Publications
Research Report
February 18, 2026
Rural Graduate Retention and State Workforce Contributions in South Carolina
Findings from Postsecondary Employment Outcomes (PSEO) Data
This Ithaka S+R report uses Postsecondary Employment Outcomes (PSEO) data to examine how the earnings, employment locations, and contributions to South Carolina’s workforce differ for graduates of rural- and urban-serving institutions in the state. By comparing outcomes for associate and bachelor’s degree graduates, the analysis highlights how the urbanicity of where students study shapes both individual economic trajectories and the extent to which graduates remain employed in South Carolina.
Topics:
Issue Brief
February 12, 2026
Improving Oversight in Higher Education
Policy Recommendations on Accreditation
Accreditation is a central feature of higher education quality assurance in the United States, but historically, much of the process has operated out of public view and within a statutory framework that has not changed much in recent years. Declining public trust in higher education and questions about its value, however, have resulted in greater public and political scrutiny of the performance of colleges and universities.
Topics:
Research Report
February 12, 2026
What Commission Action Letters Reveal
A Thematic Analysis of WSCUC Decisions (2012–2024)
In the United States, quality assurance is directly tied to the accreditation process. By analyzing the decisions that accreditors record in their formal action letters, we can identify the most common issues that institutions face and the priorities that shape accreditors’ decisions.
Topics:
Tags:
Research Report
February 12, 2026
Regional Accreditation Standards
A New Framework for Comparison
Accreditation is an important aspect of higher education, yet its processes and impacts remain largely opaque to the public. This research project aims to systematically analyze accreditation standards from each of the major US accreditors as well as offer insights into how these criteria influence student success and post-graduation outcomes.
Topics:
Tags:
Research Report
February 12, 2026
Understanding the Impact of Data-Driven Accreditor Practices on Student Outcomes
This paper examines whether the adoption of data-driven practices by the seven former regional accreditors is associated with measurable changes in student outcomes. We document when accreditors introduced four observable practices—public dashboards, public-facing reports, peer benchmarking policies, and internal dashboards—and compare the onset of those practices with resulting changes in student outcomes.
Topics:
Research Report
August 20, 2025
Why Data and Why Now?
The Importance and Challenges of Data for Higher Education in Prison
Alex Monday, Bethany Lewis, Sindy Lopez, Tommaso Bardelli, Elizabeth Davidson Pisacreta, Jessica Pokharel, Ess Pokornowski
Nearly 400 higher education in prison programs now operate across the US, yet basic data about these students at scale—such as enrollment, retention, and completion—is often inaccessible or inconsistent. As these programs expand, strengthening data infrastructure has become both a practical necessity and a moral imperative.
Research Report
July 16, 2025
Measuring the Economic Value of a Liberal Education
This report offers a nuanced, student-centered perspective on the economic and educational value of a liberal education. Using the Liberal Arts and Sciences Educational Experience (LASEE) Framework and rich, longitudinal student-level data from public colleges and universities, we examined how exposure to core liberal arts features relates to student outcomes.
Research Report
July 1, 2025
How Researchers Use PSEO Data to Study Postsecondary Outcomes and Inform Policy
A report for the PSEO Coalition from Ithaka S+R
This literature review summarizes key findings from research and practical applications related to PSEO data. By examining how PSEO data has been used in higher education research and policy, this review lays the groundwork for a national research agenda that strengthens understanding of the links between education and workforce connections, student success, and the economic value of postsecondary credentials.
Research Report
January 17, 2023
Strengthening Mississippi’s Economic Future Through Postsecondary Investment
As Mississippi prepares to support the statewide postsecondary attainment goal, understanding the returns to higher education is crucial to determining where to invest resources. Ithaka S+R has partnered with the Woodward Hines Education Foundation to provide Mississippi policymakers, advocates, and legislators with information they need to make strategic investments in postsecondary education that can increase attainment of high-value postsecondary credentials, especially amongst lower-income Mississippians, people of color, and residents in rural communities.
Research Report
May 25, 2022
Overseeing the Overseers
Can Federal Oversight of Accreditation Improve Student Outcomes?
Since the passage of the Higher Education Act (HEA) of 1965, the federal government has relied on the accreditation process to ensure quality at postsecondary institutions receiving federal dollars. Ithaka S+R began a pilot study in 2021 to assess the feasibility of using publicly available data on the accreditation process and outcomes to evaluate the impact of federal oversight mechanisms on institutional and student outcomes. In this report, we provide an overview of accreditation in the US.
Research Report
August 3, 2021
Breaking Down Barriers
The Impact of State Authorization Reciprocity on Online Enrollment
State authorization, or the approval by a given state for a college to operate within its jurisdiction, is an important part of the regulatory triad. The triad is the three-pronged oversight of higher education that includes the federal government, accrediting bodies, and state governments. State authorization has become more complicated with the rapid expansion of online education that is blurring state geographic boundaries. Colleges seeking to enroll students from numerous states in online programs must obtain authorization in each of…
Topics:
Issue Brief
July 21, 2021
Right in Your Backyard
Expanding Local Community College Transfer Pathways to High-Graduation-Rate Institutions
Each year, our country’s most selective four-year institutions invest significant resources to recruit talented high school students from across the country. Before the COVID-19 pandemic, admissions representatives traveled far and wide to convince these prospective students that the academic rigor, amenities, and opportunities at their institution are unparalleled. These students, mostly affluent and white, contemplate admission offers and consider moves to new locales to pursue their postsecondary plans. Yet, many of these selective institutions are overlooking a talented and diverse…
Research Report
June 29, 2021
American Talent Initiative 2021
Third Annual Progress Report
Martin Kurzweil, Tania LaViolet, Elizabeth Davidson Pisacreta, Adam Rabinowitz, Emily Schwartz, Joshua Wyner
The American Talent Initiative (ATI) brings together a coalition of four-year colleges and universities in pursuit of a common goal: enrolling, supporting, and graduating 50,000 additional lower-income students by 2025 at the colleges and universities that consistently graduate at least 70 percent of their students in six years. ATI’s third annual progress report provides a snapshot of progress—and setbacks. It comes at a time when a global pandemic has deepened inequality, and a national uprising against systemic racism has sharpened…
Issue Brief
March 15, 2021
Federal Policies for Increasing Socioeconomic Diversity at Selective Colleges and Universities
Earning a bachelor’s degree is increasingly important to an individual’s longer-term economic prospects. Communities, at all levels, also benefit when their members earn postsecondary credentials, through improved economic, social, and health outcomes. Yet, despite an increase in college participation over the last two decades, severe inequities in bachelor’s degree attainment remain; inequities that often leave lower-income and BIPOC (Black, Indigenous and people of color) students with debt and no or low-value credentials. With Democrats coalescing around a number of federal…
Topics:
Issue Brief
January 19, 2021
It’s Complicated
The Relationship between Postsecondary Attainment and State Finances
Increased college-going and attainment comes with a host of benefits for individuals and society. A college credential is associated with increased civic engagement, volunteering, happiness, life satisfaction, and better health and wellness, as well as lower incarceration rates and reliance on social services. In addition to the host of nonpecuniary benefits of higher education, there is a direct link between both college access and attainment and students’ future economic outcomes. For example, students with test scores just above the eligibility…
Topics:
Issue Brief
December 10, 2020
Reimagining State Higher Education Funding
Recommendations from the Ithaka S+R Convening
The effects of the COVID-19 pandemic are still unfolding, but already the pandemic seems likely to have an unprecedented impact on higher education finances. In response to declining tax revenues, states are beginning to curtail higher education funding, a key source of revenue for many public colleges and universities. Changing enrollment patterns and rising unemployment has softened demand for some colleges, which can negatively affect tuition revenues. Limitations on in-person activities and increased health-related costs are shrinking auxiliary revenues, a…
Issue Brief
December 10, 2020
An Overview of State Higher Education Funding Approaches
Lessons and Recommendations
With a pandemic-driven recession and unemployment stratified by postsecondary attainment levels, investments in education, including higher education, are needed now more than ever. Yet, the outlook for state finances is grim, especially if federal investment stalls, and shrinking budgets and financial instability are likely to lead to reductions in state spending. As we discuss in a companion brief, during times of constrained resources, states’ playbooks should include three key elements: ensuring that higher education funding is adequate, ensuring that institutions…
Topics:
Research Report
November 16, 2020
Comparing Public Institution-Level Data on Students’ Family Income and Financial Aid
In a recent research report titled “Better Than We Thought,” our team at Ithaka S+R compared Integrated Postsecondary Education System (IPEDS) data on the parental income distribution of entering college students with two other public sources of socioeconomic information on that population. In the report, we first checked the consistency of the income distributions reported by IPEDS with a more comprehensive dataset of tax records collected by researchers Opportunity Insights. Finding that, at the level of aggregate groups of institutions…
Issue Brief
October 28, 2020
Making the Case for Student Veterans
Building Support for Student Veteran Enrollment
A college degree is increasingly associated with greater economic opportunity for individuals and positive economic, social, and civic benefits for society. Yet, gaps in college access by income and race/ethnicity persist, especially at the most selective colleges and universities where students have the best chance to succeed due to greater resources and high graduation rates. These gaps perpetuate economic and social inequality, as access to high-quality education is essential for social mobility. Veterans and service members of the United States…
Topics:
Issue Brief
October 1, 2020
Policies to Ensure Equitable Access to Well-Resourced Colleges and Universities
Inequity in higher education access is a persistent problem. One way in which this manifests is through inequitable opportunities to attend the most well-resourced institutions. When students attend limited-resource institutions, they are less likely to persist and earn a credential and typically have weaker labor market prospects. Low-income and racial and ethnic minority students are more likely to attend under-resourced institutions than their wealthier and white peers. These enrollment patterns vis-à-vis institutional resources stand to perpetuate social and economic inequities.
Topics: