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Cited by 56Higher Education Research StudiesSchool Choice and PerformanceIntergenerational and Educational Inequality Studies

College Costs, Financial Aid, and Student Decisions

Open access
Dynarski, Susan, Page, Lindsay, Scott-Clayton, Judith·2022·National Bureau of Economic Research
DOI 10.3386/w30275
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Abstract

Review of evidence on financial aid policies and programs and their effects on college decisions, attainment, and post-college outcomes.

AI snapshot

Written from the paper’s full text.

TL;DR

This NBER chapter reviews causal evidence on how college costs and financial aid shape enrollment, persistence, completion, and post-college outcomes, mostly in the U.S. with some international evidence. It concludes that aid generally helps, but design details—complexity, timing, certainty, institutional quality, and interactions among programs—strongly condition whether a dollar of aid changes student outcomes.

Key findings

  • Need-based grant aid generally raises enrollment, persistence, and completion. A meta-analysis of 43 causal studies found average persistence/completion gains of 2–3 percentage points, or roughly 1.5–2 points per $1,000 of grant aid; effects were larger when programs included non-financial supports and smaller for merit programs.
  • Pell Grant evidence is mixed: some RD studies find little effect on initial enrollment or college choice, while others find that larger awards increase persistence, reduce work hours, and improve GPA; complexity, verification, and aid crowd-out are cited as explanations.
  • Promise/free-college and merit programs often increase enrollment, but effects depend on design and institution quality. Examples: Tennessee Promise raised community-college enrollment; Oregon Promise initially shifted students from four-year to community colleges before overall enrollment rose; a Michigan HAIL guarantee raised enrollment by 9 percentage points while information alone had no effect; Nebraska’s Buffett Scholarship raised bachelor’s completion by 8 percentage points among four-year applicants.
  • Student loans can improve outcomes when access expands: Chile loan eligibility raised enrollment by 16 percentage points, South Africa by 20 points, Colombia by 20 points with a 7-point dropout reduction; New Zealand continued loan access raised persistence/graduation by 8–12 points and earnings by about NZ$2,000 per month; in Texas, higher loan limits raised BA completion by 6 points, earnings by 4–6%, and reduced default by 18%. Tax credits and college savings incentives show no enrollment effects.

Methods

  • Narrative literature review/synthesis, not a new empirical study. Focus on experimental and quasi-experimental causal studies from the past 20 years, especially the past decade, on undergraduate aid; U.S.-centered but includes international evidence.
  • Evidence is organized by aid type: need-based grants, merit/performance aid, place-based and statewide promise/free-college programs, tuition subsidies, tax credits/deductions, savings plans, veterans’ benefits, work-study, emergency aid, and student loans.
  • Analysis draws out mechanisms (complexity, uncertainty, timing, institutional quality, crowd-out, performance requirements), margins of impact (access, completion, post-college outcomes), and heterogeneity by income, achievement, race/ethnicity, and gender.

Limitations

  • Authors state the review is constrained by available evidence, long publishing lags, and reliance in places on unpublished working papers; where causal evaluation is limited, they discuss best available evidence and flag causal limitations.
  • Authors note common identification limits: RD estimates apply mainly near cutoffs; staggered difference-in-differences designs may be biased; studies conditioning on enrollment or aid application can miss earlier margins and bias estimates; short follow-up and aid displacement complicate interpretation.
  • Evident from the text: this is a synthesis rather than new causal evidence; findings are heterogeneous and often U.S.-specific, with many studies underpowered for racial/ethnic or gender heterogeneity and some contradictory results across contexts.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.3386/w30275

Cites

193 of 193 references verified0 citation errors · 0 not checkable

Statistics

Nothing to recompute.

Claims the paper makes

55 of 211 cited sources checked · 37 supported · 0 flagged · accuracy not yet measured

  • Premisecitation

    Higher education markets are inherently vulnerable to market failures that lead students to underinvest in college.

    “Higher education markets are inherently vulnerable to market failures that lead students to underinvest in college (Barr, 2004).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Barr, 2004 source
  • Premisecitation

    Several studies find that enrollment increases when the net price faced by students is exogenously lowered.

    “These studies find that enrollment increases when the net price faced by students is exogenously lowered.”
    Quote in the paperSubstantial claim1 of 3 sources checked
    • cites Dynarski, 2003 source
    • cites Abraham and Clark, 2006 source
    • cites Kane, 2007 source
  • Premisecitation

    A recent literature has identified problems with difference-in-differences designs that rely on the staggered introduction of a program across groups over time.

    “A recent literature has identified problems with difference-in-differences designs that rely on the staggered introduction of a program across groups over time (see, e.g., Goodman-Bacon, 2021; de Chaisemartin & D'Haultfoeuille, 2022).”
    Quote in the paperNot a substantial claim2 of 2 sources checked
    • cites Goodman-Bacon, 2021 source
    • cites de Chaisemartin & D'Haultfoeuille, 2022 source
  • Premisecitation

    Hershbein, McMullen, Pittelko and Timmeney (2021) find no effects of the Kalamazoo Promise on wages up to ten years after high school.

    “Hershbein, McMullen, Pittelko and Timmeney (2021) use Michigan wage data to investigate labor market effects of the Kalamazoo Promise, and find no effects on wages up to ten years after high school.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Hershbein, McMullen, Pittelko and Timmeney, 2021 source

      The Introduction reports little effect on average earnings through 10 years after high school, with estimates that are not statistically significant. But § C, “Earnings Distribution” (page unavailable), reports some statistically significant increases in the likelihood of exceeding earnings thresholds at the 7–10-year horizon. Saying the study found no effects on wages omits that qualification. (LLM, conf=0.88)

      Experimental — accuracy not yet measured
  • Premisecitation

    Bettinger et al. (2019) find no significant effects for higher-income, higher-GPA students bound by the Cal Grant income cutoff.

    “For the higher-income, higher-GPA students bound by the income cutoff, they find no significant effects.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Bettinger et al., 2019 source

      In A. College Attendance and Completion (page unavailable), the paper reports that degree-completion effects at the income threshold were not statistically significant at the 5 percent level. But the same section reports a statistically significant 5.6-percentage-point increase in private-college attendance and significant decreases in public-college attendance. Thus, 'no significant effects' is too broad. (LLM, conf=0.90)

      Experimental — accuracy not yet measured
  • May combine two claims. 89
  • Classified as probably not a substantial claim. 40
  • The quote only partly states this claim. 1

  • May combine two claims.

    Premisecitation

    Bettinger et al. (2019) find positive effects on BA completion, graduate degree completion, and post-college earnings for lower-income, lower-GPA students bound by the Cal Grant GPA cutoff.

    “For the lower-income, lower-GPA students bound by the GPA cutoff, they find positive effects on BA completion, graduate degree completion, and post-college earnings.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Bettinger et al., 2019 source

  • May combine two claims.

    Premisecitation

    Scott-Clayton and Zafar (2019) find that longer-term effects of PROMISE scholarship eligibility included increased graduate school enrollment, homeownership, and likelihood of living in a higher-income neighborhood.

    “Longer-term effects of eligibility included increased graduate school enrollment, homeownership and likelihood of living in a higher-income neighborhood (Scott-Clayton & Zafar, 2019).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Scott-Clayton & Zafar, 2019 source

  • May combine two claims.

    Premisecitation

    Tuition deregulation led to both increases in need-based aid and increases in program quality.

    “They find evidence that tuition deregulation led to both increases in need-based aid and increases in program quality, both of which could contribute to improvements in access for low-income students.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Andrews and Stange (2019) source

  • May combine two claims.

    Premisecitation

    The Texas tuition deregulation had no effect on overall enrollment for poor students, and actually increased enrollment of poor students at higher-quality programs.

    “Yet the change had no effect on overall enrollment for poor students, and actually increased enrollment of poor students at higherquality programs (despite larger price increases for these programs).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Andrews and Stange (2019) source

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The key challenge of a free university system is constrained funding, which can lead to declining quality, caps on quantity, and inefficient allocation of resources to the students most in-need.

    “The key challenge of a free university system is constrained funding, which can lead to declining quality, caps on quantity, and inefficient allocation of resources to the students most in-need (Barr, 2004).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Barr, 2004 source

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    For-profit institutions have low to zero value-added.

    “which other research finds to have low to zero valueadded (Deming, Goldin, & Katz, 2012;Cellini & Turner, 2019).”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Deming, Goldin, & Katz, 2012 source

      The Student Outcomes section reports higher debt and unemployment and, if anything, lower earnings for for-profit students than for observationally similar students at other institutions. But it also reports better first-year retention and completion of shorter programs, and cautions that its comparisons do not establish whether attending a for-profit college is a worthwhile investment. These findings do not establish that for-profit institutions have low to zero value-added. (LLM, conf=0.86)

      Experimental — accuracy not yet measured
    • cites Cellini & Turner, 2019 source

  • May combine two claims.

    Premisecitation

    Effects of the Post 9/11 GI Bill benefit expansion on earnings 7 to 9 years after separation from the military are negative, suggesting that any return to the additional schooling is outweighed by the loss of working experience.

    “Effects on earnings 7 to 9 years after separation from the military are negative, suggesting that any return to the additional schooling is outweighed by the loss of working experience.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Barr et al. (2021) source

  • May combine two claims.

    Premisecitation

    After Texas deregulated public university tuition prices, tuition prices increased substantially overall, as did the variation in tuition prices across programs.

    “Tuition prices increased substantially overall, as did the variation in tuition prices across programs.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Andrews and Stange (2019) source

  • May combine two claims.

    Premisecitation

    Early work examining the introduction of the Hope and Lifetime Learning tax credits generated conflicting findings, with Long (2004) finding no effects on college enrollment and Turner (2011) finding positive effects.

    “Early work examining the introduction of the credits generated conflicting findings, with Long (2004) finding no effects on college enrollment and Turner (2011) finding positive effects.”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Long (2004)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Turner (2011) source

  • May combine two claims.

    Premisecitation

    Tuition costs across states and time have a negative relationship with homeownership with little effect on educational attainment.

    “These results are consistent with an analysis by Bleemer et al. (2021) which examines the role of tuition costs across states and time for more recent cohorts, and also finds a negative relationship with homeownership in the context of little effect on attainment.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Bleemer et al. (2021) source

  • May combine two claims.

    Premisecitation

    In Texas public two- and four-year colleges, an increase in student loan limits increased bachelor's degree attainment by six percentage points, increased post-college earnings by 4-6% 6-8 years after entry, and reduced student loan default by 18% within 4 years of entry.

    “The authors conclude that the larger loan limit increased bachelor's degree attainment by six percentage points, and also led to higher post-college earnings (a 4-6% increase 6-8 years after college entry) and a reduced likelihood of student loan default (an 18% reduction within 4 years of entry).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Black et al. (2020) source

      Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured

  • May combine two claims.

    Premisecitation

    The Uruguay program increased educational attainment by 0.17 years and increased earnings by 8% two years after participation.

    “The authors find the program both increased educational attainment (by 0.17 years) and increased earnings by 8% two years after participation.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Le Barbanchon, Ubfal and Araya (2020) source

      Section 6.1 (pp. 34–35) reports an increase in educational attainment of 0.185–0.186 years, not 0.17 years. The appendix labor-outcomes table (p. 54) reports Year 2 earnings $259.82 above a $2,999.47 control mean—about 8.7%, broadly consistent with the claimed 8%. (LLM, conf=0.85)

      Experimental — accuracy not yet measured

  • May combine two claims.

    Study design and conductcitation

    Marx and Turner (2019) run an RCT with financial aid applicants at one large community college, including both new and returning aid applicants.

    “One notable exception here is Marx and Turner (2019), who run an RCT with financial aid applicants at one large community college, including both new and returning aid applicants.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Marx and Turner (2019) source

  • May combine two claims.

    Premiseown data

    They find no effects on enrollment, but do find effects on loan uptake as well as on credit accumulation, GPA, and transfer to four-year colleges (estimated effects on degree completion were small and statistically insignificant, though the follow up window was only one year).

    “They find no effects on enrollment, but do find effects on loan uptake as well as on credit accumulation, GPA, and transfer to four-year colleges (estimated effects on degree completion were small and statistically insignificant, though the follow up window was only one year).”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Marx and Turner (2019) source

  • May combine two claims.

    Premisecitation

    FWS participation is associated with a 3 percentage-point increase in the likelihood of completing a bachelor's degree and an increased likelihood of being employed six years after initial enrollment, with larger effects for low-income students and students at public institutions.

    “Matching-based estimates from Scott-Clayton and Minaya (2016) using nationally representative survey data suggest that FWS participation is associated with a 3 percentage-point increase in the likelihood of completing a bachelor's degree and an increased likelihood of being employed six years after initial enrollment, with larger effects for low-income students and students at public institutions.”
    Quote in the paperSubstantial claim1 of 1 sources checked
    • cites Scott-Clayton and Minaya (2016) source

      Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.

      Experimental — accuracy not yet measured

  • May combine two claims.

    Premisecitation

    When students lose access to financial aid because of performance requirements, they complete fewer credits and appear to leave college more quickly.

    “Quasi-experimental studies of academic performance requirements in Tennessee's HOPE scholarship (Carruthers & Özek, 2016) as well as of Satisfactory Academic Progress (SAP) rules for federal aid recipients (Schudde & Scott-Clayton, 2016;Scott-Clayton & Schudde, 2020) find that when students lose access to financial aid because of performance requirements, they complete fewer credits and appear to”
    Quote in the paperSubstantial claim1 of 3 sources checked
    • cites Carruthers & Özek, 2016 source
    • cites Schudde & Scott-Clayton, 2016 source
    • cites Scott-Clayton & Schudde, 2020 source

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Losing HOPE scholarship leads to slightly higher near-term earnings; losing federal aid due to SAP leads to reductions in quarterly earnings over six years.

    “Carruthers & Özek (2016) find that those who lose HOPE earn slightly more in the near term, while Scott-Clayton and Schudde (2020) find reductions in quarterly earnings over six years.”
    Quote in the paperNot a substantial claim1 of 2 sources checked
    • cites Carruthers & Özek (2016) source
    • cites Scott-Clayton and Schudde (2020) source

  • May combine two claims.

    Premisecitation

    Students who just barely qualify for the minimum Pell Grant were less likely to take out a larger student loan, potentially having less cash on hand than students who did not qualify for the minimum Pell.

    “Marx and Turner (2018) find that students who just barely qualify for the minimum Pell Grant were less likely to take out a larger student loan, meaning they could actually have less cash on hand than students who did not qualify for the minimum Pell.”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Marx and Turner (2018) source

  • May combine two claims.

    Interpretationcitation

    The evidence on heterogeneity by students' incoming academic performance and race/ethnicity is not entirely consistent, but is suggestive of possibly larger effects for lower-achieving and/or minoritized groups.

    “The evidence on heterogeneity by students' incoming academic performance and race/ethnicity is not entirely consistent, but is suggestive of possibly larger effects for lower-achieving and/or minoritized groups.”
    Quote in the paperNot a substantial claim1 of 3 sources checked
    • cites Angrist, Autor, & Pallais, 2021 source
    • cites Carruthers, Fox, & Jepsen 2020

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Bettinger et al. 2019 source

      The Cost-Benefit Discussion reports a larger response for lower-income students with modest GPAs, supporting the cautious suggestion about lower-achieving students. The Results describe differences between groups at the GPA and income eligibility thresholds, which also differ in income; the passages do not establish an effect of academic performance alone. No passage found in our copy reports effects by race or ethnicity (searched: racial and ethnic groups, Black, Hispanic, and minority students). (LLM, conf=0.85)

      Experimental — accuracy not yet measured

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The City University of New York's ASAP program is a highly successful comprehensive intervention.

    “Some of these components are included in the City University of New York's highly successful ASAP program, a comprehensive intervention discussed in detail in another chapter of this Handbook (see Dynarski, Nurshatayeva, Page, & Scott-Clayton, 2022, Handbook Vol. 6).”
    Quote in the paperNot a substantial claim1 of 1 sources checked
    • cites Dynarski, Nurshatayeva, Page, & Scott-Clayton, 2022 source

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Findingnone given

    More students are receiving more aid today, and more different types of aid, than ever before.

    “More students are receiving more aid today, and more different types of aid, than ever before.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Findingnone given

    About half of US college students attend sub-baccalaureate institutions.

    “In fact, about half of US college students attend sub-baccalaureate institutions.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Findingnone given

    Approximately 80% of applicants with family income below $30,000 receive a Pell Grant while fewer than 5% of applicants with family incomes above $70,000 receive any award.

    “Approximately 80% of applicants with family income below $30,000 receive a Pell Grant while fewer than 5% of applicants with family incomes above $70,000 receive any award.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Findingnone given

    In recent years, half of all US undergraduates at four-year institutions have borrowed a Direct loan, with 36 percent receiving both subsidized and unsubsidized loans, 7 percent receiving a subsidized loan only, and 7 percent receiving an unsubsidized loan only.

    “In recent years, half of all US undergraduates at four-year institutions have borrowed a Direct loan, with 36 percent receiving both subsidized and unsubsidized loans, 7 percent receiving a subsidized loan only, and 7 percent receiving an unsubsidized loan only.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Students at community colleges and for-profit schools (where default rates are high) are poorer and have worse academic preparation than students at four-year selective colleges (where default rates are lower).

    “For example, students at community colleges and for-profit schools (where default rates are high) are poorer and have worse academic preparation than students at four-year selective colleges (where default rates are lower).”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Premisecitation

    The verification process has little effect on aid but does create a barrier to enrollment.

    “Although limited, existing evidence suggests that while the verification process has little effect on aid it does create a barrier to enrollment.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Lee et al., 2021 source

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Loans are now the main source of federal aid; until a few decades ago, grants were larger.

    “Loans are now the main source of federal aid; until a few decades ago, grants were larger.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    If researchers are unable to report on the amounts and composition of aid actually received, it can be difficult to interpret impact estimates, particularly in the case of null effects.

    “If researchers are unable to report on the amounts and composition of aid actually received, it can be difficult to interpret impact estimates, particularly in the case of null effects.”
    Quote in the paperNot a substantial claim

  • Classified as probably not a substantial claim.

    Premisereasoning

    Basic economic theory predicts more people will enroll for longer when the price they face is lower.

    “Basic economic theory thus predicts more people will enroll for longer when the price they face is lower.”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Interpretationreasoning

    In the absence of public subsidies, people will under-invest in college, leaving both private and social returns on the table.

    “These market imperfections mean that, in the absence of public subsidies, people will under-invest in college, leaving both private and social returns on the table.”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Premisecitation

    People are likely to procrastinate, avoid complex choices, and exhibit inertia in planning and executing decisions about education.

    “They are also likely to procrastinate, avoid complex choices, and exhibit inertia in planning and executing decisions about education (Lavecchia, Liu, & Oreopoulos, 2016).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Lavecchia, Liu, & Oreopoulos, 2016 source

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    Aid given by one source may crowd out aid from another source, leaving students with no additional resources.

    “aid given by one source may crowd out aid from another source, leaving students with no additional resources”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    US student aid for undergraduates is not limited to those seeking a baccalaureate degree; it is also available to those seeking a sub-baccalaureate degree or other credential, such as a certificate.

    “US student aid for undergraduates is not limited to those seeking a baccalaureate degree.It is also available to those seeking a sub-baccalaureate degree (or other credential, such as a certificate).”
    Quote in the paperNot a substantial claim

  • Classified as probably not a substantial claim. May combine two claims.

    Interpretationreasoning

    Given that confirmation of aid arrives so late in the decision process, aid may have little effect on students' early, consequential choices about college preparation as well as whether and where to apply, in turn limiting their options later in the process.

    “Given that confirmation of aid arrives so late in the decision process, aid may have little effect on students' early, consequential choices about college preparation as well as whether and where to apply, in turn limiting their options later in the process.”
    Quote in the paperSubstantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Until recently, upwards of one-quarter of FAFSA filers were selected for verification.

    “Until recently, upwards of one-quarter of FAFSA filers were selected for verification (Munier, Pacchetti, & Washington, 2019)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Munier, Pacchetti, & Washington, 2019

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    In making decisions about education, people tend to underestimate the future benefits and overestimate the current costs.

    “In making decisions about education (as well as health and retirement), people tend to underestimate the future benefits and overestimate the current costs.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Lavecchia, Liu, & Oreopoulos, 2016 source

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The federal government provides the vast majority of student loans; private loans were 25% of borrowing just prior to the Great Recession, but since 2008-09 have comprised 7-14% of student loans.

    “The federal government provides the vast majority of student loans; private loans were 25% of borrowing just prior to the Great Recession, but since 2008-09 have comprised 7-14% of student loans (College Board, 2021).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites College Board, 2021

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    It is challenging to develop accountability metrics that disentangle a school's quality from the characteristics of the students who attend that school.

    “As is true in the elementary and secondary sectors, it is challenging to develop accountability metrics that disentangle a school's quality from the characteristics of the students who attend that school.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Premisenone given

    Neither the extent to which previously published staggered difference-in-differences studies may be biased, nor the direction of any resulting bias in practice, is yet well understood.

    “Neither the extent to which previously published studies based on this method may be biased, nor the direction of any resulting bias in practice, is yet well understood.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    As of 2006, graduate students can borrow the full cost of attendance, regardless of need; graduate loans now comprise the majority of student debt.

    “As of 2006, graduate students can borrow the full cost of attendance, regardless of need; graduate loans now comprise the majority of student debt.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    In interpreting regression-discontinuity studies, estimated effects apply only to those near the cutoff, unless strong assumptions are made.

    “In interpreting RD studies, it is important to remember that estimated effects apply only to those near the cutoff, unless strong assumptions are made.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    Beyond certifying schools for participation in the Title IV aid programs, the federal government has very little involvement in the oversight of colleges and universities.

    “Beyond certifying schools for participation in the Title IV aid programs, the federal government has very little involvement in the oversight of colleges and universities.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    Outside the US, sub-baccalaureate and baccalaureate students are typically funded by separate programs and funding streams.

    “Outside the US, by contrast, sub-baccalaureate and baccalaureate students are typically funded by separate programs and funding streams.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    High default rates on federal loans, as well as low graduation rates, have led to political pressure for the federal government to engage in stricter oversight of college quality, particularly at for-profit colleges.

    “High default rates on federal loans, as well as low graduation rates, have led to political pressure for the federal government to engage in stricter oversight of college quality, particularly at for-profit colleges.”
    Quote in the paperNot a substantial claim

  • May combine two claims. The quote only partly states this claim.

    Premisecitation

    Denning, Marx, and Turner (2019) find significant impacts on bachelor's degree completion and post-college earnings for Texas four-year college students exploiting an income cutoff for a maximum Pell grant.

    “The authors find significant impacts on bachelor's degree completion and post-college earnings.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Denning, Marx, and Turner, 2019 source

  • May combine two claims.

    Premisecitation

    The only available study of Excelsior's enrollment effects finds negligible effects on enrollment, though small positive effects cannot be ruled out for the four-year public sector.

    “The study finds negligible effects on enrollment, though small positive effects cannot be ruled out for the four-year public sector (Nguyen, 2019).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Nguyen, 2019 source

  • May combine two claims.

    Premisecitation

    Promise programs have been found to lead to improved K-12 outcomes, including reduced suspensions, increased credits earned, and improved measures of academic achievement, including GPA and standardized test scores.

    “As with state-level merit aid programs (e.g., Pallais, 2009), promise programs have been found to lead to improved K-12 outcomes, including reduced suspensions, increased credits earned, and improved measures of academic achievement, including GPA and standardized test scores (Bartik & Lachowska, 2014;Ash, et al., 2020).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Bartik & Lachowska, 2014 source
    • cites Ash, et al., 2020 source

  • May combine two claims.

    Premisecitation

    The Buffett Scholarship increased bachelor's degree completion rates by 8 percentage points among students who had applied to four-year schools, with the largest effects among lower achieving students.

    “The authors find that the scholarship increased bachelor's degree completion rates by 8 percentage points among students who had applied to four-year schools, with the largest effects among lower achieving students.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Angrist, Autor, & Pallais, 2021 source

  • May combine two claims.

    Premisecitation

    Eng and Matsudaira (2021) find a positive, but smaller, effect on degree completion and none on earnings using the same Pell cutoff in nationwide data.

    “Using the same cutoff in nationwide data, Eng and Matsudaira (2021) find a positive, but smaller, effect on degree completion and none on earnings.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Eng and Matsudaira, 2021 source

  • May combine two claims.

    Premisecitation

    Castleman and Long (2016) find significant increases in both four-year college enrollment and subsequent bachelor's degree completion for a Florida need-based program with a strict EFC eligibility cutoff.

    “Castleman and Long (2016) use an RD design to examine the effects of a need-based program in Florida that has a strict EFC eligibility cutoff, and find significant increases in both four-year college enrollment and subsequent bachelor's degree completion.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Castleman and Long, 2016 source

  • May combine two claims.

    Premisecitation

    More educated workers are more likely to migrate across state lines; this tends to bias estimates of earning effects that are measured using only data from the state where the program is located.

    “More educated workers are more likely to migrate across state lines; this tends to bias estimates of earning effects that are measured using only data from the state where the program is located (Scott-Clayton & Wen, 2019).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Scott-Clayton & Wen, 2019 source

  • May combine two claims.

    Premisecitation

    Denning (2019) finds that students who qualify for larger Pell awards are more likely to persist, reduce labor supply, and graduate faster.

    “Denning (2019) finds that (conditional on aid application) students who qualify for larger Pell awards are more likely to persist, reduce labor supply, and graduate faster as a result.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Denning, 2019 source

  • Classified as probably not a substantial claim.

    Premisecitation

    An increase in aid at the federal level may lead a college to reduce the institutional aid it provides to affected students.

    “For example, an increase in aid at the federal level may lead a college to reduce the institutional aid it provides to the affected students.”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Premisecitation

    About three-quarters of state grant aid is predominately need-based, and less than half is based exclusively on need.

    “Though about three-quarters of state grant aid is predominately need-based (even if some other criteria are considered), less than half is based exclusively on need (NASSGAP, n.d.).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites NASSGAP, n.d.

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Park and Scott-Clayton (2018) find that a small Pell grant induces community college students to reduce labor supply while enrolled and to modestly increase enrollment intensity.

    “They find that a small Pell grant induces these students to reduce labor supply (while enrolled) and to modestly increase enrollment intensity.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Park & Scott-Clayton, 2018 source

  • May combine two claims.

    Premisecitation

    Carruthers and Welch (2019) find virtually no effect of Pell eligibility on college enrollment, sector, or selectivity.

    “They find virtually no effect of Pell eligibility on college enrollment, sector, or selectivity.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Carruthers and Welch, 2019 source

  • May combine two claims.

    Premisecitation

    Hodara and Childress (2021) find that the Oregon Promise opportunity improved college persistence and degree completion for students from the Portland area.

    “Hodara and Childress (2021) find that the Oregon Promise opportunity improved college persistence and degree completion for students from the Portland area.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Hodara and Childress, 2021

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Fack and Grenet (2015) find large and statistically significant effects of aid on enrollment and persistence (about 5-7 percentage points per 1500 euros), and even larger effects on completion for continuing students.

    “For both undergraduate and graduate applicants, they find large and statistically significant effects of aid on enrollment and persistence (about 5-7 percentage points per 1500 euros), and even larger effects on completion for continuing students.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Fack and Grenet, 2015 source

  • May combine two claims.

    Premisecitation

    The Adams Scholarship in Massachusetts shifted students towards in-state, public schools away from better-resourced options, reducing their rate of degree attainment.

    “The Adams Scholarship in Massachusetts shifted towards in-state, public schools away from better-resourced options, reducing students' their rate of degree attainment (Cohodes & Goodman, 2014).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Cohodes & Goodman, 2014 source

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The inequitable distribution of campus-based allocations has been a policy concern for several decades, but efforts to modify the allocation formula have had only minimal effects.

    “The inequitable distribution of campus-based allocations has been a policy concern for several decades, but efforts to modify the allocation formula have had only minimal effects (Kelchen, 2017).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Kelchen, 2017 source

  • May combine two claims.

    Interpretationreasoning

    The delayed timing of these benefits, as well as the fact that they disproportionately benefit relatively high-income filers, likely also limit their effects.

    “The delayed timing of these benefits, as well as the fact that they disproportionately benefit relatively high-income filers, likely also limit their effects.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Premisecitation

    Increased appropriations for two-year colleges lead to both lower prices and increased expenditures, and lead to significantly higher baccalaureate and even graduate school attainment.

    “Increased appropriations for two-year colleges lead to both lower prices and increased expenditures, and lead to significantly higher baccalaureate and even graduate school attainment.”
    Quote in the paperSubstantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisenone given

    The introduction of deferred tuition fees in England in 1998, along with income-contingent repayment, was intended to bring in new resources to improve quality and relax supply constraints, without harming access for low-income students.

    “The introduction of deferred tuition fees in England in 1998, along with a system for income-contingent repayment after college, was intended to bring in new resources to improve quality and relax supply constraints, without harming access for low-income students.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Premisecitation

    The introduction of fees in England coincided with increased institutional resources, relaxed enrollment capacity constraints, and stabilized socioeconomic gaps in enrollment.

    “The authors find that the introduction of fees coincided with increased institutional resources, relaxed enrollment capacity constraints, and stabilized socioeconomic gaps in enrollment (after years of widening inequality).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Murphy, Scott-Clayton, and Wyness (2019) source

  • May combine two claims.

    Premisecitation

    Account-opening assistance alone had little impact, but families that received a small financial incentive in addition to assistance were 22 percentage points more likely to open a 529 account and 7 percentage points more likely to sign up for automatic monthly contributions, leading to account balances nearly $2,000 higher on average.

    “They find that account-opening assistance alone had little impact, but families that received the small financial incentive in addition to assistance were 22 percentage points more likely to open a 529 account and 7 percentage points more likely to sign up for automatic monthly contributions, leading to account balances that were nearly $2,000 higher on average than families who received no assist”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Long and Bettinger (2017)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Although England no longer offers free college, the net liquidity-the cost students face and the resources they have access to up-front-increased.

    “Importantly, though, although England no longer offers free college, the net liquidity-the cost students face and the resources they have access to up-front-increased.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Interpretationcitation

    We are unaware of any quasi-experimental evidence of the impact of college savings programs on enrollment, and evidence even on the basic goal of increasing savings is mixed.

    “We are unaware of any quasi-experimental evidence of the impact of such programs on enrollment, and evidence even on the basic goal of increasing savings is mixed.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Premisecitation

    Public four-years pass higher appropriations along to students in the form of lower tuition, lowering students' debt burden but with limited effects on attainment.

    “Public four-years appear to pass higher appropriations along to students in the form of lower tuition, lowering students' debt burden but with limited effects on attainment.”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Premisecitation

    An evaluation of a 529 savings match program in Oklahoma (OK SEED) found that take-up was low-only 16% took up the offer to open an account with $100 in seed funds-and that disproportionately higher-income families opened and used accounts.

    “An evaluation of a 529 savings match program in Oklahoma (OK SEED) found that take-up was low -only 16% took up the offer to open an account with $100 in seed funds -and that disproportionately higher-income families opened and used accounts (Marks et al., 2014).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Marks et al., 2014

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationcitation

    The smaller enrollment effect of the Post 9/11 GI Bill could be due to the older population and the higher baseline level of benefits prior to expansion.

    “Barr argues that the smaller effect could be due both to the older population as well as to the higher baseline level of benefits prior to expansion.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Barr

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    There is no evidence that college savings programs have any impact on educational attainment.

    “There is no evidence that these programs have any impact on educational attainment.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Premisecitation

    Assistance plus incentives do appear to increase the chances that students enroll in four-year rather than two-year institutions, but they find no impact on college enrollment overall.

    “While they find no impact on college enrollment overall, assistance plus incentives do appear to increase the chances that students enroll in four-year rather than two-year institutions (Long & Bettinger, 2017).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Long & Bettinger, 2017

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The refundability of the AOTC and the allowance of expenses for course materials greatly enhances the value of the AOTC for low-income students.

    “The refundability of the credit and the allowance of expenses for course materials greatly enhances the value of the AOTC for low-income students.”
    Quote in the paperNot a substantial claim

  • Classified as probably not a substantial claim.

    Premisecitation

    Murphy et al. (2019) conclude that the policy largely achieved its goals.

    “Murphy et al. (2019) conclude that the policy largely achieved its goals.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Murphy et al. (2019) source

  • May combine two claims.

    Premisecitation

    Acton (2021) finds significant reductions in private vocational (predominantly for-profit) college enrollment and no significant reduction in four-year enrollment.

    “Acton (2021) further finds significant reductions in private vocational (predominantly for-profit) college enrollment and no significant reduction in four-year enrollment.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Acton (2021) source

  • May combine two claims.

    Premisecitation

    IDR plans can help those experiencing current financial distress and act as insurance protecting borrowers against unexpected future financial distress.

    “Two studies document that income-driven repayment (IDR) plans can not only help those experiencing current financial distress, but also can act as a form of insurance protecting borrowers against unexpected future financial distress.”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Mueller and Yannelis (2019)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Herbst (2019)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Complexity, uncertainty, and delayed timing are barriers to college access and to the effectiveness of financial aid.

    “Complexity, uncertainty, and delayed timing are increasingly understood as barriers not only to college access in general, but also to the effectiveness of financial aid specifically (Dynarski & Scott-Clayton, 2006).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Dynarski & Scott-Clayton, 2006 source

  • May combine two claims.

    Premisecitation

    For university students who initially enrolled without loan access, gaining loan access after retaking an eligibility exam increased re-enrollment by 20 percentage points and completion of a Bachelor's degree by approximately 12 percentage points.

    “After retaking an eligibility exam, those who just barely passed and got access to loans as a result were 20 percentage points more likely to re-enroll the next year, and approximately 12 percentage points more likely to eventually complete a Bachelor's degree.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Card and Solis (2022) source

  • May combine two claims.

    Interpretationcitation

    Informational interventions alone have limited impacts on college access and aid effectiveness, while interventions providing application support and/or upfront guarantees of aid eligibility without complex applications show more promising results.

    “In general, our review of this evidence indicates that informational interventions alone have limited impacts (such as, for example, the passive provision of net price calculators on college websites, or even proactive communication of eligibility for tax benefits; see, e.g., Levine, 2014;Bergman, Denning, & Manoli, 2019), while interventions that provide application support and/or provide upfront”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Levine, 2014

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Bergman, Denning, & Manoli, 2019 source
    • cites Bettinger et al., 2012 source

  • May combine two claims.

    Premisecitation

    A text message intervention intended to prompt more active and informed borrowing decisions reduced student loan borrowing and led to fewer credits completed and higher default after college.

    “Another RCT study of a text message intervention, intended to prompt more active and informed borrowing decisions, reduced student loan borrowing and found that students completed fewer credits and were significantly more likely to default after college as a result (Barr, Bird, & Castleman, 2019).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Barr, Bird, & Castleman, 2019 source

  • Classified as probably not a substantial claim.

    Study design and conductreasoning

    The potential for bias due to students' selection into FWS participation means these matching-based estimates should be interpreted with caution.

    “Still, the potential for bias due to students' selection into FWS participation means these matching-based estimates should be interpreted with caution.”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Premisecitation

    Compared to not participating in FWS, FWS employment may reduce first year grade point averages (GPAs), though the effect was small in three of the four studies and statistically insignificant in two of the four.

    “These studies consistently suggest that compared to not participating in FWS, FWS employment may reduce first year grade point averages (GPAs), though the effect was small in three of the four studies and statistically insignificant in two of the four.”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Premisecitation

    For already-delinquent borrowers, IDR enrollment reduced delinquency by 25 percentage points at 10-16 months and led to higher credit scores and greater homeownership two years later.

    “Herbst (2019), using data from 2013 to 2017 on already-delinquent borrowers, finds that those who enrolled in an IDR plan were 25 percentage points less likely to be delinquent 10-16 months later, compared to those who remained enrolled in the Standard plan.Two years later, they also had higher credit scores and were more likely to have purchased a home.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Herbst (2019)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    For distressed private student loan borrowers whose debts were discharged, debt forgiveness led to fewer delinquencies on other accounts, more geographic mobility, and about $3,000 more earnings over three years.

    “They find that affected borrowers, who received over $7,000 in debt forgiveness, had fewer delinquencies on other accounts, were more geographically mobile, and earned about $3,000 more over three years than did the comparison group.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Di Maggio, Kalda, and Yao (2020)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationnone given

    FWS in the U.S. has not yet been evaluated via a randomized-control trial (RCT), though one is currently underway.

    “FWS in the U.S. has not yet been evaluated via a randomized-control trial (RCT), though one is currently underway.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Premisecitation

    In New Zealand, continued loan access for women at risk of losing loans due to failing an academic performance standard increased persistence and graduation by 8-12 percentage points and earnings by about $2000NZ per month.

    “The authors find enormous impacts of continued loan access on persistence and graduation of 8-12 percentage points in the reduced form analysis, implying 50-70% of those who maintained access to the loan were able to complete a degree.They find similarly large impacts on earnings, of about $2000NZ per month for those whose loan access was affected by the policy.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Chu & Cuffe (2021)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Out of 299 students offered access to the emergency aid fund, only 126 enrolled and only 74 ever made a claim; only 5% received the maximum emergency aid over three semesters.

    “Evans et al. (2019) note that out of 299 students offered access to the emergency aid fund, only 126 enrolled and only 74 ever made a claim; only 5% received the maximum emergency aid over three semesters (up to $500 per semester for a total of $1500).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Evans et al. (2019) source

  • May combine two claims.

    Study design and conductcitation

    Three relevant studies have used quasi-experimental methods and a fourth study carefully matched participants with observably similar non-participants to provide suggestive evidence on the program's consequences.

    “But three relevant studies have used quasi-experimental methods (Stinebrickner & Stinebrickner, 2003;Scott-Clayton, 2011;Soliz & Long, 2016) and a fourth study carefully matched participants with observably similar non-participants (Scott-Clayton & Minaya, 2016) to provide suggestive evidence on the program's consequences.”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Stinebrickner & Stinebrickner, 2003 source
    • cites Scott-Clayton, 2011

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Soliz & Long, 2016

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Borrowers are heavily influenced by the default repayment plan when making their initial choice of plans; changing the default from the Standard plan to an IDR plan reduces hypothetical enrollment in the Standard plan from 63% to 34%.

    “Using an incentivized lab experiment, the authors find that hypothetical enrollment in the Standard (10-year, mortgagestyle) repayment plan drops by nearly half -from 63% to 34% -when the default option is changed from the Standard plan to an IDR plan.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Cox et al. (2020) source

  • May combine two claims.

    Premisecitation

    For public university students in Texas, increased access to student loans had no effects on academic performance, persistence, or completion.

    “They find no effects on academic performance, persistence, or completion for their sample of public university students in Texas (although the persistence and completion results are too imprecise to rule out small effects).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Denning and Jones (2021) source

  • May combine two claims.

    Premisecitation

    The full Stay the Course (STC) treatment significantly increased student persistence and degree completion, but students who received access only to the emergency aid fund saw no increase in persistence or completion after six semesters.

    “The authors find that while the full STC treatment significantly increased student persistence and degree completion, students who received access only to the emergency aid fund saw no increase in persistence or completion after six semesters (the authors note, however, that small positive effects cannot be ruled out).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Evans et. al, 2019 source
    • cites Evans et. al, 2020

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    The majority of today's undergraduates already work while enrolled, often in low-skill, off-campus jobs with no connection to students' majors, and often with little consideration for students' academic schedule and goals.

    “the majority of today's undergraduates already work while enrolled, often in low-skill, off-campus jobs with no connection to students' majors, and often with little consideration for students' academic schedule and goals (Scott-Clayton, 2017).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Scott-Clayton, 2017

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationcitation

    The evidence examining the causal effect of student loans on initial college enrollment is most robust outside the U.S., where several regression-discontinuity (RD) studies find generally large positive impacts.

    “The evidence examining the causal effect of student loans on initial college enrollment is most robust outside the U.S., where several regressiondiscontinuity (RD) studies find generally large positive impacts.”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Premisecitation

    State merit aid programs caused students to reduce courseloads and seek out easier majors.

    “Two studies find that state merit aid programs caused students to reduce courseloads and seek out easier majors (Cornwell, Lee & Mustard, 2005;Sjoquist & Winters, 2015).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Cornwell, Lee & Mustard, 2005 source
    • cites Sjoquist & Winters, 2015 source

  • May combine two claims.

    Interpretationcitation

    Inducing students into lower quality institutions can reduce the impact of financial aid or even cause it to become negative.

    “In contrast, to the extent that students are induced into lower quality institutions, this could reduce the impact of financial aid or even cause it to become negative.”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Premisecitation

    Community colleges in one state prioritized Pell-ineligible students in their awarding of limited state aid dollars, potentially having the same effect as a claw-back.

    “Community colleges often don't have significant institutional aid to claw back, but Park and Scott-Clayton (2018) nonetheless find that community colleges in one state prioritized Pell-ineligible students in their awarding of limited state aid dollars, potentially having the same effect as a claw-back.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Park and Scott-Clayton (2018) source

  • May combine two claims.

    Premisecitation

    Early evidence on Knox Achieves, Tennessee Promise, and Oregon Promise suggests that some switching from four-year to community colleges occurs, though not necessarily enough to outweigh positive effects on enrollment overall.

    “Early evidence on both Knox Achieves and Tennessee Promise (Bell, 2021;Carruthers, Fox, and Jepsen 2020 working paper) as well as on the Oregon Promise (Gurantz, 2020) suggests that some such switching does occur, though not necessarily enough to outweigh the positive effects on enrollment overall.”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Bell, 2021

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Carruthers, Fox, and Jepsen 2020

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

    • cites Gurantz, 2020

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Interpretationreasoning

    Financial aid can impact a wide range of outcomes, from initial entry, to persistence and degree completion, to post-graduate degrees, and later-life earnings, with some positive but more sparse evidence on homeownership.

    “Indeed, the evidence shows that financial aid can impact a wide range of outcomes, from initial entry, to persistence and degree completion, to post-graduate degrees, and later-life earnings (with some positive but more sparse evidence on homeownership).”
    Quote in the paperSubstantial claim

  • May combine two claims.

    Premisecitation

    Fewer than 5 percent of first-year undergraduates at CUNY benefited from New York's statewide free college program, and even fewer retained the scholarship into a second year.

    “a recent report finds that fewer than 5 percent of first-year undergraduates at the City University of New York benefitted from New York's statewide free college program, and even fewer retained the scholarship into a second year -due to restrictive eligibility rules and the complex application process these rules necessitated (Scott-Clayton, Libassi, & Sparks, 2022).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Scott-Clayton, Libassi, & Sparks, 2022

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    The private Buffett Scholarship increased degree completion primarily by shifting applicants to enroll in and complete more credits in four-year colleges instead of two-year colleges, with no effect on overall postsecondary enrollment.

    “the private Buffett Scholarship program appears to have increased degree completion primarily by shifting applicants to enroll in and complete more credits in four-year colleges instead of two-year colleges (Angrist, Autor, & Pallais, 2021), even though it had no effect on postsecondary enrollment (at any institution) overall.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Angrist, Autor, & Pallais, 2021 source

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    Increases in consumption may support students' persistence and completion, even if the expenses are not explicitly education-related.

    “Note that because students must support regular living expenses while enrolled, increases in consumption (food, housing, transportation, and leisure activities) may support students' persistence and completion, even if the expenses are not explicitly education-related.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Premisecitation

    No evidence that WV PROMISE caused students to reduce courseloads or seek easier majors.

    “Scott-Clayton (2011) finds no such evidence for WV PROMISE, perhaps because the combination of both GPA and minimum credit completion requirements reduced the scope for gaming the rules.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Scott-Clayton (2011)

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • May combine two claims.

    Premisecitation

    Tennessee Promise eligible public institutions raised tuition more than ineligible institutions after the start of the program, but the finding is not robust to alternative specifications.

    “An analysis of Tennessee Promise finds some evidence that eligible public institutions raised tuition more than ineligible institutions after the start of the program, but the finding is not robust to alternative specifications (Bell, 2021).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Bell, 2021

      Couldn’t be matched to a paper in Crossref, so it can’t be checked.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationreasoning

    Complexity helps explain the underutilization of complex income-driven loan repayment options in the U.S., despite the success of simpler IDR programs in other countries.

    “It can also help explain the underutilization of complex income-driven loan repayment options in the U.S., despite the success of simpler IDR programs in other countries.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Interpretationcitation

    It is not clear that the impacts of financial aid are linear; recent work suggests that relatively small amounts of aid could be highly impactful if used to provide students with a guarantee that they won't have to pay out of pocket for tuition.

    “It is not clear that the impacts of financial aid are linear; indeed, recent work suggests that relatively small amounts of aid could be highly impactful if used to provide students with a guarantee that they won't have to pay out of pocket for tuition.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    Without financial aid, postsecondary outcomes would almost surely be more unequal than they are.

    “Without financial aid, postsecondary outcomes would almost surely be more unequal than they are.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Interpretationnone given

    The evidence on heterogeneity by gender is consistently inconsistent: some studies find larger effects for men or women, patterns are not consistent across the literature, and many studies find no clear patterns of heterogeneity by gender.

    “The evidence on heterogeneity by gender (being easiest to examine, in most studies) is consistently inconsistent: while some studies find larger effects for men or women, the patterns are not consistent across the literature and many studies find no clear patterns of heterogeneity by gender.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Whether post-enrollment impacts accelerate or deteriorate may depend on the complexity and uncertainty of the aid renewal process.

    “Second, whether post-enrollment impacts accelerate or deteriorate may depend on the complexity and uncertainty of the aid renewal process.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Interpretationreasoning

    When the cost of enrollment is lower, students are more likely to enroll, to persist, to complete degrees, and to experience better financial outcomes after college.

    “When the cost of enrollment is lower, students are more likely to enroll, to persist, to complete degrees, and to experience better financial outcomes after college.”
    Quote in the paperNot a substantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Interpretationreasoning

    To the extent an aid program has larger effects for lower-income, lower-achieving, or racial/ethnically minoritized groups, these patterns may reflect that these groups have more room to upgrade the quality of institutions attended, and may benefit more from aid simplicity and certainty than more advantaged groups.

    “to the extent that an aid program does have larger effects for lower-income, lower-achieving, or racial/ethnically minoritized groups, these patterns may simply reflect that these groups have more room to upgrade the quality of institutions attended, and may benefit more from aid simplicity and certainty than more advantaged groups.”
    Quote in the paperNot a substantial claim

  • May combine two claims.

    Interpretationreasoning

    Programs that induce students to upgrade to higher quality institutions tend to have larger benefits, while those that induce quality downgrading or new enrollments primarily in the for-profit sector appear to have less positive or even negative effects.

    “programs that induce students to upgrade to higher quality institutions tend to have larger benefits while those that induce quality downgrading or new enrollments primarily in the for-profit sector appear to have less positive or even negative effects.”
    Quote in the paperSubstantial claim

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Post-enrollment effects of aid may depend on whether associated academic requirements are designed as salient incentives to encourage student effort or primarily to contain costs.

    “Third, post-enrollment effects of aid may depend on whether any associated academic requirements are designed as salient incentives to encourage student effort, or are designed primarily to contain costs.”
    Quote in the paperNot a substantial claim
112 of 112

  • The paper relies on this without support.

    The increasing tension between the perceived necessity of a college degree and the challenge of paying for it has led to a proliferation of financial aid policy in the U.S. and around the world.

    “The increasing tension between the perceived necessity of a college degree and the challenge of paying for it has led to a proliferation of financial aid policy in the U.S. and around the world.”

  • The paper relies on this without support.

    The earnings premium for a college degree has risen dramatically, and college-going rates have increased unevenly for students across the income distribution.

    “Since then, the earnings premium for a college degree has risen dramatically, and college-going rates have increased (unevenly) for students across the income distribution.”

  • The paper relies on this without support.

    College tuition has risen substantially in real terms, in large part due to a reduction of state and local direct subsidies which traditionally helped keep public tuition below the full cost of provision.

    “Yet over the same period, college tuition has also risen substantially in real terms -in large part due to a reduction of state and local direct subsidies which traditionally helped keep public tuition below the full cost of provision.”

  • The paper relies on this without support.

    To students and families, government subsidies to schools are largely invisible, and they are not typically included in discussions about financial aid policy.

    “To students and families, government subsidies to schools are largely invisible, and they are not typically included in discussions about financial aid policy.”

  • The paper relies on this without support.

    Aid is often offered on the basis of characteristics that may independently affect college enrollment and completion rates, such as income or academic performance.

    “Because aid is often offered on the basis of characteristics that may independently affect college enrollment and completion rates, such as income or academic performance, estimating the effect of the aid separate from the effect of other factors can be empirically challenging.”

  • The paper relies on this without support.

    Students just above and below sharp eligibility cutoffs are likely to be very similar on unobserved characteristics.

    “Students just above and below these sharp breaks are likely to be very similar, but the aid that they are offered is quite different.”

  • The paper relies on this without support.

    The existing body of evidence is sufficient to draw broader generalizations useful for policymakers considering a new program that has not yet been evaluated or designed.

    “But there is enough of it to begin to draw broader generalizations which may be of use to policymakers wondering about the effects of a new program that hasn't yet been evaluated, or a proposed program that hasn't yet been designed.”

  • The paper relies on this without support.

    Inequality in educational outcomes begins in childhood and grows with each transition from elementary school to secondary school.

    “Inequality in educational outcomes begins in childhood, and grows with each transition from elementary school to secondary school.”

  • The paper relies on this without support.

    Even if the direct costs of college are equalized for all, students' academic preparation, networks, and family supports are not equal.

    “Even if the direct costs of college are equalized for all, students' academic preparation, networks, and family supports are not.”
9 of 9

Cites

Flagged first, then by citations

13 of the 206 references couldn’t be matched to a known paper.

Research works printed but not linked: 2

  1. [53]53. Cellini, S. R. (2022). Chapter on for-profit colleges. Handbook of Economics of Education, Vol. 7. Elsevier.
  2. [114]114. Kane, T. J. (1996). Lessons from the largest school voucher program ever: Two decades of experience with Pell Grants. In B. Fuller, R. Elmore, & G. Orfield (Eds.), Who chooses? Who loses? Culture, institutions and the unequal effects of school choice. Teachers College Press.

Cited by

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Related

Authors
Dynarski, S., Page, L., & Scott-Clayton, J.
Affiliations
National Bureau of Economic Research (US)
ORCID
Venue
National Bureau of Economic Research
Publisher
National Bureau of Economic Research
Published
2022-07
DOI
10.3386/w30275
OpenAlex
W4287843396
Cited by
56
References
206
Citations by year
2026: 10 · 2025: 19 · 2024: 17 · 2023: 10
Type
report
Language
en
Open access
Locations
  • National Bureau of Economic Research (publishedVersion)
  • RePEc: Research Papers in Economics (submittedVersion)
Topics
  • Social Sciences › Education › Higher Education Research Studies
  • Social Sciences › Education › School Choice and Performance
  • Social Sciences › Sociology and Political Science › Intergenerational and Educational Inequality Studies
Keywords
college financial aid, college costs, college attainment, financial aid policy, treatment effect heterogeneity

About these checks

Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.

Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-11.

Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-11.

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