Introduction
The United States has been known for having a wide and diverse education system, but the reality of that system can vary dramatically from state to state. Across the 50 states, school systems differ depending on the region, how much funding they receive, and the resources available, which all shape the opportunities students get and the gaps that appear between them. Our project argues that these geographic disparities reflect deliberate policy choices, historical investment patterns, and bureaucratic classification systems that systematically determine which communities receive quality education and which are left behind. Because each state invests differently in education, factors such as class size, staffing, and access to support programs can look completely different. A student in one state may experience small classes with experienced teachers while a peer in another faces overcrowded classrooms with limited resources.
Research Questions
1.
How does spatial distribution of student-teacher ratios across urban, suburban, and rural areas reflect historical patterns of educational investment – and what do these patterns reveal about which communities have been prioritized?
2.
What assumptions about “normal” schooling are embedded in the NCES dataset classification system – and how do labels like “Regular,” “Remote,” and “Virtual” shape which educational pathways are valued or marginalized?
3.
What do state-level differences in school type availability reveal about state priorities in American education?
Our Approach
As it would be onerous to analyze all 50 U.S. states in depth, 5 states were prioritized: California (large, diverse populations and high student-teacher ratios), Georgia (urban-rural divides), Minnesota (pioneer in charter school innovation), Massachusetts (high educational investment and achievement), and Texas (numerous school districts and school models). These states represent diverse regions, policies, and school environments that elucidate how educational differences manifest nationwide, identifying patterns in historical state funding gaps and demonstrating the resulting impact on students’ learning experiences.
Why This Matters?
This project addresses critical questions that existing research often overlooks. While most studies measure educational outcomes such as test scores and graduation rates, they rarely interrogate the values, historical patterns, and bureaucratic assumptions embedded within the datasets themselves, or question how government classification systems shape what is considered as “normal” schooling. By visualizing spatial patterns in student-teacher ratios, school type distributions, and resource allocation across 5 states, we examine how geographic location intersects with bureaucratic labeling systems to reveal deeper histories of educational investment and marginalization. This approach illuminates how educational inequality is shaped not only by where students live, but by the administrative choices, funding priorities, and classification structures that determine which communities receive robust opportunities and which face systematic neglect.
The project connects spatial analysis to larger humanistic questions on fairness, priority, and the moral implications of resource distribution. By examining how these intersecting factors create ripple effects throughout the educational system, we make visible the often-invisible structural forces (political, economic, and cultural) that determine where and how K–12 students are able to thrive. This approach moves beyond simply documenting inequality to critically examining the systems that produce it, offering a perspective that challenges us to reconsider what we accept as American public education.
About The Data
This project uses the Public School Characteristics 2022-23, a federal dataset that provides standardized and comprehensive information on all public schools nationwide, making geographic comparisons possible.