The pipeline
Why so few software developers are Black or Hispanic
Counting every industry, not only tech firms, an office of 100 U.S. software developers averages about 5 Black and 6 Hispanic engineers. That ratio is set long before the job interview. Texas educates about 11% of America's schoolchildren; here is where its pipeline narrows, stage by stage, in the state's own numbers.
What no public dataset shows: choosing a computing major, finishing it, getting the interview, getting hired, staying. The stages between the classroom and the cubicle are the gap in every dataset, including this one.
Each stage is today's rate at that gate, not one group of children tracked over time; the 3rd-graders of 2023 are not the graduates of 2022. Denominators differ by stage and are labeled. Every school-stage number is TEA's own, statewide-pooled; tap a stage to explore it by county. The developer figures are national (BLS); no state-level demographic breakdown exists.
What moved numbers like these, where it was tried
Three published results on the lever this data keeps pointing at: who gets placed into the advanced track.
Screen everyone, not just the referred
When one large Florida district started testing every second-grader for gifted programs instead of waiting for teacher and parent referrals, Black and Hispanic identification roughly tripled, with no change in the bar itself. Testing everyone surfaced talent the referral step had been missing.
Card & Giuliano, 2016 (PNAS)
Make advanced the default
Dallas ISD switched honors enrollment to opt-out: students who qualify are placed in honors automatically unless the family opts out. Black and Hispanic honors enrollment jumped, and pass rates held, evidence that the old opt-in step, not readiness, was screening students out.
Dallas ISD opt-out honors policy, 2019–
Texas made it law for middle-school math
Senate Bill 2124 (2023) requires districts to auto-enroll students who score in the top 40% of 5th-grade math into advanced 6th-grade math. It is the Dallas mechanism, statewide, aimed at the exact stage where the advanced-math track forms.
Texas SB 2124, 88th Legislature
Sources. School stages: Texas Education Agency performance reports (TAPR), all Texas schools combined, latest available year per measure. Developer workforce: U.S. Bureau of Labor Statistics, Current Population Survey, Table 11: Employed persons by detailed occupation, sex, race, and Hispanic or Latino ethnicity (2025 annual averages), accessed 2026-07-25. Intervention studies as cited. Methods.