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Peer Effects on GPAPeer Effects on GPA
Robyn Meikle and Joyce SilverRobyn Meikle and Joyce Silver
Difficulties Measuring Peer Effects
Difficulties Measuring Peer Effects
Self-selection bias Determining causal direction Is outcome due to peer effect or preexisting
characteristics?
Self-selection bias Determining causal direction Is outcome due to peer effect or preexisting
characteristics?
Overcoming Self-SelectionOvercoming Self-Selection
Using randomly generated roommate sample at Dartmouth College
Scardote proved this by regressing various background characteristics and proving no correlation among roommates
Using randomly generated roommate sample at Dartmouth College
Scardote proved this by regressing various background characteristics and proving no correlation among roommates
Dummy VariablesDummy Variables
Used to distinguish outcomes based on subject background from outcomes generated by a peer effect
Pre-treatment groups around academic index (high school grades): top 25%, middle 50% or bottom 25%
Used to distinguish outcomes based on subject background from outcomes generated by a peer effect
Pre-treatment groups around academic index (high school grades): top 25%, middle 50% or bottom 25%
Multiple RegressionMultiple Regression
Used to verify causal direction of peer effect
Regression 1: subject GPA-roommate GPA Regression 2: subject GPA-roommate
background Outcome variable (GPA) is determined by
subject background, roommate background and roommate GPA.
Used to verify causal direction of peer effect
Regression 1: subject GPA-roommate GPA Regression 2: subject GPA-roommate
background Outcome variable (GPA) is determined by
subject background, roommate background and roommate GPA.
ConclusionsConclusions
Why this happens Choice architecture Nurture over Nature?
Policy Implications Education policy
Questions?
Why this happens Choice architecture Nurture over Nature?
Policy Implications Education policy
Questions?