Find the Expected Distance of a Uniform Point from a Disk's Center
Company: Squarepoint
Role: Data Scientist
Category: Statistics & Math
Difficulty: medium
Interview Round: Technical Screen
A point is chosen uniformly at random from the area of a disk of radius one. What is its expected distance from the center?
### Constraints and Clarifications
"Uniform" means equal-area regions have equal probability. It does not mean choosing the radius uniformly. Let `R` be the point's distance from the center and derive its distribution before computing the expectation.
```hint Compare the inner disk with the whole disk
The event that the distance is at most `r` is an area inside the original disk. Its probability follows from the ratio of those areas.
```
### What a Strong Answer Covers
- The radial cumulative distribution implied by uniform area sampling.
- A correct density or tail-integral calculation of the expected radius.
- An explanation of why a uniform radius gives a different distribution of points.
- The scaling of the answer for a disk with a different radius.
### Follow-up Questions
1. What expected distance would result from choosing the radius uniformly between zero and one instead?
2. How would you generate a uniform-area point using independent uniform random variables for the angle and radial calculation?
Overview: Derive the radial distribution and expected distance for a point sampled uniformly by area inside a unit disk.
Find the Expected Distance of a Uniform Point from a Disk's Center
Squarepoint
Sep 9, 2026
mediumData ScientistTechnical ScreenStatistics & Math
0
0
A point is chosen uniformly at random from the area of a disk of radius one. What is its expected distance from the center?
Constraints and Clarifications
"Uniform" means equal-area regions have equal probability. It does not mean choosing the radius uniformly. Let R be the point's distance from the center and derive its distribution before computing the expectation.
What a Strong Answer Covers Guidance
The radial cumulative distribution implied by uniform area sampling.
A correct density or tail-integral calculation of the expected radius.
An explanation of why a uniform radius gives a different distribution of points.
The scaling of the answer for a disk with a different radius.
Follow-up Questions Guidance
What expected distance would result from choosing the radius uniformly between zero and one instead?
How would you generate a uniform-area point using independent uniform random variables for the angle and radial calculation?