Design a study to analyze the causal relationship between employee training and productivity using advanced causal inference techniques.

Instruction: Detail the approach and techniques you would use, considering potential confounders and the data required.

Context: This question challenges the candidate to apply advanced causal techniques in a human resources context, focusing on training as an intervention.