Skip to main content
. Author manuscript; available in PMC: 2016 Jan 4.
Published in final edited form as: Q J Econ. 2015;130(3):1329–1367. doi: 10.1093/qje/qjv021

TABLE V.

Effect of Public Treatment on Sign-up Decision: By Importance of Popularity

(1) (2) (3) (4) (5) (6)
Dependent variable Dummy: student signed up for the SAT prep course
Public*Not important
 to be popular (A)
−0.0425 −0.0518 −0.0483 −0.0044 −0.0220 −0.0215
[0.053] [0.054] [0.054] [0.045] [0.043] [0.043]
Public*Important
 to be popular (B)
−0.1972*** −0.2005*** −0.2156*** 0.0494 0.0609 0.0605
[0.063] [0.064] [0.062] [0.044] [0.047] [0.047]
Important to be
 popular dummy
0.1049* 0.1347** 0.1480*** 0.0222 0.0113 0.0084
[0.055] [0.055] [0.055] [0.050] [0.053] [0.051]
Inference robustness (p-values) for (A)
 Robust standard errors .427 .335 .367 .922 .606 .619
 Wild bootstrap .440 .326 .364 .888 .582 .602
 Permutation test .448 .345 .385 .933 .612 .296
Inference robustness (p-values) for (B)
 Robust standard errors .002 .002 .001 .264 .198 .197
 Wild bootstrap .066 .050 .024 .468 .364 .360
 Permutation test .002 .002 .000 .182 .175 .184
Mean of private sign-up for
 students who do not find
 it important to be popular
0.662 0.908
Includes individual
 covariates
No Yes Yes No Yes Yes
Includes classroom and
 surveyor fixed effects
No No Yes No No Yes
Observations 541 521 521 262 256 256
R-squared 0.020 0.053 0.118 0.011 0.051 0.152
Sample Nonhonors classes Honors classes

Notes. Columns (1) to (3) restrict the sample to nonhonors classes, and columns (4) to (6) restrict to honors classes. The dummy for whether the student considers it important to be popular is constructed by collapsing the answers to the question, “How important is it to be popular in your school?” from a 1–5 scale to a dummy variable (answers 3–5 were coded as considering it important, 1–2 as not important). columns (1) and (4) present oLS regressions of a dummy variable for whether the student signed up for the SAT prep course on a public sign-up dummy, a dummy on whether the student considers it important to be popular in his or her school, and the interaction of the two. columns (2) and (5) add individual covariates (age and dummies for male and Hispanic). columns (3) and (6) further add surveyor and classroom fixed effects. Robust standard errors in brackets. *** p < .01, ** p < .05, * p < .1. See Section III.D for a description of the wild bootstrap and permutation test procedures.