  Implicit biases occur automatically and unintentionally and are particularly
present when we have to make split second decisions. One such situations
appears in refereeing, where referees have to make an instantaneous decision on
a potential violation. In this work we revisit and extend some of the existing
work on implicit biases in refereeing. In particular, we focus on refereeing in
the NBA and examine three different types of implicit bias; (i) home-vs-away
bias, (ii) bias towards individual players or teams, and, (iii) racial bias.
For our study, we use play-by-play data and data from the Last Two Minutes
reports the league office releases for games that were within 5 points in the
last 2 minutes since the 2015 season. Our results indicate that the there is a
bias towards the home team - particularly pronounced during the playoffs - but
it has been reduced since the COVID-19 pandemic. Furthermore, there is robust
statistical evidence that specific players benefit from referee decisions more
than expected from pure chance. However, we find no evidence of negative bias
towards individual players, or towards specific teams. Finally, our analysis on
racial bias indicates the absence of any bias.
