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Hands-On Projects

✅ 1. Sales Dashboard for FMCG

✅ 1. Sales Dashboard for FMCG

✅ 1. Sales Dashboard for FMCG

Domain:  Retail / Consumer Goods / Sales & Distribution

  Step into the role of a Business Intelligence Analyst at an FMCG company. You'll clean and analyze sales data across products, regions, and channels, then calculate key KPIs like Total Sales, Profit Margin, and Regional Growth. Using Power BI, you'll create an interactive dashboard and present insights to improve sales and product strategy.  
Through this project, you will gain hands-on experience in Power BI DAX, data modeling, KPI development, business storytelling, and visual analytics — core skills valued in any data-driven organization. 

✅ 2. HR Analytics Dashboard

✅ 1. Sales Dashboard for FMCG

✅ 1. Sales Dashboard for FMCG

Domain: Human Resources / Talent Management / HR Tech


Take on the role of an HR Analyst to explore employee attrition patterns and performance trends. You'll analyze demographic and exit data, identify key reasons behind turnover, and use Excel or Power BI to visualize insights like attrition rate and tenure distribution.
This project sharpens your skills in HR metrics, , Attrition analysis data storytelling,  Data visualization  and crafting actionable business recommendations.


✅ 3. E-commerce Data Analysis

✅ 1. Sales Dashboard for FMCG

✅ 4. Customer Segmentation for a Retail Brand

Domain: E-commerce / Digital Marketing / Online Retail

In this project, you’ll work as a Data Analyst for an e-commerce startup, using Python to explore and visualize sales trends. You'll clean and prepare raw CSV data with Pandas, perform exploratory data analysis to uncover sales spikes, top-performing categories, and seasonal patterns, and visualize findings using Matplotlib or Seaborn. You’ll wrap up by writing a brief report with actionable insights. This project sharpens your skills in Python scripting, data wrangling, visual storytelling, and business-focused reporting.

✅ 4. Customer Segmentation for a Retail Brand

✅ 6. Churn Prediction Model for a SaaS Company

✅ 4. Customer Segmentation for a Retail Brand

Domain: Marketing Analytics / Retail / Customer Intelligence
 

 Act as a Marketing Data Analyst for a retail brand aiming to improve personalization. You’ll use customer purchase data to segment users by behavior, demographics, and frequency. Applying techniques like RFM analysis and clustering (via K-Means or DBSCAN), you'll identify high-value and at-risk customers.
This project builds skills in segmentation strategy, feature engineering, unsupervised learning, and persona development. 

✅ 5. Financial Dashboard for a Startup

✅ 6. Churn Prediction Model for a SaaS Company

✅ 6. Churn Prediction Model for a SaaS Company

Domain: Finance / Accounting Analytics / Startups
 

Step into the role of a Financial Analyst for a startup and develop an executive dashboard. Using Excel or Power BI, you’ll work with income statements and cash flow reports to visualize burn rate, runway, gross margin, and monthly recurring revenue (MRR).
This project enhances your skills in financial KPI tracking, forecast modeling, and C-level reporting.

✅ 6. Churn Prediction Model for a SaaS Company

✅ 6. Churn Prediction Model for a SaaS Company

✅ 6. Churn Prediction Model for a SaaS Company

Domain: Machine Learning / Subscription Analytics / SaaS
 

In this project, you'll build a churn prediction model for a SaaS platform using customer behavior data. After data cleaning and feature selection, you'll apply classification models like Logistic Regression or Random Forest to predict churn. You’ll evaluate model performance with accuracy, precision, and ROC curves.
This project sharpens your skills in binary classification, model evaluation, and business use-case deployment.

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