district court issued the preliminary injunction, plaintiffs
    16   conceded that injunctive relief against the state defendants at
    17   that time would be premature.    Reynolds I, 
    35 F. Supp. 2d at
    340
    18   n.7.   Indeed, even later, in the preparation of their pre-trial
    19   memo, plaintiffs did not assert any claims against the state
    20   defendants.
    21          As a result, the state defendants moved to dismiss the
    22   complaint against them, asserting, inter alia, that plaintiffs
    23   failed to allege facts on which relief could be granted.      In
    24   Reynolds III, the district court rejected the state defendants'
    25   arguments and denied their motion.      
    118 F. Supp. 2d at 392
    .
    26   Importantly, the district court held that the state defendants
    8
    1    were liable on a theory of non-delegable duty, under which theory
    2    the City's violations gave rise, by operation of law, to
    3    corresponding claims against the state defendants.   
    Id. at 386
    .
    4         In February 2001 plaintiffs consented to vacatur of that
    5    portion of the preliminary injunction that stayed the conversion
    6    of income support centers into job centers.   In April 2001 the
    7    district court held a bench trial at which it assessed new
    8    evidence, including the September 2000 audit.   Following its
    9    memorandum opinion in February 2005, Reynolds v. Giuliani
    10   (Reynolds IV), No. 98 Civ. 8877, 
    2005 WL 342106
     (S.D.N.Y. Feb.
    11   14, 2005), the trial court issued its final judgment on December
    12   14, 2005 enjoining the City to comply with specified provisions
    13   of New York State law, the Food Stamp Act and the Medicaid Act
    14   and their implementing regulations.   Reynolds v. Giuliani
    15   (Reynolds V), No. 98 Civ. 8877, 
    2005 WL 3428213
     (S.D.N.Y. Dec.
    16   14, 2005).   The state defendants were directed in the judgment to
    17   supervise the City's compliance with the injunction and were
    18   assigned specific monitoring duties, such as semi-annual reviews
    19   of the City's performance and regular reporting to plaintiffs.
    20        The state defendants appeal the district court's December
    21   14, 2005 judgment.
    22                               DISCUSSION
    23        Following a bench trial, we review the district court's
    24   conclusions of law de novo and its factual findings for clear
    25   error.   MacWade v. Kelly, 
    460 F.3d 260
    , 267 (2d Cir. 2006).    The
    26   trial court's grant of a permanent injunction is reviewed for
    9
    1    abuse of discretion.     Kapps v. Wing, 
    404 F.3d 105
    , 122-23 (2d
    2    Cir. 2005).
    3                  I   Plaintiffs' Theories of State Liability
    4         Following the withdrawal of the City's appeal, state
    5    defendants declined to challenge the district court's conclusion
    6    that the city defendants violated the Food Stamp and Medicaid
    7    Acts or to dispute its holding that certain provisions of these
    8    acts give rise to federal rights enforceable under 42 U.S.C.
    9    § 1983.   In short, state defendants maintain that whatever injury
    10   plaintiffs have suffered as a result of a violation of their
    11   rights under these Acts is a subject for redress from the City of
    12   New York.    Hence, the single question remaining before us is
    13   whether state defendants are liable to plaintiffs for the city
    14   defendants' violations of the Food Stamp Act, Medicaid Act, their
    15   implementing regulations or the Due Process Clause of the
    16   Fourteenth Amendment.
    17        As numerous theories of liability against the state have
    18   appeared in the course of this litigation, we pause to clarify
    19   those sufficiently presented to warrant review.     First, we note
    20   plaintiffs' cause of action was asserted and defended on appeal
    21   under 
    42 U.S.C. § 1983
    .     The district court's description of the
    22   complaint as asserting private rights of action in a different
    23   legal context does not accord with our reading of plaintiffs'
    24   complaint.    In both its preliminary and jurisdictional
    25   statements, the complaint makes clear that plaintiffs intended to
    26   bring this action under § 1983.     In their appeal brief,
    10
    1    plaintiffs proffer no argument as to a separate vehicle for their
    2    claims, except one stray assertion that the state's duty to
    3    supervise is enforceable outside § 1983.   Accordingly, we proceed
    4    to assess the state defendants' liability under § 1983.
    5         The first theory proposed by plaintiffs, but never explored
    6    by the district court, was not preserved on appeal.   We have
    7    already observed that the Food Stamp Act, Medicaid Act and their
    8    implementing regulations outline a state's supervisory duties.
    9    Plaintiffs suggested in district court that these statutory
    10   provisions gave them rights to supervision enforceable against
    11   the state defendants.   On appeal, however, plaintiffs made no
    12   effort to anchor liability on these supervision-specific
    13   provisions and labeled "irrelevant" appellants' argument that 42
    14   U.S.C. § 1396a(a)(5) does not create privately enforceable rights
    15   of action.   Accordingly, we think a theory of plaintiffs having
    16   private rights of action against the state under the Food Stamp
    17   Act and the Medicaid Act has been abandoned.
    18        A second theory plaintiffs assert to hold state defendants
    19   liable received passing attention from the district court.    Under
    20   Monell v. Dep't of Social Servs. of the City of N.Y., 
    436 U.S. 21
       658 (1978), state defendants may be liable when a state policy or
    22   custom results in the violation of plaintiffs' federal rights.
    23   Plaintiffs maintain the state's failure adequately to supervise
    24   city defendants is persuasive evidence of such a policy or
    25   custom.
    11
    1         A third theory, one which was adopted by the district court,
    2    grounds the state defendants' liability in their non-delegable
    3    duty to ensure the welfare programs are administered in
    4    compliance with federal law.     By this logic, a state may delegate
    5    day-to-day administration to local entities, but it remains
    6    legally liable to plaintiffs for any non-compliance by its
    7    delegatee.    We turn now to assess the second and third theories
    8    of liability in the context of § 1983 jurisprudence.
    9                          II   Liability Under Monell
    10        In Monell, the Supreme Court ruled for the first time that
    11   municipalities were liable under § 1983 to be sued as "persons"
    12   within the meaning of that statute, when the alleged unlawful
    13   action implemented or was executed pursuant to a governmental
    14   policy or custom.    436 U.S. at 691, 694; see also City of Canton
    15   v. Harris, 
    489 U.S. 378
    , 385 (1989).     Section 1983 provides in
    16   relevant part
    17                Every person who, under color of any statute,
    18                ordinance, regulation, custom, or usage . . .
    19                subjects, or causes to be subjected, any
    20                citizen of the United States . . . to the
    21                deprivation of any rights, privileges, or
    22                immunities secured by the Constitution and
    23                laws, shall be liable to the party injured in
    24                an action at law, suit in equity, or other
    25                proper proceeding for redress.
    26
    27   
    42 U.S.C. § 1983
    .    In light of the statute's legislative history
    28   and language, Monell reasoned that § 1983 rejects the imposition
    29   of vicarious liability on a municipality for the torts of its
    30   employees as incompatible with § 1983's causation requirement.
    31   436 U.S. at 691-94; see also City of Canton, 
    489 U.S. at
    385
    12
    1    ("Respondeat superior or vicarious liability will not attach
    2    under § 1983."); City of St. Louis v. Praprotnik, 
    485 U.S. 112
    ,
    3    122 (1987); Amnesty Am. v. Town of West Hartford, 
    361 F.3d 113
    ,
    4    125 (2d Cir. 2004).
    5           An official capacity suit against a public servant is
    6    treated as one against the governmental entity itself.    Monell,
    7    436 U.S. at 690 n.55; Kentucky v. Graham, 
    473 U.S. 159
    , 169
    8    (1985).   Thus, a state official may be sued in his or her
    9    official capacity for injunctive or other prospective relief, but
    10   only when the state itself is the moving force behind the
    11   deprivation.    Graham, 
    473 U.S. at 166, 169
    ; Huminski v. Corsones,
    12   
    396 F.3d 53
    , 70 (2d Cir. 2005).
    13                         A.   Applicability of Monell
    14          Plaintiffs contend Monell's policy or custom requirement and
    15   its concomitant bar on respondeat superior liability are not
    16   applicable to them because they seek prospective relief only.
    17   They cite Chaloux v. Killeen, 
    886 F.2d 247
     (9th Cir. 1989), which
    18   held that Monell did not govern an action for prospective relief
    19   against a county that enforced unconstitutional laws.    
    Id.
     at
    20   250.    Chaloux is distinguishable from our case insofar as it
    21   dealt with a municipality's liability for state policy -- what
    22   one scholar coined "respondeat inferior liability," David J.
    23   Barron, Why (and When) Cities Have a Stake in Enforcing the
    24   Constitution, 115 Yale L. J. 2218, 2236 (2006) -- rather than a
    25   supervisor's responsibility for the actions of subordinates.
    26   Monell did not address directly this application of vicarious
    13
    1    liability and it is not relevant to the case at bar.         See id.;
    2    see also Chaloux, 
    886 F.2d at 251
    .
    3         To the extent Chaloux proposes to exempt all claims for
    4    prospective relief from Monell's policy or custom requirement, we
    5    are not persuaded by its logic.    Monell draws no distinction
    6    between injunctive and other forms of relief and, by its own
    7    terms, requires attribution of misconduct to a municipal policy
    8    or custom in suits seeking monetary, declaratory or injunctive
    9    relief.   Monell, 436 U.S. at 690; see Dirrane v. Brookline Police
    10   Dep't, 
    315 F.3d 65
    , 71 (1st Cir. 2002); L.A. Police Protective
    11   League v. Gates, 
    995 F.2d 1469
    , 1477 (9th Cir. 1993) (Fletcher,
    12   J., concurring) ("Monell . . . simply holds that a municipality
    13   may not be sued at all unless the challenged conduct represents
    14   the official policy or custom of the municipality.").
    15        We join several of our sister circuits in adopting the view
    16   that Monell's bar on respondeat superior liability under § 1983
    17   applies regardless of the category of relief sought.         See
    18   Gernetzke v. Kenosha Unified Sch. Dist. No. 1, 
    274 F.3d 464
    , 468
    19   (7th Cir. 2001) (stating predominant but not unanimous view that
    20   Monell's holding applies to claims seeking injunctive relief);
    21   accord Dirrane, 315 F.3d at 71 & n.4 (collecting cases).
    22                     B.   Failure to Supervise Claim
    23        Municipal liability in Monell was based on the city's
    24   affirmative conduct, that is, its official policy requiring
    25   pregnant employees to take unpaid leaves of absence before such
    26   leaves were medically necessary.       436 U.S. at 660-61.
    14
    1    Nonetheless, the Supreme Court has left a narrow opening for
    2    § 1983 claims like the one we address here seeking liability
    3    based not on affirmative conduct but on a government official's
    4    failure to act.    See, e.g., City of Canton, 
    489 U.S. at 387-92
    ;
    5    
    id. at 394-95
     (O'Connor, J., concurring in part and dissenting in
    6    part) ("Where . . . a claim of municipal liability is predicated
    7    upon a failure to act, the requisite degree of fault must be
    8    shown by proof of background events and circumstances which
    9    establish that the 'policy of inaction' is the functional
    10   equivalent of a decision by the city itself to violate the
    11   Constitution.").
    12        Specifically, Monell's policy or custom requirement is
    13   satisfied where a local government is faced with a pattern of
    14   misconduct and does nothing, compelling the conclusion that the
    15   local government has acquiesced in or tacitly authorized its
    16   subordinates' unlawful actions.     See Jett v. Dallas Indep. Sch.
    17   Dist., 
    491 U.S. 701
    , 737 (1989) (noting municipal liability may
    18   attach where policy maker acquiesces in longstanding practice
    19   that constitutes "standard operating procedure" of local
    20   government); Green v. City of N.Y., 
    465 F.3d 65
    , 80 (2d Cir.
    21   2006).   Such a pattern, if sufficiently persistent or widespread
    22   as to acquire the force of law, may constitute a policy or custom
    23   within the meaning of Monell.     436 U.S. at 690-91; Jeffes v.
    24   Barnes, 
    208 F.3d 49
    , 61 (2d Cir. 2000); Turpin v. Mailet, 619
    
    25 F.2d 196
    , 201 (2d Cir. 1990).
    15
    1         It follows therefore that a government supervisor who fails
    2    to take obvious steps to prevent manifest misconduct is subject
    3    to suit under § 1983 in certain, limited circumstances.     See City
    4    of Canton, 
    489 U.S. at 387
    .     In City of Canton, the Supreme Court
    5    held a city's failure to train its subordinates satisfies the
    6    policy or custom requirement only where the need to act is so
    7    obvious, and the inadequacy of current practices so likely to
    8    result in a deprivation of federal rights, that the municipality
    9    or official can be found deliberately indifferent to the need.
    10   
    Id. at 390
    .
    11        Although City of Canton addressed a claim of a failure to
    12   train, the stringent causation and culpability requirements set
    13   out in that case have been applied to a broad range of
    14   supervisory liability claims.     See, e.g., Amnesty, 
    361 F.3d at
    15   127 (failure to supervise); Berry v. City of Detroit, 
    25 F.3d 16
       1342, 1354 (6th Cir. 1994) (failure to discipline).    In Walker v.
    17   City of N.Y., 
    974 F.2d 293
    , 297-98 (2d Cir. 1992), we outlined
    18   the requirements that must be met before a local government or
    19   official's failure to act amounts to deliberate indifference.
    20   Plaintiffs are required to submit evidence that defendants knew
    21   to a moral certainty that the City would confront a given
    22   situation; the situation presented the City with a difficult
    23   choice or there was a history of its mishandling the situation;
    24   and the wrong choice by the City would frequently cause the
    25   deprivation of plaintiffs' rights.     
    Id.
    16
    1          Walker, which decided an appeal from a dismissal on the
    2    pleadings, is best understood as establishing the circumstances
    3    that give rise to a defendant supervisor's duty to act or, more
    4    precisely, the circumstances under which a supervisor's failure
    5    to act triggers liability under § 1983.   See id. at 294-95, 297-
    6    98.   At later stages of litigation, a plaintiff must establish
    7    also that defendant breached its duty to act by failing to make
    8    meaningful efforts to address the risk of harm to plaintiffs.
    9    See Amnesty, 
    361 F.3d at
    129-30 & n.10 (requiring plaintiffs to
    10   furnish evidence that training program was actually inadequate);
    11   Vann v. City of N.Y., 
    72 F.3d 1040
    , 1049 (2d Cir. 1995) (allowing
    12   inference of deliberate indifference where repeated complaints
    13   are followed by no meaningful attempt to investigate or forestall
    14   incidents).
    15         Here, the state did respond to the City's non-compliance,
    16   and so plaintiffs faced a heavy burden of proof in showing that
    17   the state's response was so patently inadequate to the task as to
    18   amount to deliberate indifference.   See, e.g., Sarus v. Rotundo,
    19   
    831 F.2d 397
    , 401 (2d Cir. 1987) (requiring proof that failure to
    20   supervise was severe); Young v. City of Providence ex rel.
    21   Napolitano, 
    404 F.3d 4
    , 27 (1st Cir. 2005) ("[A] training program
    22   must be quite deficient in order for the deliberate indifference
    23   standard to be met:   the fact that training is imperfect or not
    24   in the precise form a plaintiff would prefer is insufficient to
    25   make such a showing.").   Such inadequacy must reflect a
    26   deliberate choice among various alternatives, rather than
    17
    1    negligence or bureaucratic inaction.   Pembaur v. Cincinnati, 475
    2   
    U.S. 469
    , 483-84 (1986).   Further, as plaintiffs in the case at
    3    hand challenge a many-layered supervisory program spanning
    4    several years -- rather than an isolated incident of non-
    5    supervision -- they are required to identify with specificity the
    6    inadequacies giving rise to their claim.   Cf. Amnesty, 
    361 F.3d 7
       at 127 n.8, 128 (not requiring plaintiff to specify obvious
    8    supervisory deficiency based on allegation that chief passively
    9    witnessed police brutality).
    10        Plaintiffs must prove in the end that the state defendants'
    11   inadequate supervision actually caused or was the moving force
    12   behind the alleged violations.   Polk County v. Dodson, 
    454 U.S. 13
       312, 326 (1981); see also City of Oklahoma v. Tuttle, 
    471 U.S. 14
       808, 823 (1985) (plurality opinion) (requiring at minimum an
    15   "affirmative link" between policy and alleged violations); City
    16   of Canton, 
    489 U.S. at 391
     ("[T]he identified deficiency . . .
    17   must be closely related to the ultimate injury."); Zahrey v.
    18   Coffee, 
    221 F.3d 342
    , 350 (2d Cir. 2000) (describing causation as
    19   an element that must be proved to hold a municipality liable
    20   under § 1983).
    21        In sum, plaintiffs' claims against state defendants are
    22   governed by Monell's policy or custom requirement, which
    23   obligates plaintiffs to (1) establish state defendants' duty to
    24   act by proving they should have known their inadequate
    25   supervision was so likely to result in the alleged deprivations
    26   so as constitute deliberate indifference under Walker; (2)
    18
    1    identify obvious and severe deficiencies in the state defendants'
    2    supervision that reflect a purposeful rather than negligent
    3    course of action; and (3) show a causal relationship between the
    4    failure to supervise and the alleged deprivations to plaintiffs.
    5    As we explain in a moment, we do not think plaintiffs
    6    successfully discharged that obligation.
    7            III   Liability Under a Non-Delegable Duty Theory
    8         Plaintiffs maintained, and the district court agreed, the
    9    Food Stamp and Medicaid Acts imposed on participating states a
    10   non-delegable duty to administer the programs in such a manner
    11   that any state electing to operate its programs on a
    12   decentralized basis may only fulfill its statutory obligations by
    13   ensuring compliance by its local agencies.   Following this logic,
    14   the district court concluded that any violations detected in the
    15   City's administration of the programs gave rise, by operation of
    16   law, to corresponding claims against the state defendants.
    17   Reynolds III, 118 F.3d at 386.
    18        This novel theory did not require the district court to base
    19   a finding of liability on any identified deficiencies in the
    20   state's supervision, to find the state defendants deliberately
    21   indifferent to the citizens of New York or constructively
    22   acquiescent to the City's misconduct, or to locate a causal link
    23   between the state's alleged sins of omission and the alleged
    24   violations.   In sidestepping Monell's rigorous culpability and
    25   causation standards, the district court's holding tumbled
    26   headlong into the error warned against by the Supreme Court and
    19
    1    imposed de facto respondeat superior liability -- a result
    2    rejected by Monell -- on the state defendants.    See City of
    3    Canton, 
    489 U.S. at 392
    .
    4         Plaintiffs' attempt to justify the evasion of Monell's
    5    rejection of vicarious liability is wholly unpersuasive.
    6    Plaintiffs neither dispute that the Food Stamp and Medicaid Acts
    7    authorize participating states to delegate the day-to-day
    8    administration of the programs, nor challenge New York State's
    9    decision to operate on a decentralized basis.    Instead, they
    10   suggest the Food Stamp and Medicaid Acts allow states to delegate
    11   only at their peril.   Although plaintiffs decline to state the
    12   argument so bluntly, and speak instead in terms of "ultimate
    13   responsibility," we understand their position to be that the
    14   statutes themselves render the states vicariously liable to
    15   plaintiffs.   We see no support in the language of the Acts or our
    16   case law for the proposition that § 1983 claims arising under the
    17   Food Stamp or Medicaid Acts are exempt from the standards
    18   governing all other § 1983 claims.
    19        As a threshold matter, plaintiffs have not provided us with
    20   any limiting principle to prevent their non-delegable duty theory
    21   from swallowing Monell whole.   Neither the assertion that the
    22   state was the direct assignee of the task of administering the
    23   food stamp and Medicaid programs, nor the amorphous concept of
    24   ultimate responsibility, suffices to distinguish our case from
    25   countless others in which an employer is charged with certain
    26   duties, delegates those duties to his subordinates and remains
    20
    1    ultimately responsible to his superiors for the performance of
    2    the delegated tasks.
    3         Plaintiffs seek support for their position in Henrietta D.
    4    v. Bloomberg, 
    331 F.3d 261
     (2d Cir. 2003), where we located a
    5    duty to supervise on the part of the state implicit in the
    6    Rehabilitation Act of 1973, § 504, 
    29 U.S.C. § 794
    .     
    Id. at 287
    .
    7    Although the rationale set out in that case might lend support to
    8    plaintiffs' non-delegable duty theory in a different context, see
    9    
    id. at 286-87
    , Henrietta D. is inapposite because it does not
    10   address § 1983 liability.   Further, that case merely held that
    11   supervisory liability was a permissible basis for suit against a
    12   state and did not purport to establish a standard to govern its
    13   imposition on that basis.   See id. at 287.
    14        Both the district court and plaintiffs rely on Robertson v.
    15   Jackson, 
    972 F.2d 529
     (4th Cir. 1992), in which the Fourth
    16   Circuit affirmed an injunction ordering the state commissioner
    17   responsible for supervision of Virginia's food stamp program to
    18   ensure compliance by local agencies.   
    Id. at 532-34
    .
    19   Undoubtedly, Robertson provides a strong endorsement of
    20   plaintiffs' non-delegable duty theory but, as appellants'
    21   suggest, Robertson's persuasiveness is greatly dampened by its
    22   complete silence on § 1983 limitations on municipal liability.
    23        Robertson, in turn, draws significantly from cases and
    24   legislative history addressing a state's liability, not to
    25   welfare recipients, but to the federal agency responsible for
    26   national implementation of the food stamp program.      See id. at
    21
    1    533-34; Woods v. United States, 
    724 F.2d 1444
    , 1447-48 (9th Cir.
    2    1984) (holding state liable to United States Department of
    3    Agriculture for local violations of Food Stamp Act); California
    4    v. Block, 
    663 F.2d 855
    , 858 (9th Cir. 1981); H.R. Rep. No. 95-
    5    464, at 299 (1977), as reprinted in 1977 U.S.C.C.A.N. 1704, 2235
    6    ("The state, however, remains ultimately responsible and is the
    7    unit with which the [United States Department of Agriculture]
    8    deals.").    These sources merely imply that, by private or public
    9    arrangement, a supervisor may be held responsible to his
    10   supervisor for the shortcomings of his subordinates.
    11           The district court's final judgment, insofar as it requires
    12   the state defendants to supervise the City without finding how
    13   the state defendants have previously failed in this duty,
    14   supplies further evidence of the earlier wrong turn in the
    15   court's reasoning.    The injunction it issued operates as a
    16   general caution to do more or do better, thereby imposing
    17   prophylactic duties on the state that may or may not be related
    18   to the deprivations at bar.     See City of Canton, 
    489 U.S. at
    395
    19   (O'Connor, J., concurring in part and dissenting in part).      In
    20   our view neither the district court's reasoning nor its judgment
    21   can be squared with controlling § 1983 case law.
    22      IV    State Defendants Not Liable Under Proper Legal Standard
    23                         A.   Inadequate Supervision
    24           Plaintiffs contend state defendants were deliberately
    25   indifferent under the test set out in Walker because they had
    26   knowledge of an obvious need for supervision and the risk of harm
    22
    1    to plaintiffs.   We do not decide whether plaintiffs succeed under
    2    Walker in proving state defendants had a duty to act, nor whether
    3    any hypothetical inadequacies in the state's response can be
    4    linked to plaintiffs' injury, because plaintiffs cannot prove the
    5    state's supervision was patently inadequate.
    6         The district court acknowledged the state's various measures
    7    to foster compliance by the City including reviews at each of the
    8    job centers, issuance of policy directives, and instructions to
    9    the city agency to step up its monitoring and reporting on
    10   identified areas of non-compliance.     Reynolds IV, 
    2005 WL 342106
    ,
    11   at *21.   For example, in 2000 and 2001, the Office of Temporary
    12   Disability Assistance conducted reviews at all job centers and
    13   five income support centers in New York City.    The state office
    14   reported the results of these reviews to the city agency and
    15   required it to submit quarterly reports until all outstanding
    16   issues were resolved.   On the issue of separate determinations
    17   regarding an applicant's eligibility for food stamps, the Office
    18   of Temporary Disability Assistance issued a policy directive
    19   mandating such determinations be made.    When the city agency
    20   failed to comply, the office required it to investigate and
    21   address the failure, as well as submit a plan for citywide
    22   implementation of the state's policy.
    23        Similarly, the Department of Health, New York's designated
    24   single state agency under the Medicaid Act, responded to
    25   plaintiffs' allegations by issuing instructions to local
    26   districts to bring them into compliance and worked with city
    23
    1    defendants to review and approve corrective changes.    The
    2    Department of Health clarified that applicants were entitled to
    3    separate eligibility determinations for Medicaid and required the
    4    city agency to monitor referrals for such determinations.
    5         Against this evidence of the state's efforts, the plaintiffs
    6    note that the United States Department of Agriculture faulted New
    7    York State in November 1999 for its lack of effective oversight
    8    of the local agencies.   We concur with the district court in
    9    characterizing the 1999 report as a benchmark against which the
    10   defendants' later efforts should be measured.   
    Id.
     at *10
    11   ("[P]laintiffs' reliance on prior reviews captures the world's
    12   largest welfare system in a still portrait and overlooks the City
    13   defendants' efforts toward compliance.").   Later reports from the
    14   Department of Agriculture noted efforts and improvements made by
    15   New York's Office of Temporary and Disability Assistance, while
    16   also identifying areas requiring further corrective action.
    17        Any inadequacy that may be found in the state's response
    18   stands in sharp contrast to the allegations of inaction and even
    19   encouragement of misconduct that provide grounds for supervisory
    20   liability in the typical case.   State defendants did not sit on
    21   their hands in the face of an obvious need to act.     See Bd. of
    22   County Comm'rs of Bryan County v. Brown, 
    520 U.S. 397
    , 418 (1997)
    23   (Souter, J., dissenting).   They did not, as did the municipal
    24   defendant in Amnesty, stand idly by, let alone encourage, the
    25   City's non-compliance.   
    361 F.3d at 128
    ; see also Jeffes, 208
    26   F.3d at 63 (allowing inference of deliberate indifference from
    24
    1    evidence that supervisor observed abusive incident with a smile);
    2    Bolin v. Black, 
    875 F.2d 1343
     (8th Cir. 1989); Gutierrez-
    3    Rodriguez v. Cartagena, 
    882 F.2d 553
     (1st Cir. 1989).   In short,
    4    there is little evidence showing the state to be deliberately
    5    indifferent.
    6         Nonetheless, we do not hold that any action taken by a local
    7    government insulates it from supervisory liability.   If a
    8    supervisor's steps are proven so meaningless or blatantly
    9    inadequate to the task that he may be said to be deliberately
    10   indifferent notwithstanding his nominal supervisory efforts,
    11   liability will lie.   See, e.g., Vann, 
    72 F.3d at 1050
     (reversing
    12   summary judgment against plaintiff in light of evidence that
    13   police "paid virtually no attention" to complaints relating to
    14   officers with history of abusive conduct); Ricciuti v. N.Y. City
    15   Transit Auth., 
    941 F.2d 119
    , 121, 124 (2d Cir. 1991) (vacating
    16   dismissal on pleadings where plaintiffs alleged current training
    17   was obviously inadequate); Fiacco v. City of Rensselaer, 
    783 F.2d 18
       319, 330-31 (2d Cir. 1986) (finding deliberate indifference where
    19   chief of police conducted superficial investigations of citizen
    20   complaints and failed to discipline officers, record complaints
    21   or engage in any further review).
    22        Here, however, there is no evidence to suggest that the
    23   state's phased efforts were meaningless or obviously inadequate,
    24   except the fact of the City's continued failure to comply with
    25   certain provisions of law.   Contrary to the district court's and
    26   plaintiffs' suggestion, the extent of state defendants' ultimate
    25
    1    success in averting injury cannot be the legal measure of its
    2    efforts to do so, as such a standard is tantamount to vicarious
    3    liability.    See Amnesty, 
    361 F.3d at 130
     ("City of Canton
    4    unequivocally requires, however, that the fact-finder's
    5    inferences of inadequate training and causation be based on more
    6    than the mere fact that the misconduct occurred in the first
    7    place.").
    8         Our view that state defendants' efforts to foster compliance
    9    preclude a finding of deliberate indifference finds support in
    10   our cases and those of our sister circuits addressing claims
    11   against supervisors who tried, but failed, to prevent injury to
    12   plaintiffs.    See, e.g., Zahra v. Town of Southold, 
    48 F.3d 674
    ,
    13   685 (2d Cir. 1995) (rejecting § 1983 claim where defendant town
    14   had investigated complaint, notwithstanding plaintiff's
    15   unsubstantiated assertion that town's efforts were disingenuous);
    16   Grazier ex rel. White v. City of Philadelphia, 
    328 F.3d 120
    , 125
    17   (3d Cir. 2003) (dismissing failure to train claim where some
    18   police training was provided absent evidence that such training
    19   was so inadequate as to amount to deliberate indifference); Liebe
    20   v. Norton, 
    157 F.3d 574
    , 578 (8th Cir. 1998) (holding that
    21   county's deliberate efforts to prevent inmate suicides
    22   contradicted claim it was deliberately indifferent to them);
    23   Palmquist v. Selvik, 
    111 F.3d 1332
    , 1345 (7th Cir. 1997) ("It is
    24   against these 'better or more' training scenarios that the Court
    25   warned in City of Canton."); Davis v. City of Ellensburg, 869
    
    26 F.2d 1230
    , 1235 (9th Cir. 1989) (finding no deliberate
    26
    1    indifference where chief of police failed to remove problem
    2    police officers from active duty, but sent them to psychologist
    3    and monitored their progress).
    4         The rationale underlying these cases is clear.    A local
    5    government's liability under § 1983 must be based on its policy
    6    or custom under Monell.     Where, as here, that policy incorporates
    7    the defendants' deliberate efforts to protect plaintiffs' rights,
    8    it cannot, at the same time, be deemed deliberately indifferent
    9    to those rights.    See Liebe, 
    157 F.3d at 578
    .   A natural
    10   presumption arises in such cases that any supervisory
    11   inadequacies are the result of negligence rather than deliberate
    12   choice.
    13                      B.   Policy Based on Acquiescence
    14        Plaintiffs argue briefly that the state's alleged
    15   acquiescence to the City's pattern of misconduct represents an
    16   unofficial custom and thus renders the state defendants liable
    17   for suit under Monell.     To the extent plaintiffs intend their
    18   unofficial custom allegation to provide a ground for liability
    19   independent of their failure to supervise claim, the former fails
    20   for the same reason we rejected the latter.     State defendants
    21   took affirmative steps to investigate and correct the City's
    22   misconduct, including specific directions to the city agency to
    23   correct incidents of non-compliance.     We cannot conclude the
    24   state defendants have tacitly authorized or constructively
    25   acquiesced to violations that it has vocally and actively
    26   opposed.
    27
    1                   C.   Remand Serves No Useful Purpose
    2         The district court did not discuss state defendants'
    3    liability under Monell.   On review of a district court decision
    4    that rests on an improper legal standard and omits necessary
    5    factual and legal analysis, it is often appropriate to remand the
    6    case to the trial court for its reconsideration.      See, e.g.,
    7    Dandridge v. Williams, 
    397 U.S. 472
    , 475 n.6 (1970).     But if the
    8    evidence before us admits only a single resolution of the
    9    controlling issue, remanding the case serves no useful purpose.
    10   See Stetson v. Howard D. Wolf Assocs., 
    955 F.2d 847
    , 850 (2d Cir.
    11   1992) (deciding case despite trial court's application of
    12   erroneous legal standard where facts adequately supported
    13   result); cf. Abrams v. Interco Inc., 
    719 F.2d 23
    , 28 n.3 (2d Cir.
    14   1983) (noting that upon discovery of legal error with respect to
    15   temporary injunctions, "the appellate court . . . generally will
    16   not simply remand to the district court but will act on its
    17   own"); accord Buffalo Courier-Express, Inc. v. Buffalo Evening
    18   News, Inc., 
    601 F.2d 48
    , 54, 57, 60 (2d Cir. 1979) (assuming
    19   "full power to review" factual record to determine whether legal
    20   test not considered by district court was satisfied).     Here, "the
    21   record permits only one resolution of the factual issue."
    22   Pullman-Standard v. Swint, 
    456 U.S. 273
    , 292 (1982).     As
    23   plaintiffs cannot prevail on the record before us, we bring this
    24   case, now in its ninth year, to a close by dismissing the
    25   complaint against state defendants.
    28
    1     V   Injunction Against State Defendants Was Abuse of Discretion
    2         Having disposed of the substantive arguments for § 1983
    3    liability against state defendants we turn finally to the
    4    injunctive remedy the district court imposed.
    5         While we recognize that a district court has broad
    6    discretion in fashioning equitable relief, such discretion is not
    7    boundless and must instead be exercised in light of governing
    8    legal principles and is subject to thorough appellate review.
    9    Albemarle Paper Co. v. Moody, 
    422 U.S. 405
    , 416 (1975); Hodge v.
    10   Police Officers, 
    802 F.2d 58
    , 60 (2d Cir. 1986).    Consequently, a
    11   grant of injunctive relief may be overturned if it is predicated,
    12   as here, on legal error.    See Abrams, 
    719 F.2d at 28
    .
    13        The authority to issue an injunction is an extraordinary and
    14   powerful one that is to be used sparingly and cautiously and only
    15   in a "clear and plain" case.    Rizzo v. Goode, 
    423 U.S. 362
    , 378
    16   (1976); Irwin v. Dixion, 50 U.S. (9 How.) 10, 33 (1850).     Even
    17   greater caution is appropriate where a federal court is asked to
    18   interfere by means of injunctive relief with a state's executive
    19   functions, a sphere in which states typically are afforded
    20   latitude.     Rizzo, 
    423 U.S. at 378-80
    ; see also Huffman v. Pursue,
    21   Ltd., 
    420 U.S. 592
    , 603 (1975) (requiring federal courts to
    22   "abide by standards of restraint that go well beyond those of
    23   private equity jurisprudence" when asked to enjoin state
    24   officials).    As Justice Holmes said "no injunction ought to issue
    25   against officers of a State . . ., unless in a case reasonably
    26   free from doubt . . ."     Mass. State Grange v. Benton, 
    272 U.S. 29
    1    525, 527 (1926).   In such cases, we must keep in mind the
    2    "integrity and function" of state institutions, see Knox v.
    3    Salinas, 
    193 F.3d 123
    , 129-30 (2d Cir. 1999) (per curiam), as
    4    well as the delicate balance that must be maintained between a
    5    federal court's exercise of its equitable power and a state's
    6    administration of its own affairs, see Rizzo, 
    423 U.S. at 378-80
    .
    7    Writing for the Supreme Court in Hawks v. Hamill, 
    288 U.S. 52
    8    (1932), Justice Cardozo explained
    9             Caution and reluctance there must be in
    10             special measure where relief, if granted, is
    11             an interference by the process of injunction
    12             with the activities of state officers
    13             discharging in good faith their supposed
    14             official duties. In such circumstances this
    15             court has said that an injunction ought not
    16             to issue "unless in a case reasonably free
    17             from doubt.". . . A prudent self-restraint is
    18             called for at such times if state and
    19             national functions are to be maintained in
    20             stable equilibrium. . . . Our process does
    21             not issue unless the path is clear.
    22
    23   
    Id. at 60-61
    .
    24        Such federalism concerns underlie the instant litigation.
    25   Indeed, they are exacerbated by evidence of the state defendants'
    26   efforts to improve the City's compliance with federal law.    It is
    27   often more difficult to discern a defendant's culpability if he
    28   has acted to prevent harm than where he has failed to act at all.
    29   Plaintiffs' claim that the state should have supervised more or
    30   differently put pressure on the district court to second guess
    31   the state's managerial decisions and priorities, a task for which
    32   courts are ill-suited.   See City of Canton, 
    489 U.S. at 392
    .
    30
    1         In our view, the district court's decision made light of
    2    these considerations, and the permanent injunction it issued
    3    against the state reveals a deficit of the caution called for by
    4    the authorities just cited.    In view of state defendants'
    5    affirmative supervisory steps, plaintiffs' inability to show
    6    defendants were deliberately indifferent to their needs, and the
    7    district court's reliance on a novel and untenable theory of
    8    liability, we are compelled to conclude that this case was
    9    neither clear nor plain, and certainly not reasonably free from
    10   doubt.   Accordingly, the district court abused its discretion in
    11   issuing the injunction against state defendants and that portion
    12   of the injunction must be vacated.
    13                                 CONCLUSION
    14        Accordingly, for the foregoing reasons, we reverse the
    15   district court's grant of an injunction against the state
    16   defendants, dismiss the complaint against state defendants, and
    17   strike paragraphs 2, 4, 8 and 11 from the district court's
    18   December 14, 2005 judgment.
    31
    1    STRAUB, Circuit Judge, concurring in part and dissenting in part:
    2           When the State of New York accepted federal funding under the Food Stamp Act, 7
    
    3 U.S.C. §§ 2011-2036
    , and the Medicaid Act, 
    42 U.S.C. §§ 1396
    -1396v, it made a promise to
    4    provide residents who cannot afford to pay for food or healthcare with the means to secure these
    5    basic necessities of life. Although that promise was technically made to the federal government,
    6    it can be enforced to some extent by qualified beneficiaries, upon whom the Acts
    7    “unambiguously confer[] [the] right” to receive food stamps and Medicaid assistance in a timely
    8    manner. See Gonzaga Univ. v. Doe, 
    536 U.S. 273
    , 283 (2002) (requiring such a right to support
    9    a cause of action under 
    42 U.S.C. § 1983
    ). Plaintiffs were deprived of that right and thus brought
    10   this class action under 
    42 U.S.C. § 1983
     against several governmental agencies that design and
    11   implement these programs in New York. In doing so, plaintiffs allege that the policies and
    12   practices of the New York City Human Resources Administration (“HRA”), the New York State
    13   Office of Temporary and Disability Assistance (“OTDA”), and the New York State Department
    14   of Health (“DOH”) have the effect of preventing needy New York City families and individuals
    15   from applying for, and timely receiving, the benefits to which they are entitled. Following a
    16   bench trial in April 2001, the United States District Court for the Southern District of New York
    17   (William H. Pauley, III, Judge) granted the plaintiff class declaratory and injunctive relief as
    18   against all defendants. See Reynolds v. Giuliani, No. 98 Civ. 8877 (WHP), 
    2005 WL 3428213
    19   (S.D.N.Y. Dec. 14, 2005). Only the commissioners of the two state agencies (“State
    20   defendants”) have maintained their appeal.
    21          Because New York has delegated the day-to-day administration of the food stamp and
    22   Medicaid programs to local agencies such as the HRA, see N.Y. Soc. Serv. Law, art. 3, the
    23   OTDA and DOH did not directly participate in the mishandling of plaintiffs’ applications.
    24   Furthermore, plaintiffs have not shown that the State defendants promulgated policies or took
    25   other affirmative actions that compelled the HRA to wrongfully withhold benefits. Plaintiffs’ §
    1
    1    1983 complaint against the State defendants is best construed as a claim, not of malfeasance, but
    2    of nonfeasance – or, more precisely, a failure to adequately train and supervise.
    3           I concur with my colleagues that a governmental entity’s failure to properly train or
    4    supervise may serve as the basis for § 1983 liability only where that failure reflects a deliberate
    5    indifference to the rights of citizens and is closely related to the ultimate injury suffered. See
    6    City of Canton v. Harris, 
    489 U.S. 378
    , 388, 391 (1989). To permit claims based upon a failure
    7    to act “to go forward under § 1983 on a lesser standard of fault would result in de facto
    8    respondeat superior liability,” id. at 392 – a result that the Supreme Court has specifically
    9    rejected, see Monell v. New York City Dep’t of Social Servs., 
    436 U.S. 658
    , 693-94 (1978).
    10   Moreover, such a result would abrogate the language of § 1983, which makes clear that only a
    11   person who, under color of law, “subjects, or causes to be subjected, any citizen . . . to the
    12   deprivation of any rights . . . shall be liable to the party injured,” 
    42 U.S.C. § 1983
     (emphasis
    13   added); see Duchesne v. Sugarman, 
    566 F.2d 817
    , 830 (2d Cir. 1977) (“The doctrine of
    14   respondeat superior is unavailable as a basis for imposing liability under § 1983; there must be
    15   some showing of personal responsibility.”). The District Court thus erred when it held the State
    16   defendants liable under § 1983 without first determining that their failure to adequately train and
    17   supervise amounted to deliberate indifference, and that such failure caused plaintiffs’ injury.
    18          While I agree that the District Court’s judgment against the State defendants was
    19   premised on legal error, I believe that this error warrants vacatur and remand instead of reversal.
    20   As the Supreme Court has instructed, “[w]hen an appellate court discerns that a district court has
    21   failed to make a finding because of an erroneous view of the law, the usual rule is that there
    22   should be a remand for further proceedings to permit the trial court to make the missing
    23   findings.” Pullman-Standard v. Swint, 
    456 U.S. 273
    , 291 (1982). The only exception to this rule
    24   is when “the record permits only one resolution of the factual issue.” 
    Id. at 292
    . This exception
    25   should be construed narrowly, since “factfinding is the basic responsibility of district courts,
    26   rather than appellate courts.” DeMarco v. United States, 
    415 U.S. 449
    , 450 n.1 (1974).
    2
    1            Deliberate indifference and causation are fact-sensitive issues. Furthermore, the facts in
    2    this case are extensive and complex, filling thousands of pages of dense reports, declarations, and
    3    deposition testimony. My colleagues, perhaps swayed by a sense that this litigation has gone on
    4    long enough, have concluded that this case need not drag on longer because the record permits
    5    only one conclusion – that whatever their shortcomings, the State defendants were not
    6    deliberately indifferent to plaintiffs’ rights and did not cause plaintiffs’ injury. Because I do not
    7    view the record as so clear-cut and one-sided, I would follow the usual rule and remand for
    8    further proceedings. I therefore dissent in the result.
    9
    10                                                       I.
    11           I shall begin with the fault element of plaintiffs’ § 1983 claim. In Canton, the Supreme
    12   Court explained that a governmental entity’s “failure to provide proper training may fairly be said
    13   to represent a policy for which [it] is responsible,” where “in light of the duties assigned to
    14   specific officers or employees the need for more or different training is so obvious, and the
    15   inadequacy so likely to result in the violation of . . . [citizens’] rights, that the policymakers . . .
    16   can reasonably be said to have been deliberately indifferent to the need.” 
    489 U.S. at 390
    .
    17           We have previously distilled Canton’s explanation of deliberate indifference into three
    18   concrete requirements, which apply to inadequate training and inadequate supervision claims
    19   alike. See Walker v. City of New York, 
    974 F.2d 293
    , 297 (2d Cir. 1992), cert. denied, 
    507 U.S. 20
       961, 972 (1993). “First, the plaintiff must show that a policymaker knows ‘to a moral certainty’
    21   that her employees will confront a given situation.’” 
    Id.
     (quoting Canton, 
    489 U.S. at
    390 n.10).
    22   “Second, the plaintiff must show that the situation either presents the employee with a difficult
    23   choice of the sort that training or supervision will make less difficult or that there is a history of
    24   employees mishandling the situation.” 
    Id.
     “Finally, the plaintiff must show that the wrong
    25   choice by the . . . employee will frequently cause the deprivation of a citizen’s . . . rights.” 
    Id.
     at
    26   298.
    3
    1           Citing this Court’s decision in Doe v. New York City Dep’t of Social Servs., 
    649 F.2d 134
    2    (2d Cir. 1981), cert. denied, 
    464 U.S. 864
     (1983), the State defendants argue that the Walker
    3    requirements should be applied more strictly in this case because their power over the local
    4    agencies “is far less than the degree of control typically found in supervisor-subordinate
    5    relationships within a single agency or institution.” In particular, the State defendants point out
    6    that under the scheme established by the New York Social Services Law, they lack the authority
    7    to dictate the size or composition of any local agency’s staff.
    8           In Doe, the plaintiff claimed to have suffered continuous abuse at the hands of her foster
    9    father and brought a § 1983 action against the agency charged with supervising her foster care.
    10   
    649 F.2d at 136-37
    . The plaintiff asserted that “the agency’s failure to supervise her placement
    11   adequately and to report her situation to the New York City Department of Social Services as a
    12   suspected case of child abuse led to the continuation of her mistreatment in the home.” 
    649 F.2d 13
       at 137. In analyzing deliberate indifference in that context, we observed that the foster care
    14   agency’s relationship to the families it licensed differed in two key respects from the normal
    15   supervisor-subordinate relationship within a single institution. 
    Id. at 142
    . First, unlike
    16   institutional administrators, who “can readily call in subordinates for consultation” and “give
    17   strict orders with reasonable assurance that their mandates will be followed,” the foster care
    18   agency “had to rely upon occasional visits for its information gathering, and its relationship to the
    19   foster family was less unequivocally hierarchical.” 
    Id.
     Second, “given its goal of approximating
    20   a normal family environment for foster children,” the foster care agency understandably “felt
    21   constrained to respect the foster family’s autonomy and integrity and pressured to minimize
    22   intrusiveness.” 
    Id.
     As the State defendants here emphasize, we noted that these differences
    23   tended to “suggest that deliberate indifference ought not to be inferred from a failure to act as
    24   readily as might be done in the [normal institutional] context, since in the foster care situation,
    25   there are obvious alternative explanations for a family being given the benefit of the doubt and
    26   the agency refusing to intervene.” 
    Id.
    4
    1                 Our analysis did not end there, however. We went on to recognize that “[i]n other cases,
    2         defendants have been ‘charged with knowledge’ of unconstitutional conditions when they
    3         persistently violated a statutory duty to inquire about such conditions and to be responsible for
    4         them.” 
    Id.
     at 145 (citing United States ex rel. Larkins v. Oswald, 
    510 F.2d 583
     (2d Cir. 1975);
    5         Wright v. McMann, 
    460 F.2d 126
     (2d Cir. 1972), cert. denied, 
    409 U.S. 885
     (1972)). We
    6         explained that “[t]hese cases are best understood not as imposing strict liability under section
    7         1983 for failure to perform statutory duties, but as inferring deliberate unconcern for plaintiffs’
    8         welfare from a pattern of omissions revealing deliberate inattention to specific duties imposed for
    9         the purpose of safeguarding plaintiffs from abuse.” Id.; see also Duchesne, 
    566 F.2d at
    832 n.31.
    10        The foster care agency had “a strict duty,” imposed on it by state law, “to report all suspected
    11        cases of child abuse to the Department of Social Services.” Doe, 
    649 F.2d at 145
    . We
    12        determined that if the agency persistently failed to carry out that statutory duty, it could be held
    13        liable under § 1983, notwithstanding its imperfect knowledge of the situation and limited control
    14        over the foster family. See id. at 146.
    15                A state is free not to participate in the “scheme of cooperative federalism” established
    16        under the Food Stamp and Medicaid Acts, but if it decides to join, “it must comply with federal
    17        requirements if it is to assure the continued availability to it of federal funds to defray a part of
    18        the total expense of assisting its needy citizens.” Rothstein v. Wyman, 
    467 F.2d 226
    , 232 (2d Cir.
    19        1972), cert. denied, 
    411 U.S. 921
     (1973) (internal quotation marks omitted). The Acts impose a
    20        number of specific, binding obligations on participating states for the benefit of applicants. For
    21        instance, the Food Stamp Act provides that each state, inter alia:
    22           (1)     “shall provide timely, accurate, and fair service to applicants for, and
    23                   participants in, the food stamp program,” 
    7 U.S.C. § 2020
    (e)(2)(B)(i);
    24           (2)     “shall permit an applicant household to apply to participate in the program
    25                   on the same day that the household first contacts a food stamp office in
    26                   person during office hours,” 
    id.
     § 2020(e)(2)(B)(iii);
    27           (3)     “shall consider an application that contains the name, address, and
    28                   signature of the applicant to be filed on the date the applicant submits the
    29                   application,” id. § 2020(e)(2)(B)(iv);
    5
    1          (4)     “shall thereafter promptly determine the eligibility of each applicant
    2                  household by way of verification of income . . . so as to complete
    3                  certification of and provide an allotment retroactive to the period of
    4                  application to any eligible household not later than thirty days following
    5                  its filing of an application,” id. § 2020(e)(3); and
    6          (5)     “shall . . . provide coupons no later than 7 days after the date of application
    7                  to any household which [qualifies for expedited food stamp service],” id. §
    8                  2020(e)(9)(A).
    9        The Medicaid Act similarly mandates that a state’s plan for medical assistance “provide that all
    10       individuals wishing to make application for medical assistance under the plan shall have
    11       opportunity to do so, and that such assistance shall be furnished with reasonable promptness to
    12       all eligible individuals.” 42 U.S.C. § 1396a(a)(8).
    13              Both Acts permit a participating state to delegate the administration of the assistance
    14       programs to local agencies. See 
    7 U.S.C. § 2012
    (n)(1) (Food Stamp Act); 
    42 U.S.C. § 15
           1396a(a)(1) (Medicaid Act). However, “[a] state that chooses to operate its program[s] through
    16       local, semi-autonomous social service agencies cannot thereby diminish the obligation to which
    17       the state, as a state, has committed itself, namely, compliance with federal requirements
    18       governing the provision of the . . . benefits that are funded by the federal government.”
    19       Robertson v. Jackson, 
    972 F.2d 529
    , 534 (4th Cir. 1992), cited in Henrietta D. v. Bloomberg, 331
    
    20 F.3d 261
    , 286-87 (2d Cir. 2003), cert. denied, 
    541 U.S. 936
     (2004).1 In other words, although
    1
    In Henrietta D., we considered the scope of a state agency’s liability under another
    Spending Clause legislation – the Rehabilitation Act of 1973, 
    29 U.S.C. § 794
    , et seq. Observing
    that “Spending Clause legislation is ‘much in the nature of a contract,’” we looked to general
    principles of contract law to determine the proper remedy. 
    331 F.3d at 285
     (quoting Barnes v.
    Gorman, 
    536 U.S. 181
    , 186 (2002)). Applying these principles, we determined that the State of
    New York – like any obligor that promises performance in exchange for consideration – was
    “liable to guarantee that those it [had] delegate[d] to carry out its programs satisf[ied] the terms
    of its promised performance, including compliance with the Rehabilitation Act.” 
    Id. at 286
    . We
    also noted that “[a] number of non-Second Circuit cases . . . seem to take the view that the state’s
    assumption of liability under [other Spending Clause legislation such as] the Food Stamp and
    Medicaid Acts renders it liable for violations of those acts by local agencies.” 
    Id.
     (citing, inter
    alia, Robertson, 
    972 F.2d at 534
    ). Consistent with those cases, we held that the Commissioner
    of the New York State Department of Social Services was subject to supervisory liability for
    localities’ non-compliance with the Rehabilitation Act. Id. at 287. We declined to decide “what
    factual showing would adequately establish an actionable failure to supervise,” however, as the
    issue was not squarely presented. Id.
    Here, plaintiffs chose 
    42 U.S.C. § 1983
     as the statutory vehicle to enforce their rights to
    6
    1    administrative duties may be passed down, “ultimate responsibility for compliance with federal
    2    requirements nevertheless remains at the state level.” Robertson, 
    972 F.2d at 533
     (internal
    3    quotation marks omitted).
    4           To discharge this ultimate responsibility, a state that chooses to delegate administrative
    5    duties to local agencies must, at the very least, provide those agencies with adequate guidance on
    6    the proper procedures for determining eligibility so that qualified applicants receive the
    7    assistance they need in a timely manner. See 
    7 U.S.C. § 2020
    (e)(2)(A) (“[T]he State agency shall
    8    establish procedures governing the operation of food stamp offices that the State agency
    9    determines best serve households in the State . . . .”); 
    7 C.F.R. § 272.3
    (a) (“State agencies shall
    10   prepare and provide to staff responsible for administering the Program written operating
    11   procedures.”); see also 42 U.S.C. § 1396a(a)(4)(B) (specifying that the state plan for medical
    12   assistance must provide “for the training and effective use of paid subprofessional staff . . . in the
    13   administration of the plan”).2
    14          In addition, the state must conduct regular reviews of the local agencies to ensure that the
    15   correct procedures are being followed and that the rights of eligible beneficiaries are not being
    16   violated. See 
    7 C.F.R. § 275.5
     (requiring the state agency in charge of the food stamp program to
    17   conduct Management Evaluation reviews “to measure compliance with the provisions” of Food
    18   and Nutrition Service regulations); see also 
    42 C.F.R. § 435.903
    (a) (mandating that the state
    19   agency charged with overseeing the Medicaid program “[h]ave methods to keep itself currently
    20   informed of the adherence of local agencies to the State plan provisions and the agency’s
    food stamps and Medicaid assistance. Therefore, we need not decide whether a cause of action
    exists against the State defendants directly under the Food Stamp and Medicaid Acts, or what
    standard of fault, if any, would apply to such a hypothetical claim. Section 1983, which sounds
    in tort rather than contract, see City of Monterey v. Del Monte Dunes at Monterey, Ltd., 
    526 U.S. 687
    , 709-10 (1999), demands some showing of fault, and where the claim alleges a failure to
    train or supervise, the requisite standard is deliberate indifference. See Canton, 
    489 U.S. at 388
    .
    2
    HRA submits its proposed local procedures, relating to policy matters as well as
    operational issues such as computer support, to the DOH for review and sign-off. The OTDA
    likewise has the authority to disapprove of local rules and procedures.
    7
    1    procedures for determining eligibility”). If deficiencies are discovered, the state must promptly
    2    formulate a corrective action plan to address them, and then undertake follow-up measures to
    3    ensure that the plan is fully implemented and the identified deficiencies cured. See 
    7 C.F.R. § 4
      275.16(c) (providing that the state agency in charge of the food stamp program “shall ensure that
    5    appropriate corrective action is taken on all deficiencies including each case found to be in error
    6    by quality control reviews and those deficiencies requiring corrective action only at the project
    7    area level”); 
    id.
     § 275.18(b) (stating that “[p]roject area/management unit corrective action plans
    8    shall contain all the information necessary to enable the State agency to monitor and evaluate the
    9    corrective action properly”); id. § 275.19(b) (directing the state agency to “ensure that corrective
    10   action on all deficiencies identified in the State Corrective Action Plan and Project
    11   Area/Management Unit Corrective Action Plan is implemented and achieves the anticipated
    12   results within the specified time frames”); see also 
    42 C.F.R. § 435.903
    (b) (requiring that the
    13   state agency responsible for the Medicaid program “[t]ake corrective action to ensure [the local
    14   agencies’] adherence [to the state plan provisions and the agency’s procedures for determining
    15   eligibility]”).
    16           As detailed in the following sections, there is evidence in this record indicating that,
    17   despite a long history and alarmingly high rate of HRA staff mishandling food stamp and
    18   Medicaid applications following the implementation of the Personal Responsibility and Work
    19   Opportunity Reconciliation Act (“PRWORA”), Pub. L. 104-193, 
    110 Stat. 2105
     (1996), the State
    20   defendants continually failed to provide the training and supervision needed to remedy systemic
    21   problems. To point to two examples in particular, the record contains evidence that the State
    22   defendants: (A) failed to provide adequate guidance regarding the proper method of processing
    23   applications, so as to ensure that applicants’ eligibility for food stamps and Medicaid benefits
    24   was determined separately from their eligibility for cash assistance; and (B) failed to adequately
    25   review the local agencies and monitor the success of corrective action plans. Although the State
    26   defendants cannot be held liable under § 1983 merely for not living up to its statutory
    8
    1    obligations, Doe teaches that evidence of a pattern of inattention to statutory duties can support
    2    an inference of deliberate indifference. 649 F.3d at 145-46. I would therefore remand to allow
    3    the fact finder to decide whether that inference should be drawn here.
    4    
    A. 5
             As the District Court aptly described it, PRWORA “represent[ed] a legislative sea change
    6    in thinking about welfare.” Reynolds v. Giuliani, 
    35 F. Supp. 2d 331
    , 347 (S.D.N.Y. 1999).
    7    Among other things, PRWORA eliminated the Aid to Families with Dependent Children
    8    program and replaced it with a new cash assistance program called Temporary Assistance to
    9    Needy Families (“TANF”). A central purpose of TANF, as articulated in the statute itself, is to
    10   “end the dependence of needy parents on government benefits by promoting job preparation,
    11   work, and marriage.” 
    42 U.S.C. § 601
    (a)(2). Consistent with that purpose, PRWORA provides
    12   that a participating state must “[r]equire a parent or caretaker receiving assistance under the
    13   program to engage in work (as defined by the State) once the State determines the parent or
    14   caretaker is ready to engage in work, or once the parent or caretaker has received assistance under
    15   the program for 24 months (whether or not consecutive), whichever is earlier . . . .” 
    42 U.S.C. § 16
       602(a)(1)(A)(ii); see also 
    id.
     § 607 (describing mandatory work requirements).
    17          In response to the PRWORA, HRA began converting its “Income Support Centers” into
    18   new “Job Centers” in March of 1998. The conversion encompassed much more than switching
    19   the sign above the buildings; it entailed a complete overhaul of the application and eligibility
    20   determination procedures. Prior to PRWORA, any individual seeking public assistance was
    21   provided with a state-approved joint application form for food stamps, Medicaid, and cash
    22   assistance. Once the individual completed the application, the application specialist registered
    23   the applicant and scheduled an appointment for a full application interview for five to seven days
    24   later, or in emergency need cases, for that same day. See Reynolds, 
    35 F. Supp. 2d at 335
    . After
    25   PRWORA, the state must first determine that the individual seeking cash assistance is exempt
    26   from work activities or ready to engage in work. If the individual is ready to work, then he or she
    9
    1    must immediately be assigned job search activities and placed on the path towards gainful
    2    employment. See 
    id. at 335-36
    . These new requirements apply only to cash assistance and do
    3    not affect the eligibility standards or statutorily-prescribed time frames for providing food stamps
    4    or Medicaid. Hence, as a result of PRWORA, cash assistance had to be delinked from food
    5    stamps and Medicaid.
    6           The Welfare Management System (“WMS”) is a code-driven computer system used to
    7    process and track applications at the local centers. Before PRWORA, when an individual
    8    applied for cash assistance, WMS automatically enrolled the applicant for a food stamp and/or
    9    Medicaid eligibility determination. In an effort to implement PRWORA, the system was
    10   changed to require a cash assistance worker to affirmatively input a code into WMS to indicate
    11   when an individual is also applying for food stamps or Medicaid, thereby signaling the need for a
    12   separate determination. If the cash assistance worker uses the incorrect code and cash assistance
    13   is later denied, the application is never reviewed for food stamp and Medicaid eligibility, and it is
    14   impossible to detect this error through WMS. Furthermore, even if the cash assistance worker
    15   uses the correct code, the denial of cash assistance requires that the entire application be closed in
    16   WMS. For a separate determination on food stamp and Medicaid eligibility to be made, the cash
    17   assistance worker must make a copy of the application and forward it to the food stamp or
    18   Medicaid specialist, who is most likely located in a different office. The specialist must then
    19   reenter the information and re-register the application using the original filing date.
    20          In January 1999, the District Court found that the staff at the new Job Centers were
    21   denying applicants food stamps and Medicaid benefits for failing to comply with PRWORA’s
    22   work rules. See 
    id. at 346
    . The District Court preliminarily enjoined the HRA from converting
    23   any more Income Support Centers into Job Centers pending approval of an adequate corrective
    24   plan, which was to include, inter alia, “[p]rocedures for processing applications for food stamps
    25   and/or Medicaid where applicants fail to comply with work requirements.” 
    Id. at 348
    .
    10
    1           Although a corrective action plan was approved in May 1999, see Reynolds v. Giuliani,
    2    
    43 F. Supp. 2d 492
     (S.D.N.Y. 1999), a November 1999 review by the United States Department
    3    of Agriculture (“USDA”) confirmed that there was still a “serious program deficiency” relating
    4    to separate determinations. The HRA’s program evaluation of Job Centers and Income Support
    5    Centers for the period November 1999 to June 2000 revealed that 96% of cases requiring a
    6    separate determination for food stamps were not prepared for transfer to the food stamp office,
    7    and that 86% of cases requiring a separate determination for Medicaid did not have a copy of the
    8    correct referral form. An audit performed in September 2000 showed that the Job Centers were
    9    making separate food stamp and Medicaid determinations “only about 14 percent of the time.”
    10   Reynolds, 
    2005 WL 342106
    , at *20.
    11          Against this backdrop, a fact finder could conclude that the State defendants knew to a
    12   “moral certainty” that HRA employees were often entering the wrong code and not referring
    13   applications for separate determinations – choices that frequently resulted in the deprivation of
    14   beneficiaries’ rights. See Walker, 
    974 F.2d at 297-98
    . Despite the urgency of this problem, it
    15   appears that as of 2001, when the trial in this case was held, no effort had been made to remedy
    16   these problematic aspects of WMS. The February 2001 deposition testimony of Betty Rice, a
    17   director within DOH’s Office of Medicaid Management, is revealing. When asked whether it
    18   was the case that WMS “closes the application [when cash assistance is denied] and that the
    19   Medicaid application has to be re-registered with the original filing date,” Rice replied: “I am not
    20   denying that.” When asked whether DOH had a plan to change that feature of WMS, Rice
    21   answered: “No, it does not.” Later in the deposition, Rice was questioned about how an
    22   applicant who has been denied cash assistance for a reason that requires a separate Medicaid
    23   determination can tell whether the necessary referral has been made. Rice responded: “[I]f a
    24   person is supposed to have a separate determination, they would be notified on their notice that
    25   they are to have a separate determination, and a prudent person I think could determine if in a
    26   reasonable amount of time they didn’t get a determination about the separate determination that
    11
    1    maybe something was wrong and they should look into that.” When pressed about what would
    2    happen if an applicant were to inquire and discover that the referral had not been made, Rice
    3    stated that “one would expect that [the Medicaid application] would go back to the date that the
    4    case should have been referred for the separate determination.” However, Rice also admitted that
    5    DOH’s instructions “may be silent on the issue.”
    6           As Judge Cardamone points out, the State defendants did take some measures after the
    7    initiation of this lawsuit to foster compliance by the HRA. See Reynolds, 
    2005 WL 342106
    , at
    8    *21. As I read Canton, however, the operative question is not whether the State defendants
    9    provided any training at all, but whether the State defendants ignored an obvious “need for more
    10   or different training” in light of the duties assigned to the HRA. 
    489 U.S. at 390
     (emphasis
    11   added). In my view, a reasonable fact finder could conclude, based upon the above evidence,
    12   that the State defendants failed to respond to such a need for more training and corrective action
    13   relating to separate determinations, despite their knowledge that the inadequacy would continue
    14   to result in violations of beneficiaries’ rights. This evidence counsels remand.
    
    15 B. 16
              The record also contains evidence indicating that the State defendants “persistently
    17   violated [their] statutory duty to inquire about . . . conditions” at the new Job Centers “and to be
    18   responsible for them.” Doe, 
    649 F.2d at 145
    . Given the significance of PRWORA’s reforms,
    19   one might have expected the State defendants to step up their supervision efforts to ensure that
    20   the implementation of those reforms did not affect eligible beneficiaries’ access to food stamps
    21   and Medicaid. In its November 1998 review, the USDA discovered exactly the opposite
    22   situation – a “lack of effective state agency oversight over the local district offices.” Reynolds,
    23   
    2005 WL 342106
    , at *12. The USDA found that due to the OTDA’s inadequate supervision,
    24   “[s]ubstantial non-compliance with the [Food Stamp Act] and regulations had gone undetected
    25   and unaddressed at the local level.” 
    Id.
     As for the DOH, it acknowledged before the District
    26   Court that it did not even know about the HRA’s intention to convert the Income Support
    12
    1    Centers into Job Centers until early 1998, and did not learn of the complaints regarding the
    2    inappropriate denials, withdrawals, and deterrence of Medicaid applications until plaintiffs filed
    3    this lawsuit in December 1998. See 
    id. at *14
    . As Betty Rice put it: “[T]he first we understood
    4    that there was a problem were [sic] when things came to light in the newspaper articles.”
    5           As noted, in January 1999 the District Court preliminarily enjoined the HRA from further
    6    converting its Income Support Centers into Job Centers, finding that the HRA’s administration of
    7    the food stamp and Medicaid programs at the Job Centers did not comport with legal standards.
    8    Two years later, however, the DOH still had not conducted any on-site reviews of the Job
    9    Centers in New York City. The preliminary injunction did prompt the OTDA to conduct reviews
    10   of the Job Centers in 2000 and 2001. But as the District Court pointed out in its post-trial order,
    11   “reviews were not conducted at regular intervals, and OTDA has no policy regarding how much
    12   time may elapse between those reviews.” 
    Id. at *12
    . Rosella Bryson, a senior OTDA official,
    13   was questioned about the agency’s schedule for future reviews during her February 2001
    14   deposition. She speculated that “with the current schedule we have,” it would take about three
    15   years to complete a round of Management Evaluation reviews – i.e., that each site would receive
    16   a review about once every three years.
    17          Perhaps more important than conducting regular reviews is following up on reviews to
    18   make sure that problems are corrected. There is evidence to suggest that even when the reviews
    19   uncovered serious deficiencies, the OTDA made little effort to ensure that corrective action plans
    20   were properly implemented. For example, Bryson recounted that during a review of the Waverly
    21   Job Center, the OTDA found that personnel were not having discussions with applicants about
    22   food stamp eligibility after cash assistance applications were withdrawn. Despite the severity of
    23   the problem, the OTDA did not investigate or evaluate the center’s implementation of a
    24   corrective action plan for more than a year afterwards. Bryson also acknowledged that the
    25   OTDA does not provide written instructions to its staff on how to conduct a corrective action
    26   plan review, nor do supervisors discuss any particular center with staff prior to the review. Only
    13
    1    one OTDA staff member is assigned to a center, and each visit lasts one and a half days. In that
    2    short time, the OTDA staff member reviews just five cases and speaks only to the center director.
    3    And although the OTDA makes findings based on the corrective action plan review, the HRA is
    4    not required to take any action in response to those findings.
    5           I believe that the above evidence could “constitute[] incremental documentation of a
    6    pervasive pattern of indifference” on the part of the State defendants. Doe, 
    649 F.2d at 146
    . I
    7    would remand to allow the District Court to decide whether it does.
    8
    9                                                     II.
    10          Demonstrating that a governmental entity was deliberately indifferent to citizens’ rights is
    11   not enough to hold it liable under § 1983; the plaintiffs “must still prove that the deficiency in
    12   training [or supervision] actually caused” their injury. Canton, 
    489 U.S. at 391
    . In other words,
    13   the plaintiffs must “prove that the deprivation occurred as a result of a [governmental] policy
    14   rather than as a result of isolated misconduct by a single actor.” Amnesty Am. v. Town of West
    15   Hartford, 
    361 F.3d 113
    , 130 (2d Cir. 2004).
    16          The District Court found that the Job Centers were, inter alia: (A) improperly denying
    17   applicants expedited food stamps about 57.33 to 67 percent of the time, Reynolds, 
    2005 WL 18
       342106, at *7; (B) making separate food stamp determinations when denying cash assistance
    19   applications only sporadically, and making separate Medicaid determinations less than 11 percent
    20   of the time, 
    id. at *8
    ; and (C) causing applicants to withdraw applications based on misleading
    21   information, which accounted for 45 percent of food stamp application withdrawals and 56
    22   percent of Medicaid withdrawals, 
    id.
     These statistics suggest that the programs’ deficiencies
    23   resulted from more than the actions of a few rogue employees. Instead such problems arguably
    24   implicate the very policies and practices of the HRA, which the State defendants are responsible
    25   for overseeing and correcting.
    14
    1           As Canton instructs, the proper inquiry in addressing the causation issue is as follows:
    2    Would plaintiffs’ injury have been avoided if the HRA had been trained or supervised under a
    3    program that was not deficient in the respects identified above? 
    489 U.S. at 391
    . “Predicting
    4    how a hypothetically well-trained [and well-supervised] officer would have acted under the
    5    circumstances may not be an easy task,” but it is one that the “judge and jury, doing their
    6    respective jobs, will be adequate to” address. 
    Id.
     In my view, there is sufficient evidence to
    7    present a triable issue on causation. I would therefore let the question go to the District Court,
    8    which is intimately familiar with the facts in this case and is more than adequate to the task.
    9
    10                                                   III.
    11          In closing, I reiterate that my aim has not been to show that the State defendants must, or
    12   should, be held liable under § 1983, but merely to demonstrate that the record does not foreclose
    13   a possible finding of liability by the District Court under the correct legal standards. Granted, six
    14   years have passed since the trial, so the existing record may be too stale to support the reentry of
    15   a permanent injunction. But whether new evidence should be received is a matter for the District
    16   Court to decide, as are the factual issues of deliberate indifference and causation. Because I
    17   believe that the record permits more than one resolution of these issues, I would remand.
    15
    1    Reynolds v. Giulani, No. 06-0283-cv
    2    WALLACE, Circuit Judge, concurring in the judgment:
    3          As Judge Cardamone correctly points out in his opinion, Monell v.
    4    Department of Social Services bars indirect liability section 1983 claims against
    5    state officials. 
    436 U.S. 658
    , 691 (1978); see also Poe v. Leonard, 
    282 F.3d 123
    ,
    6    140 (2d Cir. 2002) (“A supervisor may not be held liable under section 1983
    7    merely because his subordinate committed a constitutional tort”). I agree with
    8    Judge Cardamone that the district court erred by awarding a judgment in the
    9    appellees’ favor on these claims, and reversal is required.
    10         I recognize along with Judge Cardamone and Judge Straub that, apart from
    11   the bar on respondeat superior liability under section 1983, this court has held that
    12   “a supervisor may be found liable for his deliberate indifference to the rights of
    13   others.” Poe, 
    282 F.3d at 140
    . The analysis of Judge Cardamone persuades me,
    14   but that issue is not properly before us and we need not pursue it. First, the
    15   appellees failed to allege either in their complaint or in the pretrial order that the
    16   State appellants acted with deliberate indifference or gross negligence. Second,
    17   the district court never made findings to this end. Third, until prompted to do so,
    18   the appellees did not address these issues and even tried to distinguish City of
    19   Canton v. Harris, 
    489 U.S. 378
     (1998), the case on which the deliberate
    20   indifference analysis depends. Finally, the deliberate indifference approach fails
    21   to provide a coherent account of the district court’s disposition of the various
    22   claims in the complaint. It strikes me that we cannot review a case on appeal that
    1
    1   was not tried in the district court, and I would not now permit appellees to correct
    2   on appeal strategic mistakes that they made in the trial court; the issue is forfeited
    3   and Monell ends the game. Under these circumstances, I conclude there is no
    4   reason to remand and allow appellees to start over with a new game plan.
    2