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.
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?