A Meta-Analysis of the Predictors of On-time High School Graduation in the United States

Abstract

On-time high school graduation is an important topic in educational research, policy, and practice. However, no comprehensive meta-analyses had been conducted on this topic. The current meta-analysis reviewed 47 articles published from 1985 to April 2022 and aggregated the effect in four dimensions: student background, family support, school program and support, and school climate, with a focus on school-related practices, policies, and programs. Twelve factors along various dimensions had statistically significant positive or negative effects on on-time graduation. Implications of these findings are discussed.

Keywords

high school graduation meta-analysis secondary education

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References

* Addo

F. R.

Sassler

Williams

(2016). Reexamining the association of maternal age and marital status at first birth with youth educational attainment. Journal of Marriage and Family, 78(5), 1252-1268.

Allensworth

Easton

J. Q.

(2005). The on-track indicator as a predictor of high school graduation. Consortium on Chicago School Research.

* Allensworth

E. M.

Easton

J. Q.

(2007). What matters for staying on-track and graduating in Chicago public high schools: A close look at course grades, failures, and attendance in the freshman year. Research Report. Consortium on Chicago School Research.

Aloe

A. M.

(2014). An empirical investigation of partial effect sizes in meta-analysis of correlational data. The Journal of General Psychology, 141(1), 47-64. https://doi.org/10.1080/00221309.2013.853021

Askew

C. C.

(2012). An investigation of the perceptions of teachers and principals on PLC implementation in the high schools of a large suburban school district.

Barrow

Schanzenbach

D. W.

Claessens

(2015). The impact of Chicago’s small high school initiative. Journal of Urban Economics, 87, 100–113. https://doi.org/10.1016/j.jue.2015.02.002

Benner

Graham

(2009). The transition to high school as a developmental process among multiethnic urban youth. Child Development, 80(2), 356-376. https://doi.org/10.1111/j.1467-8624.2009.01265.x

* Bishop

J. H.

Mane

(2001). The impacts of minimum competency exam graduation requirements on high school graduation, college attendance and early labor market success. Labour Economics, 8(2), 203-222. https://doi.org/10.1016/S0927- 5371(01)00025-2

* Bloom

H. S.

Thompson

S. L.

Unterman

(2010). Transforming the high school experience: How New York City’s new small schools are boosting student achievement and graduation rates. MDRC.

10.

* Bloom

H. S.

Unterman

(2014). Can small high schools of choice improve educational prospects for disadvantaged students? Journal of Policy Analysis and Management, 33(2), 290-319. https://doi.org/10.1002/pam.21748

11.

Boggess

(1998). Family structure, economic status, and educational attainment. Journal of Population Economics, 11(2), 205-222. https://doi.org/10.1007/s001480050065

12.

Bornsheuer

J. N.

Polonyi

M. A.

Andrews

Fore

Onwuegbuzie

A. J.

(2011). The relationship between ninth-grade retention and on-time graduation in a Southeast Texas high school. Journal of At-Risk Issues, 16(2), 9-16.

13.

* Brooks

J. E.

(2010). School characteristics associated with educational resilience of low-income youth (Doctoral dissertation).

14.

Bryk

Camburn

Louis

K. S.

(1999). Professional community in Chicago elementary schools: Facilitating factors and organizational consequences. Educational Administration Quarterly, 35(5), 751-781. https://doi.org/10.1177/0013161X99355004

15.

* Carlson

Planty

(2012). The ineffectiveness of high school graduation credit requirement reforms: A story of implementation and enforcement? Educational Policy, 26(4), 592-626. https://doi.org/10.1177/0895904811417582

16.

* Carrington-Nord

T. R.

(2019). The effect of Freshman Academy in a Southern Alabama School District (Doctoral dissertation), University of South Alabama.

17.

* Castilleja

J. R.

(2019). Using a human performance technology approach to understand high school graduation rate improvement (Doctoral dissertation), Capella University.

18.

Cates

J. T.

Schaefle

S. E.

(2011). The relationship between a college preparation program and at-risk students’ college readiness. Journal of Latinos and Education, 10(4), 320-334. https://doi.org/10.1080/15348431.2011.605683

19.

Catsambis

(2001). Expanding knowledge of parental involvement in children's secondary education: Connections with high school seniors' academic success. Social psychology of education, 5, 149-177. https://doi.org/10.1023/A:1014478001512

20.

Catsambis

Garland

J. E.

(1997). Parental involvement in students’ education during middle and high school, Report 18. Center for Research on the Education of Students Placed At Risk. Johns Hopkins University.

21.

Chen

Cohen

Chen

(2010). How big is a big odds ratio? Interpreting the magnitudes of odds ratios in epidemiological studies. Communications in Statistics—Simulation and Computation®, 39(4), 860-864. https://doi.org/10.1080/03610911003650383

22.

Clark

Martorell

(2014). The signaling value of a high school diploma. Journal of Political Economy, 122(2), 282-318. https://doi.org/10.1086/675238

23.

Coley

R. J.

(2001). Differences in the gender gap: Comparisons across racial/ethnic groups in education and work. Policy Information Report.

24.

* Cortes

K. E.

Goodman

J. S.

Nomi

(2015). Intensive math instruction and educational attainment: Long-run impacts of double-dose algebra. Journal of Human Resources, 50(1), 108-158. https://doi.org/10.3368/jhr.50.1.108

25.

Creswell

J. W.

(2003). A framework for design. Research design: Qualitative, quantitative, and mixed methods approaches (pp. 9-11).

26.

* Daun-Barnett

St. John

E. P.

(2012). Constrained curriculum in high schools: The changing math standards and student achievement, high school graduation and college continuation. Education Policy Analysis Archives, 20(5), 1-21.

27.

* Dee

(2002). Standards and student outcomes: Lessons from the ‘First Wave’ of education reform. In Peterson

West

(Eds.), No child left behind? The politics and practice of school accountability (pp. 215–241). Brookings Institution.

28.

* Dragoset

Thomas

Herrmann

Deke

James-Burdumy

Lee Luca

(2019). The impact of school improvement grants on student outcomes: Findings from a national evaluation using a regression discontinuity design. Journal of Research on Educational Effectiveness, 12(2), 215-250. https://doi.org/10.1080/19345747.2019.1571654

29.

DuFour

(2004). What is a “professional learning community”? Educational Leadership, 61(8), 6-11.

30.

* Englund

M. M.

Egeland

Collins

W. A.

(2008). Exceptions to high school dropout predictions in a low income sample: Do adults make a difference? Journal of Social Issues, 64(1), 77-94. https://doi.org/10.1111/j.1540-4560.2008.00549.x

31.

FairTest. (2023). Graduation test update: States that recently eliminated or scaled back high school exit exams. https://fairtest.org/graduation-test-update-states-recently-eliminated/

32.

Fan

(2001). Parental involvement and students’ academic achievement: A growth modeling analysis. The Journal of Experimental Education, 70(1), 27-61. https://doi.org/10.1080/00220970109599497

33.

Fox

J. H.

Ingram

E. S.

Depaoli

J. L.

(2016). For all kids: How Kentucky is closing the high school graduation gap for low-income students. Civic Enterprises.

34.

Franklin

B. J.

Trouard

S. B.

(2014). An analysis of dropout predictors within a state high school graduation panel, 5, 1-8.

35.

* Furstenberg

F. F.

Jr. Neumark

(2007). Encouraging education in an urban school district: Evidence from the Philadelphia educational longitudinal study. Education Economics, 15(2), 135-157. https://doi.org/10.1080/09645290701263054

36.

* Goldhaber

Long

M. C.

Gratz

Rooklyn

(2020). Pledging to do “good”: An early commitment pledge program, college scholarships, and high school outcomes in Washington State. Educational Evaluation and Policy Analysis, 42(1), 110-133. https://doi.org/10.3102/0162373719889051

37.

Goldin

Katz

L. F.

(2010). The race between education and technology. harvard university press.

38.

* Greene

J. P.

Winters

M. A.

(2006). The effect of residential school choice on public high school graduation rates. Peabody Journal of Education, 81(1), 203-216. https://doi.org/10.1207/S15327930pje8101_9

39.

Grillo

M. C.

Leist

C. W.

(2013). Academic support as a predictor of retention to graduation: New insights on the role of tutoring, learning assistance, and supplemental instruction. Journal of College Student Retention: Research, Theory & Practice, 15(3), 387-408. https://doi.org/10.2190/CS.15.3.e

40.

Hanushek

E. A.

Woessmann

(2008). The role of cognitive skills in economic development. Journal of Economic Literature, 46(3), 607-668. https://doi.org/10.1257/jel.46.3.607

41.

* Hardinger

R. G.

(2013). The relationship between professional learning community implementation and academic achievement and graduation rates in Georgia high schools (Doctoral dissertation), Walden University.

42.

* Harris

D. N.

Larsen

M. F.

(2018). The effects of the New Orleans post-Katrina market-based school reforms on student achievement, high school graduation, and college outcomes. Technical Report, Education Research Alliance for New Orleans.

43.

Heckman

J. J.

LaFontaine

P. A.

(2007). The American high school graduation rate: Trends and levels. The Review of Economics and Statistics, 92(2), 244-262. https://doi.org/10.1162/rest.2010.12366

44.

Hedges

L. V.

Vevea

J. L.

(1998). Fixed-and random-effects models in meta-analysis. Psychological methods, 3(4). https://doi.org/10.1177/21925682221110527

45.

Hernandez

D. J.

(2011). Double jeopardy: How third-grade reading skills and poverty influence high school graduation. Annie E. Casey Foundation.

46.

* Hess

R. S.

Copeland

E. P.

(2001). Students’ stress, coping strategies, and school completion: A longitudinal perspective. School Psychology Quarterly, 16(4), 389-405.

47.

Hill

N. E.

Castellino

D. R.

Lansford

J. E.

Nowlin

Dodge

K. A.

Bates

J. E.

Pettit

G. S.

(2004). Parent academic involvement as related to school behavior, achievement, and aspirations: Demographic variations across adolescence. Child Development, 75(5), 1491-1509. https://doi.org/10.1111/j.1467-8624.2004.00753.x

48.

Huang

Haas

Zhu

Tran

(2016). High school graduation rates across English learner student subgroups in Arizona. Regional Educational Laboratory West.

49.

Jackson

C. K.

(2014). Do college-preparatory programs improve long-term outcomes? Economic Inquiry, 52(1), 72-99. https://doi.org/10.1111/ecin.12040

50.

* Johnson

(2019). The effects of English learner classification on high school graduation and college attendance. AERA Open, 5(2). https://doi.org/10.1177/233285841985080

51.

* Kahne

J. E.

Sporte

S. E.

De La Torre

Easton

J. Q.

(2008). Small high schools on a larger scale: The impact of school conversions in Chicago. Educational Evaluation and Policy Analysis, 30(3), 281-315. https://doi.org/10.3102/0162373708319184

52.

Karakus

M. C.

Salkever

D. S.

Slade

E. P.

Ialongo

Stuart

(2012). Implications of middle school behavior problems for high school graduation and employment outcomes of young adults: Estimation of a recursive model. Economics of Education Review, 20(1), 33-52. https://doi.org/10.1080/09645292.2010.511816

53.

* Kieffer

M. J.

Marinell

W. H.

Neugebauer

S. R.

(2014). Navigating into, through, and beyond the middle grades: The role of middle grades attendance in staying on track for high school graduation. Journal of School Psychology, 52(6), 549-565. https://doi.org/10.1016/j.jsp.2014.09.002

54.

King

J. E.

(2000). Gender equity in higher education: Are male students at a disadvantage? American Council on Education, Center for Policy Analysis. http://geekyartistlibrarian.pbworks.com/f/Zach_EDHE6520_Gender+Equality+in+HiEd+-+Are+Male+Students+at+a+Disadvantage.pdf

55.

Kraft

M. A.

(2020). Interpreting effect sizes of education interventions. Educational Researcher, 49(4), 241-253. https://doi.org/10.3102/0013189X20912798

56.

Kreisman

Stange

(2019). Depth over breadth: The value of vocational education in US high schools. Education Next, 19(4), 76-84. https://www.educationnext.org/depth-over-breadth-value-vocational-education-u-s-high-schools/

57.

* Kurlaender

Jackson

(2012). Investigating middle school determinants of high school achievement and graduation in three California school districts. California Journal of Politics and Policy, 4(2),1-24.

58.

Lynch

R. J.

Kistner

J. A.

Allan

N. P.

(2014). Distinguishing among disruptive behaviors to help predict high school graduation: Does gender matter? Journal of School Psychology, 52(4), 407-418.

59.

(2005). A longitudinal assessment of early acceleration of students in mathematics on growth in mathematics achievement. Developmental Review, 25(1), 104-131.

60.

* Marchant

G. J.

Paulson

S. E.

(2005). The relationship of high school graduation exams to graduation rates and SAT scores. Education policy analysis archives, 13(6), 1-17. https://doi.org/10.14507/epaa.v13n6.2005

61.

Martorell

(2005). Do high school graduation exams matter? Evaluating the effects of exit exam performance on student outcomes (Unpublished working paper).

62.

McCallumore

K. M.

Sparapani

E. F.

(2010). The importance of the ninth grade on high school graduation rates and student success in high school. Education, 130(3), 447–456. Retrieved from https://www.questia.com/library/p5118/education

63.

* McMahon

B. M.

(2018). Examining student level variables as predictors for on-time high school cohort graduation. Available from ProQuest Dissertations & Theses Global.

64.

Moher

Liberati

Tetzlaff

Altman

D. G.

, & Prisma Group. (2009). Preferred reporting items for systematic reviews and meta-analyses: The PRISMA statement. PLoS Medicine, 6(7), e1000097.

65.

* Moore

J. L.

Way

J. D.

Casillas

Burrus

Allen

Hanson

M. A.

(2016). Effects of psychosocial characteristics of middle school students on high school grades and on-time graduation. European Journal of Psychological Assessment,32(1), 75-83. https://doi.org/10.1027/1015-5759/a000334

66.

National Center for Education Statistics (NCES). (1990). Vocational education in the United States: The early 1990s. 1990 Perkins Act, Public Law 101-392, Sec. 521(41).

67.

National Center for Education Statistics (NCES). (2021, May). Public high school graduation rates. https://nces.ed.gov/programs/coe/indicator/coi

68.

Neild

R. C.

Stoner-Eby

Furstenberg

(2008). Connecting entrance and departure: The transition to ninth grade and high school dropout. Education and Urban Society, 40(5), 543-569. https://doi.org/10.1177/0013124508316438

69.

Nichols

J. D.

(2003). Prediction indicators for students failing the State of Indiana high school graduation exam. Preventing School Failure: Alternative Education for Children and Youth, 47(3), 112-120.

70.

North Central Regional Educational Laboratory. (1995). Literature review of school-family partnerships. http://www.ncrel.org/sdrs/pidata/pi0ltrev.htm

71.

* Okunade

A. A.

Hussey

A. J.

Karakus

M. C.

(2009). Overweight adolescents and on-time high school graduation: Racial and gender disparities. Atlantic Economic Journal, 37(3), 225-242. http://dx.doi.org/10.1007/s11293-009-9181-y

72.

O'neill

P. T.

(2001). Special education and high stakes testing for high school graduation: An analysis of current law and policy. Journal of Law and Education, 30(2), 185-222.

73.

Oreopoulos

Brown

R. S.

Lavecchia

A. M.

(2017). Pathways to education: An integrated approach to helping at-risk high school students. Journal of Political Economy, 125(4), 947-984. https://doi.org/10.3386/w20430

74.

(2010). To leave or not to leave? A regression discontinuity analysis of the impact of failing the high school exit exam. Economics of Education Review, 29(2), 171-186. https://doi.org/10.1016/j.econedurev.2009.06.002

75.

* Ou

S.-R.

Reynolds

A. J.

(2008). Predictors of educational attainment in the Chicago longitudinal study. School Psychology Quarterly, 23(2), 199-229.

76.

* Pharris-Ciurej

Hirschman

Willhoft

(2012). The 9th grade shock and the high school dropout crisis. Social Science Research, 41(3), 709-730.

77.

Plank

S. B.

DeLuca

Estacion

(2008). High school dropout and the role of career and technical education: A survival analysis of surviving high school. Sociology of Education, 81(4), 345-370. https://doi.org/10.1177/003804070808100402

78.

Planty

Bozick

Ingels

S. J.

(2006). Academic pathways, preparation, and performance: A descriptive overview of transcripts from the high school graduating class of 2003–04. (NCES 2007-316). Washington, DC: U.S. Department of Education, National Center for Education Statistics.

79.

* Reardon

S. F.

Arshan

Atteberry

Kurlaender

(2010). Effects of failing a high school exit exam on course taking, achievement, persistence, and graduation. Educational Evaluation and Policy Analysis, 32(4), 498-520. https://doi.org/10.3102/0162373710382655

80.

Ritter

(2015). Factors influencing high school graduation. Washington Student Achievement Council.

81.

Rodriguez-Planas

(2012). Longer-term impacts of mentoring, educational services, and learning incentives: Evidence from a randomized trial in the United States. American Economic Journal: Applied Economics, 4(4), 121-139. https://doi.org/10.1257/app.4.4.121

82.

* Ross

L. S.

(2014). The influence of the student mobility rate on the graduation rate in the state of New Jersey. ProQuest Dissertations and Theses.

83.

Rothstein

D. S.

Carr

Cooksey

(2019). Cohort profile: the national longitudinal survey of youth 1979 (NLSY79). International journal of epidemiology, 48(1), 22-22. https://doi.org/10.1093/ije/dyy133

84.

Rumberger

R. W.

Lamb

S. P.

(2003). The early employment and further education experiences of high school dropouts: A comparative study of the United States and Australia. Economics of Education Review, 22(4), 353-366. https://doi.org/10.1016/S0272-7757(02)00038-9

85.

* Rylance

B. J.

(1997). Predictors of high school graduation or dropping out for youths with severe emotional disturbances. Behavioral Disorders, 23(1), 5-17. https://doi.org/10.1177/019874299702300104

86.

Sandefur

G. D.

McLanahan

Wojtkiewicz

R. A.

(1992). The effects of parental marital status during adolescence on high school graduation. Social Forces, 71(1), 103-121. https://doi.org/10.2307/2579968

87.

* Sassler

Williams

Addo

Frech

A. M.

Cooksey

E. C.

(2013). Family structure and high school graduation: How children born to unmarried mothers fare. Genus, 69(2), 1-33.

88.

* Saw

(2019). The impact of inclusive STEM high schools on student outcomes: A statewide longitudinal evaluation of Texas STEM academies. International Journal of Science and Mathematics Education, 17(8), 1445-1457. https://doi.org/10.1007/s10763-018-09942-3

89.

Schifter

(2011). High school graduation of students with disabilities: How long does it take? Exceptional Children, 77(4), 409-422. https://doi.org/10.1177/001440291107700402

90.

Schuelka

Thurlow

Johnson

(2012). Diploma options, graduation requirements, and exit exams for youth with disabilities: 2011 national study. NCEO.

91.

* Schwartz

A. E.

Stiefel

Wiswall

(2013). Do small schools improve performance in large, urban districts? Causal evidence from New York City. Journal of Urban Economics, 77, 27-40. https://doi.org/10.1016/j.jue.2013.03.008

92.

Seftor

N. S.

Mamun

Schirm

(2009). The impacts of regular upward bound on postsecondary outcomes seven to nine years after scheduled high school graduation. Final Report. US Department of Education.

93.

Shen

(2020). Theory of bifurcated educational system and its implications for school improvement. International Journal of Leadership in Education, 26(2), 1-21. https://www.tandfonline.com/doi/full/10.1080/13603124.2020.1808708

94.

Shen

Burt

(Eds.) (2015). Learning-centered school leadership: School renewal in action. Peter Lang Publishing.

95.

* Silver

Saunders

Zarate

(2008). What factors predict high school graduation in the Los Angeles Unified School District: California Dropout Research Project. Santa Barbara, CA, ProQuest Dissertations and Theses.

96.

* Silvernail

D. L.

Walker

L. C.

Batista

I. A.

(2011). Increasing Maine’s high school graduation rate: Necessary but not sufficient. Center for Education Policy, Applied Research and Evaluation University of Southern Maine.

97.

Simon

B. S.

(2001). Family involvement in high school: Predictors and effects. Nassp Bulletin, 85(627), 8-19. https://doi.org/10.1177/019263650108562702

98.

* Smerillo

N. E.

Reynolds

A. J.

Temple

J. A.

S. R.

(2018). Chronic absence, eighth-grade achievement, and high school attainment in the Chicago Longitudinal Study. Journal of School Psychology, 67, 163-178. https://doi.org/10.1016/j.jsp.2017.11.001

99.

* St. John

E. P.

Musoba

G. D.

(2006). Academic access. In Education and the public interest: School reform, public finance, and access to higher education (pp. 57-81), Springer Science & Business Media.

100.

Strom

R. E.

Boster

F. J.

(2007). Dropping out of high school: A meta-analysis assessing the effect of messages in the home and in school. Communication Education, 56(4), 433-452. https://doi.org/10.1080/03634520701413804

101.

* Sun

Kennedy

Loeb

(2020). The longitudinal effects of school improvement grants. Annenberg Institute for School Reform at Brown University.

102.

Swanson

(2001). Who graduates? Who doesn’t? A statistical portrait of public high school graduation: Class of. The Urban Institute.

103.

Tichnor-Wagner

Harrison

Cohen-Vogel

(2016). Cultures of learning in effective high schools. Educational Administration Quarterly, 52(4), 602-642. https://doi.org/10.1177/0013161X1664495

104.

Toole

J. C.

Louis

K. S.

(2002). The role of professional learning communities in international education. Second international handbook of educational leadership and administration, 245-279. https://doi.org/10.1007/978-94-010-0375-9_10

105.

* Uretsky

(2019). High school completion in context: Student-and school-level factors related to on-time graduation and persisting. Teachers College Record, 121(10), 1-28. https://doiorg.proxy.lib.pdx.edu/10.1177%2F016146811912101006

106.

* Warren

J. R.

Halpern-Manners

(2009). Measuring high school graduation rates at the state level: What difference does methodology make? Sociological Methods & Research, 38(1), 3-37. https://doi.org/10.1177/0049124109339374

107.

* Webb

E. L.

(2016). Getting students to graduation: The relationship between academic interventions and graduation rates for failing high school students (Doctoral dissertation), Georgetown University.

108.

* Wilkinson

T. G.

(2012). Examining the effects of state high school exit exam policies on selected outcomes of students with disabilities (Doctoral dissertation).

109.

* Wilson

(2000). Using the PSID to study the effects of school spending. Public Finance Review, 28(5), 428-451. https://doi.org/10.1177/109114210002800503

110.

Wojtkiewicz

R. A.

(1993). Simplicity and complexity in the effects of parental structure on high school graduation. Demography, 30(4), 701-717. https://doi.org/10.2307/2061814

111.

Hartman

Uribe

Mencke

(2001). The effects of peer tutoring on undergraduate students’ final examination scores in mathematics. Journal of College Reading and Learning, 32(1), 22-31. https://doi.org/10.1080/10790195.2001.10850123

112.

Zaff

J. F.

Donlan

Gunning

Anderson

S. E.

McDermott

Sedaca

(2017). Factors that promote high school graduation: A review of the literature. Educational Psychology Review, 29(3), 447-476. https://doi.org/10.1007/s10648-016-9363-5

113.

Zaff

J. F.

Margolius

Varga

S. M.

Lynch

A. D.

Tang

Donlan

A. E.

(2021). English Learners and high school graduation: A pattern-centered approach to understand within-group variations. Journal of Education for Students Placed at Risk, 26(1), 1-19. https://doi.org/10.1080/10824669.2020.1780597