As the world of higher education continually evolves, and societal frameworks shift alongside this, the question of who gets in and why remains as relevant as ever. Our project seeks to unravel the complexities of socioeconomic factors that influence the college admission processes. This narrative showcases our journey of data exploration, theoretical considerations, and meaningful findings that shed light on the multifaceted nature of college admissions. Beginning with data exploration, we looked at a dataset that includes a variety of socioeconomic indicators, such as parental income levels, attendance rates, in-state versus out-of-state attendance, and test scores, to better understand relations among socioeconomic factors and their impact on college admission processes.
The dataset raised a few questions for our group:
How does parental income level correlate with college attendance rates?
How do these factors interact to influence likelihood of acceptance for students with different backgrounds?
How does the income of college student bodies correlate with college rankings?
The history of college admissions in the US reflects broader societal inequalities. In the earlier days, elite institutions such as Harvard or Princeton catered primarily to wealthy, white males, admitting students based on social standing rather than academic merit. The introduction of standardized testing in the early 20th century aimed to democratize admissions but often perpetuated existing inequalities, as wealthier students had better access to resources for preparation. Later on, initiatives such as the Higher Education Act of 1965 aimed to make college more accessible to minority and low-income students through affirmative action policies and financial aid programs, promoting a system that considers race and socioeconomic status in admission decisions. As admission practices continued to change, options like early decision and early action began to primarily benefit more affluent students and legacy admissions directly targeted wealthy families. With a recent Supreme Court decision to ban race-conscious admissions policies in 2023, the higher education system continues to see large changes that raise doubt about maintaining equity and diversity.
Moreover, to further contextualize the role of higher education in United States history, we must first examine its role in the economy. During the early development of higher education in the United States, colleges were primarily seen as institutions for the clergy or the elite social classes. This exclusive access ensured that higher education perpetuated class distinctions by providing cultural and social capital to those already in positions of power. A 1999 paper from the Harvard Journal of Economic Perspectives highlights how, around the turn of the 20th century, there was a strategic shift towards expanding and democratizing access to higher education. This was driven not just by a philanthropic desire to educate more people but also by the needs of an industrializing economy that required a more skilled workforce.
Marxism focuses on issues of alienation and insecurity. In Marxism, the education system is often seen as a superstructure that is shaped by the economic base, which includes the modes of production and capitalist interests. The increased focus on subjects like chemistry in higher education during the late 19th century discussed in the Harvard paper can be seen as a response to the capitalist economy's demand for “the manufacture of steel, rubber, chemicals, sugar, drugs, nonferrous metals, petroleum, and goods directly involved in the use or production of electricity” (Goldin and Katz 38). This demonstrates how educational trends are not merely about academic interest or intellectual evolution but are also deeply connected to the economic needs and the labor market, reflecting the influence of capitalism.
Our focus is to unpack how the inequitable college landscape has evolved to its current state through the lenses of intersectional identities as influenced by Marxism, Critical Race Theory, and Gender Bias/Feminism. Each of these theoretical frameworks addresses key socio-economic factors that contribute to accumulative advantages and disparities in college admissions.
The concept of accumulative advantages, as discussed by Malcolm Gladwell in his non-fiction bestseller Outliers, refers to the idea that small initial advantages can snowball over time into significant disparities in success and outcomes. Gladwell argues that these advantages often result from timing, cultural circumstances, and external conditions rather than solely individual merit or talent. Gladwell illustrates this with the “birthdate effect” in sports like hockey. He noticed most NHL players were born in January, February, and March. This is because youth hockey leagues have age cutoffs of January, giving players born earlier in the year a slight age and development edge in youth leagues, leading to enhanced performance and more coaching attention. Gladwell suggests that similar small initial advantages in areas like education and business can also lead to significant long-term impacts.
To reiterate, our aim is to use Marxism, Critical Race Theory, and Gender Bias/Feminism to examine where accumulative advantages may arise. These frameworks let us explore intersectional factors that contribute to systemic inequalities and the perpetuation of advantages for certain groups over others.
To start, we will examine how Marxism contextualizes the role of college in capitalism and how this leads to inequitable admission practices. Marxism, a socio-economic theory developed by Karl Marx and Friedrich Engels, critiques the structures and inequalities inherent in capitalism and advocates for a classless society. It centers on the belief that economic relationships determine all social structures and identifies class struggle between the bourgeoisie (capitalists who own the means of production) and the proletariat (workers) as the driving force behind historical and political change. In applying Marxist theory to college admissions, we can better understand how economic disparities perpetuate educational inequalities, thereby favoring people with greater economic power and marginalizing the working class.
College admissions processes often perpetuate inequalities by favoring those from wealthier backgrounds who can afford extensive preparatory resources, thereby reinforcing generational wealth disparities. For example, an editorial from the Los Angeles Times discusses the stark advantages of the early decision admissions process at colleges, arguing that it disproportionately benefits wealthy students. The early admissions process "offers a better chance of being admitted. In schools with low admission rates, the difference can be significant. For example, at the University of Pennsylvania, the regular acceptance rate is 5%. It’s more than triple that for those applying through early decision, according to the admissions consulting company College Transitions” (LA Times Editorial Board). This system engenders a sense of alienation among less privileged students, who may feel disconnected from the promise of higher education as a pathway to social mobility. As automation and artificial intelligence begin to reshape the job market, the pressure on obtaining a degree from a prestigious institution intensifies, further entrenching the inequalities embedded within the admissions process and reflecting a capitalist system that prioritizes wealth and status over genuine educational opportunity and equity.
Now, we can connect Marxism with Critical Race Theory (CRT), which offers another powerful lens to analyze the inequities in college admissions. CRT examines how race and racism intersect with other social categories and power structures to maintain the marginalization of people of color. It focuses on intersectional identities, which is crucial for understanding how societal institutions in our country perpetuate systemic racial biases.
In the context of higher education, CRT can highlight how systemic racism influences admissions policies and practices. For instance, standardized testing—often a significant criterion in college admissions—has been shown to disadvantage students of color due to biases in test design and differences in access to test preparation resources. Historical legacies of segregation and discrimination also mean that schools predominantly attended by students of color may lack the resources that enhance students’ competitiveness for elite colleges. Furthermore, wealthy parents often invest in “microschools”, an increasingly popular type of unregulated private school meant to provide a competitive edge, often serving fewer students than are enrolled in a single classroom at a traditional school (Goldstein). By recognizing these systemic barriers, CRT elucidates how racial inequalities are perpetuated in education and how they intersect with capitalist interests to maintain an inequitable status quo.
Examining the college landscape through the lens of Gender Bias and Feminism illuminates how gender disparities shape educational opportunities and outcomes. Under the long-standing patriarchal structure, inequality in gender bias offer tendes to men in opportunities and resources. The main beneficiaries of higher education in its initial stages are also mostly men. According to a paper from the Russell Sage Foundation, “women first gained entry to institutions of higher education in the United States when Oberlin College admitted female students in 1837- more than 200 years after Harvard College was founded for the education of young men.” In order to eliminate gender bias in higher education and encourage diversity and gender equality, college admissions are biased towards majors that challenge traditional gender norms. Under the same conditions, women are more likely to be admitted to engineering and science majors, while men are more likely to be admitted to liberal arts and science majors.Gender bias in academia can manifest in subtle yet profound ways, influencing everything from classroom dynamics to the academic disciplines that young women are encouraged to pursue.
These prejudices not only affect women's opportunities to receive higher education but also have a significant impact on their career development. Although there has been a significant breakthrough in gender differences in education, with the enrollment rate of women even higher than that of men, women still face many challenges in career development. The overall power structure of society is still male-centered, which leads to difficulties for women in the job market. Societal expectations and stereotypical gender roles can discourage women from entering predominantly male fields such as engineering and computer science. This not only limits individual career prospects but also perpetuates broader societal inequalities, as these fields often lead to higher-paying positions. "For instance, women's income is still less than 82% of men's" (Cohen). As a result, although gender equality for women has achieved certain results in the field of education, women are restricted in their career choices and find it difficult to access the same opportunities in these high-paying industries, thereby further solidifying gender inequality.
By integrating Marxism, CRT, and Feminism, we gain a more comprehensive understanding of an individual’s intersectional identity and how deeply ingrained societal structures contribute to inequities in college admissions. Overcoming these barriers requires systemic change, encompassing both reforms within colleges and broader societal shifts that dismantle the intertwined legacies of racism, sexism, and classism in education. This holistic approach not only makes higher education more accessible but also challenges the capitalist frameworks that prioritize profit and prestige over genuine educational equality and opportunity.
Economic factors that have a significant role in college admissions become visible in our data visualizations, which show that students from higher-income families tend to have higher college attendance rates compared to those from lower-income communities. The visualizations emphasize that students from the highest income brackets, particularly the top 1% and top 0.1%, indicate higher relative application and attendance rates at highly selective private institutions and Ivy Plus schools. This trend suggests that economic privilege plays a crucial role in gaining access to higher education, perpetuating a cycle of privilege that reinforces socioeconomic disparities. The disparity between higher and lower-income families can be attributed to the ability for wealthier families to provide advantages such as private tutoring or comprehensive support for their children’s applications, often facilitated by connections or legacy status.
Our research and data also depicts a relationship between parental income and the likelihood of students attending college after applying. The data reveals that students from the highest income bins, particularly those in the top 1%, have significantly higher relative attendance rates, peaking at approximately 1.3, as compared to their lower income counterparts. In contrast, students from the lowest income bins, 0-20, exhibit a relative attendance rate below 1, indicating a lower likelihood of attending college even after applying. This underscores the substantial influence of economic resources on college attendance decisions, suggesting that wealthier families are more able to provide robust financial support and leverage influential networks to secure higher attendance rates for children, thereby highlighting the broader issues of economic inequality in higher education systems.
Critical Race Theory aids in understanding how race and economic status intersect to influence college admissions. Standardized test scores reveal that Black and Hispanic students generally have lower scores than their white and Asian counterparts, highlighting inequalities rooted in unequal access to quality education and preparatory resources. These inequalities contribute to lower acceptance rates for these groups, highlighting the intensity of the systemic disadvantages faced by students of color. Additionally, women who enter STEM often face substantial challenges such as gender bias.
Feminist theory helps explore such gender biases in college admissions and enrollment in STEM fields. The data demonstrates that women are underrepresented in STEM, a situation that stems from the perpetuation of societal expectations and stereotypes that deter women from maintaining hopes and goals to pursue careers in male-dominated fields. Malcolm’s concept of advantages provides insight into how small initial benefits, such as attending private schools, can lead to long-term disparities (2008). These students often excel academically and participate in more extracurricular activities, leading to higher chances of admission to top colleges. Over time, these advantages accumulate and it creates a cycle of privilege that is difficult to break. Therefore, the intersection of race, gender, and economic status is a critical lens to use when addressing higher education and the goal of reaching a more equitable admissions process.
Our research highlights an unfairness in college admissions related to economic status, race, and gender. Wealthier students, particularly white and Asian students in STEM fields, experience evident advantages over Black and Latino students, perpetuating a cycle of privilege. While White students benefit from systemic privilege, Asian students often fall into the “model minority” stereotype that leads to both positive and negative consequences in admissions. To address these disparities, our analysis suggests that colleges adopt holistic admissions processes that consider more than just test scores and grades, and increase financial aid and support for lower-income students. Programs to support women in STEM fields, such as removing gender biases, providing mentorship, and offering scholarship, are essential. The disparities in both the past and current landscape of higher education are heavily attributed to systemic forms of discrimination, and therefore, it becomes all the more important to dismantle such systems at their root.
Not every student’s experience may be included in the data, and not every student may benefit from the proposed solutions. The evolving nature of college admission laws further complicates the issue; as laws and leadership are constantly changing, it becomes difficult to find an effective answer. Despite these limitations, research based in theoretical frameworks provides valuable insights into systemic biases present in current admission practices and patterns in systemic biases over the history of higher education. While some argue that standardized tests, such as the SAT, uphold academic standards, our findings suggest that these methods often perpetuate unfairness by failing to recognize diverse talents and backgrounds as not every student shines in test-taking. By integrating more inclusive policies and practices, colleges can begin to remove instances of bias and offer students of various backgrounds, whether it is race, gender, or socioeconomic status, a fairer chance at pursuing higher education. Meaningful changes in policies and practices can allow students of all backgrounds to break the cycle of inequality, free themself from low expectations, and achieve their full potential.