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Sketch distributions and compare mean/median/mode

Last updated: Mar 29, 2026

Quick Overview

This question evaluates understanding of distributional shape, central tendency (mean, median, mode), skewness, outliers, and the effects of combining subpopulations in real-world data.

  • easy
  • LinkedIn
  • Statistics & Math
  • Data Scientist

Sketch distributions and compare mean/median/mode

Company: LinkedIn

Role: Data Scientist

Category: Statistics & Math

Difficulty: easy

Interview Round: Technical Screen

## Distribution sketches and summary-stat comparisons Answer the following conceptual statistics questions. Assume you have a large random sample and you are sketching **shape only** (no need for exact parameters). ### Part A — Human heights 1. Sketch the distribution of **adult male heights in the US**. 2. Sketch the distribution of **adult female heights in the US**. 3. If you combine men and women into a single population, what does the height distribution look like? Explain why. ### Part B — Social network connections Consider the distribution of **number of connections/friends per user** on a professional social network (e.g., LinkedIn). 1. Sketch the distribution of “number of connections.” 2. Describe what you expect for the **mean** relative to most users (i.e., will the mean be close to a typical user’s value?). 3. For this distribution, compare **mean vs median vs mode** and explain your reasoning. (You may assume standard data issues like outliers and heavy tails can occur.)

Quick Answer: This question evaluates understanding of distributional shape, central tendency (mean, median, mode), skewness, outliers, and the effects of combining subpopulations in real-world data.

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Feb 16, 2026, 7:49 AM
Data Scientist
Technical Screen
Statistics & Math
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Distribution sketches and summary-stat comparisons

Answer the following conceptual statistics questions. Assume you have a large random sample and you are sketching shape only (no need for exact parameters).

Part A — Human heights

  1. Sketch the distribution of adult male heights in the US .
  2. Sketch the distribution of adult female heights in the US .
  3. If you combine men and women into a single population, what does the height distribution look like? Explain why.

Part B — Social network connections

Consider the distribution of number of connections/friends per user on a professional social network (e.g., LinkedIn).

  1. Sketch the distribution of “number of connections.”
  2. Describe what you expect for the mean relative to most users (i.e., will the mean be close to a typical user’s value?).
  3. For this distribution, compare mean vs median vs mode and explain your reasoning.

(You may assume standard data issues like outliers and heavy tails can occur.)

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