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*1206L.J. and his mother surely have more experience than they would wish for in navigating the contours of the Individuals with Disabilities Education Act (IDEA) and its challenge procedures. And, to be fair, the school system likely harbors its own regrets about the amount of litigation that has occurred over the last decade-and-a-half. Since his third-grade year, L.J.-who has been diagnosed with autism and a speech-and-language impairment-has received special education and related services under the IDEA, a statute that carries an educational guarantee for students with special needs: an individualized education plan (IEP) "reasonably calculated to enable a child to make progress appropriate in light of the child's circumstances." Endrew F. v. Douglas Cty. Sch. Dist. , --- U.S. ----,
I.
Congress passed the IDEA in 1975 "to ensure that all children with disabilities have available to them a free appropriate public education."
The individualized education program is "the centerpiece of the statute's education delivery system for disabled children." Honig v. Doe ,
The IDEA allows parents to challenge "any matter relating to the identification, evaluation, or educational placement of the child, or the provision of a free appropriate public education."
II.
L.J., a child with autism and a speech-and-language impairment, was a student in the Broward County public school system *1208during his kindergarten, elementary school, and middle school years. During his third-grade year, education professionals at his elementary school worked with L.J.'s mother to develop an individualized education program for him. That IEP remained in place for several years as L.J. progressed through elementary school.
When L.J. entered middle school three years later, the school board proposed a new IEP that it believed would better suit his needs in the new environment. L.J., meanwhile, strongly disliked the new middle school setting and immediately exhibited a range of problematic behaviors-including persistent refusal to attend school. L.J.'s mother ended up homeschooling him for most of his sixth-grade year, and in August of that year she filed an IDEA complaint challenging the content of the middle school's proposed IEP. She also invoked the IDEA's "stay-put" provision so that the school was required to continue to implement L.J.'s elementary school IEP while her challenge to the proposed middle school IEP progressed through the system.
Over the fall and spring of L.J.'s sixth-grade year, his mother continued to file complaints challenging various aspects of L.J.'s education, including the school's implementation of his elementary school stay-put IEP. An administrative law judge (ALJ) consolidated five complaints from L.J.'s mother as well as one filed by the school and held hearings over an eight-month period during L.J.'s sixth-grade year. The summer after sixth grade, the ALJ issued a decision addressing the content of the new IEP and the implementation of the old one; he found both that the content of the proposed middle school IEP was appropriate and that the school had adequately implemented the elementary school stay-put IEP during the challenge. L.J.'s mother appealed from that decision, and a district judge affirmed it.
L.J. returned to his public school for his seventh-grade year, but despite the apparent efforts of both his mother and the school, his attendance problems continued: due to a combination of illness and refusal to attend, L.J. was absent for well over 100 school days. All told, L.J. was present for less than a quarter of the class periods during his seventh-grade school year. That small fraction reflects the fact that L.J. often never even made it to the bus stop, much less through the school doors, and that when he did go to school, he often left early.
In December of L.J.'s seventh-grade year, his mother filed another IEP challenge-the one that eventually resulted in this appeal. Although the ALJ had found *1209in the first case that the school had adequately implemented the elementary school stay-put IEP through the end of L.J.'s sixth-grade year, L.J.'s mother now alleged that the school had failed to implement that same IEP during the federal judicial proceedings that followed her appeal from the ALJ's order-that is, beginning in seventh grade. As the administrative challenges continued, so did L.J.'s problems at school, including several violent incidents. L.J.'s mother eventually removed him from the public school in February 2008, a little more than halfway through his eighth-grade year.
And so began this case, which relates to the time between the ALJ's decision at the end of L.J.'s sixth-grade year and L.J.'s removal from school partway through eighth grade. Eighteen non-consecutive days of hearings on these new claims spanned over two years between March 2007 and October 2009. Over a year later, the ALJ issued a written opinion concluding that the school had failed to implement L.J.'s elementary school stay-put IEP during his seventh- and eighth-grade years, the time when the decision approving the content of the proposed middle school IEP was being appealed in federal court. The ALJ opinion acknowledged the age of the stay-put IEP and recognized that "the School Board found the implementation of the IEP to be very difficult." But after a lengthy recitation of factual findings and specific day-to-day incidents, the ALJ concluded that "there were substantial or significant provisions of [L.J.'s] IEP that the School Board failed to implement." The ALJ also found that the school had discriminated and retaliated against L.J. and his mother for exercising their rights under the IDEA, but the parties have settled that claim and it is not at issue here.
The parties filed complaints in federal district court-L.J.'s mother seeking enforcement of the ALJ's order and additional relief, and the school challenging the order. Soon after, both parties cross-moved for judgment on the administrative record. The district court issued an opinion setting the standard of review and ordering supplemental briefing. See L.J. v. Sch. Bd. of Broward Cty. ,
III.
When a district court reviews an administrative decision in an IDEA case, it must make a decision based on the preponderance of the evidence and give "due weight" to the ALJ's conclusions. R.L. v. Miami-Dade Cty. Sch. Bd. ,
When we review a district court's decision in an IDEA case, we review questions of law de novo and findings of fact for clear error.
IV.
A.
The IDEA was Congress's response to a national problem: the exclusion of disabled children from the benefits and opportunities of public education. It gives force to a congressional determination that all children-including those who suffer from disabilities-are entitled to participate in the life of this country's public schools. To effectuate that goal, the IDEA created an array of procedures allowing parents and schools to work together to provide "special education and related services designed to meet" disabled children's "unique needs."
Rowley set the starting line for IEPs. Emphasizing that "[i]mplicit in the congressional purpose of providing access to a 'free appropriate public education' is the requirement that the education to which access is provided be sufficient to confer some educational benefit upon the handicapped child," the Rowley Court concluded that a covered child's IEP must be "reasonably calculated to enable the child to receive educational benefits."
*1211P. v. Newington Bd. of Educ. ,
In 2017, the Supreme Court stepped in again. In Endrew F. v. Douglas County School District , the Court rejected the Tenth Circuit's "merely more than de minimis " standard because, "[w]hen all is said and done, a student offered an educational program providing 'merely more than de minimis ' progress from year to year can hardly be said to have been offered an education at all."
Both Rowley and Endrew F. explain how an IEP as written may fail to clear the IDEA's substantive threshold (and therefore fail to offer a free appropriate public education). Those cases provide useful guideposts to courts evaluating "content" claims. But even where an IEP as written may satisfy the IDEA, schools can also fail to meet their obligation to provide a free appropriate public education by failing to implement the IEP in practice . These are "implementation" cases, and it is this second species of IDEA claim that this case presents.
B.
We have not yet articulated a legal standard to govern implementation cases. For the courts that have, the heart of this issue has been whether any deviation whatsoever from an IEP necessarily violates the IDEA, and-if not-how far is too far. Confronting this issue for the first time ourselves, we conclude that to prevail in a failure-to-implement case, a plaintiff must demonstrate that the school has materially failed to implement a child's IEP. And to do that, the plaintiff must prove more than a minor or technical gap between the plan and reality; de minimis shortfalls are not enough. A material implementation failure occurs only when a school has failed to implement substantial or significant provisions of a child's IEP. Under that standard, students and parents can be assured that they will receive the benefits of a properly designed IEP, while schools work to meet those requirements without being inappropriately penalized for de minimis failures that do not themselves deprive a student of the educational promise of the IDEA.
Several considerations convince us that a materiality standard-rather than a perfect-implementation requirement-is best suited to determine whether a school has satisfied its obligations under the IDEA, at least with respect to the implementation of an IEP. In determining what those obligations are, we look first to the definition of a "free appropriate public education" in the text of the IDEA:
The term "free appropriate public education" means special education and related services that-
(A) have been provided at public expense, under public supervision and direction, and without charge;
(B) meet the standards of the State educational agency;
(C) include an appropriate preschool, elementary school, or secondary school education in the State involved; and *1212(D) are provided in conformity with the individualized education program required under section 1414(d) of this title .
The phrase "in conformity with" suggests that general agreement or congruence, not perfect adherence, is the standard. See Van Duyn v. Baker Sch. Dist. ,
To the contrary, statutory context also points toward a materiality standard. In seeking to deliver "special education and related services designed to meet" disabled children's "unique needs,"
Setting out a standard under which even a de minimis failure to implement a particular provision of an IEP would be actionable would also be inconsistent with the recognition that an IEP is a plan, not a contract. See
Another contextual clue is particularly telling. In some implementation cases (including this one), the parties dispute the implementation of a "stay-put" IEP-that is, a child's old IEP that a school district is required to implement during the pendency of disputes over the content of a new one. See
Given this impossibility, the alternative to a materiality standard-holding that any deviation, however minor, necessarily and conclusively amounts to an IDEA violation-is a poor fit for the IDEA and the contexts in which it operates. Adopting a hair-trigger standard for implementation cases would turn the stay-put provision into a sword rather than a shield by rendering every misstep, no matter how insignificant or unavoidable, a violation of the IDEA. It would ignore the realities and the challenges that the IDEA was built to accommodate and fail to distinguish between schools that implement stay-put IEPs to the fullest extent possible in a new setting and schools that simply give up. We decline to read such a counterproductive trap into the IDEA.
We thus conclude that the materiality standard-asking whether a school has failed to implement substantial or significant provisions of the child's IEP-is the appropriate test in a failure-to-implement case.
C.
We offer a few points on the implementation of this implementation standard.
*1214In keeping with the Supreme Court's example in Endrew F. , we will not attempt to map out every detail of this test. Indeed, as with the substantive standard in content cases, it is "in the nature of the Act and the standard we adopt to resist such an effort." Endrew F. ,
To begin, the focus in implementation cases should be on "the proportion of services mandated to those actually provided, viewed in context of the goal and import of the specific service that was withheld." L.J. ,
A child's actual educational progress (or lack thereof) can be evidence of the materiality of an implementation failure-but it is not dispositive. Cf. Endrew F. ,
We reiterate our caution, however, that reviewing courts should not rely too heavily on actual educational progress, at least where a plaintiff has not tied the lack of progress to a specific implementation failure. It is merely one piece of evidence courts may use in assessing whether a school failed to implement substantial or significant provisions of the IEP. This is particularly true where a school implements a stay-put IEP after its newly proposed IEP has been challenged: given the circumstances, it may be unfair to judge the school based only on the output of a plan that the school itself believes is due for revision.
Along those same lines, we agree with the district court that schools must be afforded some measure of leeway when they implement a stay-put IEP, especially when the child has transitioned from one educational level to another after the stay-put IEP was adopted. In such a case, the school's implementation "must produce as closely as possible the overall educational experience enjoyed by the child under his *1215previous IEP." John M. , 502 F.3d at 715. But reviewing courts "must recognize that educational methodologies, appropriate and even necessary in one educational environment, are not always effective in another time and place in serving a child's continuing educational needs and goals." Id.
This is not to say that a school may unilaterally reject or revise a child's stay-put IEP-that would defang the stay-put requirement entirely. To the contrary, the Supreme Court has made clear that the IDEA "strip[s] schools of the unilateral authority they had traditionally employed to exclude disabled students." Honig ,