What business analysts are actually asked in interviews.

Based on analysis of 2,800 real Business Analyst interviews across tech, finance, and consulting companies.

Interviews Analyzed

2,800

Interview volume trend

Average Prep Time

12weeks

foundations
deep
system
polish

Offers Landed

72%

Among candidates following the plan

Avg Salary Bump

+$28k

Pre-offer vs post-offer base + equity

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01 — Companies

What top companies emphasize.

Interview focus varies significantly by company type. Tech companies prioritize data analysis, while financial firms emphasize risk assessment and regulatory knowledge.

FAANG

High

Meta · Google · Amazon · Apple · Netflix

100%
  • Algorithms 20%
  • System design 35%
  • Behavioral 25%
  • Domain / fit 20%

Heavy emphasis on data analysis, A/B testing, and product metrics. Expect technical case studies.

Product AnalyticsData Modeling

FINTECH

High

JPMorgan · Goldman Sachs · Stripe · Square · Robinhood

100%
  • Algorithms 15%
  • System design 30%
  • Behavioral 30%
  • Domain / fit 25%

Focus on risk analysis, compliance, and financial modeling. Strong business acumen required.

Risk AssessmentRegulatory Knowledge

EARLY-STAGE · SERIES A-B

Medium

Notion · Figma · Airtable · Canva · Discord

100%
  • Algorithms 10%
  • System design 25%
  • Behavioral 35%
  • Domain / fit 30%

Generalist BA skills with emphasis on stakeholder management and rapid iteration.

Stakeholder ManagementAgile Methods

02 — Topics

Most frequently tested topics

67% of interviews containing topic

01

SQL & Database Queries

85%

joins, aggregations, subqueries, window functions, data cleaning

Complex queries, data manipulation, and performance optimization

02

Requirements Gathering

78%

stakeholder interviews, user stories, acceptance criteria, documentation

Eliciting, analyzing, and documenting business requirements

03

Data Analysis & Visualization

72%

Excel, Tableau, Power BI, statistical analysis, dashboards

Creating insights from data and presenting findings to stakeholders

04

Process Improvement

65%

workflow optimization, process mapping, efficiency metrics, automation

Identifying bottlenecks and designing improved business processes

05

Business Case Development

58%

ROI analysis, cost-benefit, financial modeling, risk assessment

Building compelling business cases for proposed solutions

06

Stakeholder Management

52%

communication, conflict resolution, project coordination, change management

Managing relationships and expectations across different business units

03 — Interview loop

The Business Analyst interview process

Case study rounds are typically the biggest bottleneck, where candidates must demonstrate end-to-end analytical thinking under time pressure.

Pass-rate funnel

Phone Screen · 78%

Technical Assessment · 65%

Case Study · 42%

Systems & Process · 58%

Behavioral · 72%

Final Round · 85%

Offer rate compounded ≈ 2.3%

01

Phone Screen

30 min · pass 78%

Basic BA concepts, SQL fundamentals, and role motivation

02

Technical Assessment

60 min · pass 65%

SQL queries, data analysis, and Excel/visualization tools

03

Case Study

BOTTLENECK

90 min · pass 42%

End-to-end business problem solving with stakeholder presentation

04

Systems & Process

60 min · pass 58%

Requirements gathering, process design, and system specifications

05

Behavioral

45 min · pass 72%

Leadership scenarios, stakeholder management, and cultural fit

06

Final Round

30 min · pass 85%

Senior leadership discussion and role expectations

04 — Question bank

Real questions you'll encounter.

Curated from actual Business Analyst interviews at top companies.

SQL & DATA

Medium → Hard

Customer retention analysis

  • monthly cohort analysis
  • churn rate calculation
  • revenue impact modeling
  • user segmentation

REQUIREMENTS GATHERING

Medium

Stakeholder interview design

  • user story creation
  • acceptance criteria
  • requirement prioritization
  • scope definition

PROCESS IMPROVEMENT

Medium → Hard

Workflow optimization

  • process mapping
  • bottleneck identification
  • automation opportunities
  • efficiency metrics

BUSINESS CASE

Hard

ROI justification

  • cost-benefit analysis
  • risk assessment
  • financial modeling
  • implementation timeline

DATA VISUALIZATION

Medium

Executive dashboard design

  • KPI selection
  • chart optimization
  • stakeholder presentation
  • data storytelling

SYSTEM DESIGN

Medium → Hard

Data pipeline architecture

  • data flow mapping
  • integration requirements
  • quality controls
  • reporting structure

850 questions in the bank

Open the full bank →

05 — Prep roadmap

12-week preparation roadmap

A structured approach to mastering Business Analyst interviews, from SQL fundamentals to advanced case study techniques.

Hours / week

Total: 78 hrs

W1

W2

W3

W4

W5

W6

W7

W8

W9

W10

W11

W12

Weeks 1-3

5 hrs/wk

Foundation Building

Master SQL fundamentals, Excel advanced functions, and basic data analysis techniques. Build strong technical foundation.

SQL BasicsExcel MasteryData Fundamentals

Weeks 4-7

7 hrs/wk

Core BA Skills

Learn requirements gathering, process mapping, and stakeholder management. Practice structured problem-solving approaches.

Requirements EngineeringProcess DesignStakeholder Management

Weeks 8-10

8 hrs/wk

Advanced Analysis

Tackle complex case studies, financial modeling, and business case development. Focus on end-to-end analytical thinking.

Case StudiesFinancial ModelingBusiness Cases
Weeks 11-12

7 hrs/wk

Interview Polish

Mock interviews, presentation skills, and company-specific preparation. Refine communication and delivery.

Mock InterviewsPresentation SkillsCompany Research

06 — Tools & resources

Tools & resources that work.

Battle-tested by candidates who landed offers.

Mix of free + premium.

$99–299/mo

InterviewPal

Guided interview prep with mentorship and structured paths.

Best for: Structured prep

Visit InterviewPal
$159/yr

LeetCode

2,000+ coding problems. Premium unlocks company-tagged sets.

Best for: Algorithms & DS

Visit LeetCode
Free · 200k★

System Design Primer

Free comprehensive guide. The de-facto starting point.

Best for: SD fundamentals

Visit System Design Primer
Free

Blind

Anonymous tech community. Real interview experiences and insights.

Best for: Real signal

Visit Blind
Free

Levels.fyi

Salary and interview data, by company and level.

Best for: Company intel

Visit Levels.fyi
Free + paid

Pramp

Peer mock interviews. Live practice with real people.

Best for: Live practice

Visit Pramp

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