Master data roles.
Start with the basics.
Free, structured learning resources for data analysts, engineers, scientists, and PMs. Begin at the beginner level and grow with mentor guidance when you're ready.
Your data learning path
Three stages to your data role.
Start with free fundamentals. Practice with real problems. Grow with mentor guidance when you're ready.
🟢 Learn (Free Foundation)
Master the fundamentals, zero paywall.
Structured by working data professionals.
Explore Learning Paths🟡 Practice (Interview Prep)
Real problems from actual interviews.
- Full Data Analyst reading guide — 10 chapters, mentor-written
- Role-based interview question bank (SQL, stats, case)
- Glossary of the terms hiring managers expect you to know
- Practice problem sets and mock interview drillsSoon
🟢 Get Hired (Mentorship)
1-on-1 guidance from someone who's hired for your role.
- Resume, interviews, negotiation, offer strategy
- Outcome-based mentorship options
- Weekly 1-on-1s until you sign
Compare your path
Find your learning style.
Self-Paced Learning
Go free, learn at your pace
- Beginner content (free)
- Premium upgrade when ready
- Community Q&A
Mentorship Program
1-on-1 guidance from data professionals
- Senior mentor in your target role
- Mocks + resume + negotiation
- Flexible pricing tied to outcomes
Accelerated Combo
Free path + mentor + job search support
- Everything in both tiers
- Priority interview slots
- End-to-end support until you sign
Structured learning by role
A real curriculum for every data role.
Free beginner content, premium intermediate + advanced, and optional mentorship that scales with your goals.
Data Analyst
SQL · Excel · Power BI · Dashboards
- SQL Fundamentals (5 articles + 20 problems)
- Excel & Power BI Basics
- Dashboard design 101
~20 hours · Free access
- Advanced SQL (windows, CTEs, perf)
- Advanced Power BI (DAX, dashboards)
- Metric design & insight memos
- Real interview Qs (Google, Meta, Amazon)
~40 hours · $29/month
- Week-by-week roadmap
- Live doubt sessions
- Resume & mock interviews
- Salary negotiation
Optional mentorship with outcome-based pricing
Book Free Strategy CallBusiness Analyst
Requirements · KPIs · Stakeholder storytelling
- Requirements gathering
- KPI frameworks
- Process mapping basics
~16 hours · Free access
- Stakeholder workshops
- Executive storytelling
- BRD / FRD writing
- Case interview drills
~30 hours · $29/month
- Live case practice
- Portfolio narrative
- Interview coaching
- Negotiation
Optional mentorship with outcome-based pricing
Book Free Strategy CallProduct Manager
Metrics · Experimentation · Growth
- Metric design
- Experimentation 101
- Product sense basics
~18 hours · Free access
- Experiment readouts
- Growth loops & funnels
- PM case interviews
- Exec storytelling
~35 hours · $29/month
- Case interview drills
- Portfolio narrative
- Onsite prep
- Negotiation
Optional mentorship with outcome-based pricing
Book Free Strategy CallData Engineer
SQL · dbt · Airflow · Snowflake
- SQL for pipelines
- Warehousing basics
- Intro to dbt
~22 hours · Free access
- Airflow & orchestration
- Dimensional modeling deep-dive
- Spark & streaming
- DE system design
~50 hours · $29/month
- Architecture reviews
- Live design mocks
- Resume & referrals
- Negotiation
Optional mentorship with outcome-based pricing
Book Free Strategy CallAdvanced Analytics
Python · Stats · ML · Causal Inference
- Python for analytics
- Statistics & probability
- Intro to ML
~25 hours · Free access
- Applied ML (sklearn, XGBoost)
- Causal inference & uplift
- Experimentation deep-dive
- ML coding rounds
~60 hours · $29/month
- Project portfolio review
- Mock system design
- Take-home strategy
- Offer negotiation
Optional mentorship with outcome-based pricing
Book Free Strategy CallAfterReels: bite-sized learning for busy professionals.
60-second video lessons. One data concept per reel. Designed for the way you actually learn now.
- 60–90 second videos
- Instant quizzes after every reel
- Spaced-repetition reminders
- Build streaks
- Certificates per topic
Join the waitlist for early access. No spam, one email at launch.
300+ data professionals placed & growing.
Alumni now at
Start with the basics.
No guesswork, no pressure. Our beginner content is free and structured so you can build a solid foundation before deciding whether to upgrade or work with a mentor.
Explore free resourcesClient stories
Stories from people who stopped waiting.
"The guidance and mentorship were incredible. I had the skills but no idea how to advance. AfterKarma turned that around completely."
"Transitioning into IT from a different field is hard. AfterKarma's structured training and support made it possible."
"I was stuck despite years of experience. The mentor's direction was exceptional. I cannot thank the team enough."
Your mentors
Industry veterans, in your corner.
Practitioners who've hired, coached, and built teams at companies you recognize.
10+ years guiding data professionals into senior roles
10+ years scaling data teams at high-growth tech
10+ years building data platforms at FAANG-scale
+ More mentors from top tech companies joining soon.
FAQ
Got questions? We've got answers.
AfterKarma is a learning and mentorship platform for people targeting data, analytics, and product roles. We pair free, structured learning paths with optional premium content and 1-on-1 mentorship from senior professionals.
A mentor in your corner.
From day one to your offer.
Two minutes tells us where you are. We'll match you with a mentor who has hired for your target role and book a free strategy call.
Get Your MentorNo credit card · Free 1-on-1 strategy call · You stay in control