11.8 Discussion

The Direction of Omitted Variable Bias

  • For each regression, estimate whether omitted variable bias is towards zero or away from zero.
Regression Output Omitted Variable
\(\widehat{grade} = 72.1 + 0.4\ attendance\) \(time\_studying\)
\(\widehat{lifespan} = 87.4 - 1.2\ cigarettes\) \(exercise\)
\(\widehat{lifespan} = 87.4 - 1.2\ cigarettes\) \(time\_socializing\)
\(\widehat{wage} = 14.0 + 2.1\ grad\_education\) \(experience\)
\(\widehat{wage} = 14.0 + 2.1\ grad\_education\) desire to effect \(social\_good\)
\(\widehat{literacy} = 54 + 12\ network\_access\) \(wealth\)