This is а civil rights class action attacking the policies and practices of the Georgia State Board of Education and a number of local school districts. The plaintiffs, thirty-five black schoolchildren, sued in the United States District Court for the Southern District of Georgia claiming that black students are assigned to regular classes and programs for the educable mentally retarded (EMR) in Georgia public schools in a discriminatory manner. The district court found in favor of the defendants on all counts and the plaintiffs appealed that judgment to this court.
I. Procedural History
This action was filed on June 8, 1982 by the Georgia State Conference of Branches of the NAACP, the Liberty County Branch of the NAACP, and forty-five individual schoolchildren on behalf of themselves and all other black students similarly situated in Georgia except those living in Fulton, DeKalb, Cobb, Gwinnett, Clayton, Musco-gee, Bibb, Richmond and Chatham counties. Ten of the children withdrew as plaintiffs shortly after the filing of the complaint.
The named defendants were the State of Georgia, the State Superintendent of Schools, the State Board of Education (the State defendants) and the Americus, Bleck-ley, Burke, Coweta, Crisp, Evans, Jefferson, Lee, Liberty, Miller, Thomaston, Pel-ham and Vidalia school districts (the local defendants). The claims against the Amer-icus, Bleckley, Jefferson, Thomaston and Pelham school systems were settled prior to the trial.
*1408 The plaintiffs basically assert two causes of action. First, they allege that the use of achievement grouping in Georgia public schools is intended to achieve or results in intraschool racial segregation. This, they say, is violative of the thirteenth and fourteenth amendments to the Constitution of the United States; Title VI of the Civil Rights Act of 1964, 42 U.S.C. §§ 2000d et seq. (Title VI); and the Equal Educational Opportunities Act, 20 U.S.C. §§ 1701 et seq. (EEOA). The second cause of action incorporates the charge that black children in Georgia are assigned to EMR programs in a discriminatory manner. To the extent this claim is based on racial discrimination it is brought pursuant to the thirteenth and fourteenth amendments, Title VI and the EEOA. 1 The allegations of handicap discrimination are founded on a violation of section 504 of the Rehabilitation Act of 1973, 29 U.S.C. § 794 (section 504). Relief is sought against the local defendants for the practices within their districts and the State defendants are sued in their supervisory capacities. 2
On April 5, 1983,
The case was tried without a jury from October 31, 1983 to December 20, 1983. On June 28, 1984, the district court entered an order finding no infringement of the constitution, Title VI or the EEOA. The court, however, held that the defendants did violate certain regulations promulgated under section 504 governing the identification, evaluation and placement of students in EMR programs and scheduled a hearing for the appropriate relief.
On July 31, 1984, the defendants filed a motion to alter or amend the judgment, citing
Smith v. Robinson,
468 U.S.-,
II. Background
The long history of school desegregation efforts in Georgia is a familiar story and will not be summarized here. 3 The allegations of intraschool discrimination in this case are predicated on the widespread practice of grouping students on the basis of ability or achievement and on the assignment of schoolchildren to EMR programs. 4 *1409 The following descriptions of the local defendants’ grouping and EMR program assignment practices are based on the facts found by the district court and, except as set forth infra, are uncontroverted on appeal. 5
A. Grouping in Regular Classes
Neither federal law nor the Georgia State Department of Education mandates or prohibits the grouping of children for instructional purposes in regular classrooms. The decision whether to implement these programs is made by the local school district.
1. Vidalia City School District
The Vidalia City School District (Vidalia City) first employed achievement grouping in the late 1950’s in its eighth grade classrooms, and has since expanded and revised it gradually to include grades one through seven. From the 1970-71 to 1979-80 school terms, Vidalia City used the Scott Foresman reading system to place first graders. Starting in 1980-81 initial placements of first graders in all classes have been based on scores from the Metropolitan Achievement Test (MAT) and recommendations from kindergarten teachers.
Various versions of the Scott Foresman test were employed throughout most of the seventies to group all other elementary school students. In 1977-78, the school district adopted the Holt Basic Reading Series and the Holt Basic Math Series (the “Holt system”). Second and third graders have been organized in reading and math classes according to the Holt system since 1981-82. Students in other classes such as homeroom, science, social studies and health have not been grouped since the 1982-83 school year.
Fourth and fifth grade students have been classified according to the Holt math system since the 1978-79 term. The Holt reading system was implemented during the 1981-82 school year. Children in the sixth and seventh grades have been grouped under the Holt system in math classes since the 1980-81 term and in reading classes since the 1981-82 school year. All other sixth and seventh grade classes are heterogeneous except for social studies, which is organized according to the reading evaluation, and science, which is grouped according to the math evaluation.
Vidalia City does not group students in grades eight through twelve. All of the procedures used include regular reevaluations of a student’s ability through end-of-level and end-of-unit tests. Children are not locked or “tracked” into the same group; there is substantial movement of both black and white students upward and downward in achievement levels. See generally Record, vol. 53 at 3162-81, vol. 54 at 3182-3294 (testimony of Dr. Steven What-ley).
2. Lee County School District
The Lee County School District (Lee County) initiated achievement grouping during the 1967-68 school term in the fifth grade and expanded within a few years to all elementary grades. Lee County High School students generally are not classified according to achievement except for those assigned to remedial math and language arts courses in which enrollment is limited to those who have failed or are in danger of failing the high school exit examination. *1410 See Record, vol. 55 at 3610 (testimony of Dr. Robert Clay).
Kindergarten students were assigned heterogeneously until the 1982-83 school term when a special developmental kindergarten was added for educationally disadvantaged students. Students are assigned to the developmental kindergarten on the basis of Development Indicators for the Assessment of Learning (DIAL) tests, a preschool readiness examination. See Record, vol. 46 at 1289-90 (testimony of Dr. Robert Calfee) (explaining readiness tests). Within the two kindergartens, students are randomly assigned to classes.
In the Lee County Elementary School, classification decisions are made by a team of school personnel including the principal and the student’s teachers. Assignments are based primarily on reading performance as determined by the MacMillan Placement Test, the Georgia Criterion Reference Test (GCRT), the SRA Achievement Test, the MacMillan Skills Test, the Distar Progress Test and the Key Text Progress Test. Grouping decisions are also influenced by oral reading skill, performance in other academic areas, teacher evaluations and practical concerns such as the need to balance class size within each grade.
Class assignments in the Lee County Upper Elementary School are based on SRA composite test results. Teacher recommendations are used in borderline cases. School personnel divide the students into three groups within which the children are assigned randomly.
Lee County regularly monitors each student’s performance through end-of-level tests, examinations drafted by the child’s own teachers, and standardized tests. Changes in a student’s placement may be made at any time during the school year, and decisions on classroom assignments are reassessed at the beginning of each term. Students in Lee County do not remain with the same group of schoolchildren. See generally Record, vol. 55 at 3538-3637 (testimony of Dr. Clay).
3. Coweta County School District
The Coweta County School District (Coweta County) was formed in 1969 by the merger of two previously independent segregated school systems and adopted achievement grouping at its inception. Classification of students is limited to grades one through seven and is used for math and language arts classes only. All other classes are heterogeneous.
Placement in the first grade is based on several standardized tests, including the MAT, the Southwestern Regional Lab and Assessment instrument and the GCRT. Student performance and teacher observations are also taken into consideration. In later grades placement is based on performance in the basal reading and math series, see Record, vol. 43 at 568 (testimony of Dr. Phillip McLaughlin), vol. 46 at 1229-30 (testimony of Dr. Calfee) (explaining basal tests), and teacher observations and evaluаtions.
Coweta County systematically reevaluates students through the Ginn reading and math program, a continuous progress rating system. Additional formal reviews are made every six weeks, at the end of each semester and at the end of the school year. Movement within and between groups is based on teacher observations and evaluations as well as student performance in the classroom and on end-of-level tests. Students are not tracked into any particular group. In high school, achievement grouping is employed only in English classes. See generally Record, vol. 53 at 2934-95 (testimony of Donald Teel).
4. Burke County School District
The Burke County School District (Burke County) classifies achievement by groups in kindergarten through the eighth grade. At the elementary level, grouping encompasses all required academic subjects including English, science, math and social studies. Initial placement is determined by the school principal and counselor and is based on teacher recommendations, standardized test results and basal program *1411 performances. The student’s instructional reading level receives the greatest weight.
In the junior high school, assignments are made similarly except that students are permitted some flexibility in choosing courses. There is no classification of high school students.
Beginning in the 1982-83 school year, the school system instituted a program of periodic reevaluations of students to determine whether their initial placements remained accurate. Under the current process, student assignments are reassessed after the first six weeks of school. Students do not stay within the same group throughout their elementary school education. See generally Record, vol. 56 at 4177-4203 (testimony of Benny Cannady).
B. Special Education Programs
Congress passed the Education of All Handicаpped Children Act, 20 U.S.C. §§ 1400 et seq. (EAHCA) in order to afford all handicapped children 6 “a free appropriate public education.” See 20 U.S.C. § 1400(c). 7 The states have the chief responsibility for accomplishing this goal. See id. §§ 1412, 1413. Pursuant to this mandate, the State of Georgia has promulgated a variety of regulations establishing and governing its special education program. These regulations provide more specific definitions of the term “handicap” and procedures for placing children in appropriate special education classes. This case concerns the placement procedures for the educably mentally retarded. The plaintiffs do not protest the assignment of students to other educational programs for children with academic or learning difficulties. 8
The local defendants implement these regulations through similar procedures. Vidalia City, for instance, operates a two-stage program. The first step involves the review of all proposed special education referrals by a screening committee. Referrals may be made by school personnel, parents or any other person familiar with the child’s educational needs. After obtaining parental consent for screening and conducting a number of tests including achievement, intelligence, hearing and vision evaluations, the committee assesses the test results, the child’s classroom performance and any remedial efforts already attempted in the regular classroom. If the committee does not perceive a practical alternative, the child is submitted for formal evaluation for special education placement. Parental permission is secured before the'formal evaluation, and a variety of tests are conducted including an in-depth psychological *1412 evaluation by a certified psychologist or psychometrist. The examinations administered include achievement tests, tests designed to isolate any specific learning disabilities or behavior disorders, and tests measuring adaptive behavior. The adaptive behavior considered is generally the child’s in-school conduct, but behavior outside of school is sometimes also evaluated by home visits and other contact with the student’s parents. 9
After the completion of this process, the placement committee composed of teachers, administrators, psychometrists and others determines whether the child should be assigned to an EMR program. No placements are made without parental consent. All assignments to EMR programs are reexamined once each year.
Lee County’s special education program is under the direction of TLW, a tri-county program operated for the benefit of Terrell, Lee and Worth counties which are too small to provide effective services alone. Like Vidalia City, Lee County employs a screening committee to ascertain the child’s classroom performance and remedial efforts already attempted in the regular classroom, and to recommend the propriety of referral for a special evaluation. After the referral, the procedures followed are essentially the same as those followed by Vidalia City. The process employed by Coweta County is similar, with a two-step program and reеvaluations conducted every three years. Although Burke County uses conferences between the child’s parents, teachers and the school principal instead of a more formal screening committee, its procedures are fundamentally the same as those of the other three local defendants. See generally, Record, vol. 48 at 1658-1735 (testimony of Alan White), vol. 49 at 2110-18 (testimony of Dr. Richard Kicklighter), vol. 53 at 3048-3112 (testimony of Marilyn Lamb), vol. 54 at 3297-3334 (testimony of Marlene Tomblin), 3387-3414 (testimony of Barbara Boyer), vol. 55 at 3415-3503 (same).
III. Race Discrimination — Equal Protection
The plaintiffs first contend that the local defendants’ achievement groupings and EMR assignments discriminate against black children on the basis of race in violation of the equal protection clause of the fourteenth amendment. It is undisputed that, in the local defendant school districts, there are more blacks in the lower achievement groups and EMR classes than would be expected from a random distribution, given the percentage of blacks in each school system. Nonetheless, the district court held that (1) the plaintiffs failed to prove that the disparity in the lower achievement groups is the result of the present effects of past discrimination, Record, vol. 39 at 8875, and (2) the local defendants’ ability classification schemes serve to remedy the past results of prior segregation through better educational opportunities for black students. Id. at 8884. The district court also held that the plaintiffs failed to show that the racially disparate EMR enrollments are attributable to prior segregation in Georgia schools, that black children are misclassified as EMR more often than white students, or that the defendants had any intent to discriminate against black students. Record, vol. 39 at 8887-89.
On appeal, the plaintiffs challenge only the district court’s conclusions respecting the ability grouping, urging that the district court wrongly required them to prove intentional discrimination. They contend that the district court should have presumed the intent to discriminate because of the local defendants’ past segregation practices.
It is well-established in this circuit that ability grouping is not
per se
unconsti
*1413
tutional, even when it results in racial disparity in a school district’s classrooms.
See Castaneda v. Pickard,
First, ability grouping, when employed in such traditional circumstances may perpetuate the effects of past discrimination by resegregating, on the basis of ability, students who were previously segregated in inferior schools on the basis of race or national origin. Second, a relatively recent history of discrimination may be probative evidence of a discriminatory motive which, when coupled with evidence of the segregative effect of ability grouping practices, may support a finding of unconstitutional discrimination.
Castaneda,
The standard in ascertaining the constitutional propriety of achievement grouping in a unitary school district depends on whether that school system has been declared “fully unitary,” or has achieved “unitary status,” terms with meanings different from the label “unitary” as used above.
12
A school system which was previously segregated can be
*1414
come fully unitary after implementing a constitutionally acceptable desegregation plan and operating in a manner in which “the State does not discriminate between public school children on the basis of race.”
Lee v. Macon County Board of Education,
None of the local defendants ever acquired unitary status through this procedure. Although the local defendants were ordered to desegregate in 1970-71 in United States v. Georgia, Civil Action No. 12,-972 (N.D.Ga. Dec. 17, 1969) (Lee County, Coweta County and Vidalia City), and Bennett v. Evans, Civil Action No. 1443 (S.D.Ga. June 24, 1970) (Burke County), and have not operated a dual system since, neither United States v. Georgia nor Bennett v. Evans are concluded cases.
Until the local defendants achieve unitary status, they have an affirmative duty to eliminate the consequences of their prior unconstitutional conduct.
Pitts,
This circuit’s precedent establishes that, despite any resulting numerical racial disproportionality, achievement grouping is permissible in a school district that has not been declared fully unitary “if the school district can demonstrate that its assignment method is not based on the present results of past segregation
or
will remedy such results through better educational opportunities.”
McNeal,
As an alternative to their argument that the district court erroneously required them to prove intent, the plaintiffs claim that the court wrongly determined that the
McNeal
standard is controlling in this case. According to the plaintiffs, the district court failed to presume the intent to disсriminate in conformance with
Keyes v. School District No. 1,
Because the Keyes presumption is founded on a school district’s immediate past history of segregation, the plaintiffs do not take the position that it applies directly to the current ability grouping practices of the local defendants. Instead, the plaintiffs note that the local defendants have continuously employed achievement grouping at least since they were first desegregated. Consequently, these earlier assignment plans resulted in racial dispro-portionality in regular classrooms and must be presumed to be unconstitutional under Keyes. Because the present grouping programs are continuations of the initial schemes, and because ability grouping is allegedly only a “racially neutral explanation,” the plaintiffs urge that Keyes requires a finding of intentional discrimination in this case.
Essentially, they claim that ability grouping schemes which result in racial dispro-portionality cannot be implemented until a school district has operated as a unitary system without such programs for some indefinite period of time. This stance is not without support in this circuit’s precedent. In
McNeal,
we stated that the “rationale of both
Singleton
and
Lemon
would bar the use of [achievement grouping] until the district has operated as a unitary system
without such assignments
for a sufficient period of time to assure that the underachievement of the slower groups is not due to yesterday’s educational disparities.”
McNeal,
The student population in McNeal, however, included black children who had attended inferior segregated schools. The McNeal court’s concern was that the prior “lack of educational quality would predictably cause students from the inferior system to immediately be resegregated within the lower classroom sections.” Id. at 1020. This reasoning is not pertinent here where the district court found that no student presently in the certified class had ever attended a segregated school. The fact that the grouping of the predecessors to the members of this class may have been influenced by their attendance at segregated schools is not relevant to the constitutional validity of the grouping systems at issue here. As a result, we conclude that the Keyes presumption does not apply and *1416 that the district court correctly followed the McNeal standard.
We need not decide whether the district court improperly placed the burden on the plaintiffs to prove that ability grouping resulted from past discrimination,
see, e.g., Vaughns v. Board of Education of Prince George’s County, 758
F.2d 983, 991 (4th Cir.1985), because we hold that the district court’s factual finding, which is unchallenged by the plaintiffs on appeal, that the ability grouping schemes will remedy the consequences of prior segregation through better educational opportunities is not clearly erroneous.
See Debra P.,
IV. Race Discrimination — Title VI
Section 601 of Title VI provides that “[n]o person in the United States shall, on the ground of race, ... be excluded from participation in, be denied the benefits of, or be subjected to discrimination under any program or activity receiving Federal financial assistance.” 42 U.S.C. § 2000d (section 601). The plaintiffs assert that this section furnishes an additional basis for relief from the allegedly discriminatory assignment practices of the defendants.
A. Applicable Standards
The district court applied disparate impact tests in making its determination under section 601. The defendants argue that the district court should have required the plaintiffs to prove discriminatory intent, citing
Castaneda v. Pickard,
More recent Supreme Court decisions, however, have overruled this aspect of
Castaneda.
In
Guardians Association v. Civil Service Commission,
The elements of a disparate impact claim may be gleaned by reference to eases decided under Title VII, 42 U.S.C. § 2000e
et seq. See NAACP v. Medical Center, Inc.,
B. Achievement Grouping
The district court found that the plaintiffs had met their burden of establishing a prima facie case through statistics showing that the racial composition of many of the local defendants’ regular classrooms differs from what would be expected from a random distribution. The court also found that the defendants had successfully rebutted thе plaintiffs’ prima facie case by establishing the educational necessity for grouping students, and that the plaintiffs had failed to show the existence of equally sound educational alternatives to the assignment plans that result in less racial disproportionality. See Record, vol. 39 at 8896-8905. We need not reach the issue whether the district court properly found that the plaintiffs made out an adequate prima facie showing of disparate impact because we agree with the court’s other two conclusions. 20
1. Educational Necessity
The substantial legitimate justification offered to rebut the plaintiffs’
prima facie
*1418
case was the “educational necessity” of the local defendants’ grouping practices. This justification is analogous to the “business necessity” exception in Title VII cases.
See, e.g., Board of Education of the City School District v. Harris,
Griggs v. Duke Power Co.,
Under this precedent, the defendants in this case had the burden of proving that their achievement grouping practices bear | a manifest demonstrable relationship to I classroom education. 21 After reviewing the evidence, the district court concluded that the defendants had “proffered a sufficient nondiscriminatory justification,” Record, vol. 39 at 8902, and had “demonstrated that their programs are educationally necessary to accommodate the needs of the student populations in the subject rural Georgia counties.” Id. at 8886. The court characterized achievement grouping as an “accepted pedagogical practice,” id. at 8899, and found that “the educational need[s] of the students serviced by the instructional groups and compensatory and remedial programs are being addressed by the local defendants’ practices.” Id. at 8902.
The plaintiffs’ disagreement with the district court’s holding is twofold. First, they urge that the evidence is insufficient to support a finding that ability grouping per se is educationally desirable. Second, they assign as error the district court’s failure to specifically find that the methods used by the local defendants to assign students *1419 to achievement groups adequately measure a student’s true abilities in each particular class. The plaintiffs point out that any supposed educational advantages gained through ability grouping are negated when, for example, a student is assigned to a group in mathematics as the result of his or her scores on reading tests.
The district court’s findings of the educational soundness of interclass ability arrangements per se are not clearly erroneous. 22 The record discloses that such grouping permits more resources to be routed to lower achieving students in the form of lower pupil-teacher ratios and additional instructional materials. There is also evidence that ability grouping results in improved class manageability, student and teacher comfort and student motivation. There was expert testimony attesting to the desirability of these practices. See generally, e.g., Record, vol. 50 at 2265-2366 (testimony of Dr. Lerner), 2436-2478 (testimony of Dr. Kulik), vol. 55 at 3597 (testimony of Dr. Clay). 23 Furthermore, as noted earlier, the evidence demonstrates that students in the four local defendant school districts achieved higher scores in statewide testing programs since the development of the system and that individual students in the local school districts have improved sufficiently to be reassigned to higher-level achievement groups. See, e.g., Record, vol. 53 at 2958-60 (testimony of Donald Teel), vol. 55 at 3622-24 (testimony of Dr. Clay); Lee County Exhibits 30, 32, 34, 36, 44-46. 24
The plaintiffs point to evidence indicating that achievement grouping exacerbates, rather than relieves, the problem of disproportionate lower achievement by black students. See, e.g., Record, vol. 46 at 1270-71 (testimony оf Dr. Calfee). This evidence included a series of Analysis of Variance (ANOVA) and multiple regression calculations, and a linear regression analysis. These tests generally suggested that a student’s race and the percentage of blacks in a child’s class are the most potent predictors of his academic achievement. Citing this evidence, the plaintiffs urged the district court to find that “racial differences in achievement, relied upon by the defendants in making classroom assignments, are in fact caused by the provision of different educational experiences for black and white children.” Record, vol. 39 at 8821.
There was other evidence, however, that these statistical studies failed to adequately account for other possible considerations affecting student performance. Dr. Lerner, for example, testified extensively on the factors impacting academic achievement and concluded that “family background” and “hard work,” rather than race, had the most powerful and consistent relationships to scholastic success.
See generally
Record, vol. 50 at 2265-2366 (testimony of Dr. Lerner). We cannot overturn the district court’s finding of fact simply because this evidence was merely conflicting.
See Western Beef, Inc. v. Compton Investment Co.,
The plaintiffs next fault the district court’s failure to find that the methodology used by the defendants to assign students was valid. We agree that, just as job requirements must adequately measure characteristics related to job performance in the employment context, the criteria by which students are assigned to a specific class must adequately measure the student’s abilities in that subject.
Cf. Scott v. City of Anniston,
The district court’s implied findings are not clearly erroneous. The record reflects that students in all four defendant school districts are grouped in particular classes according to tests, evaluations and performance in the same subject, in closely related subjects or in a broad variety of subjects. 26 There is no direct evidence that students are assigned according to criteria not manifestly related to the subject matter taught in the specific class. 27 There is evidence in the record establishing the validity of certain of the testing procedures. See, e.g., Record, vol. 47 at 1565-82 (testimony of Dr. Stanley Bernknopf). The reliability of the local defendants’ grouping criteria is also supported by the evidence showing improvement in students scores and mobility between achievement groups. Based on these facts and our review of the entire record, the district court did not err in finding that the defendants had rebutted the plaintiffs’ prima facie case of disparate impact by establishing the educational necessity of achievement grouping.
2. Alternatives to Achievement Grouping
The plaintiffs complain that the district court eliminated random assignment accompanied by intraclass grouping as an equally sound educational alternative that results in less racial disproportionality. See Record, vol. 46 at 1293 (testimony of Dr. Calfee) (explaining heterogeneous grouping as a remedy). 28 They point to the court’s statement that there “is no evidence in the record which supports a conclusion that either homogeneous or heterogeneous grouping is clearly more effective in providing an appropriate education.” Record, vol. 39 at 8904. This language, they say, constitutes a recognition by the district court that random grouping would be equally effective as homogeneous achievement grouping.
This stance is based on a misreading of the district court’s opinion. The court’s statement is only a determination that neither homogeneous nor heterogeneous grouping per se is educationally advantageous. This finding is not clearly erroneous. Although there was evidence to the contrary, see, e.g., Record, vol. 46 at 1297-98, vol. 58 at 4538-39 (testimony of Dr. Calfee), there was expert testimony that integration per se is not educationally advantageous, see Record, vol. 50 at 2288-93, 2301 (testimony of Dr. Lerner), and that homogeneous grouping may be detrimental to higher achieving students. See id. at 2365 (testimony of Dr. Lerner). There was also testimony that intraclass grouping is not as beneficial as interclass grouping. See, e.g., id. at 2303-04 (testimony of Dr. Lerner). As noted previously, the district *1421 court determined that interclass achievement grouping is educationally bеneficial. Based on these considerations, the district court was not clearly erroneous in finding that random assignment and intraclass grouping is not an equally sound educational alternative. 29
C. Special Education
The nature of the plaintiffs’ special education claims are far from clear. They acknowledge that the state regulations, if properly implemented and interpreted by the local defendants, would not violate Title VI. Brief of Appellants at 54. 30 Rather, they appear to assert that the defendants’ 1) violation of the procedural regulations, and 2) misinterpretation of the state I.Q. score regulation contravene section 601. 31
Correctly applying a disparate impact analysis, the district court held that the plaintiffs successfully proved a prima fa-cie case. However, the court found that the defendants successfully rebutted this showing and that the plaintiffs failed to establish the existence of any equally effective alternative practices which would result in less racial malapportionment.
Generally, to establish a
prima facie
case of disparate impact based on race the plaintiffs must show that the defendants’ racially neutral practice detrimentally affects persons of a particular race to a greater extent than other races.
See generally Rowe v. General Motors Corp.,
The plaintiffs furnished statistical evidеnce establishing with a high level of mathematical confidence that the percentage of black students assigned to EMR programs in each defendant school district was significantly greater than what would be expected from a random distribution of schoolchildren, given the percentage of black children in the district’s student population as a whole. These statistics were derived from information about the number of black and white students in the defendant school district’s EMR classes and student populations. See, e.g., Record, vol. 41 at 41-49 (testimony of Dr. Martin Shapiro); Plaintiffs’ Exhibits 778, 883, 895-97.
This evidence is insufficient to establish a prima facie case of disparate impact with respect to either of the practices of the local defendants. To assess the effect of the local defendants’ first practice, the total pool of students against which black children should have been measured is not the entire student body of the school district but the group of students who have been classified as EMR through a process not complying with the applicable regulations. However, the plaintiffs offered no evidence that the percentage of black students in this pool was greater than the percentage which would be expected from a random distribution. The number of white children assigned to EMR programs through the same impermissible application of the procedural regulations *1422 was not examined by the plaintiffs. In fact, the only evidence introduced at the trial indicated that procedural violations occur when evaluating white students at a rate similar to that when assigning black schoolchildren. See Record, vol. 43 at 684-86 (testimony of Dr. McLaughlin). 32
The evidence is similarly insufficient to establish a prima facie case of discrimination because of the flexible application of I.Q. scores. The plaintiffs argue that the local defendants should have interpreted the state I.Q. score regulation as prohibiting the classification of students as EMR when their I.Q.’s were higher than two standard deviations below the mean of the test employed. See generally, infra Part V(A)(2). Although the plaintiffs allege that the practice of misinterpreting the I.Q. score regulation has a disparate impact on black students, they offered no evidence that the percentage of black schoolchildren in the group of all children with I.Q.’s greater than two standard deviations below the mean of the test employed who had been assigned to EMR programs was greater than the percentage which would be expected from a random distribution. The plaintiffs did not consider the number of white children who were classified as EMR with similar I.Q. scores.
The plaintiffs simply failed to meet their burden of showing that the criticized practices here did not affect white students to the same degree as black students. Practices which detrimentally affect all groups equally do not have a discriminatory effect. The plaintiffs’ dogged reliance on specific instances of alleged misclassifications of black students is meaningless to the Title VI issue in the absence of evidence of the frequency of misclassifications of white schoolchildren. The plaintiffs’ statistics establish that black children are assigned to EMR classes at a disproportionate rate but do not demonstrate that the disparity is attributable to the local defendants’ practice of violating or misinterpreting regulations. 33 We hold that the evidence presented did not, as а matter of law, establish a prima facie case of disparate impact. 34
V. Handicap Discrimination—Section 504
Section 504 of the Rehabilitation Act of 1973, 29 U.S.C. § 794, proscribes discrimination against handicapped persons in federal programs or activities receiving federal financial assistance:
No otherwise qualified handicapped individual ... shall, solely by reason of his handicap, be excluded from the participation in, be denied the benefits of, or be subjected to discrimination under any program or activity receiving Federal financial assistance or under any program or activity conducted by an Executive agency or by the United States Postal Service.
29 U.S.C. § 794. To make out a case under this section, the plaintiffs charge (1) that the local defendants contravened a number of federal regulations in operating their EMR assignment programs and (2) that black children are misclassified as educably mentally retarded in a manner constituting handicap discrimination.
*1423 A. Regulatory Violations
1. Federal Regulations
Federal regulations passed pursuant to the Rehabilitation Act provide a number of procedural safeguards to ensure that students are properly classified as EMR program candidates. The regulations require a full individual evaluation of the child before placement in any EMR program. See 34 C.F.R. § 104.35(a). The evaluation team must be composed of persons knowledgeable about the child, the meaning of the evaluation data and the placement options. See 34 C.F.R. § 104.35(c)(3). In addition, the school must ensure the appropriate parental consent to and participation in the evaluation process. See 34 C.F.R. § 104.36. The appraisal of the child’s eligibility must be based on validated tests and other material tailored to assess specific areas of educational need, see 34 C.F.R. § 104.35(b)(1), (2), and must draw on a variety of information including the results of aptitude and achievement tests, teacher recommendations, and the child’s physical condition, social and cultural background, and adaptive behavior. See 34 C.F.R. § 104.35(c)(1).
The team must also determine the least restrictive environment available that will meet the child’s educational needs. See C.F.R. §§ 104.34, 104.35(c)(4). All this information must be considered and documented, see 34 C.F.R. § 104.35(c)(2), and placement decisions are required to be reevaluated periodically. See 34 C.F.R. § 104.35(d).
Initially, the district court found that all four local school districts had violated a number of these regulations. See Record, vol. 39 at 8989-90, 8993, 8998-99, 9015-17. The violations related to such matters as the failure to administer psychological exams, assess adaptive behavior, conduct timely placement reevaluations, consider less restrictive alternatives to EMR placement and ensure adequate parental participation in the placement process. The local defendants do not deny these violations, claiming only that they are attributable to human error and financial and administrative difficulties.
In its supplementary order the district court held that the Supreme Court’s decision in
Smith v. Robinson,
468 U.S.-,
In
Robinson,
the plaintiff alleged that a child had been denied special education placement in violation of state law, section 504, the EAHCA and the fourteenth amendment. The plaintiff prevailed under state law and applied for attorney’s fees pursuant to 42 U.S.C. § 1988 and 29 U.S.C. § 794a(b). The Supreme Court held that when the EAHCA overlaps with more general civil rights provisions such as section 504 and the fourteenth amendment, the more specific EAHCA “is the exclusive avenue through which the child and his parents or guardian can pursue their claim.”
Robinson,
468 U.S. at-,
there is no doubt that the remedies, rights, and procedures Congress set out in the [EAHCA] are the ones it intended to apply to a handicapped child’s claim to a free appropriate public education. We are satisfied that Congress did not intend a handicapped child to be able to circumvent the requirements or supplement the remedies of the [EAHCA] by resort to the general antidiscrimination provision of [section] 504.
There is no suggestion that [section] 504 adds anything to petitioners’ substantive right to a free appropriate, public education. The only elements added by *1424 [section] 504 are the possibility of circumventing the [EAHCA] administrative procedures and going straight to court with a [section] 504 claim, the possibility of a damages award in cases where no such award is available under the [EAH-CA], and attorney’s fees.
Id.
468 U.S. at---,
The plaintiffs make three arguments why
Robinson
does not bar relief for the regulatory violations. First, they point out that the Suprеme Court established an exception to the exclusivity rule when “the [EAHCA] is not available or where [section] 504 guarantees substantive rights greater than those available under the [EAHCA].”
Id.,
468 U.S. at-,
While it may be true that the EAHCA does not encompass the plaintiffs’ substantive claim of handicap discrimination, all the violations of the Rehabilitation Act regulations are also violations of federal and state regulations promulgated pursuant to the EAHCA. See, e.g., 34 C.F.R. § 300.531 and State Exhibit 158, Georgia Department of Education Regulations and Procedures, Program for Exceptional Children IDDFd3-8, § 111(B)(4) (requiring full individual evaluation before placement) [hereinafter cited as “Georgia Regulation”]; 34 C.F.R. §§ 300.532(e), 300.-533(a)(3), 300.540 and Georgia Regulation, IDDFd3-8 to IDDFd3-9, §§ 111(B)(1), 111(C)(1)(c) (composition of evaluation team); 34 C.F.R. §§ 300.345, 300.502-300.-505, 300.508(b), 300.561, 300.562(b)(3), 300.-564, 300.567(a), 300.569(b), (c), 300.571 and Georgia Regulation, IDDFd3 to IDDFd3-6, §§ 1(A) — (E) (parental rights and participation); 34 C.F.R. § 533(a)(1) and Georgia Regulation, IDDFd3-9, § 111(C)(1)(a) (information to be considered); 34 C.F.R. §§ 300.550 — 330.556 and Georgia Regulation IDDFd3-7 to IDDFd3-9, §§ 11(A) — (C), 111(C)(1)(d) (least restrictive environment); 34 C.F.R. § 533(2) and Georgia Regulation, IDDFd3-9, § 111(C)(1)(b) (requirement that information be documented); 34 C.F.R. § 534(b) and Georgia Regulation, IDDFd3-9, § III(B)(12) (periodic reevaluations); see generally 34 C.F.R. § 104.36 (compliance with EAHCA procedures ensures compliance with Rehabilitation Act regulations). The plaintiffs, therefore, cannot avoid the exclusivity rule for this reason.
Second, the plaintiffs contend that
Robinson
is inapplicable because their claim falls within a second exception to the exclusivity principle which applies to challenges to state “procedures.” However, the
Robinson
Court noted only that “maintenance of an independent due process challenge to state procedures would not be inconsistent with the [EAHCA]’s comprehensive scheme.”
Robinson,
468 U.S. at - n. 17,
Finally, the plaintiffs urge that it would have been futile for them to pursue their EAHCA administrative remedies. The
Robinson
Court appeared to recognize that the exhaustion of EAHCA administrative remedies may not be required if doing so would be an exercise in futility.
See Robinson,
468 U.S. at-n. 22,
We disagree with the district court’s conclusion that the EAHCA provides the exclusive means for raising the procedural violations found in this case. The Robinson Court held only that a plaintiff who had prevailed under state law and alleged substantial claims under section 504 and the EAHCA could not recover attorney’s fees under the Rehabilitation Act. The Court, therefore, was not confronted with whether a plaintiff who has sued only under section 504 is precluded from all relief when the EAHCA provides equivalent substantive rights.
The
Robinson
Court based its holding on Congress’ desire to prevent the circumvention of the EAHCA’s comprehensive administrative scheme and on the legislature’s intent that a plaintiff not be allowed to “supplement the remedies of the [EAHCA] by resort to ... [section] 504.”
Robinson,
468 U.S. at -,
2. Interpretation of State Regulations
Federal regulations require that “significantly subaverage general intellectual functioning” and “deficits in adaptive behavior,” 34 C.F.R. § 300.5(b)(4), be identified in a child before placing the student in an EMR program. In accordance with the federal mandate, the Georgia regulation interprets “mildly mentally handicapped,” the first level of the classification “mental *1426 ly handicapped” which identifies persons eligible for EMR programs, in terms of intellectual functioning and adaptive behavior.
Intellectual functioning — performance on an individually administered psychological examination shall range between two and three standаrd deviations below the mean of the test utilized.
Adaptive behavior — significant deficits must be present as defined and measured by at least one standardized instrument. This information should be supported by clinical judgment, teacher and parent observations, case study information and/or informal evaluation instrument(s).
Georgia Regulation, IDDFd3-18 to 19, §§ IV(A)(2)(a)(l), (2).
The plaintiffs insist that the local defendants misinterpreted and misapplied these two provisions. In their view, the “intellectual functioning” criterion establishes a strict rule that students with I.Q.’s above two standard deviations below the mean of .the test used cannot be assigned to EMR programs. They also urge that the “adaptive behavior” provision requires that out-of-school adaptive behavior be considered and weighed the same as in-school adaptive behavior. Because the school districts permit flexibility in applying the I.Q. criterion and frequently do not consider out-of-school adaptive behavior, the plaintiffs claim that they violate the state regulations and, consequently, the federal regulations they interpret, resulting in the mis-classification of a number of black children.
The district court originally held that the state I.Q. criterion permitted flexibility, but only within a specific limited range measured by the standard error of measurement as explained by the American Association on Mental Deficiency (AAMD) in its Manual on Classification in Mental Retardation. See State Exhibit 292, Grossman, Classification in Mental Retardation 22-25 (1983). The court concluded that “the practices as defined and endorsed by the AAMD evidence best professional practices [and] ... must be incorporated into the state’s and local school districts’ special education evaluation and placement policies.” Record, vol. 39 at 8930. The court declined to order that the local defendants exceed the requirements of the existing state and federal regulations and consider out-of-school adaptive behavior, crediting testimony that “the school setting is the more important evaluation tool inasmuch as the ultimate [determination] is an educational one.” Id. at 8931.
The district court’s interpretations of the state regulations are not erroneous. The court’s construction of the I.Q. score regulation was based on the factual findings that including a standard error of measurement is sound and that the range suggested by the AAMD is professionally desirable. Although the state regulation does not explicitly refer to the standard error of measurement, a number of experts testified at the trial that inclusion of this amount of flexibility in considering I.Q. scores is necessary for a meaningful numerical cutoff. See, e.g., Record, vol. 49 at 2126-28, 2135 (testimony of Dr. Kicklighter) (standard error of measurement is an intrinsic part of I.Q. test). Furthermore, there is substantial evidence in the record supporting the view that the AAMD guidelines are acceptable professional tools. See, e.g., State Exhibit 292; Record vol., 43 at 443-46, 644-45, 670-81 (testimony of Dr. McLaughlin). 37
The district court’s interpretation of the state adaptive behavior regulation was premised on the factual findings that evaluating a student’s out-of-school adaptive behavior is not always possible “[f]rom a practical and financial standpoint,” and that in-school adaptive behavior “is the more important evaluative tool.” Record, vol. 39 at 8931. These findings are not clearly erroneous. Although there was evidence to the contrary, see, e.g., Record, vol. 43 at 665-66 (testimony of Dr. McLaughlin), vol. 44 at 885-86 (testimony of Dr. Katherine Blake), together with information that school officials on occasion *1427 did visit the children’s homes to assess adaptive behavior, testimony from two expert witnesses for the defendants, Dr. Kicklighter and Dr. Reschley, confirmed that in-school adaptive behavior is the more important criterion. See, e.g., Record, vol. 49 at 2145-48 (testimony of Dr. Kicklighter), vol. 52 at 2781 (testimony of Dr. Resch-ley). 38 In fact, the district court specifically credited Dr. Reschley’s testimony on this point. See id., vol. 39 at 8910, 8931. As found by the district court, there was also substantial evidence that evaluating out-of-school adaptive behavior is often impractical. In light of these factual findings, supported by the record, the district court’s conclusion was correct.
The district court treated the issue concerning the interpretation of the regulations as relevant both to the plaintiffs’ assertion that the defendants had violated the regulations promulgated under section 504, and to the substantive handicap discrimination count. See Record, vol. 40 at 921 n. 3. In its supplementary order, the court held that to the extent the misinterpretation of the I.Q. score regulation was relevant to the regulatory violations, it was barred by Robinson. However, because the section 504 regulatory violation also constitutes an infringement of an EAHCA regulation, see 34 C.F.R. § 104.3(k)(2)(iii) (defining “qualified handicapped person” in terms of EAH-CA definition), under the reasoning of the previous section, we hold that Robinson does not preclude all relief under section 504 for the misinterpretation of the I.Q. score regulation.
B. Substantive Handicap Discrimination
The plaintiffs’ substantivé handicap discrimination claim is predicated on the existence of widespread misclassifications of normal black students as mentally retarded, resulting in an oversubscription of black children in state EMR programs. The district court correctly recognized that section 504 encompasses handicap discrimination resulting from misclassifications.
39
See
34 C.F.R. § 104, Appendix A, p. 374 (regulatory procedures are “designed to ensure that children are not misclassified, unnecessarily labeled as being handicapped, or incorrectly placed because of inappropriate selection, administration, or interpretation of evaluation materials”);
Carter v. Orleans Parish Public Schools,
We begin our analysis by focusing on the scope of section 504. This circuit has acknowledged that section 504 affords relief for disparate impact as well as intentional discrimination.
See Stutts v. Freeman,
We conclude that, in this case, the plaintiffs must prove intentional discrimination or bad faith in order to be entitled to relief under section 504. We need not decide whether a showing of disparate impact is sufficient to permit the recovery of damages because we hold that the disparate impact cause of action authorized by the Rehabilitation Act regulations,
see
34 C.F.R. § 104.4(b)(4), cannot meaningfully be applied to the misclassification allegations in this case. A prerequisite to employing a disparate impact analysis is the existence of readily discernible classifications of people which permit an evaluation of possible different situations and treatment of the groups. Here the proper identification of the classes themselves is at issue, thus making it impossible to adequately probe the differing treatment of various groups. The plaintiffs have cited no cases, and we are aware of none, in which a disparate impact theory was employed to prove handicap discrimination based on the erroneous classification of normal people.
See generally Garrity v. Gallen,
The district court’s finding that the local defendants did not intentionally misclassify any students as being “mentally retarded” is not clearly erroneous.
40
A student is “misclassified” for the purpose of this review if he is assigned to an EMR program when he does not meet the definition of “mentally retarded.” The plaintiffs claim that a child should be presumed to be misclassified if he is assigned to an EMR program through a process not complying with the state and federal standards. We know of no authority to support this proposition.
41
Although noncompliance with procedural safeguards may increase the risk of misclassification, it cannot be said to conclusively establish it. We will not assume, for example, that a child assigned to an EMR program is actually normal simply because his parents did not participate in the evaluation as required by federal regulations. The general rule has always been that the plaintiffs bear the burden of proof in a section 504 handicap discrimination case.
See, e.g., NAACP v. Medical Center, Inc.,
To support their allegations of intentional misclassification, the plaintiffs point to a variety of evidence including the local defendants’ admitted regulatory violations, the undisputed oversubscription of black students in EMR programs, studies suggesting the existence of misclassifications and alleged individual examples of misas-signments. However, the record shows that the local defendants’ interpretations of the applicable regulations were reason *1429 able, 42 and that the admitted regulatory violations were the result of human error and administrative and financial difficulties. Although certain of the plaintiffs’ statistics suggest the existence of misclassifications, there is no direct evidence that the arguable misclassificatiоns were intentional or done in bad faith. 43 The studies concentrated on the likelihood of misclassification under the present methods of evaluation rather than on the possibility of intentional discrimination. See, e.g., State Exhibit 294, K. Heller, W. Holtzman & S. Messick, Placing Children in Special Education: A Strategy for Equity 3-74, 182-230 (1982). All of the examples of allegedly misclassified children are, as noted by the district court, “borderline” cases. 44 Although the record reveals that evaluation teams assigned certain children to EMR programs without considering all the evidence required by the regulations and updating that information in accordance with the law, the plaintiffs did not submit additional data to the district court establishing that all these candidates were not actually mentally retarded. 45 Based on these facts and the other evidence, we cannot say that the district court’s finding that any misclassifications were not intentional or made in bad faith is clearly erroneous. We affirm the district court’s dismissal of the plaintiffs’ substantive handicap discrimination claim.
Conclusion
We affirm the judgment of the district court in its entirety except the dismissal of the plaintiffs’ claim that the defendants violated a number of procedural regulations passed pursuant to the Rehabilitation Act and misinterpreted the state I.Q. score regulation. On remand, the district court is directed to grant appropriate relief on these claims which does not exceed that available under the EAHCA. 46
AFFIRMED in part, REVERSED in part and REMANDED with directions.
Notes
. The district court did not address the plaintiffs’ thirteenth amendment claims and neither party raises the issue on appeal.
. The state defendants do not deny their supervisory liability for the conduct of the local defendants at issue in this case.
. For a discussion of the historical background of desegregation in Georgia public schools as it applies to this case, see Record, vol. 39 at 8788-95 (opinion of district court), vol. 30 at 6246-55 (opinion of district court denying cross motions for summary judgment).
. These charges are not novel. As recently as 1983, the federal Office of Civil Rights found racial discrimination, violating Title VI, in the assignment of students and staff to classes in Crisp County. Similar assessments have also been made with respect to Clinch and Elbert counties, and in the assignment of students to special education classes in the Pelham City and Clinch County school districts. The former
*1409
Fifth Circuit Court of Appeals held a number of achievement grouping practices to be unlawful.
See United States v. Gadsden County School Dist.,
. The district court’s thorough summary of the local defendants’ achievement grouping and special education assignments is contained in Record, vol. 39 at 8935-53, 8967-78 (achievement grouping) and 8987-9000, 9013-18 (EMR placement).
. As defined by section 1401(1') of the EAHCA, the term “handicapped children”:
means mentally retarded, hard of hearing, deaf, speech or language impaired, visually handicapped, seriously emotionally disturbed, orthopedically impaired, or other health impaired children, or children with specific learning disabilities, who by reason thereof require special education and related services.
20 U.S.C. § 1401(1). The Georgia Program for Exceptional Children Regulations and Procedures broadly defines mentally handicapped as
[significantly subaverage general intelleсtual functioning, existing concurrently with deficits in adaptive behavior and manifested during the developmental period. Significantly subaverage refers to performance which is more than two standard deviations below the mean of the tests utilized to measure intelligence.
Georgia Department of Education Regulations and Procedures, Program for Exceptional Children, IDDFd3-18, § IV(A), State Exhibit 158.
. It is the purpose of this chapter to assure that all handicapped children have available to them ... a free appropriate public education which emphasizes special education and related services designed to meet their unique needs, to assure that the rights of handi- ' capped children and their parents or guardians are protected, to assist States and localities to provide for the education of all handicapped children, and to assess and assure the effectiveness of efforts to educate handicapped children.
20 U.S.C. § 1400(c).
. Federal regulations establish a number of classifications of handicapped children, three of which were the subject of testimony during the trial: 1) "mentally retarded" or "educable mentally retarded” (MR or EMR), 2) "seriously emotionally disturbed” or “behavior disordered” (BD), and 3) "specific learning disabilities” (SLD). 34 C.F.R. § 300.5(b)(4), (8), (9). The assignment of students to SLD or BD programs is not at issue here.
. "Adaptive behavior is the effectiveness with which the individual meets the standards of personal independence and social responsibility expected of his or her age and cultural group.” 34 C.F.R. Pt. 104, App. A, p. 375. For further explanations of adaptive behavior, see Record, vol. 41 at 152-53 (testimony of Dr. McLaughlin), vol. 49 at 2147-48 (testimony of Dr. Kicklighter), vol. 52 at 2778-81 (testimony of Dr. Resch-ley).
. During the years immediately following court ordеrs to desegregate, the former Fifth Circuit Court of Appeals struck down the achievement grouping practices of a number of school districts as being racially discriminatory.
See, e.g., Moses v. Washington Parish School Board,
. As noted by the defendants, a number of district court orders in
United States v. Georgia
confirm this conclusion.
See United States v. Georgia,
Civil Action No. 3009, slip op. at 3 (S.D.Ga. Feb. 14, 1974) (consent order declaring the Vidalia City School District to be unitary);
United States v. Georgia,
Civil Action No. 2771 slip op. at 3 (M.D.Ga. Jan. 24, 1974) (consent order declaring the Lee County School District to be unitary);
United States
v.
Georgia,
Civil Action No. 12,972 slip op. at 3-4 (N.D.Ga. July 23, 1973) (consent order declaring the Coweta County School District to be unitary). Each of these orders stated that the respective school districts were unitary within the meaning of the Supreme Court’s decisions in
Swann v. Charlotte-Mecklenburg Board of Education,
. Some confusion has been generated by the failure to adequately distinguish the definition of a "unitary” school system from that of a school district which has achieved “unitary status.” As used in this opinion, a unitary school system is one which has not operated segregated schools as proscribed by cases such as
Swann
and
Green
for a period of several years. A school system which has achieved unitary status is one which is not only unitary but has eliminated the vestiges of its prior discrimination and has been adjudicated as such through the proper judicial procedures. Unfortunately, the terminology used to refer to these concepts is not universal.
See, e.g., Castaneda,
. The state defendants argue nonetheless that the plaintiffs must prove discriminatory intent to prevail on their equal protection claim, relying on
Rogers v. Lodge,
. It is uncontradicted that the racial disparity in the local defendants’ lower achievement groups is substantial. This is ot a case in which an inference of discrimination cannot be drawn because the results of ability grouping were not statistically abnormal.
See, e.g., Morales v. Shannon,
. Under the “clearly erroneous” standard of review, an appellate court may overturn the trial court’s findings of fact only if the court is left with the definite and firm conviction that a mistake has been made.
See Pullman-Standard v. Swint,
[t]his standard plainly does not entitle a reviewing court to reverse the finding of the trier of fact simply because it is convinced that it would have decided the case different-ly____ If the district court’s account of the evidence is plausible in light of the record viewed in its entirety, the court of appeals may not reverse it even though convinced that had it been sitting as the trier of fact, it would have weighed the evidence differently. Where there are two permissible views of the evidence, the factfinder’s choice between them cannot be clearly erroneous.
Anderson v. City of Bessemer City,
470 U.S.-, -,
. The plaintiffs concede the improvement in statewide testing results to some extent, see Brief for Appellants at 10, but urge that the improvement is due to other changes such as alterations in curricula. Although there was no evidence establishing the cause of thе enhanced scores, the possibility that they were due to factors other than achievement grouping merely decreases the weight to be accorded the evidence.
. For a similar discussion of the educational desirability of achievement grouping, see infra Part IV(B)(1).
. We note also that the regulations plainly refer to the discriminatory "effect” of a practice. See 34 C.F.R. § 100.3(b)(2).
. The defendants urge that Guardians is limited to cases involving employment discrimination. Nothing in Guardians or Choate suggests that the Court’s interpretation of the regulations implementing Title VI is limited to employment cases. The regulations themselves are broadly drafted and contain no limiting language. See 34 C.F.R. § 100.3(b)(2).
. The plaintiffs argue that the district court erred in crediting Dr. Lerner’s opinion that so-cio-economic status is the most important predictor of student achievement to reach the conclusion that differences in achievement are not attributable to race. See Brief of Appellants at 37-42. The plaintiffs admit, though, that this finding is irrelevant to the Title VI analysis. Id. at 38.
.
Dothard v. Rawlinson,
. The plaintiffs concede that the district court’s determination that the local defendants’ practices are educationally necessary is a finding of fact subject to the clearly erroneous standard of review. See Brief of Appellants at 23.
. The district court specifically credited Dr. Lerner’s testimony on this issue. See Record, vol. 39 at 8902.
. The plaintiffs concede to some extent the mobility of students between achievement levels. See Brief of Appellant at 9.
. The Office of Civil Rights has prohibited grouping in certain classes based solely on criteria related to other classes. See Plaintiffs’ Exhibit 390, p. 6.
. For a discussion of the local defendants’ grouping criteria, see supra, Part 11(A).
. Dr. Calfee stated that his testimony was primarily meant to indict only the benefits of ability grouping, not the validity of the criteria used to place students. See Record, vol. 46 at 1290-91.
. The plaintiffs do not contend that the local defendants’ grouping practices are pretexts for discrimination.
. The plaintiffs admit that the district court’s determination that the proffered alternatives are not equally sound is a finding of fact subject to the clearly erroneous standard of review. See Brief of Appellants at 23.
. The plaintiffs’ witnesses confirmed this position. See, e.g., Record, vol. 43 at 473 (testimony of Dr. McLaughlin), vol. 46 at 1151 (testimony of Dr. John Kregel).
. Although the plaintiffs refer to "subjective criteria,”
see, e.g.,
Brief of Appellants at 28, 63, 67, their description of the EMR race discrimination claim makes it clear that this is not a case like
Griffin v. Carlin,
. Dr. McLaughlin admitted that he could not say that the statistical disproportionality was based on race, Record, vol. 43 at 519, 685-86, and that if his purpose was to compare the classifications of white and black students he would have needed to examine the files of white studеnts. Id,, vol. 44 at 730.
. One commentator has written that when disparate impact is established by comparing the percentage of blacks employed by the defendant with the percentage in the relevant geographical area, "the fallacy fairly jumps out of the page: even if we assume that the figures show that the employer must be doing something wrong, there is nothing to show that the wrong thing is [the employer’s practice.] It could be a number of other things.” A. Larson & L. Larson, Employment Discrimination § 74.41, p. 14-57 (1984).
. There is no question that the dismissal of the plaintiffs’ Title VI and constitutional claims requires the dismissal of the plaintiffs’ similar EEOA cause of action.
. The defendants’ only argument against the futility of exhaustion is that the administrative *1425 procedures were corrected the “same month” the plaintiffs filed suit. The new procedures, however, were not in place until after this lawsuit was filed. See Record, vol. 48 at 1765-66. We do not consider whether pursuit of the EAH-CA administrative remedies would have been futile because of their inapplicability to the plaintiffs’ regulatory claims.
. The plaintiffs also suggest that they could not sue directly in the district court to assert their EAHCA rights because 20 U.S.C. § 1415(e) allegedly predicates federal subject matter jurisdiction on the completion or at least the applicability of the administrative procedures. A number of courts have characterized the failure of a plaintiff to complete the administrative process as a jurisdictional defect.
See, e.g., McGovern v. Sullins,
. There is also evidence that Vidalia City and Coweta County consider the standard error of measurement. See Record, vol. 39 at 8998-99, 9015 (opinion of district court).
. Although Dr. Reschley also testified that both in-school and out-of-school adaptive behavior should be considered, Record, vol. 52 at 2781, this does not render the district court’s factual finding of the importance of the former clearly erroneous.
. Without deciding the issue, we note that Robinson apparently does not govern the plaintiffs’ substantive handicap discrimination claim because only section 504 includes the plaintiffs’ misclassification theory.
. Because we hold that the plaintiffs must prove intent to discriminate or bad faith, we do not address whether the district court’s finding of no misclassifications is clearly erroneous.
. The assertion that noncompliance with the federal and state procedural safeguards conclusively establishes misclassification is based on the deposition testimony of Cathy Justen, the Special Education Director of the Jefferson County School District. Justen testified as follows:
Q. When I ask you ... when I say the word "misclassification,” what does that mean to you?
A. A student that was labeled EMR that was actually not EMR.
Q. And you would determine that by using the state and federal guidelines, I assume?
A. Yes.
Plaintiffs' Exhibit 1166, p. 8. This testimony does not suggest that the merе failure to follow state and federal guidelines establishes that the student was "misclassified,” only that the guidelines are used in determining whether the child is actually mentally retarded.
. Although contrary to the district court's construction, the local defendants’ interpretation of Georgia’s I.Q. score regulation was made in good faith. There is a great deal of evidence in the record establishing that strict reliance on I.Q. scores is undesirable and that flexibility in assessing the scores is necessary. See, e.g., State Exhibit 143, School Psychological Services Handbook 19 (1975); Record, vol. 49 at 2118-38, 2149, 2152-55 (testimony of Dr. Kicklighter), vol. 52 at 2773-75 (testimony of Dr. Reschley). As noted before, the local defendants’ interpretation of the state adaptive behavior regulation was correct.
. The plaintiffs introduced statistics disclosing the number of students classified as EMR, BD and SLD in various school years. In the 1977-78 term, for instance, Burke and Lee counties assigned 96 and 86 children to their EMR programs, respectively, while classifying no students as BD. See Plaintiffs’ Exhibit 573. According to the plaintiffs, this disparity suggests that the school districts systematically "dump" BD and SLD children into the EMR category without regard for their true condition. More recent statistics of the four local defendants are less troubling:
Students Classified as— EMR BD SLD
Burke County 88 10 42
Coweta County 271 165 301
Lee County 101 66 117
Vidalia City 73 31 75
Plaintiffs’ Exhibit 727 (1980-81 school year).
. Without reviewing in detail all the individual cases listed by the plaintiffs as examples of intentional or bad faith misclassifications, we observe that all the students’ files contained significant indicia of mental retardation. See generally Plaintiffs’ Exhibits 660-68, 1300-1459.
. Dr. McLaughlin testified that his opinion that certain children were misclassified was based only on his review of their files. Record, vol. 41 at 207(a), 261. Dr. Kicklighter stated that borderline case determinations could not be made on the information in the files alone. Id., vol. 49 at 2119-20, 2123-24.
. Because the district court has already held a hearing on relief, it may not be necessary to hold another hearing. Whether another hearing is necessary is a matter left to the discretion of the district court.
