upward bound evaluation flaws & strong positive reanalysis results
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April 19 2012 Briefing210 Cannon House Office Building
David Goodwin, Ph.D. Technical Monitor, First UB Evaluation Contract; Former Division Director Policy Analysis Studies (PAS); US Department of Education;
Retired Gates Foundation, currently Independent Consultant
Margaret Cahalan, Ph.D. Technical Monitor, Final UB Evaluation Contract; Currently Senior Scientist, Pell
Institute for the Study of Opportunity in Higher Education
Topics/Purposes of Presentation
1.Basic problem2.Re-analysis results 3.Why is this
important?
Extreme unequal weighting and serious representation issues
Project with 26 percent of weight (known as 69) was sole representative of 4-year public strata, but was a former 2-year school with largely less than 2-year programs
Project partnered with job training program
Inadequate representation of 4-year
Figure 1. Percentage of sum of the weights by project of the 67 projects making up the study sample: National Evaluation of Upward Bound, study conducted 1992-93-2003-04
NOTE: Of the 67 projects making up the UB sample just over half (54 percent) have less than 1 percent of the weights each and one project (69) accounts for 26.4 percent of the weights. SOURCE: Data tabulated December 2007 using: National Evaluation of Upward Bound data files, study sponsored by the Policy and Planning Studies Services (PPSS), of the Office of Planning, Evaluation and Policy Development (OPEPD), US Department of Education,: study conducted 1992-93-2003-04.
26.38
0
5
10
15
20
25
30
Percent of weight
Severe non-equivalency in project 69 in favor of control group—explains observed negative results from project 69
Project 69 Other 66 projects in sample
The Pell Institute 4
Treatment, 80
Control, 20
Treatment, 77
Control, 23
Treatment, 21
Control, 79
0102030405060708090
100
High academicrisk
In 9th (younger)grade in 1993-94
Expect advanceddegree
Treatment Control
Treatment, 51
Control, 49
Treatment, 51
Control, 49
Treatment, 49
Control, 51
0102030405060708090
100
High academicrisk
In 9th (younger)grade in 1993-94
Expect advanceddegree
Treatment Control
The Pell Institute 5
Treatment, 58
Control, 42
Treatment, 56
Control, 44
Treatment, 42
Control, 58
0102030405060708090
100
High academicrisk
In 9th (younger)grade in 1993-94
Expect advanceddegree
Treatment Control
Re-analyses corrected for identified issues
Used similar statistical analysis procedures but unlike published impact estimates the re-analyses:
1. Presented results with and without project 692. Standardized outcomes to expected high school
graduation year for sample that spanned 5 years of high school graduation dates
3. Used all applicable follow-up surveys (3 to 5) and 10 years of federal aid files for source of data
4. Used National Student Clearinghouse (NSC) data only for BA degree and not for enrollment or 2-year or less degrees because coverage too low or non-existent in applicable period
Figure 3. Treatment on the Treated (TOT) and Intent to Treat (ITT) estimates of impact of Upward Bound (UB) on postsecondary entrance within +1 year (18 months) of expected high
school graduation year (EHSGY) 1992-93 to 2003-04
*/**/***/**** Significant at 0.10/0.05/. 01/00 level. NOTE. Model based estimates based on STATA logistic and instrumental variables regression and also taking into account the complex sample design. Based on responses to three follow-up surveys and federal student aid files. SOURCE: Data tabulated January 2008 using: National Evaluation of Upward Bound data files, study sponsored by the Policy and Program Studies Services (PPSS), US Department of Education: study conducted 1992-93 to 2003-04; and federal Student Financial Aid (SFA) files 1994-95 to 2003-04. (Excerpted from the Cahalan Re-Analysis Report, Figure IV)
72.9
73.5
73.3
74.6
66
62.5
64.3
60.4
0 20 40 60 80
ITT (includes project 69 )
TOT (includes project 69)
ITT (excludes project 69)
TOT (excludes project 69)
Not UB participant (control) UB participant (treatment)
Difference 11.0****
Difference 9.0***
Difference 14.2****
Difference 6.9****
Figure 4. Impact of Upward Bound (UB) on Bachelor’s (BA) degree attainment: estimates based on 66 of 67 projects in UB sample: National Evaluation of Upward
Bound, study conducted 1992-93 to 2003-04
*/**/***/**** Significant at 0.10/0.05/.01/00 level; NS = not significant at the .10 level or below. NOTE: TOT = Treatment on the Treated; ITT= Intent to Treat; EHSGY = Expected High School Graduation Year; NSC = National Student Clearinghouse; SFA = Student Financial Aid All estimates significant at the .01 level or higher. Estimates based on 66 of 67 projects in sample representing 74 percent of UB at the time of the study. One project removed due to introducing bias into estimates in favor of the control group and representational issues. Model based estimates based on STATA logistic and instrumental variables regression taking into account the complex sample design. We use a 2-stage instrumental variables regression procedure to control for selection effects for the Treatment on the Treated (TOT) impact estimates. ITT estimates include 14 percent of control group who were in Upward Bound Math Science and 20-26 percent of treatment group who did not enter Upward Bound. SOURCE: Calculated January 2010 using: National Evaluation of Upward Bound data files, study sponsored by the Policy and Program Studies Services (PPSS), U.S. Department of Education; study conducted 1992-9 to -2003-04.
17.5
28.7
21.7
13.7
21.1
14.6
0 5 10 15 20 25 30 35
ITT (Longitudinal file BA in +8years of EHSGY- evidence fromany Followup Survey (Third toFifith) or NSC; no evidence set
to 0)****
TOT(BA by end of the surveyperiod, Fifth Follow-Up
responders only-adjusted fornon-response)****
TOT (Longitudinal file BA in +8years of EHSGY- evidence fromany Followup Survey (Third toFifith) or NSC; no evidence set
to 0)****
Control
Treatment
Summary Mathematica conclusions of “no detectable impact” of the Upward Bound
program on postsecondary entrance, financial aid, and degree attainment are not robust and are seriously flawed
A credible standards based re-analysis correcting for identified sources of study error detected statistically significant and educationally meaningful substantive positive impacts for the Upward Bound program that are not acknowledged in the Mathematica reports
The reports are not transparent in reporting study issues and alternative results such that readers, including expert peer reviewers, have enough information to make judgments concerning the validity of the Mathematica conclusions about Upward Bound
There is a need to acknowledge publically that the Mathematica study is not capable of producing robust estimates for the entire population of UB at the time, and can produce reasonably robust estimates only for the 74 percent of UB not represented by project 69.
Flawed reports have had serious negative consequences for the UB program
• Based on earlier reports from the study the program has Ineffective OMB PART rating that still stands
• Administration recommendations for zero funding in FY05 and FY06 justified by study Third follow-up findings published in 2004
Lack of impact findings are widely quoted in academic research and in testimony to Congress.
Dr. Russ Whitehurst, former Director of IES, in November of 2011 listed UB as a program that did not work- in testimony on the Federal Role in Education research for the reauthorization of IES. http://www.brookings.edu/testimony/2011/1116_education_research_whitehurst.aspx
American Youth Policy Institute’s Success at Every step publication www.aypf.org/publications/SuccessAtEveryStep.htm also reports Mathematica findings
Serious Concern Needs Addressing
The UB program reputation continues to be hurt by the evaluation
Missed opportunity to build on the program’s successes and find ways to strengthen and adapt program to achieve nation’s goals of increased postsecondary access and completion
Evaluation research as a whole suffers from not correcting mistakes made and learning from them
More Information can be found The full text of the COE Request for Correction
can be found at: http://www.coenet.us/files/pubs_reports-COE_Request_for_Correction_011712.pdf
Statement of concern by leading researchers in field: http://www.coenet.us/files/ED-Statement_of_Concern_011712.pdf
Results of the re-analysis detailing study error issues can be found at: http://www.pellinstitute.org/downloads/publications-Do_the_Conclusions_Change_2009.pdf
Information on obtaining the restricted use UB data files for additional research can be obtained by contacting: Sandra.Furey@ed.gov
Contact InformationMargaret.cahalan@pellinstitute.orgKimberly.jones@coenet.usDavidgoodwin3024@comcast.net
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