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Impact of a Summer Bridge Program on Math Skills. Randall Hickman Deirdre Syms Macomb Community College 2012 MIAIR Conference. Introduction – National Issue. Summer Bridge Programs Goals Improve High School graduate college readiness in key subjects: math, reading and English
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Impactof a Summer Bridge Program on Math Skills Randall Hickman Deirdre Syms Macomb Community College 2012 MIAIR Conference
Introduction – National Issue • Summer Bridge Programs Goals • Improve High School graduate college readiness in key subjects: math, reading and English • Increase student retention • Remedial reading level is leading predictor of college dropout • Increase student degree completion • Reduce the cost of remediating students
Introduction – Macomb Research • Research on the effectiveness of accelerated developmental mathematics summer workshops in improving student outcomes • Outcomes measured as • Change in Compass math placement test scores, before and after workshop participation • Change in student’s level of perceived math self-efficacy
Introduction - Intervention • Target Population • Rising high school seniors placing into remedial math • Four workshops • Fractions in Action • Decimals: What’s the Point • Do You Have the Power? Working with Exponents, Square Roots and Scientific Notation • Factoring Polynomials with Ease
Introduction - Intervention • Implementation • Compass pre-test and initial collection of survey data occurred in May • Workshops occurred in June • Compass post-test and final collection of survey data occurred in June immediately upon completion of workshops
Intervention – Five Key Elements • Parental Involvement • Invitation to an orientation with informational materials • Orientation at HS with principal and Macomb rep. • Incentive of 3-4 credit tuition voucher • High School Involvement • Principal and teacher selection of candidates based on test scores and ability to benefit • Math teacher participation during workshops and transportation • Support Service – free bus transportation
Intervention – Five Key Elements • Accelerated instruction • Two-day, three-hours per day, on each workshop topic • Students recommended for any combination of workshop based on Compass subject test results • Guided lecture by experienced college professors • Academic Support • Tutorial assistance from Macomb honors students • Supplementary materials for use outside of workshop
Methodology • Design – one group with pre- and post-test measures • Sample • Total N = 65 (16 for Compass, 8 for perceived self-efficacy change score analyses) • Variables • Pre- and post-test Compass math scores (Pre-Algebra, Algebra, College Algebra) • Pre- and post-test perceived self-efficacy • Four measures, one specific to each skill set • Fractions • Decimal • Powers and Square Roots • Polynomials
Methodology • Variables • Change scores (post-test minus pre-test) for Compass and four perceived self-efficacy measures • Overall GPA • Math GPA • High school math courses taken • Program participation
Methodology • Analysis • Given the small N for the pre-and post-test measures and change scores, and sample characteristics strongly indicative of non-normality, nonparametric bootstrapping was used to generate empirical distributions of key statistics • Accelerated bias-corrected confidence intervals were used • All bootstrapped statistics derived from 1000 bootstrapped samples
Results • Students electing to participate in the workshops differed from those who did not • Lower mean overall GPA (2.39 vs. 2.67, p ≤ .05) • High School A: 2.47 vs. 2.49, n.s. • High School B: 2.30 vs. 2.88, p ≤ .05 • Significantly lower mean pre-test Algebra score for both HS (20.8 vs. 34.7, p ≤ .01) • 95% CI for participants: 14.9 – 25.9 • 95% CI for non-participants: 29.8 – 39.7 • Lower mean perceived self-efficacy (pre-test) (7.65 vs. 7.82, n.s.)
Results • Students’ perceived self-efficacy with respect to math “tracks” reality (i.e. Compass score as an objective measure) at least to some extent • Compass pre-test Pre-Algebra score associated with mean pre-test perceived self-efficacy rating: r = .51, p ≤ .001
Results – Compass Test Change • Placement into college-level math: • Pre-test - 19% • Post-test - 31%
Results – Compass Test Effect Size Of the 33 Compass change scores different from zero, 22 were positive (p ≤ .01, Fisher one-sample randomization test)
Results - Macomb and Texas Outcomes • Texas Summer Bridge Program Research Project • Compared pre- and post-program test scores • Conducted effect size analysis
Results – Perceived Self-Efficacy • Mean perceived self-efficacy change score • Mean: .88 (95% CI: .08 – 1.69) • Median: .63 (95% CI: -.25 – 1.88) • Evidence of a ceiling effect • Correlation between pre-test and change score: -.88 (p ≤ .01) • Mean perceived self-efficacy change score negatively (weakly) associated with Compass change scores (n.s.)
Discussion – Methodological Issues • Small N limited statistical power • Absence of a control group limited the meaningful options for analysis • Reasonable assumptions • Students took the pre- and post-test measures seriously • No test-retest learning took place • Limited time between pre- and post-test measures ruled out maturation • Given the nature of the post-test measure, an external event is unlikely to be an explanation
Discussion – Lessons Learned • Complications in Implementation • High School A and B appear to have used different criteria in candidate selection. • High School A had large proportion of low motivation students • High School B had large proportion of non-remedial students • Many students invited to participate by HS B were not in the target population • Low participation • Smaller N and therefore higher level of uncertainty concerning impact • Cost issues
Discussion – Lessons Learned • Complications in Implementation • Lack of follow-through from high schools in providing student data (HS GPA, Math Course PGA, Math course list, STAR grade equivalency data) • Lack of follow-through in administering post-program survey • Led to unfinished research on student characteristics
Discussion – Unresolved Issues • Planned research • What accounts for large variation in change scores? • What student characteristics were most strongly associated with gains in scores and gains in perceived self-efficacy? • Were some components (workshops) of the program more effective than others?
Conclusion • Evidence suggestive of a positive impact of the bridge program on math skills and on perceived self-efficacy with respect to math • Considerable variation in change scores • Suggests that student characteristics play an important role in mediating the impact of a bridge program • Well-planned and well-executed implementation is important for helping to ensure • Adequate participation rates • Thorough evaluation of program
Randall Hickman Deirdre Syms Macomb Community College hickmanr@macomb.edu symsd@macomb.edu
Additional Discussion – Methods Regression to the mean not an issue because the “assignment” process (the process by which students ended up in the bridge program) was unrelated to the pre- and post-test measures Change scores may reflect limitations on test-retest reliability in addition to changes in math skill level Equal change scores do not necessarily represent equal changes in ability
Additional Discussion – Lessons Learned • Next Bridge Program Design Changes: • Lead professor recommends: • Shorter workshops • Schedule during school year, not summer • Need incentive directed toward student, not parent • Tuition waiver is poor incentive for HS juniors. • Need student buy-in (appears only HS and parents were on-board)