Question

Does increase in sample size increases degrees of freedom for t-tests.

Answer 1

Basically degrees of freedom are related to sample size (n-1). If the df increases, it also stands that the sample size is increasing; the graph of the t-distribution will have skinnier tails, pushing the critical value towards the mean.