Instruction: Explain how you would evaluate the causal impact of external shocks (e.g., new regulations, market entry of a competitor) on a company's sales using time-series data.
Context: This question challenges the candidate to apply causal inference techniques to time-series data, which is common in economic and financial contexts. The response should detail methods to differentiate the impact of external shocks from underlying trends and seasonal effects.