Data Analyst & Business Analyst Interview Course

Nail the Data Analyst & Business Analyst Interview

Designed and taught by FAANG+ experts, this course will give you a foolproof preparation strategy to crack the toughest interviews at FAANG and Tier-1 companies.

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Why choose this course?

Program designed by FAANG+ leads

Covering data structures, algorithms, interview-relevant topics, and career coaching

Individualized teaching and 1:1 help

Technical coaching, homework assistance, solutions discussion, and individual session

Mock interviews with Silicon Valley engineers

Live interview practice in real-life simulated environments with FAANG and top-tier interviewers

Personalized feedback

Constructive, structured, and actionable insights for improved interview performance

Career skills development

Resume building, LinkedIn profile optimization, personal branding, and live behavioral workshops

50% Money-Back Guarantee*

If you do well in our course but still don't land a domain-relevant job within the post-program support period, we'll refund 50% of the tuition you paid for the course.*

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Meet your instructors

Our highly experienced instructors are active hiring managers and employees at FAANG+ companies and know exactly what it takes to ace tech and managerial interviews.

A typical week at Interview Kickstart

This is how our structured and organized program assists learners in uplevel their careers while keeping their current jobs. Our learners devote 10 to 12 hours per week to this course.

Thu

Foundation content
Get high-quality videos and course material for next week’s topic
Consists of fundamentals, interview-relevant topics, and case studies
Assignment review session
Solve questions and case studies based on the assignment shared with you

Sun

Online live sessions
Attend 4-hour sessions with a FAANG+ instructor
Discuss open-ended questions and problem-solving strategies
Get pro tips to solve challenging interview problems

Mon-Wed

Practice problems & assignments
Solve case-study-based assignments on the topic
Live doubt-solving sessions with FAANG+ instructors

Every day

1:1 access to instructors

Personalized coaching from FAANG+ BIAs
Individualized and detailed attention to your questions

Data Analyst & Business Analyst Interview Course Curriculum

Coding

1

SQL

  • Basic query
  • Joins, unions
  • Aggregate functions, window functions
  • Subqueries/table creation
  • Case statements, regex
  • Group by
  • Data validation
  • Best practices for large datasets
  • SQL practice questions

2

Coding for Analyst - Part 1

  • Overview of Python 
  • Data Types
  • Lambda Functions
  • Use of Python with SQL

3

Coding for Analyst - Part 2

  • How to use libraries; NumPy, Pandas
  • How to clean data
  • Overview of Regex
  • Conduct EDA in Python
  • Business Case Study with a dataset
  • Visualization in Python
Data Analytics & Business Analytics Concepts

1

Probability and Statistics

  • Basic Probability Rules 
  • Conditional Probability
  • Building a Distribution
  • Review of Distributions (Normal, Binomial,xponential, Bernoulli, Poisson)

2

Data Analytics & Business Analytics - Statistics for Data Analytics & Business Analytics

  • Defining metrics
  • Hypothesis testing, p-value, statistical significance, confidence intervals 
  • Regression (linear & multiple, introduction to logistic, lasso, ridge)
  • Parametric Testing: Chi-Square, T-Test, ANOVA
  • Non-parametric data/testing: Alternative metrics, sign test, Wilcoxon rank sum test
  • Normalizing data, handling outliers
  • A/B testing
  • Case study with a business problem 

3

Understanding Business Needs and Decision-Making

  • Build a deep understanding of stakeholder roles and expectations
  • Define and evaluate the scope of business challenges with clear goals and timelines.
  • Assess risks effectively and implement strategies for seamless change management.
  • Solve real-world business problems by applying structured analysis and actionable insights.

4

Visualization Tools (Tableau) - Visualization Tools (Tableau/Power BI)

  • Introduction to Tableau/Power BI
  • Connecting and loading data
  • Visualization techniques
  • Designing dashboard
  • Storytelling

5

Advanced Data & Business Analytics

  • Introduction to Machine Learning: Supervised, Unsupervised, Reinforcement
  • Naive Bayes, Logistic Regression, SVM, Decision Trees, Random Forest
  • Bagging, Boosting
  • Neural Networks (ANN, CNN, and RNN)

6

Application (Case Studies) - Data and business Case studies For interviews

  • Best practices while solving Case Studies in interviews
  • Case Study 1: Trends/Finance
  • Case Study 2: Product Analysis
  • Case Study 3: Business Strategy
  • Metric definition, ROI, return per unit of investment
  • Growth potential assessment
  • Opportunity cost
System Design

1

Data Platform and Architecture

  • Data Warehousing, Data Lake, Unified Data Model (UDM)
  • Database Schemas Design
  • Data Governance

2

Data Pipeline

  • Data Pipelines vs. ETL
  • Data Collection: Ingestion, Processing, Batching, Validation, Analysis, etc.
Career Skills

1

Interview Strategy and Success

2

Behavioral Interview Prep

3

Offers and Negotiation

Support Period

1

15 mock interviews

2

Take classes you missed/retake classes/tests

3

1:1 technical/career coaching

4

Interview strategy and salary negotiation support

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Your Guide to Interview Kickstart’s Data Analyst Masterclass

This is a premier data analyst training course designed to equip professionals with the skills and confidence needed to excel in interviews at top-tier companies, including Facebook, Amazon, Apple, Netflix, Google (FAANG), and other leading tech firms. This data analyst online course offers a comprehensive curriculum that covers essential technical and analytical skills, ensuring participants are well-prepared for the demands of the industry. Read More

Our data analyst courses are ideal for current or former business analysts, data analysts, product analysts, business intelligence analysts, and business intelligence engineers who want to propel their careers. By completing this business intelligence analyst course, participants gain the skills and confidence needed to effectively demonstrate why they are the best candidate for the job.

What Will I Get Out of This Data Analyst Course?

Expert-led Instruction and Personalized Coaching: The course is led by over 500 experienced instructors from FAANG and other top-tier tech companies, providing participants with insights into the expectations and standards industry employers expect. The program includes personalized coaching, allowing for individualized learning experiences that cater to each participant’s unique strengths and areas for improvement. Through one-on-one sessions, students receive advice and guidance to enhance their technical skills and interview strategies.

Comprehensive Curriculum Covering Key Analytical Skills: This data analyst masterclass/bootcamp covers several important areas, including SQL and Python coding, statistics, hypothesis testing, and system design. Each module is designed to follow on well from the last, so you will walk away not just with the essential knowledge but also with the confidence and ability to apply it.

Flexible Learning Schedule: Designed for working professionals, the business intelligence analyst online course requires a commitment of 10 to 12 hours per week.

What Have Interview Kickstart’s Alumni Achieved?

Graduates of our data analyst classes online have gone on to land incredible opportunities in large global corporations and startups alike. The course doesn’t just teach theory — it equips students with the practical skills and confidence to thrive in high-impact roles.

Here’s what success has looked like for Interview Kickstart alumni:

  • Top Tech Hires: Alumni have received highly sought-after offers from leading companies like Google, Amazon, Meta, Microsoft, Uber, and Airbnb. Many have stepped into roles such as data analyst, business intelligence analyst, product analyst, and analytics consultant.
  • Career Transitions Made Easy: Whether coming from finance, marketing, operations, or non-technical roles, many students have successfully pivoted into analytics-focused careers with our help.
  • Fast-Tracked Promotions: For those already working in analytics, this course has been a launchpad to more senior roles. Alumni report accelerated promotions and the confidence to take on more strategic, decision-making positions within their organizations.
  • Salary Increases: On average, graduates see significant salary increases of around 30-70% when they’ve successfully and confidently demonstrated their ability to do the job.
  • Global Reach: While many students are U.S.-based, alumni from across the globe — including Canada, India, the UK, and Europe — have seen success thanks to the online format and personalized expert coaching.

But more than titles or compensation, the real achievement is this: alumni walk away with clarity, capability, and a growth mindset long after they’ve completed the data analyst course.

We’ve received many 5-star ratings on Google alongside positive reviews from students like this one:

“IK is a game changer; their expertise in the interview prep field shines through every lesson, providing invaluable insights and practical strategies that you won’t find anywhere else.

The curriculum is meticulously crafted, covering everything from data structures and algorithms to system design and behavioral interview strategies. Each module builds upon the last, ensuring a comprehensive understanding of every topic. Plus, the hands-on exercises and real-world examples make learning engaging and enjoyable.

What truly sets this course apart is its personalized approach in the technical support sessions. The instructors go above and beyond to provide individualized feedback and support. Whether you’re a seasoned developer or a manager just starting your journey, you’ll feel supported every step of the way.”

Want to learn more? Register for our free webinar today.

In the meantime, feel free to check out our other courses, including data science interview prep or the data engineer course, if that’s what you’re interested in. Read Less

Practice and track progress on UpLevel

UpLevel will be your all-in-one learning platform to get you FAANG-ready, with 10,000+ interview questions, timed tests, videos, mock interviews suite, and more.
Mock interviews suite
On-demand timed tests
In-browser online judge
10,000 interview questions
100,000 hours of video explanations
Class schedules & activity alerts
Real-time progress update
11 programming languages

Get upto 15 mock interviews with Logo hiring managers

What makes our mock interviews the best:

Hiring managers from Tier-1 companies like Google & Apple

Interview with the best. No one will prepare you better!

Domain-specific Interviews

Practice for your target domain - Advanced Data & Business Analytics

Detailed personalized feedback

Identify and work on your improvement areas

Transparent, non-anonymous interviews

Get the most realistic experience possible

1. Flexible schedule

Pick timings convenient to you

4. Technical and behavioral interviews

Uplevel your technical and behavioral interview skills

2. Remote interview experience

Mirrors the current format of remote interviews

5. Level-specific interviews

Because an L4 at Google can be quite different from an E7 at Meta

3. Feedback documentation

All the feedback you’ve ever wanted, recorded and documented

6. Interviewer of your choice

Choose based on domain

Career impact

Our engineers land high-paying and rewarding offers from the biggest tech companies, including Facebook, Google, Microsoft, Apple, Amazon, Tesla, and Netflix.

How to enroll in the Data Analyst & Business Analyst Interview Course?

Learn more about Interview Kickstart and the Data Analyst & Business Analyst course by joining the free webinar hosted by Ryan Valles, co-founder of Interview Kickstart.
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A Free Guide to Kickstart your Data Analyst & Business Analyst career at FAANG+

From the interview process and career path to interview questions and salary details — learn everything you need to know about Business Intelligence Analyst careers at top tech companies.

Interview Strategy and Success

Interview Questions

Career Path

Salary and Levels at FAANG

Frequently Asked Questions

What to Expect at Data Analyst/Business Analyst Interviews

While the interview process may vary from company to company, you can expect the following broad categories of rounds at Data Analyst/Business Analyst Interviews at FAANG and other Tier-1 companies.
 

1

Initial Screening Rounds:
  • 1st Round: Technical Round
  • SQL Questions: Design some schema, create pipelines
  • Designing a Dashboard: Metrics, Business Question
  • 2nd Round: Business Acumen

2

On-site Rounds:
  • 3rd Round: A case study — different scenarios, identifying the root cause, A/B testing 
  • 4th Round: SQL query
  • 5th Round: Behavioral round (around leadership principles)
  • 6th Round: With the Hiring Manager, where you can expect questions on case studies/business problems (Revenue is declining, how would you investigate that? How to decide whether to invest in a particular product? Comparing two products.)
  • 7th Round: With 2 senior Business Analysts/Data Analysts, where you can expect Dashboard-related questions (such as your favorite feature of Tableau) and an ML breadth round

Data Analyst/Business Analyst Interview Questions

1

Data Analyst/Business Analyst Interview Questions
What are the variables you would consider when you are going to predict demand for a product?
What is the difference between the left join and right join?
You need to report traffic insights for a website to the product manager. Write an SQL query to find the top 10% of people who have visited the website in the last month.
What is the difference between OLTP and OLAP?
Define or list the differences between a snowflake schema and a star schema.
What is a dashboard in a data warehouse?

2

Business Intelligence Analyst Interview Questions on Behavioral Skills
While working with stakeholders, how do you ensure delivery of a project? How would you communicate your results?
Tell us about a time you gave insights beyond the data.
Walk me through a big problem in your organization that you helped solve. How did you become aware of it? What info did you gather, what was missing, and how did you fill the gaps?

Data Analyst/Business Analyst Career

While preparing for the DA/BA interview, it is important to understand the career progression and roles and responsibilities of a BIA so that you can align your prep accordingly.
 

1

Data Analyst/Business Analyst: Job Roles and Responsibilities
The day-to-day responsibilities of a DA/BA can differ based on the company you work for. Here are a couple of examples:
Role of a DA/BA at Meta:
 
The role of a Data Analyst & Business Analyst at Meta involves pulling daily/weekly reports for the teams that you support, if it’s not already automated. Even if the reports are automated, you’d be responsible for taking the actual data and providing insights and trend analysis that teams can use to create action plans.
Here’s what the distribution of a typical day at Meta as a BIA looks like:
30% meetings with stakeholders, teams, and partners to understand problems and scope 
70% technical work 
  • 20% data exploration/data cleaning/understanding and validating the data sources
  • 60% SQL query building/dashboard building/analysis/model building 
  • 20% presentation building/visualization/presenting findings 
Role of a DA/BA at Google:
 
30% of the time in meetings with stakeholders, sharing analysis and project updates 
 
70% of time involved with analysis
 
  • 70% technical work
  • 60% of the time on SQL — analysis, building data set
  • 40% of the time on Excel (sheets) — conducting analysis
  • Type of work: 
  • Reporting 
  • Revenue analysis (analyzing trends)
  • Business projects:
  • Strategic business problems (where to invest, how much headcount to have, team structure)
  • Product adoption/optimization 
  • 30% presenting findings — usually working with non-technical stakeholders, so the presentation of findings needs to be very strategic 
 

2

Skills Required for a Career in Data Analytics/Business Analytics
SQL Programming
Visualization tools such as Tableau or Power BI
Statistical Knowledge (Hypothesis Testing, Significance Level, etc.)
MS Excel, PowerPoint
Excellent communication skills
Python (Preferred)

3

Career Roadmap for a Data Analyst/Business Analyst
Within a team, the career path for the Data Analyst or Business Analyst is as follows:
Data Analyst -> Data Analyst 2 -> Senior Data Analyst -> Senior Data Analyst 2 -> Team Lead/Business Strategist
Business Analyst -> Business Analyst 2 -> Senior Business Analyst -> Senior Business Analyst 2 -> Team Lead/Business Strategist
Sometimes, people switch into less technical roles such as Strategic, Consulting, or Program Management, and sometimes into more technical roles such as Product Analyst, Data Scientist, or Data Engineer.

Data Analyst/Business Analyst Salary and Levels at FAANG+ Companies

The average base salary for a Data Analyst/Business Analyst in the US is $85,690. In addition, you can expect an additional cash compensation of $5,635 per year.
 
Back-End Engineer at Facebook
Average compensation by level
Job Title
Average Base Salary/Year
Data/Business Analyst
$82,450
Senior Data/Business Analyst
$103,440
Lead Data/Business Analyst
$115,931
Facebook Data Analyst/Business Analyst Salary
Average compensation by level
Level name
Total
Base
Stock (/yr)
Bonus
IC3
$111K
$98K
$5K
$8K
IC4
$174K
$138K
$20K
$17K
IC5
$220K
$168K
$28K
$24K
Amazon Data Analyst/Business Analyst Salary
Average compensation by level
Level name
Total
Base
Stock (/yr)
Bonus
L4
$99K
$81K
$10K
$8K

L5

$136K

$110K

$18K

$8K
L6
$205K
$140K
$44K
$21K
L7
$319K
$161K
$123K
$35K
Microsoft Data Analyst/Business Analyst Salary
Average compensation by level
Level name
Total
Base
Stock (/yr)
Bonus
60
$129K
$109K
$11K
$9K
61
$139K
$114K
$13K
$12K
62
$168K
$129K
$14K
$26K
63
$200K
$157K
$14K
$28K
64
$223K
$167K
$29K
$28K
Google Data Analyst/Business Analyst Salary
Average compensation by level
Level name
Total
Base
Stock (/yr)
Bonus
L3
$142K
$111K
$19K
$12K
L4
$206K
$142K
$43K
$22K
L5
$263K
$167K
$63K
$34K
Data Analyst/Business Analyst Salaries at other FAANG+ companies:
Average compensation by level
Company

Level name
Total
Base
Stock (/yr)
Bonus
Netflix
Manager
$153K
$117K
$25K
$12K
Apple
ICT3
$225K
$210K
$15K
$0
Uber
L4
$157K
$123K
$20K
$14K
Tesla
P1
$110K
$90K
$20K
$0
LinkedIn
L3
$161K
$130K
$20K
$11K
Source: glassdoor.com and levels.fyi

FAQs on Data Analyst & Business Analyst Course

 
 
Choose DA &BA if your work primarily involves manipulating data using SQL programming, analytics using Excel, A/B Testing to achieve deliverables, creating dashboards using Quicksight/Tableau/Power BI, and effectively communicating data-backed business-related information to stakeholders.
 
 
Yes. Basics of Python are covered in the DA & BA interview course.

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