Firm-Side Substitution Bound
For every 1.398 formal apprentices placed per firm, host firms displaced 0.318 traditional apprentices, yielding an estimated firm substitution parameter $\psi = 0.227$ (p = 0.128) and bounding net position creation between 74.1% and 77.3% of formal placements.