Data Analytics Projects for Students
Data analytics final year projects for 2026 are among the most sought-after IEEE project categories for BE, BTech and MTech CSE and IT students. We offer 40+ IEEE 2025-2026 data analytics project ideas across 12 real-world analytics domains — converting raw data into strategic insight using industry-standard big data and BI tools. Every data analytics project with source code includes Python/PySpark scripts, SQL queries, Power BI or Tableau dashboards, IEEE 2026 base paper, university-format project report and PPT.
Python Data Analysis Projects
- Business intelligence projects with Power BI / Tableau dashboards
- Real-time stream analytics projects using Apache Kafka and Spark Streaming
- Customer behaviour analytics and churn analysis projects
- Supply chain risk and demand analytics projects
- HR and workforce analytics projects with attrition prediction
- Healthcare patient analytics and hospital management analytics
- Retail sales analytics and market basket analysis projects
- Social media analytics and sentiment-based trend detection
- Sports performance analytics using player tracking data
- Marketing attribution analytics and campaign ROI analytics
- Cloud data analytics projects using Snowflake, Databricks, AWS
- Advanced / MTech data analytics research projects
2026 Data Analytics projects using Python
Tools & Platforms Used in Data Analytics ProjectsIndustry-standard data analytics tools used across all 12 project domains — from data ingestion and ETL to BI dashboards and cloud analytics pipelines.
Python Based Data Analysis Projects
Core Analytics Techniques CoveredData Analytics Projects for Beginners
2026 IEEE Data Analytics Project TopicsBrowse all data analytics project ideas by domain — each topic includes IEEE 2026 base paper, Python/PySpark/SQL source code, Power BI or Tableau dashboard, architecture diagram, project report and viva support.
| # | Project Title | Tools |
|---|---|---|
| 01 | Multi-Dimensional Sales KPI Dashboard with Drill-Through Analysis using Power BI and Azure SynapseBE | Power BI, Azure Synapse, SQL |
| 02 | Customer 360 Analytics Platform using Data Lakehouse Architecture and TableauMTech | Tableau, Snowflake, dbt, Python |
| 03 | Automated Financial Reporting and Variance Analysis Dashboard using Power BI and DAXBE | Power BI, DAX, SQL Server |
| 04 | Product Performance and Inventory Turnover BI System for E-Commerce using Tableau and PostgreSQLBE | Tableau, PostgreSQL, Python |
| # | Project Title | Tools |
|---|---|---|
| 05 | Real-Time E-Commerce Clickstream Analytics Pipeline using Apache Kafka and Spark StreamingMTech | Kafka, PySpark, Cassandra, Grafana |
| 06 | IoT Sensor Stream Analytics for Smart Factory Condition Monitoring using Apache FlinkMTech | Apache Flink, Kafka, InfluxDB |
| 07 | Real-Time Fraud Detection Stream Analytics System using Kafka and XGBoostBE | Kafka, PySpark, XGBoost, Python |
| 08 | Stock Market Tick Data Stream Analytics and Anomaly Detection using Apache SparkMTech | Spark Streaming, Kafka, Plotly |
| # | Project Title | Tools |
|---|---|---|
| 09 | Telecom Customer Churn Prediction and Retention Analytics Dashboard using Python and Power BIBE | Python, scikit-learn, Power BI |
| 10 | Customer Lifetime Value Segmentation using RFM Analysis and K-Means ClusteringBE | Python, Pandas, Tableau |
| 11 | E-Commerce Product Recommendation Engine Analytics using Collaborative Filtering and PySparkMTech | PySpark, MLlib, Streamlit |
| 12 | Customer Journey Analytics and Funnel Drop-Off Identification using Google Analytics and PythonBE | Python, GA4 API, Plotly |
| # | Project Title | Tools |
|---|---|---|
| 13 | Supply Chain Disruption Prediction and Risk Scoring using XGBoost and TableauMTech | Python, XGBoost, Tableau |
| 14 | Demand Forecasting Analytics for FMCG using LSTM and Prophet with Power BI ReportingBE | Python, Prophet, LSTM, Power BI |
| 15 | Inventory Optimisation Analytics using Probabilistic Forecasting and Monte Carlo SimulationMTech | Python, SciPy, Streamlit |
| 16 | Supplier Performance Analytics Dashboard using SQL, PySpark and Power BIBE | SQL, PySpark, Power BI |
| # | Project Title | Tools |
|---|---|---|
| 17 | Employee Attrition Prediction and HR Analytics Dashboard using Random Forest and TableauBE | Python, Random Forest, Tableau |
| 18 | Workforce Productivity Analytics and Burnout Risk Detection using Survey Data and NLPMTech | Python, BERT, Power BI |
| 19 | Recruitment Funnel Analytics and Bias Detection using Python and FairlearnMTech | Python, Fairlearn, Streamlit |
| 20 | Salary Benchmarking and Compensation Analytics Tool using Web Scraping and Power BIBE | Python, BeautifulSoup, Power BI |
| # | Project Title | Tools |
|---|---|---|
| 21 | Hospital Readmission Risk Analytics for Diabetic Patients using MIMIC-III and XGBoostMTech | Python, XGBoost, Pandas, Tableau |
| 22 | Patient Flow Optimisation Analytics for Emergency Department Resource PlanningBE | Python, SimPy, Power BI |
| 23 | COVID-19 Epidemiological Trend Analytics and Forecasting using ARIMA and Power BIBE | Python, ARIMA, Power BI |
| 24 | Drug Adverse Effect Surveillance Analytics using FDA Open Data and NLP SentimentMTech | Python, SpaCy, Streamlit |
| # | Project Title | Tools |
|---|---|---|
| 25 | Market Basket Analysis for Cross-Selling Strategy using Apriori and FP-Growth on PySparkMTech | PySpark, MLlib, Tableau |
| 26 | Retail Store Sales Forecasting and Seasonal Trend Analytics using Prophet and Power BIBE | Python, Prophet, Power BI |
| 27 | Dynamic Pricing Analytics System for E-Commerce using Competitive Price Scraping and MLMTech | Python, scikit-learn, Streamlit |
| 28 | Omnichannel Retail Performance Analytics Dashboard using SQL and Power BIBE | SQL, Power BI, DAX |
| # | Project Title | Tools |
|---|---|---|
| 33 | IPL Cricket Player Performance Analytics and Auction Value Prediction using Python and TableauBE | Python, Pandas, Tableau |
| 34 | Football Player Tracking and Passing Network Analytics using StatsBomb Open DataMTech | Python, NetworkX, mplsoccer, Plotly |
| 35 | NBA Shot Selection Analytics and Efficiency Rating Dashboard using Python and Power BIBE | Python, Pandas, Power BI |
| 36 | Athlete Injury Risk Prediction using Wearable Sensor Data Analytics and XGBoostMTech | Python, XGBoost, Streamlit |
| # | Project Title | Tools |
|---|---|---|
| 37 | Multi-Touch Attribution Analytics for Digital Marketing Campaigns using Markov Chain ModelMTech | Python, scikit-learn, Tableau |
| 38 | Email Campaign A/B Test Analytics and Statistical Significance Reporting using PythonBE | Python, SciPy, Streamlit |
| 39 | Website Conversion Funnel Analytics and UX Optimisation using GA4 and Power BIBE | GA4 API, Python, Power BI |
| 40 | Marketing Mix Modelling (MMM) for Budget Optimisation using Ridge Regression and TableauMTech | Python, Ridge Regression, Tableau |
| # | Project Title | Tools |
|---|---|---|
| 41 | Serverless Data Analytics Pipeline on AWS using Lambda, Glue, Athena and QuickSightMTech | AWS Lambda, Glue, Athena |
| 42 | Multi-Cloud Data Lakehouse Analytics using Delta Lake on Databricks with Unity CatalogMTech | Databricks, Delta Lake, PySpark |
| 43 | Cloud Cost Analytics and Rightsizing Recommendations using Azure Cost Management API and Power BIBE | Azure API, Python, Power BI |
| 44 | Snowflake-Based Data Warehouse Analytics Platform with dbt Transformation and Tableau ReportingMTech | Snowflake, dbt, Tableau |
| # | Project Title | Tools |
|---|---|---|
| 45 | Explainable Predictive Analytics using SHAP and LIME for Business Decision SupportMTech | Python, SHAP, LIME, Streamlit |
| 46 | Federated Analytics Framework for Privacy-Preserving Enterprise Data CollaborationPhD | PySyft, TensorFlow Federated |
| 47 | LLM-Powered Natural Language to SQL Analytics Interface using GPT-4 and LangchainMTech | Python, LangChain, GPT-4, Streamlit |
| 48 | Geospatial Urban Mobility Analytics for Smart City Planning using GeoPandas and FoliumMTech | Python, GeoPandas, Folium, Tableau |
Data Analytics Projects Github Project
Repository Link.A look inside our data analytics project lab — Power BI dashboard demos, Python/Spark workstations, Tableau visualisation rigs, Kafka streaming setups, Databricks notebooks and cloud analytics environments for BE, BTech and MTech CSE/IT scholars.
Business Intelligence Dashboard Lab
CSE Data Analytics Final Year Project
IEEE Data Analytics Project Exhibition
Real-Time Stream Analytics Projects
Big Data Analytics Projects
Healthcare Analytics Projects
Social Media & Sentiment Analytics
MTech Cloud Data Analytics ResearchData Analytics Projects for Students PDF
Frequently Asked Questions — Data Analytics ProjectsData Analytics Projects in Python
Get Your IEEE 2026 Data Analytics Project Today40+ data analytics project topics for BE, BTech and MTech CSE/IT students in Bangalore — complete source code, Power BI/Tableau dashboards, IEEE base paper, project report, PPT and viva support. Call or WhatsApp us now.