Table 1. Result of linear regression of the student’s academic progress over one year (y) on four independent variables measured in January 2011.
DF | SS | MS | F-statistic | p-value | |
g | 1 | 9011.83 | 9011.83 | 12.7903 | 0.000467*** |
x acquaintance | 1 | 1877.14 | 1877.14 | 2.6642 | 0.104686 |
x friend | 1 | 4481.44 | 4481.44 | 6.3604 | 0.012692* |
x best friend | 1 | 2785.15 | 2785.15 | 3.9529 | 0.048574* |
Error | 153 | 107801. | 704.58 | ||
Total | 157 | 125956. |
y = −14.124 + 0.204g + 0.127x acquaintance + 0.230x friend + 0.147x best friend
Independent variables are: g: student’s academic ranking, and x i: difference in ranking between each student’s self-reported neighbors’ average GPA and his/her own GPA, where i is either acquaintance, friend or best friend. A highly significant effect of g was due to the fact that top-ranked students did not change their academic rankings much after one year.