Discuss the implications of omitting variable bias in causal inference.

Instruction: Explain what omitting variable bias is, and describe the potential consequences of omitting a relevant variable from a causal model.

Context: Candidates must show understanding of how omitted variables can bias causal estimates and discuss strategies to address this issue.