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Establishing causation: short-selling bans and volatility

Regulators imposed a short-selling ban on some stocks (say, financials) but not others during a crisis. You want the causal effect of the ban on volatility, but you cannot randomize which stocks are banned, and the banned names were likely the already-turbulent ones.

Describe how you would estimate the causal effect from this observational setting. Name at least two identification strategies and the key assumption each relies on.

Your answer

This one is open-ended. Work it through, then check your reasoning against the full solution.

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