Data Science & Analytics
INSYT takes you from raw data to intelligent decisions — five data science stages that turn spreadsheets, queries and models into recommendations a business can act on.
Learning Model
Final Credential
INSYT MASTER
5
Data Science Stages
5
Mastery Assessments
8
Capstone Steps
1
Industry Capstone
Core Technologies & Concepts
Everything that defines the INSYT program — structure, model, assessment and the credential you walk away with.
Product Name
INSYT
Program
Data Science & Analytics
Offered By
VNEVIKS SkillTech
Program Structure
5 Data Science Stages + Industry Capstone
Learning Model
Learn → Explore → Model → Communicate → Decide
Primary Outcome
Industry-ready Data Science & Analytics Skills
Assessment Model
IMA — INSYT Mastery Assessment
Final Evaluation
INSYT Capstone + Technical Defense
Final Credential
INSYT MASTER
Portfolio Outcome
Data Projects + Dashboards + Statistical Models + ML Models + Capstone
Five stages and one industry capstone. Each stage has its own discipline, technology set, outcome and mastery assessment.
Select a stage to see its objective, every learning area and the exact topics covered inside it.
INSYT 01 · FOUNDATION
Data & Programming Foundations
Establish the programming, querying and problem-solving base every data scientist needs before touching analytics.
Core Learning
Programming
Python Fundamentals, Functions, OOP
Data Structures
Lists, Tuples, Sets, Dictionaries
Data Handling
Files, CSV, JSON
SQL
Queries, Filtering, Joins, Aggregations
Spreadsheet Analytics
Excel Fundamentals, Formulas, Data Handling
Development
Git, GitHub, Jupyter, VS Code
Problem Solving
Logical & Computational Thinking
The INSYT Capstone brings the complete data science journey together.
Identify a real-world business or societal problem.
Acquire and understand relevant data.
Prepare and validate the dataset.
Discover patterns and relationships.
Build statistical / ML models.
Create dashboards and data stories.
Translate findings into actionable recommendations.
Present the complete solution.
Final Assessment
IMA X — INSYT CAPSTONE DEFENSE
Every stage ends with something real in your portfolio — not notes, but working, shippable work.
Python + SQL Data Projects
Business Intelligence Dashboards
Forecasting & Experimentation
Prediction & Recommendation
NLP, Time Series, Decision Intelligence
Complete Data-to-Decision Solution
Students are assessed on their ability to work with data, not simply memorize terminology.
Python & SQL
Data manipulation & querying
Data Cleaning
Data quality & preparation
Statistics
Statistical reasoning
Data Analysis
Pattern & trend identification
Visualization
Dashboard & storytelling
Machine Learning
Model development
Model Evaluation
Accuracy & interpretation
Business Thinking
Turning insights into decisions
Capstone
End-to-end solution
Technical Defense
Explanation & communication
Every stage is assessed, and every assessment you clear adds a credential to your name.
INSYT FOUNDATION
INSYT EXPLORE
INSYT QUANT
INSYT MODEL
INSYT INTELLIGENCE
INSYT CAPSTONE
Final Credential
Awarded after the capstone and technical defense.
Understand the data
Discover patterns
Build models
Communicate insights
Drive decisions
Student Outcome
5
Data Science Stages
5
Mastery Assessments
3
Analytics + Statistics + Machine Learning
1
Industry Capstone
1
Professional Data Portfolio
INSYT — See Beyond the Data.
See Beyond the Data. Join the next INSYT cohort at VNEVIKS SkillTech and build a portfolio that speaks before you do.
