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Diversity in graduate school linked to higher starting salaries

by Karina Petrova
July 26, 2026
Reading Time: 5 mins read
[Adobe Stock]

[Adobe Stock]

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Recent research indicates that attending graduate school with a racially diverse group of peers is linked to higher median starting salaries upon graduation. The large study examined decades of data from business and law schools across the United States. The results were published in Nature.

The United States Supreme Court struck down race-based affirmative action in college admissions in 2023. Justices opposing the practice argued that the educational benefits of diversity were too abstract for courts to evaluate objectively. They claimed that goals like training future leaders or breaking down stereotypes lacked a measurable connection to university admission policies.

This legal shift prompted researchers to search for a concrete, economic metric that could quantify the impact of varied racial representation on a student body. Debanjan Mitra, a business professor at the University of Connecticut, led the research team. Peter N. Golder of Dartmouth College and Mariya Topchy of Travelers Insurance also contributed to the project.

The researchers wanted to test a prominent educational concept known as learning theory. This theory suggests that interacting with varied types of people improves cognitive skills, spurs creativity, and sharpens critical thinking. Students exposed to different lived perspectives are supposedly better prepared for the modern workforce.

Better preparation and elevated skills should theoretically translate into better job performance. Elevated performance usually leads to higher pay for the entire graduating class. The researchers wanted to see if the data supported these theoretical benefits.

Other economic models suggested that higher diversity might result in a completely opposite outcome. Well-documented racial wage gaps persist across endless industries in the United States. Based on this established discrimination, a graduating class with a higher percentage of minority students could theoretically drag down the overall median salary for that specific group.

The research team set out to see which theory held up when applied to real-world salary data. They focused their analysis on specific educational setups called cohort-based programs. In these programs, students begin at the same time, take most of the same classes, and graduate together.

This shared scheduling creates an environment where students regularly interact and learn from one another inside and outside the classroom. Master of Business Administration programs and Juris Doctor programs are classic examples of this group-oriented educational model. The continuous peer interaction makes these professional programs ideal for testing the impacts of diversity.

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To evaluate the economic outcomes, the researchers compiled two large datasets spanning decades. They analyzed 2,964 business school cohorts across 141 institutions over a 29-year period. They also examined 3,386 law school cohorts across 200 institutions over a 21-year period.

The data for these analyses came from detailed surveys conducted by a major national publication. Universities regularly submit their enrollment metrics and career outcomes to be ranked against peer institutions. These submissions are heavily vetted by public entities and competing schools, making the reported numbers highly reliable.

The team gathered data on the percentage of domestic minority students in each incoming class. The survey data classified minority students as those who identified as African American, Alaska Native, American Indian, Asian American, Native Hawaiian, Pacific Islander, or Hispanic. The researchers matched this demographic information with the starting salaries reported by the group upon graduation two or three years later.

The researchers measured the racial makeup of the students in two distinct ways. First, they looked at a narrow definition, calculating the percentage of minority students exclusively within a single incoming class. Then they looked at a broad definition, which included the demographics of students in the classes immediately above and below the focal group.

To isolate the effect of racial representation, the researchers accounted for multiple outside factors. They adjusted their statistical models for standardized test scores, undergraduate grade point averages, and the proportion of female students in each program. They also accounted for the prestige, size, and location of the parent university, ensuring that the results were not driven exclusively by elite, urban schools.

The data revealed a positive association between racial representation and future earnings. Higher percentages of minority students in an incoming class consistently predicted higher median starting salaries for that graduating cohort. This pattern held true across both business and law schools.

Both the narrow and broad measurements pointed to the same economic outcome. When students were exposed to a wider variety of peers throughout their entire degree program, their eventual starting salaries tended to be higher. Including the demographics of overlapping classes sometimes yielded an even stronger positive association with future wages.

The financial boost applied broadly across the entire student group. In a theoretical class of 100 students, the addition of one minority student was associated with a cohort-wide salary increase of roughly 12,500 dollars for business students. For law students, that same addition was linked to a cohort-wide pay bump of nearly 30,000 dollars.

These theoretical increases represent cumulative earnings dispersed among all the students in the graduating class. The researchers conducted dozens of alternative statistical checks to see if the relationship would disappear. They analyzed different thresholds of diversity and tested alternative ways to categorize the student groups.

The positive link between racial representation and higher pay remained through almost all of these varying methods. The results suggest that the financial benefit is not exclusive to minority students. Instead, the varied environment seemingly lifts the earning potential of every professional in the cohort.

This boost in earning potential might stem directly from the interpersonal skills students develop when navigating diverse environments. Exposure to different cultures prepares young professionals to work effectively in a pluralistic society. Such adaptability is highly prized by large legal firms, public sector agencies, and corporate employers who serve a broad customer base.

As with any observational data, the results cannot definitively prove that diversity directly causes salaries to rise. A completely controlled experiment testing this dynamic is practically impossible in a university setting. Instead, the findings highlight a strong historical link between the two variables across decades of recorded behavior.

To further probe this relationship, the researchers used a statistical tool to check the sequence of events over time. They found that an incoming class’s diversity predicted the graduating class’s median salary years later.

The reverse was not statistically significant. An unusually high graduating salary did not successfully predict the next incoming class’s diversity level. This sequential check hints at a forward-moving relationship from school demographics to future pay.

The authors pointed out that the Supreme Court left a tiny opening for diversity initiatives. The justices allowed universities to consider an applicant’s discussion of how race affected their individual life. The court also exempted military academies from the affirmative action ban, acknowledging that diverse leadership might be necessary for national security.

The study authors suggested that similar exceptions could technically be argued for business and legal training. The research team noted several avenues for future investigation to build on these findings. They recommended exploring the potential financial benefits of gender diversity in these academic programs.

They also stated that future studies should examine how specific racial classifications interact with gender to influence career outcomes. In the meantime, the authors suggested that academic administrators and business leaders should take note of the economic metrics.

Retaining diversity programs may have direct financial benefits that go beyond ethical arguments for social equality. The study offers measurable evidence that varied perspectives in a classroom can translate into tangible economic advantages on payday.

The study, “Racial diversity in higher education is associated with higher student salaries,” was authored by Debanjan Mitra, Peter N. Golder, and Mariya Topchy.

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