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Measuring Impact of Compliance Assistance on Auto Body Shops using an Experimental & Quasi-Experimental Evaluation Design. Tracy Dyke Redmond Senior Associate June 23, 2011. Typology of Evaluation Designs*. Pre-test + post-test comparison with statistical matching Regression discontinuity - PowerPoint PPT Presentation
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INDUSTRIAL ECONOMICS, INCORPORATED
IEc
INDUSTRIAL ECONOMICS, INCORPORATED
Measuring Impact of Compliance Assistance on Auto Body Shops using an Experimental & Quasi-Experimental Evaluation Design
Tracy Dyke RedmondSenior Associate
June 23, 2011
INDUSTRIAL ECONOMICS, INCORPORATED
Typology of Evaluation Designs*
Experimental Design
Quasi-Experimental Design
Non-Experimental Design
2
IncreasingStatistical Strength*
*Notnecessarilyoverall evaluation strength
• Pre-test + post-test comparison with statistical matching
• Regression discontinuity• Pre-test + post-test
comparison with judgmental matching
• Pipeline control group• Pre-test + post-test
comparison with delayed baseline
• Pre-test + post-test treatment group with post-test only comparison group
• Post-test only for treatment and comparison group
* Not all possible evaluation designs shownAdapted from Bamberger, Rugh, and Margy: RealWorld Evaluation,Sage Publications 2006.
INDUSTRIAL ECONOMICS, INCORPORATED
“Statistically Valid” Pilot Project for Auto Body Shops
• Pre-test + post-test comparison with statistical matching
• Regression discontinuity• Pre-test + post-test
comparison with judgmental matching
• Pipeline control group• Pre-test + post-test
comparison with delayed baseline
• Pre-test + post-test treatment group with post-test only comparison group
• Post-test only for treatment and comparison group
Treatment and comparison areas selected judgmentally, with subjects randomly selected from within these areas
Pro:•Flexible•Reasonably good estimate of project impact when there are good matching criteriaCon:•Assumes comparison group similar to treatment group and equally willing to participate•Does not assess project implementationAdapted from Bamberger, Rugh, and Margy: RealWorld Evaluation, Sage Publications 2006.
INDUSTRIAL ECONOMICS, INCORPORATED
“Statistically Valid” Pilot Project for Auto Body Shops
• Pre-test + post-test comparison with statistical matching
• Regression discontinuity• Pre-test + post-test
comparison with judgmental matching
• Pipeline control group• Pre-test + post-test
comparison with delayed baseline
• Pre-test + post-test treatment group with post-test only comparison group
• Post-test only for treatment and comparison group
Project implemented in phases: subjects in phase 2 serve as control group for subjects in phase 1
Pro:•Does not require external control group; design relatively inexpensive and easy to useCon:•Assumes phase 1 and 2 groups are similar (which may not be true)•Requires that phase 2 group does not have access to phase 1 treatment (spillover problem)
Adapted from Bamberger, Rugh, and Margy: RealWorld Evaluation, Sage Publications 2006.
INDUSTRIAL ECONOMICS, INCORPORATED
• Goal: test impact of EPA compliance assistance (e.g., workshops, webinars, materials) on auto body shop compliance with air and hazardous waste regulations
• Context: existing hazardous waste regulations, new air regulations coming into effect 2011 (Surface Coating Rule)
• Requirements: • Conduct representative measurement of all regulated
entities, not just voluntary participants
• Do not prevent shops from receiving compliance assistance (or not for very long)
• Also test phone survey validity (that methodology not covered in this presentation)
“Statistically Valid” Pilot Project for Auto Body Shops
INDUSTRIAL ECONOMICS, INCORPORATED
Control and Comparison Groups
• Population = auto body shops located in areas with elevated air toxics risks and subject to the Surface Coating Rule
• Massachusetts selected as study area because EPA Region 1 planned compliance assistance campaign
• Treatment and control group in Massachusetts: randomly assigned, considered equivalent
• Includes auto body shops in eastern MA with elevated risk
• Excludes communities with pre-existing aggressive assistance/enforcement campaigns
• Comparison group selected in Tidewater and Piedmont regions of Virginia on the basis of:
• No expected compliance assistance from EPA or state
• State regulations related to RCRA and air emissions
• Number of shops located in areas of elevated-risk
INDUSTRIAL ECONOMICS, INCORPORATED
“Statistically Valid” Pilot Project Design
MA - A
MA - B
VA
October 2009 –January 2010
March – Early July 2010
ComplianceAssistance (CA):• Mailings• Workshops/ Webinars
On-site surveysFollowed by on-site CA
On-site surveys
Summer 2010-January 2011
CA:• Mailings• Webinars
CA:• Mailings• Webinars
March – Early July 2010
On-site surveysFollowed by on-site CA
On-site surveysFollowed by on-site CA
On-site surveysFollowed by on-site CA
On-site surveysFollowed by on-site CA
INDUSTRIAL ECONOMICS, INCORPORATED
“Statistically Valid” Pilot Project Design
MA - A
MA - B
VA
October 2009 –January 2010
March – Early July 2010
ComplianceAssistance (CA):• Mailings• Workshops/ Webinars
On-site surveysFollowed by on-site CA
On-site surveys
Summer 2010-January 2011
CA:• Mailings• Webinars
CA:• Mailings• Webinars
March – Early July 2010
On-site surveysFollowed by on-site CA
On-site surveysFollowed by on-site CA
On-site surveysFollowed by on-site CA
On-site surveysFollowed by on-site CA
Compare randomly assigned treatment vs. control group in MA
INDUSTRIAL ECONOMICS, INCORPORATED
“Statistically Valid” Pilot Project Design
MA - A
MA - B
VA
October 2009 –January 2010
March – Early July 2010
ComplianceAssistance (CA):• Mailings• Workshops/ Webinars
On-site surveysFollowed by on-site CA
On-site surveys
Summer 2010-January 2011
CA:• Mailings• Webinars
CA:• Mailings• Webinars
March – Early July 2010
On-site surveysFollowed by on-site CA
On-site surveysFollowed by on-site CA
On-site surveysFollowed by on-site CA
On-site surveysFollowed by on-site CA
Compare “difference-in-differences”: Pre-test to Post-test in MA, compared to Pre-test to Post-test in VA
INDUSTRIAL ECONOMICS, INCORPORATED
Methodological Notes and Next Steps
• Among valid shops, response rates between 80 – 85% for both states and both years
• However, list problems (e.g., shops going out of business) led to need for many “backup shops;” increased cost and effort of project
• Evidence of shops not on the list, operating “under the radar” in VA
• Some evidence of spillover problems (e.g., some VA shops may have accessed EPA Region 1 webinars)
• Currently working to analyze 2011 data and develop comparisons; report expected in late 2011
INDUSTRIAL ECONOMICS, INCORPORATED
Thanks to:
• EPA HQ for developing the vision and supporting the project
• EPA Region 1 for identify the list of shops, implementing the assistance, and helping conduct site visits
• EPA Region 3, Virginia, and Massachusetts for participating
• ERG and Ski Fabyanic for conducting hundreds of site visits
• Chris Leggett and Michael Crow for helping develop the methodology and analyzing the data
• The auto body shops, for letting us in the door!
INDUSTRIAL ECONOMICS, INCORPORATED
IEcINDUSTRIAL ECONOMICS, INCORPORATED
617.354.0074