Synthetic Data Scientist
Your morning involves training a CTGAN (Conditional Tabular GAN) model on an Indian bank's loan dataset to generate statistically representative synthetic data that preserves inter-variable correlations without exposing real PII — running privacy audits using membership inference attack tests. Afternoons are spent evaluating the synthetic dataset's utility for a fraud detection ML model, collaborating with the data governance team on DPDP Act compliance documentation, and writing a technical blog for your company's AI research page.
SALARY RANGE
₹8L - ₹50L /yr
DEMAND
5/10
GROWTH
10/10
STREAM
Science_PCM
SECTOR
Technology
AVG SALARY (LPA)
₹29L
WFH POSSIBLE
No
TREND
Growing
Your Success Roadmap
Step 1: Clear 12th (PCM)
Clear 12th (PCM)
Step 2: B.Tech CS/AI or B.Sc. Statistics/Mathematics
B.Tech CS/AI or B.Sc. Statistics/Mathematics
Step 3: M.Tech AI/Data Science or M.Sc. Statistics
M.Tech AI/Data Science or M.Sc. Statistics
Step 4: Learn
Python, GANs, VAEs, differential privacy, Faker, SDV library
Step 5: Internship at AI company or research lab
Internship at AI company or research lab
Step 6: Data Scientist with synthetic data specialisation
Data Scientist with synthetic data specialisation
Step 7: Senior Synthetic Data Scientist / Privacy ML Lead
Senior Synthetic Data Scientist / Privacy ML Lead
Market Analysis & Insights
50%
Inclusive work environment
5 Years
Post-Class 12 preparation
Yes
Entrepreneurial opportunities
Medium
Nature of day-to-day work
Regional Relevance: Pan-India
Recommended Certifications
Key Skills Required
Top Colleges in India
A Typical Day in This Career
As a Synthetic Data Scientist, your day typically begins with strategic planning and client interactions. You'll spend most of your time solving complex problems and collaborating with team members. No two days are exactly alike, making it a dynamic and fulfilling choice for those who love to learn.
This could be your future.
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Similar Career Paths
Editorial Policy & Data Sources
Maintained by the 12kebaad Editorial & Research Team. Career benchmarks, salary brackets, and educational requirements are compiled from official regulatory portals, UGC/AICTE notifications, and verified industry hiring reports. Last reviewed: 2026. Have an update or correction? Contact us at 12kebaad.team@gmail.com.
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