Data Science & Business Analytics
Complete Data Analysis Masterclass
From Spreadsheet Basics to Advanced Analytics in 6 Months
Published October 2025
Flexible course duration
Duration depends on the student's background and pace. Beginners (kids / teens): typically 6 to 9 months. Adults with prior knowledge: often shorter, with an accelerated path.
Standard pace6 to 9 months
AcceleratedAdd class frequency to finish faster
For personalised duration planning, call +91 91233 66161 and we'll map a schedule to your goals.
Ready to Master Data Analysis Course: From Excel to Machine Learning?
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International Students (Outside India)
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Program Overview
This intensive 6-month program transforms complete beginners into professional data analysts capable of extracting insights from complex datasets, creating compelling visualizations, and driving data-driven decisions in any organization.
You'll master the complete analytics toolkit: Excel for quick analysis, SQL for database querying, Python for advanced analytics, statistics for rigorous analysis, and modern BI tools for interactive dashboards. Learn to clean messy data, perform exploratory analysis, build predictive models, and present findings that influence business strategy.
What Makes This Program Different
- Start from absolute basics - no prerequisites
- Real business datasets and case studies
- Industry-standard tools and techniques
- Portfolio of 25+ analysis projects
- Business communication and storytelling focus
- Covers both technical and business aspects
- Hands-on with Fortune 500 company data
Your Learning Journey
Phase 1
Foundation (Months 1-2): Excel Mastery, Statistics Basics, Data Fundamentals
Phase 2
Technical Skills (Months 3-4): SQL, Python, Data Cleaning, Analysis Techniques
Phase 3
Advanced Analytics (Months 5-6): Visualization, BI Tools, ML Basics, Business Intelligence
Career Progression
1
Junior Data Analyst (after 2 months)
2
Business Analyst (after 4 months)
3
Data Analyst (after 5 months)
4
Senior Data Analyst ready (after 6 months)
Detailed Course Curriculum
Explore the complete week-by-week breakdown of what you'll learn in this comprehensive program.
Topics Covered
- What is data analysis? Role in modern business
- Types of data: structured, unstructured, semi-structured
- Data analysis lifecycle and methodology
- Quantitative vs qualitative analysis
- Descriptive, diagnostic, predictive, prescriptive analytics
- Industry applications and case studies
- Tools ecosystem overview
- Career paths in data analysis
- Setting up your analysis environment
- Introduction to datasets and data sources
- Data ethics and privacy considerations
- Building analytical thinking
Projects You Build
- Personal data audit project
- Industry analysis report
- Data source catalog creation
Practice & Assignments
Analyze 10 real-world data scenarios
Topics Covered
- Excel interface mastery and shortcuts
- Data types and formatting
- Cell references: absolute, relative, mixed
- Essential formulas: SUM, AVERAGE, COUNT, MIN, MAX
- Logical functions: IF, AND, OR, NOT
- Nested IF statements and IFS function
- Text functions: CONCATENATE, LEFT, RIGHT, MID, TRIM
- Date and time functions
- Mathematical functions: ROUND, ABS, MOD
- Error handling: IFERROR, IFNA
- Formula auditing and debugging
- Named ranges and structured references
Projects You Build
- Sales calculator dashboard
- Employee timesheet system
- Grade calculation spreadsheet
Practice & Assignments
Complete 50 Excel formula challenges
Topics Covered
- Data validation and drop-down lists
- Sorting and multi-level sorting
- Filtering and advanced filters
- Remove duplicates and data cleaning
- Text to columns and data parsing
- Flash Fill for pattern recognition
- Data consolidation techniques
- Grouping and outlining
- Subtotals and summaries
- Working with large datasets
- Excel tables and structured data
- Data import/export techniques
Projects You Build
- Customer database cleanup
- Inventory management system
- Survey data processor
Practice & Assignments
Clean and organize 20 messy datasets
Topics Covered
- LOOKUP functions: VLOOKUP, HLOOKUP, XLOOKUP
- INDEX and MATCH combinations
- SUMIF, COUNTIF, AVERAGEIF functions
- SUMIFS for multiple criteria
- Array formulas and dynamic arrays
- FILTER, SORT, UNIQUE functions
- Statistical functions in Excel
- Financial functions: NPV, IRR, PMT
- Database functions: DSUM, DCOUNT
- INDIRECT and OFFSET for dynamic references
- Creating custom functions with VBA basics
- Excel automation introduction
Projects You Build
- Dynamic sales report system
- Financial analysis model
- HR analytics dashboard
Practice & Assignments
Build 25 complex Excel solutions
Topics Covered
- Types of data: nominal, ordinal, interval, ratio
- Population vs sample
- Measures of central tendency: mean, median, mode
- Measures of spread: range, variance, standard deviation
- Quartiles and interquartile range
- Skewness and kurtosis
- Normal distribution and z-scores
- Central limit theorem basics
- Confidence intervals introduction
- Hypothesis testing concepts
- P-values and significance levels
- Type I and Type II errors
Projects You Build
- Statistical analysis report
- A/B testing simulator
- Quality control dashboard
Practice & Assignments
Perform 30 statistical analyses
Topics Covered
- PivotTables creation and customization
- PivotTable calculations and summaries
- Slicers and timeline filters
- PivotCharts and interactive dashboards
- Power Pivot introduction
- Data Model and relationships
- DAX formulas basics
- What-if analysis: Goal Seek, Scenario Manager
- Data tables for sensitivity analysis
- Solver for optimization problems
- Analysis ToolPak features
- Regression analysis in Excel
Projects You Build
- Sales performance dashboard
- Budget optimization model
- Multi-dimensional analysis cube
Practice & Assignments
Create 20 PivotTable reports
Topics Covered
- Chart types and when to use them
- Column, bar, and line charts
- Pie charts and donut charts
- Scatter plots and bubble charts
- Combination charts
- Sparklines for inline visualization
- Conditional formatting techniques
- Data bars, color scales, icon sets
- Heat maps and treemaps
- Waterfall and funnel charts
- Chart formatting and design principles
- Creating interactive dashboards
Projects You Build
- Executive dashboard
- KPI scorecard
- Interactive sales report
Practice & Assignments
Design 30 data visualizations
Topics Covered
- Report design principles
- Executive summary creation
- Data storytelling techniques
- Dashboard layout best practices
- Dynamic reports with parameters
- Automated reporting with macros
- VBA basics for automation
- Report distribution and sharing
- Excel to PowerPoint automation
- Version control and collaboration
- Report templates creation
- Documentation best practices
Projects You Build
- Monthly business report template
- Automated dashboard system
- C-suite presentation deck
Practice & Assignments
Create 10 professional reports
Topics Covered
- Excel mastery review
- Statistics concepts check
- Visualization best practices
- Business case presentation
- Technical skills assessment
Projects You Build
- CAPSTONE: Complete Business Analysis
- Analyze real company data, create insights, build dashboard, present findings
- Include statistical analysis and recommendations
Assessment
Phase 1 Exam - Excel and Statistics Mastery
Topics Covered
- Database concepts and relational model
- SQL syntax and structure
- SELECT statements and filtering with WHERE
- Sorting with ORDER BY
- LIMIT and OFFSET for pagination
- DISTINCT for unique values
- Aggregate functions: COUNT, SUM, AVG, MIN, MAX
- GROUP BY for aggregation
- HAVING clause for group filtering
- Working with NULL values
- Date and time functions in SQL
- String manipulation in SQL
Projects You Build
- Customer analysis queries
- Sales performance reports
- Inventory tracking system
Practice & Assignments
Write 100 SQL queries
Topics Covered
- Understanding table relationships
- INNER JOIN for matching records
- LEFT and RIGHT OUTER JOINS
- FULL OUTER JOIN usage
- CROSS JOIN and Cartesian products
- Self joins for hierarchical data
- Multiple joins in complex queries
- Subqueries and nested queries
- Correlated subqueries
- Common Table Expressions (CTEs)
- UNION, INTERSECT, EXCEPT operations
- Query optimization basics
Projects You Build
- Multi-table reporting system
- Customer journey analysis
- Supply chain analytics
Practice & Assignments
Master 50 complex join scenarios
Topics Covered
- Window functions introduction
- ROW_NUMBER, RANK, DENSE_RANK
- Running totals with SUM() OVER
- Moving averages with AVG() OVER
- LAG and LEAD for time comparisons
- FIRST_VALUE and LAST_VALUE
- Percentile calculations
- Pivoting and unpivoting data
- CASE statements for conditional logic
- Creating views for reusable queries
- Stored procedures basics
- Database performance tuning
Projects You Build
- Time series analysis system
- Cohort analysis platform
- RFM segmentation model
Practice & Assignments
Build 30 analytical queries
Topics Covered
- Python setup for data analysis
- Jupyter Notebook environment
- Variables and data types
- Lists, tuples, dictionaries
- Control flow: if, for, while
- Functions and lambda expressions
- File handling and CSV processing
- Error handling basics
- Libraries: NumPy basics
- Introduction to Pandas
- Reading data from various sources
- Google Colab for cloud computing
Projects You Build
- Data processing pipeline
- File converter utility
- Analysis automation script
Practice & Assignments
Complete 50 Python exercises
Topics Covered
- SQL proficiency test
- Python basics assessment
- Data manipulation skills
- Integration projects
- Technical interview prep
Projects You Build
- MAJOR CAPSTONE: Database Analytics Platform
- Build end-to-end analytics solution with SQL and Python
- Include data extraction, transformation, and reporting
Assessment
Phase 2 Exam - SQL and Python Proficiency
Topics Covered
- Pandas Series and DataFrames
- Creating DataFrames from various sources
- Reading CSV, Excel, JSON files
- DataFrame indexing and selection
- loc and iloc for data access
- Column operations and manipulation
- Adding and removing columns
- Data type conversions
- Sorting and ranking data
- Handling duplicate data
- Reset and set index
- DataFrame information and summary
Projects You Build
- Data loader utility
- DataFrame explorer tool
- Data profiling system
Practice & Assignments
Complete 60 pandas exercises
Topics Covered
- Identifying missing data patterns
- Handling missing values strategies
- fillna, dropna, interpolate methods
- Data type issues and conversions
- String cleaning and standardization
- Regular expressions for data cleaning
- Handling outliers detection and treatment
- Data validation techniques
- Dealing with inconsistent data
- Date and time parsing
- Encoding categorical variables
- Data quality metrics
Projects You Build
- Data cleaning pipeline
- Quality assurance tool
- Automated data validator
Practice & Assignments
Clean 25 messy datasets
Topics Covered
- GroupBy operations in pandas
- Aggregation functions: sum, mean, count
- Multiple aggregations with agg()
- Transform and apply functions
- Pivot tables in pandas
- Crosstab for frequency tables
- Melt and wide-to-long reshaping
- Merging and joining DataFrames
- Concatenating data
- Window functions in pandas
- Rolling statistics
- Resampling time series data
Projects You Build
- Sales analytics engine
- Customer segmentation tool
- Time series processor
Practice & Assignments
Perform 40 transformation tasks
Topics Covered
- EDA methodology and workflow
- Univariate analysis techniques
- Bivariate analysis methods
- Multivariate exploration
- Distribution analysis
- Correlation analysis
- Statistical testing in Python
- Feature engineering basics
- Dimensionality reduction intro
- Automated EDA tools
- Creating EDA reports
- EDA best practices
Projects You Build
- Automated EDA pipeline
- Data insights generator
- Statistical report builder
Practice & Assignments
Complete EDA on 20 datasets
Topics Covered
- NumPy arrays and operations
- Array broadcasting
- Mathematical operations
- Statistical functions in NumPy
- Linear algebra basics
- Random number generation
- Array manipulation and reshaping
- Performance optimization with NumPy
- Memory efficient operations
- NumPy for image processing basics
- Integration with pandas
- Scientific computing applications
Projects You Build
- Numerical computation library
- Statistical calculator
- Matrix operations tool
Practice & Assignments
Solve 30 numerical problems
Topics Covered
- Matplotlib basics and figure structure
- Line plots, scatter plots, bar charts
- Customizing plots: colors, labels, legends
- Subplots and figure layouts
- Saving and exporting figures
- Seaborn for statistical visualization
- Distribution plots: histograms, KDE, box plots
- Categorical plots: bar, count, violin
- Relationship plots: scatter, line, regression
- Heatmaps and correlation matrices
- Pair plots for multivariate analysis
- Style and theme customization
Projects You Build
- Visualization library
- Statistical plot generator
- Report automation system
Practice & Assignments
Create 50 visualizations
Topics Covered
- Plotly for interactive charts
- Creating interactive dashboards
- Hover information and tooltips
- Zoom and pan functionality
- 3D visualizations
- Animated charts and transitions
- Dash framework basics
- Building web applications with Dash
- Callbacks and interactivity
- Deployment of Dash apps
- Bokeh library introduction
- Altair for declarative visualization
Projects You Build
- Interactive dashboard
- Real-time monitoring app
- Data exploration tool
Practice & Assignments
Build 20 interactive visualizations
Topics Covered
- Introduction to Tableau
- Connecting to data sources in Tableau
- Creating worksheets and dashboards
- Calculated fields and parameters
- Filters and hierarchies
- Tableau story creation
- Power BI fundamentals
- Data modeling in Power BI
- DAX formulas for calculations
- Power BI service and sharing
- Google Data Studio basics
- Choosing the right BI tool
Projects You Build
- Tableau executive dashboard
- Power BI sales report
- Cross-platform BI solution
Practice & Assignments
Create 15 BI dashboards
Topics Covered
- Principles of data storytelling
- Narrative structure for data
- Choosing the right visualization
- Color theory and design principles
- Minimalism and clarity
- Annotation and highlighting insights
- Creating compelling presentations
- Executive communication strategies
- Handling questions and objections
- Written reports and documentation
- Video presentations of data
- Stakeholder management
Projects You Build
- Data story presentation
- Executive briefing deck
- Insight communication toolkit
Practice & Assignments
Present 10 data stories
Topics Covered
- Time series analysis and forecasting
- Trend and seasonality detection
- Moving averages and smoothing
- Cohort analysis implementation
- Funnel analysis for conversions
- RFM analysis for customer segmentation
- Market basket analysis
- Churn analysis and prediction
- Customer lifetime value calculation
- Attribution modeling basics
- Experimental design and A/B testing
- Statistical significance testing
Projects You Build
- Forecasting system
- Customer analytics suite
- A/B testing platform
Practice & Assignments
Implement 15 analytical techniques
Topics Covered
- Introduction to machine learning
- Supervised vs unsupervised learning
- Training and test data splitting
- Feature selection and engineering
- Scikit-learn library basics
- Linear regression implementation
- Logistic regression for classification
- Decision trees and random forests
- Model evaluation metrics
- Cross-validation techniques
- Overfitting and underfitting
- Hyperparameter tuning basics
Projects You Build
- Sales prediction model
- Customer churn predictor
- Classification system
Practice & Assignments
Build 20 ML models
Topics Covered
- K-means clustering algorithm
- Hierarchical clustering
- DBSCAN for density-based clustering
- Determining optimal clusters
- Customer segmentation strategies
- Market segmentation analysis
- Behavioral segmentation
- Dimensionality reduction with PCA
- t-SNE for visualization
- Anomaly detection methods
- Outlier detection algorithms
- Practical segmentation applications
Projects You Build
- Customer segmentation engine
- Anomaly detection system
- Market analysis tool
Practice & Assignments
Perform 15 clustering analyses
Topics Covered
- Google Analytics fundamentals
- Web metrics and KPIs
- User behavior analysis
- Conversion funnel optimization
- Attribution modeling
- Campaign performance analysis
- SEO analytics basics
- Social media analytics
- Email marketing metrics
- Content performance analysis
- Marketing mix modeling
- ROI calculation and optimization
Projects You Build
- Digital marketing dashboard
- Campaign optimizer
- Web analytics report
Practice & Assignments
Analyze 20 marketing campaigns
Topics Covered
- Working with APIs in Python
- RESTful API concepts
- Authentication and API keys
- Requests library for API calls
- JSON data handling
- Web scraping with BeautifulSoup
- Automating data collection
- Scheduling scripts with cron/Task Scheduler
- Email automation for reports
- Cloud functions for automation
- ETL pipeline creation
- Real-time data processing basics
Projects You Build
- API data collector
- Automated reporting system
- ETL pipeline
Practice & Assignments
Build 10 automation scripts
Topics Covered
- Advanced analytics review
- ML implementation check
- Visualization mastery
- Business case presentation
- Portfolio review
Projects You Build
- FINAL CAPSTONE: End-to-End Analytics Solution
- Complete business problem solving with data collection, analysis, ML, visualization, and recommendations
- Present to mock stakeholders
Assessment
Phase 3 Exam - Professional Data Analyst Assessment
Topics Covered
- Financial statements analysis
- Ratio analysis and metrics
- Cash flow analysis
- Working capital management
- Investment analysis metrics
- Risk metrics: VaR, Sharpe ratio
- Portfolio analysis basics
- Credit risk scoring
- Fraud detection techniques
- Time value of money calculations
- Financial forecasting models
- Regulatory reporting basics
Projects You Build
- Financial dashboard
- Risk assessment model
- Fraud detection system
Practice & Assignments
Analyze 15 financial datasets
Topics Covered
- Healthcare data types and standards
- Patient data analysis
- Clinical trial analysis
- Healthcare KPIs and metrics
- Disease prediction models
- Patient readmission analysis
- Healthcare cost analysis
- Drug effectiveness studies
- Population health management
- HIPAA compliance basics
- Medical coding systems
- Healthcare dashboards
Projects You Build
- Patient analytics dashboard
- Readmission predictor
- Healthcare KPI tracker
Practice & Assignments
Work with 10 healthcare datasets
Topics Covered
- Retail metrics and KPIs
- Sales performance analysis
- Inventory analytics
- Customer basket analysis
- Product recommendation systems
- Price optimization strategies
- Demand forecasting
- Customer journey mapping
- Conversion rate optimization
- Return analysis
- Store performance comparison
- Omnichannel analytics
Projects You Build
- Retail analytics platform
- Recommendation engine
- Inventory optimizer
Practice & Assignments
Analyze 20 retail scenarios
Topics Covered
- Supply chain metrics and KPIs
- Demand planning and forecasting
- Inventory optimization
- Supplier performance analysis
- Transportation analytics
- Warehouse efficiency metrics
- Order fulfillment analysis
- Supply chain risk assessment
- Network optimization
- Logistics analytics
- Procurement analytics
- Sustainability metrics
Projects You Build
- Supply chain dashboard
- Demand forecasting model
- Route optimization tool
Practice & Assignments
Optimize 10 supply chain processes
Topics Covered
- HR metrics and KPIs
- Employee turnover analysis
- Recruitment analytics
- Performance management metrics
- Compensation analysis
- Diversity and inclusion metrics
- Employee engagement analysis
- Workforce planning
- Talent analytics
- Learning and development metrics
- Succession planning analytics
- HR dashboard creation
Projects You Build
- HR analytics dashboard
- Turnover prediction model
- Compensation analyzer
Practice & Assignments
Analyze 15 HR scenarios
Topics Covered
- Cloud computing fundamentals
- AWS for data analytics
- S3 for data storage
- Athena for SQL queries
- Redshift data warehouse
- Google Cloud Platform basics
- BigQuery for analytics
- Azure data services
- Databricks introduction
- Snowflake basics
- Cloud cost optimization
- Security in cloud analytics
Projects You Build
- Cloud migration project
- BigQuery analytics pipeline
- Multi-cloud solution
Practice & Assignments
Deploy 10 cloud analytics solutions
Topics Covered
- Big data concepts and challenges
- Hadoop ecosystem overview
- Spark for big data processing
- PySpark basics
- Distributed computing concepts
- NoSQL databases basics
- Real-time analytics introduction
- Kafka for streaming data
- Data lake vs data warehouse
- Lambda architecture
- Big data visualization challenges
- Scalability considerations
Projects You Build
- Big data processing pipeline
- Real-time dashboard
- Distributed analytics system
Practice & Assignments
Process 5 big data scenarios
Topics Covered
- Building an analytics portfolio
- GitHub for data analysts
- Creating compelling case studies
- Documentation best practices
- Jupyter notebook presentation
- Blog writing for analysts
- LinkedIn optimization
- Personal website creation
- Kaggle competitions
- Contributing to open source
- Networking strategies
- Building online presence
Projects You Build
- Portfolio website
- 5 detailed case studies
- GitHub repository organization
Practice & Assignments
Complete portfolio preparation
Topics Covered
- Types of data analyst interviews
- Technical interview preparation
- SQL interview questions
- Python coding interviews
- Case study interviews
- Presentation skills
- Behavioral questions preparation
- STAR method for responses
- Whiteboard problem solving
- Take-home assignments
- Salary negotiation
- Remote interview tips
Projects You Build
- Interview preparation kit
- Mock presentation
- Take-home project samples
Practice & Assignments
Complete 20 mock interviews
Topics Covered
- Job search strategies
- Resume optimization for ATS
- Cover letter writing
- LinkedIn job search
- Networking events and conferences
- Industry certifications overview
- Freelancing as an analyst
- Consulting opportunities
- Continuous learning plan
- Career progression paths
- Specialization options
- Future trends in analytics
Projects You Build
- Job application package
- Professional network building
- Career roadmap
Assessment
Final Certification - Professional Data Analyst
Topics Covered
- Bayesian statistics introduction
- Time series advanced techniques
- ARIMA models
- Survival analysis
- Factor analysis
- Structural equation modeling
- Monte Carlo simulations
- Bootstrapping methods
- Non-parametric tests
- Multivariate analysis
- Experimental design
- Causal inference basics
Projects You Build
- Advanced statistical toolkit
- Simulation framework
- Causal analysis project
Practice & Assignments
Implement 10 advanced methods
Topics Covered
- Neural networks basics
- Deep learning frameworks
- TensorFlow/Keras introduction
- Image data analysis
- Text analytics with deep learning
- Time series with LSTM
- AutoML tools
- Model deployment basics
- Transfer learning
- Deep learning for tabular data
- Ethical AI considerations
- Explainable AI basics
Projects You Build
- Deep learning predictor
- Text classification system
- AutoML implementation
Practice & Assignments
Build 5 deep learning models
Topics Covered
- Data pipeline architecture
- ETL vs ELT strategies
- Apache Airflow basics
- Data quality frameworks
- Data governance principles
- Master data management
- Data cataloging
- Metadata management
- Data lineage tracking
- DataOps practices
- CI/CD for data pipelines
- Monitoring and alerting
Projects You Build
- ETL pipeline
- Data quality monitor
- Automated data pipeline
Practice & Assignments
Build 5 data pipelines
Topics Covered
- Strategic analytics frameworks
- Competitive intelligence
- Market analysis techniques
- Customer analytics strategy
- Product analytics
- Growth analytics
- Pricing analytics
- Risk analytics
- Performance management
- Balanced scorecard
- OKR tracking and analysis
- Executive advisory skills
Projects You Build
- Strategy dashboard
- Competitive analysis report
- Growth model
Practice & Assignments
Develop 5 strategic analyses
Topics Covered
- Augmented analytics
- AI-powered analytics
- Natural language analytics
- Automated insights generation
- Real-time analytics trends
- Edge analytics
- IoT analytics
- Blockchain analytics
- Quantum computing impact
- Privacy-preserving analytics
- Synthetic data generation
- Career future-proofing
Projects You Build
- Future tech exploration
- Innovation project
- Trend analysis report
Practice & Assignments
Explore 5 emerging technologies
Topics Covered
- Microsoft Certified: Data Analyst Associate
- Power BI certification path
- Azure Data Fundamentals
- Azure Data Engineer Associate
- Exam preparation strategies
- Study materials and resources
- Practice tests
- Hands-on labs
- Certification maintenance
- Career impact of certifications
- Cost-benefit analysis
- Employer recognition
Projects You Build
- Certification study plan
- Practice project portfolio
- Exam preparation kit
Practice & Assignments
Complete practice exams
Topics Covered
- Google Data Analytics Certificate
- Google Cloud Data Engineer
- AWS Certified Data Analytics
- AWS Certified Database Specialty
- Preparation timelines
- Hands-on experience requirements
- Lab environments setup
- Community study groups
- Certification roadmaps
- Renewal requirements
- Multi-cloud strategies
- Certification stacking
Projects You Build
- Cloud project portfolio
- Multi-cloud comparison
- Certification tracker
Practice & Assignments
Complete cloud labs
Topics Covered
- Tableau Desktop Specialist
- Tableau Certified Data Analyst
- SAS Certified Specialist
- IBM Data Science Professional
- Databricks Certified Data Analyst
- Alteryx Designer Core
- TDWI certifications
- Domain-specific certifications
- Vendor-neutral certifications
- Certification strategy
- ROI of certifications
- Maintaining multiple certifications
Projects You Build
- Tool-specific portfolios
- Certification showcase
- Skills matrix
Practice & Assignments
Pursue 2-3 certifications
Topics Covered
- Master's in Data Analytics
- MBA with Analytics Focus
- Online degree programs
- MicroMasters programs
- Nanodegree programs
- Bootcamp options
- University partnerships
- Research opportunities
- PhD considerations
- Academic vs industry paths
- Funding options
- Time management strategies
Projects You Build
- Education plan
- Application preparation
- Funding research
Practice & Assignments
Evaluate education options
Topics Covered
- Marketing Analytics Specialist
- Financial Analyst path
- Healthcare Data Analyst
- Sports Analytics
- Customer Analytics Expert
- Operations Research Analyst
- Quantitative Analyst
- Business Intelligence Developer
- Data Scientist transition
- Analytics Consultant
- Product Analyst
- Growth Analyst
Projects You Build
- Specialization roadmap
- Skill gap analysis
- Transition plan
Practice & Assignments
Choose specialization path
Topics Covered
- Starting as freelance analyst
- Building client base
- Pricing strategies
- Project scoping
- Contract negotiation
- Deliverable management
- Client communication
- Portfolio development
- Marketing yourself
- Networking strategies
- Platform selection
- Scaling your practice
Projects You Build
- Freelance business plan
- Service offerings
- Client pipeline
Practice & Assignments
Start with 3 clients
Topics Covered
- Leading analytics teams
- Project management for analytics
- Stakeholder management
- Analytics strategy development
- Building data culture
- Change management
- Mentoring junior analysts
- Cross-functional collaboration
- Executive communication
- Budget management
- Vendor management
- Team development
Projects You Build
- Leadership portfolio
- Team development plan
- Strategy document
Practice & Assignments
Lead analytics project
Topics Covered
- Staying current with trends
- Reading research papers
- Conference participation
- Publishing articles
- Speaking engagements
- Podcast appearances
- Thought leadership
- Open source contributions
- Research collaborations
- Patent opportunities
- Innovation frameworks
- R&D in analytics
Projects You Build
- Research publication
- Conference presentation
- Innovation project
Practice & Assignments
Contribute to community
Topics Covered
- Analytics startup ideas
- Market validation
- MVP development
- Funding strategies
- Building analytics products
- SaaS for analytics
- Data monetization
- Analytics as a service
- Partnership strategies
- Scaling challenges
- Exit strategies
- Success stories
Projects You Build
- Startup concept
- Business model canvas
- Pitch deck
Practice & Assignments
Validate business idea
Topics Covered
- Continuous education plan
- Learning resources curation
- Community engagement
- Mentorship circles
- Knowledge sharing
- Personal brand building
- Network maintenance
- Skill refresh cycles
- Technology adoption
- Career pivots
- Work-life balance
- Long-term success
Projects You Build
- 10-year career plan
- Learning roadmap
- Legacy planning
Practice & Assignments
Implement learning system
Topics Covered
- Analytics tools comparison
- Free vs paid tools
- Open source alternatives
- Cloud platform credits
- Educational licenses
- Tool selection criteria
- Integration strategies
- Migration paths
- Version control
- Collaboration tools
- Documentation tools
- Productivity tools
Projects You Build
- Tool evaluation matrix
- Technology stack
- Migration plan
Practice & Assignments
Master 10 essential tools
Topics Covered
- Public datasets catalog
- Government data sources
- Academic datasets
- Industry benchmarks
- API directories
- Web scraping sources
- Subscription databases
- Real-time data feeds
- Synthetic data generation
- Data marketplaces
- Open data initiatives
- Data partnerships
Projects You Build
- Data source directory
- API collection
- Dataset library
Practice & Assignments
Build data repository
Topics Covered
- Professional associations
- Online communities
- Local meetup groups
- Slack/Discord channels
- LinkedIn groups
- Reddit communities
- Stack Overflow
- Kaggle community
- GitHub community
- Conference networks
- Alumni associations
- Mentorship programs
Projects You Build
- Community participation plan
- Network map
- Engagement strategy
Practice & Assignments
Join 10 communities
Topics Covered
- Code standards
- Documentation standards
- Version control best practices
- Security practices
- Privacy compliance
- Ethical guidelines
- Quality assurance
- Performance optimization
- Collaboration workflows
- Project templates
- Reusable components
- Knowledge management
Projects You Build
- Best practices guide
- Template library
- Standards documentation
Practice & Assignments
Implement all standards
Topics Covered
- Excel formulas cheat sheet
- SQL commands reference
- Python pandas quick guide
- Statistics formulas
- Visualization best practices
- Machine learning algorithms
- Cloud services comparison
- Tool shortcuts compilation
- Error message solutions
- Performance tips
- Debugging guide
- Optimization techniques
Projects You Build
- Personal reference library
- Quick lookup tools
- Troubleshooting guide
Topics Covered
- KPI definitions
- Industry metrics glossary
- Business terms dictionary
- Reporting templates
- Presentation templates
- Communication templates
- Project templates
- Analysis frameworks
- Decision matrices
- ROI calculators
- Budget templates
- Strategy frameworks
Topics Covered
- Resume templates
- Portfolio examples
- Interview questions bank
- Salary data sources
- Job board list
- Recruiter directory
- Company research tools
- Negotiation strategies
- Career transition guides
- Success metrics
- Performance reviews
- Career milestones
Assessment
LIFETIME SUPPORT - Continuous updates and community access
Projects You'll Build
Build a professional portfolio with 25+ professional projects across all tools and industries real-world projects.
Phase 1 Excel Dashboards, Statistical Analysis, Business Reports
Phase 2 SQL Analytics, Python Automation, Data Cleaning Pipelines
Phase 3 ML Models, Interactive Dashboards, Industry Solutions
Final Complete Analytics Platform with Real Business Impact
Weekly Learning Structure
Theory Videos
5-6 hours
Hands On Practice
8-10 hours
Projects
3-4 hours
Case Studies
2-3 hours
Total Per Week
15-20 hours
Certification & Recognition
Phase Certificates
Certificate after each phase
Final Certificate
Professional Data Analyst Certification
Linkedin Badge
Verifiable LinkedIn credential
Industry Recognized
Recognized by employers
Portfolio Projects
25+ projects for portfolio
Technologies & Skills You'll Master
Comprehensive coverage of the entire modern web development stack.
Tools
Excel (Advanced), SQL, Python, Tableau, Power BI, Google Analytics
Programming
Python (Pandas, NumPy, Matplotlib, Seaborn, Scikit-learn)
Statistics
Descriptive, Inferential, Hypothesis Testing, Regression
Visualization
Charts, Dashboards, Interactive Reports, Storytelling
Machine Learning
Regression, Classification, Clustering, Time Series
Business
KPIs, Metrics, Reporting, Presentation, Communication
Databases
SQL, NoSQL basics, Data Warehousing, ETL
Cloud
AWS, GCP, Azure basics for analytics
Soft Skills
Problem-solving, Critical thinking, Communication
Support & Resources
Live Sessions
Weekly Q&A and problem-solving
Mentorship
1-on-1 guidance from industry analysts
Community
Active Slack/Discord community
Project Review
Detailed feedback on all projects
Career Support
Resume review, mock interviews, job referrals
Lifetime Access
All content and future updates
Career Outcomes & Opportunities
Transform your career with industry-ready skills and job placement support.
Prerequisites
Education
High school mathematics helpful
Technical Skills
Basic computer skills required
Equipment
Computer with MS Office/Google Sheets
Time Commitment
15-20 hours per week
English
Good comprehension required
Motivation
Curiosity about data and insights
Who Is This Course For?
Students
College students seeking analytical careers
Working Professionals
Career switchers to data field
Business Professionals
Managers wanting data skills
Excel Users
Excel users wanting to advance
Entrepreneurs
Business owners needing insights
Marketers
Digital marketers seeking analytics
Anyone
Anyone interested in data-driven decisions
Career Paths After Completion
Data Analyst
Business Analyst
Marketing Analyst
Financial Analyst
Operations Analyst
Product Analyst
Healthcare Data Analyst
Supply Chain Analyst
HR Analyst
Freelance Analytics Consultant
Business Intelligence Developer
Analytics Manager
Salary & Market Context
The ranges below are general market salary bands for these roles in India and abroad, drawn from public industry data. They are shown for career context only and are not a promise or guarantee of income. Actual pay depends on your skills, experience, location, and the job market.
Early Career Roles
₹3-5 LPA (Junior Analyst); ₹5-8 LPA (Data Analyst)
Growing Roles
₹8-15 LPA (Senior Analyst)
Other Roles
₹15-25+ LPA (Lead/Manager)
Freelance
₹500-2,000/hour
International
$50k-100k+ USD
Course Guarantees
Live Classes
Live, interactive classes with a real instructor, never pre-recorded videos.
Small Batches
Small batches only: group classes are capped at 10 students, with mini-batch (3 to 4 students) and personal 1-on-1 options.
Structured Curriculum
A structured, well-paced curriculum taught step by step, with hands-on practice in every session.
Doubt Support
Doubt support between classes over WhatsApp, so you are never left stuck.
Certificate
A course-completion certificate you can share.
Free Demo
A free demo class before you enrol, so you can decide with no pressure.
📸 Straight from our camera roll
Real students. Real moments. Real joy.
These are our actual student meetups. No stock photos, no filters. Swipe through and meet the community you'll be joining.
💛 Real families, real words
What families say
Straight from the parents and students who learn with us. Rated 4.9 across 547 Google reviews.
“Mivaan enjoys the class. He understands the concepts and completes his tasks with excitement. He started taking interest in coding… truly amazing class.”
“I absolutely love it here! I made new friends and learned important valuable coding skills while having the fun of my life. It's not just coding here, it's outings, bonding and most importantly preparing you for your future. Definitely five stars.”
“What stands out most is how excited my son is before every class—he looks forward to learning, problem-solving, and sharing what he's built. I've noticed a big boost in his confidence!”
“Modern Age Coders has been a game-changer for me! I struggled to grasp IT concepts and coding before joining, but their classes transformed everything. I'm now the topper in my class and can confidently write complex programs with ease.”
“Modern Age Coder have wonderful teachers who teach in a clear, easy and practical way. The teacher boosts students' confidence, keeps them updated with technology, and inspires them to learn without hesitation.”
“The one step solution for my son. Modern Age Coders make learning coding so simple that kids love it.”
“Coding classes here make learning very interesting and conceptual. The teachers teach us in a very easy-to-understand and efficient manner.”
“One of the most wonderful education centres out there. Education is not limited to school syllabus but focuses on skill development. Learning here has been a wonderful journey and still continuing.”
“I highly recommend this computer coding class! The teachers are incredibly knowledgeable and passionate about coding. They make every session engaging and insightful.”
“My child Dhairya is really enjoying the Modern Age Coder IT classes. This is his first online class, and he eagerly looks forward to it.”
“Very good classes. Don't worry about coding—they teach the best, especially Shivam sir.”
“Very good classes. Makes learning very easy and interactive.”
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Hear it from our students
Real parents and students in their own words, on our public YouTube channel.
Frequently Asked Questions
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