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Server failures II

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Server failures II is a medium quant interview question on stats & data analysis.

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What this unbiased-estimator statistics question tests

This is a medium-difficulty statistics question that probes your understanding of unbiased estimation and symmetry in sampling. Rather than ask you to compute a plug-in estimator, it requires you to construct one that is valid regardless of how the data is ordered—a concept central to robust statistical inference.

The core challenge is recognizing that you need to estimate a higher-order probability (the joint failure event) from independent Bernoulli observations. This tests whether you can move beyond naive substitution of sample frequencies and instead reason about what quantity you're actually trying to estimate, then build an unbiased statistic that uses the data symmetrically. The approach typically involves combinatorial counting or moment-based reasoning.

  • Unbiased estimators and bias-variance tradeoffs
  • Exchangeability and permutation-invariance
  • Higher-order moments and joint probabilities from univariate data