IEP-First AI Scheduling — Mesquite ISD, Texas Raises Fully-Scheduled Special-Education Students From ~70% to Over 90%

Mesquite Independent School District, a public school district in the Dallas–Fort Worth area of Texas, faced a common tension in US public education: a growing population of students with Individualized Education Programs (IEPs) whose services were scheduled manually and separately from the general master schedule, producing inefficient special-education staffing, inconsistent teacher caseloads and burnout.

Starting with a 2023–24 pilot at two middle schools, Mesquite ISD partnered with Timely, a US school-scheduling company, to reverse the usual order of master scheduling: the district first created total-inclusion sections and assigned co-teachers to meet IEP requirements, then built the general master schedule around them, rather than retrofitting special-education needs afterward. Neighbouring Richardson ISD adopted the same IEP-first approach to manage its own more complex scheduling challenge after transitioning from a junior-high (grades 7–9) to a middle-school (grades 6–8) model.

District officials, including Mesquite ISD's Executive Director of Administrative Services & Data Management Valerie Mayad, reported identifying an average of 2.0 excess special-education FTEs per campus that could be reallocated, and raising the share of students with a fully complete schedule from about 70% to over 90%. Reported scheduling time fell from a prior 125–175 hours per year to 75–100 hours per participating school. Independent education journalism outlet The 74 corroborated these figures in a wider report on AI-optimized scheduling, which it said Timely had by then deployed across more than 400 US schools in 17 states.

These figures come from the vendor's own case study and a single independent explanatory-journalism piece, not from a peer-reviewed evaluation, and describe an initial two-campus pilot rather than a district-wide, controlled rollout. Separately, and independently of this scheduling initiative, Mesquite ISD announced roughly $24 million in budget cuts and staff layoffs for the 2026–27 school year due to declining district-wide enrollment, as reported by The Dallas Morning News — a reminder that more efficient scheduling does not by itself resolve deeper enrollment and funding pressures facing the district.

Read the full analysis: https://www.timelyschools.com/case-study-mesquite-richardson-isd