Report on Peer effect by ability with additional fixed effect

Average peer effect

• Tipping

ability_effect_logtip_lag

$coefficients
                             Estimate  Std. Error   t value     Pr(>|t|)
(Intercept)                1.07949710 0.001367494 789.39785  0.00000e+00
avg_lag_peerTipAbility_log 0.03674558 0.001159673  31.68615 2.70824e-220

• Stealing

ability_effect_logsteal_lag

$coefficients
                               Estimate  Std. Error   t value     Pr(>|t|)
(Intercept)                  1.10909378 0.001272863 871.33778 0.000000e+00
avg_lag_peerStealAbility_log 0.01321744 0.000707256  18.68833 6.248564e-78

Strong connection VS Weak Connection

Tipping

• Strong

ability_effect_logtip_lag_strong

$coefficients
                             Estimate  Std. Error  t value     Pr(>|t|)
(Intercept)                1.07359030 0.002163985 496.1173 0.000000e+00
avg_lag_peerTipAbility_log 0.03740052 0.001849935  20.2172 7.240723e-91

• Weak

ability_effect_logtip_lag_weak

$coefficients
                             Estimate  Std. Error  t value      Pr(>|t|)
(Intercept)                1.08416422 0.001767078 613.5349  0.000000e+00
avg_lag_peerTipAbility_log 0.03584391 0.001490193  24.0532 8.255664e-128

Stealing

• Strong

ability_effect_logsteal_lag_strong

$coefficients
                               Estimate  Std. Error   t value     Pr(>|t|)
(Intercept)                  1.12332225 0.002087389 538.14697 0.000000e+00
avg_lag_peerStealAbility_log 0.01654102 0.001117059  14.80765 1.325195e-49

• Weak

ability_effect_logsteal_lag_weak

$coefficients
                                Estimate   Std. Error   t value     Pr(>|t|)
(Intercept)                  1.100318412 0.0015959084 689.46212 0.000000e+00
avg_lag_peerStealAbility_log 0.009792832 0.0009121503  10.73598 6.916303e-27

Star VS Normal

Star VS Normal in Tipping ability

• Tipping

ability_effect_logtip_lag_starintip

$coefficients
                                    Estimate   Std. Error   t value      Pr(>|t|)
(Intercept)                       1.12730550 0.0027095042 416.05601  0.000000e+00
avg_lag_peerTipAbility_log_star   0.01682181 0.0005065412  33.20916 1.036223e-241
avg_lag_peerTipAbility_log_normal 0.03399420 0.0022483911  15.11934  1.221393e-51

• Stealing

ability_effect_logsteal_starintip

$coefficients
                                       Estimate  Std. Error    t value    Pr(>|t|)
(Intercept)                         1.536474996 0.008941834 171.829954 0.00000e+00
avg_lag_peerStealAbility_log_star   0.008839187 0.001750506   5.049504 4.43027e-07
avg_lag_peerStealAbility_log_normal 0.056553976 0.001402529  40.322859 0.00000e+00

Star Vs Normal in Stealing ability

• Tipping

 ability_effect_logtip_lag_starinsteal

$coefficients
                                    Estimate  Std. Error   t value      Pr(>|t|)
(Intercept)                       1.07871078 0.002347837 459.44876  0.000000e+00
avg_lag_peerTipAbility_log_star   0.02921031 0.001069661  27.30799 3.742902e-164
avg_lag_peerTipAbility_log_normal 0.05322769 0.001603632  33.19195 1.724455e-241

• Stealing

ability_effect_logsteal_starinsteal

$coefficients
                                       Estimate   Std. Error   t value  Pr(>|t|)
(Intercept)                         1.532373723 0.0100221064 152.89937 0.0000000
avg_lag_peerStealAbility_log_star   0.040599895 0.0006060269  66.99355 0.0000000
avg_lag_peerStealAbility_log_normal 0.006648358 0.0058285162   1.14066 0.2540115

First 60/60-120/Over120

Tipping

ability_effect_logtip_lag_first60

$coefficients
                              Estimate  Std. Error    t value     Pr(>|t|)
(Intercept)                 1.14032447 0.002303414 495.058473 0.000000e+00
avg_lag_peerTipAbility_log -0.01598927 0.001918026  -8.336314 7.675885e-17

ability_effect_logtip_lag_60_120

$coefficients
                             Estimate  Std. Error    t value     Pr(>|t|)
(Intercept)                1.12929694 0.003453661 326.985438 0.000000e+00
avg_lag_peerTipAbility_log 0.02785872 0.002891285   9.635413 5.704131e-22

ability_effect_logtip_lag_over120

$coefficients
                             Estimate  Std. Error   t value     Pr(>|t|)
(Intercept)                1.08973496 0.004039817 269.74862 0.000000e+00
avg_lag_peerTipAbility_log 0.06309032 0.003377016  18.68227 7.791752e-78

Stealing

ability_effect_logsteal_lag_first60

$coefficients
                               Estimate  Std. Error    t value     Pr(>|t|)
(Intercept)                  1.08897812 0.001944818 559.938201 0.000000e+00
avg_lag_peerStealAbility_log 0.00954977 0.001106129   8.633501 5.960584e-18

ability_effect_logsteal_lag_60_120

$coefficients
                                Estimate  Std. Error    t value     Pr(>|t|)
(Intercept)                  1.106641409 0.003217339 343.961745 0.000000e+00
avg_lag_peerStealAbility_log 0.007957539 0.001841131   4.322092 1.546018e-05

ability_effect_logsteal_lag_over120

$coefficients
                               Estimate  Std. Error    t value     Pr(>|t|)
(Intercept)                  1.12014000 0.003967802 282.307422 0.000000e+00
avg_lag_peerStealAbility_log 0.01541989 0.002253967   6.841219 7.869968e-12

Before & After Guard

Tipping

ability_effect_logtip_lag_before_guard

$coefficients
                             Estimate  Std. Error  t value     Pr(>|t|)
(Intercept)                1.06907365 0.003896097 274.3960 0.000000e+00
avg_lag_peerTipAbility_log 0.04798569 0.003283362  14.6148 2.341693e-48

ability_effect_logtip_lag_after_guard

$coefficients
                             Estimate  Std. Error   t value      Pr(>|t|)
(Intercept)                1.08123728 0.001456879 742.16019  0.000000e+00
avg_lag_peerTipAbility_log 0.03483034 0.001236847  28.16059 1.936676e-174

Stealing

ability_effect_logsteal_lag_before_guard

$coefficients
                               Estimate  Std. Error  t value     Pr(>|t|)
(Intercept)                  1.10501039 0.003343995 330.4462 0.000000e+00
avg_lag_peerStealAbility_log 0.01859126 0.001615676  11.5068 1.236001e-30

ability_effect_logsteal_lag_after_guard

$coefficients
                               Estimate  Std. Error   t value     Pr(>|t|)
(Intercept)                  1.11041495 0.001381910 803.53618 0.000000e+00
avg_lag_peerStealAbility_log 0.01167719 0.000790623  14.76961 2.315583e-49