Peer Effect in Stealamt Regression Summary

Peer Effect in Stealing Amount - Average Effect

• Average Effect

• OLS

summary(peer_ols_effect_stealamt_lag_withmanager)$coefficients

                                     Estimate   Std. Error  t value     Pr(>|t|)
log(avg_peerTotalStealAmount + 1) 0.004801151 0.0007253292 6.619271 3.610848e-11

• IV

summary(peer_iv_effect_stealamt_lag_withmanager)$coefficients

                                           Estimate  Std. Error  t value     Pr(>|t|)
`log(avg_peerTotalStealAmount + 1)(fit)` 0.01773054 0.003410107 5.199409 1.999473e-07

• Most connected VS Less Connected Peers

• OLS

summary(peer_ols_stealamt_top_common_2weeks_withmanagers)$coefficients

                                          Estimate   Std. Error   t value     Pr(>|t|)
log(toptargetTotalStealAmount + 1)    -0.006363467 0.0008892784 -7.155765 8.325948e-13
log(commontargetTotalStealAmount + 1)  0.003173728 0.0009535666  3.328271 8.738980e-04

• IV

summary(peer_iv_stealamt_top_common_2weeks_withmanagers)$coefficients

                                                Estimate  Std. Error  t value   Pr(>|t|)
`log(toptargetTotalStealAmount + 1)(fit)`    0.007974050 0.003838306 2.077492 0.03775638
`log(commontargetTotalStealAmount + 1)(fit)` 0.007248977 0.004343211 1.669036 0.09511046

• Star peers in tipping VS common player in stealing

• OLS

summary(peer_ols_stealamt_star_normal_in_steal_withmanagers)$coefficients

                                          Estimate   Std. Error   t value    Pr(>|t|)
log(startargetTotalStealAmount + 1)   -0.002263771 0.0008448859 -2.679381 0.007375991
log(normaltargetTotalStealAmount + 1) -0.003888483 0.0012877395 -3.019619 0.002531005

• IV

summary(peer_iv_stealamt_star_normal_in_steal_withmanagers)$coefficients

                                                Estimate  Std. Error  t value    Pr(>|t|)
`log(startargetTotalStealAmount + 1)(fit)`   0.012674380 0.004846892 2.614950 0.008924215
`log(normaltargetTotalStealAmount + 1)(fit)` 0.009642984 0.007656276 1.259487 0.207854679

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

• Before Guard

summary(peer_iv_stealamt_top_common_2weeks_withmanagers_beforeguard)$coefficients

                                                 Estimate  Std. Error    t value  Pr(>|t|)
`log(toptargetTotalStealAmount + 1)(fit)`     0.002686114 0.004838374  0.5551686 0.5787803
`log(commontargetTotalStealAmount + 1)(fit)` -0.008054364 0.005744360 -1.4021342 0.1608775

• After Guard

summary(peer_iv_stealamt_top_common_2weeks_withmanagers_afterguard)$coefficients

                                                Estimate  Std. Error  t value  Pr(>|t|)
`log(toptargetTotalStealAmount + 1)(fit)`    0.006561848 0.005832787 1.124994 0.2605920
`log(commontargetTotalStealAmount + 1)(fit)` 0.009655481 0.006393651 1.510167 0.1310012

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

• Before Guard

summary(peer_iv_stealamt_star_normal_in_tip_withmanagers_beforeguard)$coefficients

                                                Estimate Std. Error    t value  Pr(>|t|)
`log(startargetTotalStealAmount + 1)(fit)`    0.01459428 0.03552323  0.4108376 0.6811929
`log(normaltargetTotalStealAmount + 1)(fit)` -0.01442498 0.01003123 -1.4380061 0.1504371

• After Guard

summary(peer_iv_stealamt_star_normal_in_tip_withmanagers_afterguard)$coefficients

                                                Estimate  Std. Error   t value    Pr(>|t|)
`log(startargetTotalStealAmount + 1)(fit)`   0.056972447 0.020079309 2.8373709 0.004548818
`log(normaltargetTotalStealAmount + 1)(fit)` 0.004823051 0.006583675 0.7325774 0.463816472