An experimental study released in September 2026 by a University of Michigan team found that 292 college admissions officers reviewing simulated engineering applications were 16.4 percentage points less likely to recommend admission for applicants who had not taken calculus, even when their high schools did not offer the course. Every Irvine Unified School District (IUSD) high school offers AP Calculus, and whether a student reaches the course before graduation depends on placement checkpoints in middle school and in grades 9 and 10.
The Calculus and Engineering Admissions Study: What Happened
The study was released as a working paper of the Annenberg Institute at Brown University, EdWorkingPaper 26-1581, by authors at the University of Michigan. As reported by Inside Higher Ed on October 16, the paper has been accepted by the journal Educational Researcher. The design and main findings are:
| Item | Detail |
|---|---|
| Participants | 292 practicing admissions officers from 69 institutions, with 1,768 total reviews |
| Design | Officers read simulated application files against their own institution’s standards; the applicants were high-achieving engineering applicants, some of whom had not taken calculus because their school did not offer it |
| Admit recommendation | Applicants without calculus were 16.4 percentage points less likely to receive an admit recommendation |
| Rating | On a 1-to-10 scale, ratings were 0.54 points lower on average, a 7.9% decline |
| Asian American applicants | No evidence that Asian American applicants without calculus were penalized more heavily |
| Time on the high school profile | Among reviews with the least time spent on the School Profile, the gap was 22.1 percentage points; among those with the most time, it was still 11.0 percentage points |
Citing 2024 U.S. Department of Education data, the paper notes that only 50% of public high schools nationwide offer calculus. The researchers conclude that even at institutions that describe their review as holistic, officers in practice rate applicants lower when calculus is missing.
What the Calculus Study Means for Irvine Families
The study measures the case in which a school does not offer calculus and the student has no opportunity to take it; the paper states plainly that it does not measure how officers view students who had access and chose not to enroll. Irvine falls into the second case. The Irvine High School mathematics page lists AP Calculus AB as an 11th-grade option and AP Calculus AB and AP Calculus BC as 12th-grade options, and the course lists of Woodbridge High School and Portola High School also include both courses. Admissions officers can see these offerings in the School Profile, so an Irvine engineering applicant without calculus will find it harder to explain the gap as a lack of opportunity.
Some universities also write calculus into program requirements. The Boston University admission page states that applicants to the College of Engineering must have a year of calculus, and the Questrom School of Business requires a year of calculus or a year of precalculus plus a year of AP Statistics. The University of California (UC) A-G requirement is three years of mathematics, with a fourth year strongly recommended, and does not list calculus as an admission requirement.
The IUSD Math Pathway: Checkpoints Between Middle School and Calculus
IUSD placement rules are set out in Administrative Regulation 6142.92. District math acceleration begins in 7th grade through content compaction, and the target high school courses are Math I, Math II, and Math III. Enhanced Math II plus AP Precalculus compresses three years of content (Math II, Math III, and Precalculus) into two. The key checkpoints are listed below, and each requires meeting two of three criteria:
| Checkpoint | Grade | End of Course Assessment | Appraisal of practice habits |
|---|---|---|---|
| Middle school Enhanced Math I to 9th-grade Enhanced Math II | A- or higher each trimester | 85% or above | Demonstrates habits for Enhanced Math II |
| 9th-grade Math I to 10th-grade Enhanced Math II | A- or higher | 85% or above | Demonstrates habits for Enhanced Math II |
| Enhanced Math II to AP Precalculus | B- or higher each trimester | 85% or above | Demonstrates habits for AP Precalculus |
| Math II to HS Summer Bridge | A- or higher | 85% or above | Meets the standard |
Working from these rules, the timing of calculus on three common paths is:
| Path | Grade 9 | Grade 10 | Grade 11 | Grade 12 |
|---|---|---|---|---|
| Middle school acceleration (Enhanced Math 7/8 from 7th grade) | Enhanced Math II | AP Precalculus | AP Calculus available | Further advanced math available |
| Acceleration after 9th-grade Math I | Math I | Enhanced Math II | AP Precalculus | AP Calculus available |
| Target courses throughout | Math I | Math II | Math III | Precalculus; no calculus in high school |
Students on the target path have one more opportunity, the summer bridge course after 10th grade, which is the only bridge course the district rules provide at the high school level. The full placement thresholds and appeal process are covered in the EDUBUS IUSD Math Pathway guide.
EDUBUS Recommendations on Calculus and Engineering Applications
Students aiming for engineering should look at 9th-grade placement in 8th grade. As the table shows, a student in Math I in 9th grade reaches calculus in 12th grade only by earning an A- in 9th grade and passing the End of Course Assessment. A student who misses that checkpoint has only the summer bridge course after 10th grade.
Where target universities set program requirements, plan courses around them. The Boston University College of Engineering requires a year of calculus, and each university’s admission page is the authority on such requirements. EDUBUS recommends checking the engineering requirements of every target university before 10th-grade course selection.
Admissions officers see the School Profile, so course choices need a coherent rationale. The study found that the calculus gap was smaller when officers spent more time on the School Profile. At a school that offers calculus, a student who did not take it should be able to explain the choice in the application, for example by pointing to another course of comparable rigor.
Preparation before each placement checkpoint comes down to the course content itself. The EDUBUS math acceleration overview maps each checkpoint to the IUSD curriculum, the college admissions planning service covers college lists and majors, and the Irvine high school guide covers courses and outcomes at the five Irvine high schools.
Sources
- Annenberg Institute at Brown University: Is Calculus a Gatekeeper in Selective Engineering Admissions? (EdWorkingPaper 26-1581) (accessed October 17, 2026)
- Inside Higher Ed: Students Penalized in Admissions for Not Taking Calculus (accessed October 17, 2026)
- Irvine Unified School District: Mathematics Instruction, Administrative Regulation 6142.92 (accessed October 17, 2026)
- Irvine High School: Mathematics (accessed October 17, 2026)
- Woodbridge High School: Mathematics Department (accessed October 17, 2026)
- Portola High School: PHS Course Offerings (accessed October 17, 2026)
- Boston University: First-Year Applicants (accessed October 17, 2026)
- University of California: Subject requirement (A-G) (accessed October 17, 2026)
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