Valeriy’s Substack

Valeriy’s Substack

The Most Important Random Variable You’ve Probably Been Ignoring

There is a simple random variable that quietly governs waiting times, risk, system reliability, and returns under uncertainty.

Valeriy Manokhin's avatar
Valeriy Manokhin
Dec 23, 2025
∙ Paid

It appears in:

  • finance (time to default, time to profit),

  • technology (retries, failures, latency),

  • algorithms (randomized stopping times),

  • and even survival analysis.

Yet most people encounter it once in a probability course and never see why it matters.

Let’s fix that.

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