Peer Effect in Stealcnt Regression Summary

Peer Effect in Stealing Count - Average Effect

• Average Effect

• OLS

summary(peer_ols_effect_stealcnt_lag_withmanager)$coefficients

                                   Estimate   Std. Error   t value     Pr(>|t|)
log(avg_peerTotalStealCnt + 1) -0.003513732 0.0009775294 -3.594503 0.0003250215

• IV

summary(peer_iv_effect_stealcnt_lag_withmanager)$coefficients

                                        Estimate  Std. Error t value     Pr(>|t|)
`log(avg_peerTotalStealCnt + 1)(fit)` 0.04084875 0.008844267 4.61867 3.862377e-06

• Most connected VS Less Connected Peers

• OLS

summary(peer_ols_stealcnt_top_common_2weeks_withmanagers)$coefficients

                                         Estimate  Std. Error    t value     Pr(>|t|)
log(toptargetTotalStealCount + 1)    -0.010271982 0.001006048 -10.210230 1.788938e-24
log(commontargetTotalStealCount + 1) -0.001650293 0.001234087  -1.337259 1.811385e-01

• IV

summary(peer_iv_stealcnt_top_common_2weeks_withmanagers)$coefficients

                                              Estimate  Std. Error   t value    Pr(>|t|)
`log(toptargetTotalStealCount + 1)(fit)`    0.02209301 0.007709362 2.8657379 0.004160464
`log(commontargetTotalStealCount + 1)(fit)` 0.01106122 0.011246284 0.9835443 0.325339848

• Star peers in tipping VS common player in stealing

• OLS

summary(peer_ols_stealcnt_star_normal_in_steal_withmanagers)$coefficients

                                       Estimate   Std. Error    t value     Pr(>|t|)
log(startargetTotalStealCnt + 1)   -0.009025128 0.0008724328 -10.344783 4.435133e-25
log(normaltargetTotalStealCnt + 1) -0.017471756 0.0020521773  -8.513765 1.686560e-17

• IV

summary(peer_iv_stealcnt_star_normal_in_steal_withmanagers)$coefficients

                                            Estimate Std. Error  t value     Pr(>|t|)
`log(startargetTotalStealCnt + 1)(fit)`   0.01708129 0.01164254 1.467145 0.1423370102
`log(normaltargetTotalStealCnt + 1)(fit)` 0.36341683 0.10517358 3.455400 0.0005495047

• Before & After Guard * Most connected VS Less connected peers

• Before Guard

summary(peer_iv_stealcnt_top_common_2weeks_withmanagers_beforeguard)$coefficients

                                               Estimate  Std. Error   t value    Pr(>|t|)
`log(toptargetTotalStealCount + 1)(fit)`     0.01285886 0.007606568  1.690494 0.090935901
`log(commontargetTotalStealCount + 1)(fit)` -0.03427685 0.011293902 -3.034987 0.002405927

• After Guard

summary(peer_iv_stealcnt_top_common_2weeks_withmanagers_afterguard)$coefficients

                                              Estimate Std. Error  t value    Pr(>|t|)
`log(toptargetTotalStealCount + 1)(fit)`    0.03443887 0.01281073 2.688282 0.007182186
`log(commontargetTotalStealCount + 1)(fit)` 0.01988755 0.01817351 1.094316 0.273816901

• Before & After Guard * Star player in tipping VS common Player in stealing

• Before Guard

summary(peer_iv_stealcnt_star_normal_in_tip_withmanagers_beforeguard)$coefficients

                                             Estimate Std. Error   t value   Pr(>|t|)
`log(startargetTotalStealCnt + 1)(fit)`   -0.08541172 0.07389635 -1.155831 0.24775428
`log(normaltargetTotalStealCnt + 1)(fit)` -0.05700347 0.02975481 -1.915773 0.05539831

• After Guard

summary(peer_iv_stealcnt_star_normal_in_tip_withmanagers_afterguard)$coefficients

                                            Estimate Std. Error  t value   Pr(>|t|)
`log(startargetTotalStealCnt + 1)(fit)`   0.03766201 0.02364279 1.592959 0.11116981
`log(normaltargetTotalStealCnt + 1)(fit)` 0.06693450 0.02590916 2.583430 0.00978255