Each round, you'll see a histogram of 500 data points drawn from a random distribution. The shape, spread, and center will vary wildly — normal, exponential, bimodal, and many more.
You have 5 seconds to type your estimate of the standard deviation. Think about how spread out the data looks. If the data spans roughly 10 to 30, the SD might be around 5. If it's tightly clustered, maybe 1 or 2.
Your error for each round is: |log(your guess) − log(true SD)|
This means being off by a constant ratio matters, not a constant amount. Guessing 2 when the answer is 4 is the same error as guessing 4 when the answer is 8.
Your final score is the mean log error across all 10 rounds. Lower is better.
| < 0.3 | Excellent — you really know your distributions |
| 0.3 – 0.6 | Good — solid intuition |
| 0.6 – 1.0 | Decent — room to improve |
| > 1.0 | Keep practicing! |