This bar chart breaks down AP enrollment by race — White, Hispanic, Black, Asian, or Other — classifying each group as “Overrepresented” or “Underrepresented.” The metrics capture each group’s AP enrollment share relative to their share of the total student population. A representation of 100% indicates perfect proportionality; above is overrepresented, below is underrepresented.

White and Asian groups are overrepresented in California high schools. Asian students are enrolled in AP courses at nearly two times their population share. Meanwhile, Black and Hispanic groups are significantly underrepresented, at only ~63% and ~75%, respectively. This directly conflicts with the College Board’s stated mission of creating equal access to its courses for all groups.

This visualization acts as a powerful motivator for our project — there is a representation gap, and our project aims to understand why. Enrollment in AP courses is not proportional to population, shining a light on a core part of our research.

This bar chart displays the total number of students enrolled by ethnicity in AP courses across California public schools during the 2021–2022 school year. The most noticeable pattern is the large difference between the three largest groups (Hispanic, White, and Asian) and the remaining groups (Black, Hawaiian/Pacific Islander, Native American). Hispanic students represent the largest group of AP participants, with approximately 170,000 students enrolled — likely reflecting California’s demographic composition.

However, because this graph shows total enrollment rather than the ratio to total population, it does not directly reveal the success of the AP program regarding racial equality. The differences suggest that Black, Native American, and Hawaiian/Pacific Islander students face systemic barriers to advanced education, though raw enrollment counts alone cannot tell the full story.

This visualization examines how AP enrollment varies by gender across different subject areas and course types. Gender-based disparities in AP course selection reflect broader societal patterns of tracking, where students are steered toward certain disciplines based on gender norms. Understanding these patterns is essential for evaluating whether the AP program truly offers equitable access across all student demographics.

The data reveals meaningful differences in course type enrollment by gender, with implications for long-term academic and career trajectories. These patterns raise questions about whether structural factors — counselor recommendations, peer influences, and cultural expectations — contribute to differential enrollment, or whether they reflect preferences formed within a socially constrained environment.

The geographic visualization maps AP enrollment across California high schools, revealing stark regional disparities. Schools in affluent coastal communities and well-funded suburban districts show significantly higher AP participation rates compared to rural and lower-income urban schools. A student’s zip code is a powerful predictor of their access to advanced coursework.

These geographic patterns reflect broader inequalities in school funding and resources. Areas with lower property tax bases — often home to historically marginalized communities — receive less funding, translating to fewer qualified AP teachers, less support infrastructure, and ultimately lower enrollment rates. The map makes visible what aggregate statistics often obscure: that educational opportunity in California is deeply unequal and spatially concentrated.

This bar chart shows both median total enrollment and participation rate for each racial group by school. Asian and White students have the highest participation rate in SAT/ACT exams, mirroring trends previously noted in AP enrollment demographics. This trend also reflects broader trends of inequality in educational access and resources that the AP program seeks to remedy.

We use SAT/ACT enrollment as a loose metric for higher-education seekers. The convergence of SAT/ACT disparities with AP enrollment disparities suggests these are not isolated phenomena but interconnected symptoms of a broader structural inequality in who is being prepared for and guided toward college.

This dot plot compares the number of students participating in SAT/ACT to the number enrolled in AP Science courses per school. A large cluster of schools shows a generally even distribution with a weak positive trend. There are also outlier schools with much higher SAT/ACT enrollment relative to AP Science enrollment, and vice versa.

Overall, the plot shows a weak relationship between SAT/ACT enrollment and AP Science enrollment, suggesting AP enrollment may not have much effect on SAT/ACT participation. Students may enroll in both not because AP promotes college-seeking behavior, but because they already identify as college-bound — an example of self-selection bias that complicates causal claims about the AP program.

This chart illustrates how AP Science enrollment is distributed across California schools. The data shows that 41% of all AP students are concentrated in the top 10% of schools by enrollment, while the remaining 59% are spread across the other 90% of schools. This uneven distribution shows that access to advanced science coursework is not evenly available across the state.

When nearly half of all AP Science enrollment occurs in only 10% of schools, it suggests that these schools have greater resources — more qualified teachers, better funding, or historically established academic cultures. Thus, a student’s access to advanced STEM education depends largely on the school they attend. The chart illustrates that AP Science participation is clustered in certain schools, raising serious equity concerns about structural access.