Business Intelligence Analyst Assessment Template

Battle-tested business intelligence analyst template tuned for real hiring loops: dimensional modeling (kimball), sql on warehouses (snowflake, bigquery), looker lookml or dbt semantic layer, rubric weights you can edit, and integrity AI on by default. BI hiring is shifting toward semantic-layer fluency (LookML, dbt metrics) — candidates who only know dashboards are increasingly mismatched with where the role is heading.

Duration
60 minutes
Questions
10
Level
Mid-Level
Passing Score
70%

What this template measures

Every skill needed for a business intelligence analyst hire, covered across MCQ, coding, and essay questions.

Dimensional modeling

Dimensional modeling (Kimball)

SQL on warehouses

SQL on warehouses (Snowflake, BigQuery)

Looker LookML or dbt semantic layer

Looker LookML or dbt semantic layer

Dashboard storytelling

Dashboard storytelling

Data quality

Data quality & validation

Stakeholder management

Stakeholder management

Sample questions from this template

A preview of the questions you'll see when you use this template.

Multiple ChoiceEasyQuestion 1

Which of these is the most idiomatic way to handle dimensional modeling (kimball) in production?

  • A.Hand-rolled implementation with no library support
  • B.Battle-tested library + thin abstraction
  • C.Copy from the latest blog post
  • D.Avoid the pattern entirely
Multiple ChoiceMediumQuestion 2

A business intelligence analyst reports a regression in sql on warehouses (snowflake, bigquery). Which signal is MOST likely to identify the root cause?

  • A.Application logs at INFO level only
  • B.Recent deploy diff + relevant trace
  • C.Number of open tickets
  • D.Restarting the affected service
CodingMediumQuestion 3

Implement a small module that demonstrates looker lookml or dbt semantic layer. Include unit tests for happy path and one edge case.

Hint: Prefer clarity over cleverness; tests count.

CodingHardQuestion 4

Refactor the supplied snippet to fix a subtle bug in dashboard storytelling without changing the public API. Explain the fix in 2–3 sentences.

Hint: Read the tests; they encode the contract.

EssayMediumQuestion 5

In 200–300 words, describe how you'd evaluate a tradeoff between dimensional modeling (kimball) and data quality & validation on a real project.

VideoEasyQuestion 6

Walk us through a recent bi project where sql on warehouses (snowflake, bigquery) was the deciding factor. (90 seconds)

Scoring rubric

How candidates are evaluated on this template.

Dimension
Description
Weight
Dimensional modeling
How well the candidate demonstrates dimensional modeling (kimball) in answers and worked examples.
30%
SQL on warehouses
How well the candidate demonstrates sql on warehouses (snowflake, bigquery) in answers and worked examples.
25%
Looker LookML or dbt semantic layer
How well the candidate demonstrates looker lookml or dbt semantic layer in answers and worked examples.
20%
Dashboard storytelling
How well the candidate demonstrates dashboard storytelling in answers and worked examples.
15%
Communication
Clarity, structure, and ability to explain tradeoffs to a non-expert audience.
10%

Frequently asked questions

Who is this Business Intelligence Analyst assessment template for?+

Hiring teams screening business intelligence analysts at mid level. BI hiring is shifting toward semantic-layer fluency (LookML, dbt metrics) — candidates who only know dashboards are increasingly mismatched with where the role is heading. Use it for inbound applicants, sourced candidates, or as a take-home equivalent before live interviews.

Can I customize the Business Intelligence Analyst template?+

Yes — and we encourage it. The default BI template covers the common case; the right move for your team is usually to edit the rubric to match how your hiring committee actually scores.

Does this Business Intelligence Analyst template include AI cheat detection?+

Integrity detection is on by default for the Business Intelligence Analyst template. Each signal (paste, biometrics, edit-pattern, focus loss) reports independently so you can override us when context warrants.

Can business intelligence analysts preview sample questions before the timer starts?+

Practice mode is on by default. Business Intelligence Analyst candidates can complete a sample task, see the rubric, and then start the real assessment when they're ready.

How do I reuse this Business Intelligence Analyst template across multiple jobs?+

Save your edited BI template as a private template, then attach it to any future job. Question pool, weights, and rubric persist; the candidate-facing copy can be tuned per req.

Launch the Business Intelligence Analyst test today

Send your first Business Intelligence Analyst assessment today; the rubric, the integrity layer, and the interview room are already set up.