Can public university Honors programs deliver the benefits of selective undergraduate education within otherwise nonselective institutions? We evaluate the impact of admission to the Honors College at Oregon State University, a large nonselective public university. Admission to the Honors College depends heavily on a numerical application score. Nonlinearities in admissions probabilities as a function of this score allow us to compare applicants with similar scores, but different admissions outcomes, via a fuzzy regression kink design. The first stage is strong, with take-up of Honors College programming closely following nonlinearities in admissions probabilities. To estimate the causal effect of Honors College admission on human capital formation, we use these nonlinearities in the admissions function as instruments, combined with course-section fixed effects to account for strategic course selection. Honors College admission increases course grades by 0.10 grade points on the 0 to 4 scale, or 0.14 standard deviations. Effects are concentrated at the top of the course grade distribution. However, course grades of first-generation students decrease in response to Honors admission, driven by low performance in natural science courses. Results suggest that selective Honors programs can accelerate skill acquisition for high-achieving students at public universities, but not all students benefit from Honors admission.
AltonjiJ. G.ArcidiaconoP.MaurelA. (2016). The analysis of field choice in college and graduate school: Determinants and wage effects. In E. A. Hanushek, S. Machin, & L. Woessmann (Eds.), Handbook of the economics of education (Vol. 5, pp. 305–396). Elsevier.
2.
AndrewsR. J.ImbermanS. A.LovenheimM. F. (2020). Recruiting and supporting low-income, high-achieving students at flagship universities. Economics of Education Review, 74, 101923.
3.
AndrewsR. J.LiJ.LovenheimM. F. (2016). Quantile treatment effects of college quality on earnings. Journal of Human Resources, 51(1), 200–238.
4.
AnelliM. (2020). The returns to elite university education: A quasi-experimental analysis. Journal of the European Economic Association, 18(6), 2824–2868.
5.
ArcidiaconoP. (2004). Ability sorting and the returns to college major. Journal of Econometrics, 121(1), 343–375.
6.
BettingerE.EvansB. (2019). Improving college access in the United States: Barriers and policy responses. Journal of Policy Analysis and Management, 38(2), 394–413.
7.
BilfulcoR.RubensteinR.SohnH. (2019). The impact of statewide college promise programs on enrollment at public two-year institutions: A difference-in-differences analysis. Journal of Policy Analysis and Management, 38(3), 577–601.
8.
BlackS. E.DenningJ. T.RothsteinJ. (2023). Winners and losers? The effect of gaining and losing access to selective colleges on education and labor market outcomes. American Economic Journal: Applied Economics, 15(1), 26–67.
9.
BleemerZ. (2022). Affirmative action, mismatch, and economic mobility after California’s proposition 209. The Quarterly Journal of Economics, 137(1), 115–160.
BrownR. D.WinburnJ.Sullivan-GonzálezD. (2019). The value added of honors programs in recruitment, retention, and student success: Impacts of the honors college at the University of Mississippi. National Collegiate Honors Councils.
12.
BrownsteinJ. (2023). The effect of Honors College participation on student outcomes [Unpublished manuscript]. http://dx.doi.org/10.2139/ssrn.4504584
13.
CameronA. C.GelbachJ. B.MillerD. L. (2008). Bootstrap-based improvements for inference with clustered errors. The Review of Economics and Statistics, 90(3), 414–427.
14.
CattaneoM. D.JanssonM.MaX. (2018). Manipulation testing based on density discontinuity. The Stata Journal, 18(1), 234–261.
15.
ChettyR.DemingD. J.FriedmanJ. N. (2023). Diversifying society’s leaders? The determinants and causal effects of admission to highly selective private colleges. National Bureau of Economic Research.
16.
ChettyR.FriedmanJ. N.SaezE.TurnerN.YaganD. (2020). Income segregation and intergenerational mobility across colleges in the United States. The Quarterly Journal of Economics, 135(3), 1567–1633.
17.
ClarkD.Del BonoE. (2016). The long-run effects of attending an elite school: Evidence from the United Kingdom. American Economic Journal: Applied Economics, 8(1), 150–176.
18.
CohodesS. R.GoodmanJ. S. (2014). Merit aid, college quality, and college completion: Massachusetts’ Adams scholarship as an in-kind subsidy. American Economic Journal: Applied Economics, 6(4), 251–285.
19.
CosgroveJ. (2004). The impact of honors programs on undergraduate academic performance, retention, and graduation. Journal of the National Collegiate Honors Council, 137https://digitalcommons.unl.edu/nchcjournal/137/.
20.
DaleS. B.KruegerA. B. (2002). Estimating the payoff to attending a more selective college: An application of selection on observables and unobservables. The Quarterly Journal of Economics, 117(4), 1491–1527.
21.
DaleS. B.KruegerA. B. (2014). Estimating the effects of college characteristics over the career using administrative earnings data. Journal of Human Resources, 49(2), 323–358.
22.
DaughertyL.MartorellP.McFarlinI. (2014). Percent plans, automatic admissions, and college outcomes. IZA Journal of Labor Economics, 3, 1–29.
23.
DiazD.FarruggiaS. P.WellmanM. E.BottomsB. L. (2019). Honors education has a positive effect on college student success. University of Nebraska–Lincoln.
24.
DillonE. W.SmithJ. A. (2017). Determinants of the match between student ability and college quality. Journal of Labor Economics, 35(1), 45–66.
25.
DillonE. W.SmithJ. A. (2020). The consequences of academic match between students and colleges. Journal of Human Resources, 55(3), 767–808.
26.
DynarskiS.LibassiC. J.MichelmoreK.OwenS. (2021). Closing the gap: The effect of reducing complexity and uncertainty in college pricing on the choices of low-income students. American Economic Review, 111(6), 1721–1756.
27.
FaveroL.MalisanI. (2022). With honors. University honors programs and graduates’ careers.
28.
FengA.GraetzG. (2017). A question of degree: The effects of degree class on labor market outcomes. Economics of Education Review, 61, 140–161.
29.
GeS.IsaacE.MillerA. (2022). Elite schools and opting in: Effects of college selectivity on career and family outcomes. Journal of Labor Economics, 40(Suppl. 1), S383–S427.
GurantzO.HowellJ.HurwitzM.LarsonC.PenderM.WhiteB. (2021). A national-level informational experiment to promote enrollment in selective colleges. Journal of Policy Analysis and Management, 40(2), 453–479.
32.
HansenB. E. (2017). Regression kink with an unknown threshold. Journal of Business & Economic Statistics, 35(2), 228–240.
33.
HébertT. P.McBeeM. T. (2007). The impact of an undergraduate honors program on gifted university students. Gifted Child Quarterly, 51(2), 136–151.
34.
HoekstraM. (2009). The effect of attending the flagship state university on earnings: A discontinuity-based approach. The Review of Economics and Statistics, 91(4), 717–724.
35.
HoxbyC.AveryC. (2013). The missing “one-offs”: The hidden supply of high-achieving, low-income students. Brookings Papers on Economic Activity, 2013(1), 1–65.
36.
HoxbyC.TurnerS. (2013). Expanding college opportunities for high-achieving, low-income students (Discussion Paper No. 12-014).Stanford Institute for Economic Policy Research.
37.
HymanJ. (2020). The college completion landscape: Trends, challenges, and implications. Journal of Policy Analysis and Management, 39(3), 756–780.
38.
InkelasK. K.WeismanJ. L. (2003). Different by design: An examination of student outcomes among participants in three types of living-learning programs. Journal of College Student Development, 44(3), 335–368.
39.
JackA. A. (2019). The privileged poor: How elite colleges are failing disadvantaged students. Harvard University Press.
40.
JiangX.ChenK.HansenZ. K.LoweS. (2021). A second chance at success? Effects of college grade forgiveness policies on student outcomes (Working Paper 29493). National Bureau of Economic ResearchNovember.
41.
KaganovichM.SuX. (2019). College curriculum, diverging selectivity, and enrollment expansion. Economic Theory, 67(4), 1019–1050.
42.
McCraryJ. (2008). Manipulation of the running variable in the regression discontinuity design: A density test. Journal of Econometrics, 142(2), 698–714.
PattonK.ColemanD.KayL. W. (2019). High-impact honors practices: Success outcomes among honors and comparable high-achieving non-honors students at Eastern Kentucky University. University of Nebraska–Lincoln.
RinnA. N. (2007). Effects of programmatic selectivity on the academic achievement, academic self-concepts, and aspirations of gifted college students. Gifted Child Quarterly, 51(3), 232–245.
48.
RoodmanD.NielsenM. Ø.MacKinnonJ. G.WebbM. D. (2019). Fast and wild: Bootstrap inference in Stata using boottest. The Stata Journal, 19(1), 4–60.
49.
SalleeJ. M.ReschA. M.CourantP. N. (2008). On the optimal allocation of students and resources in a system of higher education. The BE Journal of Economic Analysis & Policy, 8(1), 1–26.
50.
ScottR. I.SmithP. J. (2016). Demography of honors: The national landscape of honors education. Journal of the National Collegiate Honors Council, 17(1), 73–91.
51.
SeifertT. A.PascarellaE. T.ColangeloN.AssoulineS. G. (2007). The effects of honors program participation on experiences of good practices and learning outcomes. Journal of College Student Development, 48(1), 57–74.
52.
ShamsuddinS. (2016). Berkeley or bust? Estimating the causal effect of college selectivity on bachelor’s degree completion. Research in Higher Education, 57, 795–822.
SmithJ.PenderM.HowellJ. (2013). The full extent of student-college academic undermatch. Economics of Education Review, 32, 247–261.
55.
TanB. J. (2022). The consequences of letter grades on labor market outcomes and student behavior. Journal of Labor Economics.
56.
ToughP. (2021). The inequality machine: How college divides us. Mariner Books/Houghton Mifflin Harcourt.
57.
WangR. L. (2020). The impact of grades on college major choice, dropout, and labor outcomes [Doctoral dissertation, The University of North Carolina at Chapel Hill].
58.
WiswallM.ZafarB. (2014). Determinants of college major choice: Identification using an information experiment. The Review of Economic Studies, 82(2), 791–824.
59.
ZimmermanS. D. (2014). The returns to college admission for academically marginal students. Journal of Labor Economics, 32(4), 711–754.
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