I'm not sure that the justification for normality applies when considering that movies across different historical periods may be regarded as having a different

I'm not sure that the justification for normality applies when considering that movies across different historical periods may be regarded as having a different average quality. Therefore the distribution across historical time would not be stationary. That said, I've always preferred metacritic's scores over the others.