Compare ROW_NUMBER, RANK, and DENSE_RANK for Top-k Results

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Quick Overview

Compare ROW_NUMBER, RANK, and DENSE_RANK with ties, exact-row limits, distinct score levels, and deterministic top-k semantics.

Compare ROW_NUMBER, RANK, and DENSE_RANK for Top-k Results

Company: Roblox

Role: Data Scientist

Category: Data Manipulation (SQL/Python)

Difficulty: medium

Interview Round: Technical Screen

# Compare ROW_NUMBER, RANK, and DENSE_RANK for Top-k Results Explain how ROW_NUMBER, RANK, and DENSE_RANK differ when selecting top results within a group. Discuss both tied and untied values and explain which interpretation of “top three” each function can support. This is a conceptual ranking question; no concrete table or SQL output contract is supplied. ### What a Strong Answer Covers - Unique sequential row numbers versus tied ranks with and without gaps. - A distinction between exactly three rows, the first three competition ranks, and the best three distinct values. - Ordering and tie-breaker requirements that preserve the intended meaning of ties. ```hint Use four scores with a tie Compare the ranks assigned to scores 100, 90, 90, and 80 in descending order. ``` ### Follow-up Questions - Why can adding a unique identifier to every window order remove intended ties? - What changes when a group contains fewer than three rows?

Overview: Compare ROW_NUMBER, RANK, and DENSE_RANK with ties, exact-row limits, distinct score levels, and deterministic top-k semantics.

Read the full Roblox Data Scientist interview experience this question came from

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Nov 11, 2025
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Compare ROW_NUMBER, RANK, and DENSE_RANK for Top-k Results

Explain how ROW_NUMBER, RANK, and DENSE_RANK differ when selecting top results within a group. Discuss both tied and untied values and explain which interpretation of “top three” each function can support. This is a conceptual ranking question; no concrete table or SQL output contract is supplied.

What a Strong Answer Covers Guidance

  • Unique sequential row numbers versus tied ranks with and without gaps.
  • A distinction between exactly three rows, the first three competition ranks, and the best three distinct values.
  • Ordering and tie-breaker requirements that preserve the intended meaning of ties.

Follow-up Questions Guidance

  • Why can adding a unique identifier to every window order remove intended ties?
  • What changes when a group contains fewer than three rows?
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