Design an experiment to evaluate the causal impact of a new employee training program on productivity.

Instruction: Explain the experimental design, including how you would measure productivity and control for confounding factors.

Context: This question tests the candidate's ability to design a rigorous experiment to assess causal effects, with a clear plan for measurement and control.