How do I screen Data Analyst candidates before interviewing?

Send every applicant one link that carries 5 skills tests (Data Wrangling, MySQL, Data Storytelling, Fundamentals of Statistics and Probability, Microsoft Excel), a personality inventory and 5 one-way video questions. springhire scores everything automatically and ranks the candidates, so you interview the top few. The free plan covers 10 candidates a month.

How long does the Data Analyst screening take a candidate?

About 52 minutes for the tests, plus 10 to 15 minutes for the video questions. Candidates complete it on their own time, on any device.

What should a Data Analyst job description include?

A short brief, key responsibilities, must-have and nice-to-have skills and the requirements. The JD generator writes one for this role in a minute.

Which interview questions work best for a Data Analyst?

Questions that ask for a specific past example and a walkthrough of how the candidate thinks. This page lists 8 with sample answers, and the full bank has more.

Yes. The free plan includes every screening tool with 10 candidate credits a month and no card. Paid plans start at $39 a month.

Data & AI

How to hire a Data Analyst

What the role does, the job description, the interview questions, and the 52-minute screening pack that tells you who can do the job before you book a single interview.

Screen Data Analyst candidates free See the pack

The role

What a Data Analyst does

A Data Analyst sits in the Data & AI function. The sections below give you the job description, the interview questions and the screening pack for the role.

Screen before you interview

The Data Analyst screening pack

Cleaning data, querying it, explaining it and knowing the statistics behind it. Every applicant gets one link. You get one ranked report.

Skills tests · 52 minutes total

Data & analyticsData Wrangling Test10 min · 20 questions · IntermediateThe Data Wrangling Test helps hiring teams assess whether candidates can prepare messy data for analysis and reporting. It is suited to intermediate data and operations roles where people need to clean records, combine tables, reshape fields, and check that outputs are reliable.Software skillsMySQL Test10 min · 20 questions · IntermediateThe MySQL Test is an intermediate screening test for hiring teams that need to check practical SQL skills before interviews. It helps identify candidates who can write joins, choose useful indexes and understand transaction behavior in day-to-day database work.Data & analyticsData Storytelling Test10 min · 20 questions · IntermediateThe Data Storytelling Test helps hiring teams assess how well candidates turn analysis into clear, audience-focused communication. It is suited to intermediate data and business roles where people need to choose the right chart, shape a message and present findings in a useful sequence.Data & analyticsFundamentals of Statistics and Probability Test10 min · 20 questions · IntermediateThe Fundamentals of Statistics and Probability Test is an intermediate screening assessment for hiring teams that need evidence of practical statistical reasoning. It helps identify candidates who can choose suitable distributions, interpret inference correctly and avoid common errors when working with data.Office & adminMicrosoft Excel Test12 min · 20 questions · IntermediateThe Microsoft Excel Test checks whether candidates can actually work in a spreadsheet: navigating worksheets, sorting and filtering tables, keeping data clean, and predicting what formulas like VLOOKUP, SUMIF, and IF return. Twenty practical questions separate genuine Excel users from resume keyword matches.

Personality inventory

Big 5 (OCEAN) Personality TestThe Big 5 (OCEAN) Personality Test helps hiring teams understand how entry level candidates are likely to approach work, people and pressure. It measures five broad personality dimensions that can support decisions for roles where reliability, teamwork, adaptability and communication matter.

One-way video questions · answered on camera, scored by AI

1
Walk us through an analysis that changed a business decision.
2
How do you check a dataset before you trust it?
3
Explain a statistical concept to a non-technical stakeholder in one minute.
4
How do you decide what goes on a dashboard and what does not?
5
Which tools do you reach for first, and why?

Send this pack to your applicantsFree plan, 10 candidates a month, no card.

Interview questions

Data Analyst interview questions

For the candidates who pass the pack. Each comes with a sample answer on the full page.

01
What drew you to a career in data analysis?
02
Walk me through your background and the kinds of data you have worked with.
03
What kind of team and analytics maturity are you looking to join?
04
How do you keep your analytical skills current?
05
How comfortable are you with SQL, and what is the most complex query you have written?
06
How do you approach cleaning and validating a new dataset?
07
What makes a dashboard genuinely useful rather than just busy?
08
How do you choose the right chart for a given message?