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Data Analyst Portfolio Projects

Following are my projects in SQL, Python, Power BI & Excel:

Project Overview

Project demonstrates end-to-end data analysis skills using the Superstore Sales Dataset (9,800 records). The goal is to analyze sales performance, regional trends, identify top customers, and deliver actionable business insights through SQL, Excel, and Power BI.


Business Questions Answered

  1. What is the overall revenue performance, and how has it trended over time?
  2. Which regions and states are driving the most and least revenue?
  3. Which product categories and sub-categories are top performers?
  4. Who are the highest-value customers, and what segment do they belong to?
  5. How does shipping mode affect order volume and revenue?

Repository Structure

superstore-sales-dashboard/
│
├── data/
│   └── Superstore_Sales_Dataset.csv          # Raw dataset (9,800 rows)
│
├── sql/
│   ├── 01_Data_Cleaning_and_Setup.sql         # Table creation & data validation
│   ├── 02_Sales_Analysis.sql                  # Revenue, regional & category analysis
│   ├── 03_Customer_Analysis.sql               # RFM segmentation & top customers
│   └── 04_Business_Insights.sql               # KPI summary & advanced queries
│
├── excel/
│   └── Superstore_Excel_Analysis.xlsx         # Pivot tables, charts & dashboard
│
├── powerbi/
│   └── Superstore_Dashboard.pbix              # Interactive Power BI dashboard
│
├── docs/
│   ├── 05_PowerBI_DAX_Measures.md            # All DAX measures with explanations
│
└── README.md                                  # This file

Tools & Technologies

Tool Purpose
SQL MySQL Data cleaning, transformation, and business analysis
Microsoft Excel Pivot tables, SUMIF formulas, charts, dashboard
Power BI Desktop Interactive dashboard with DAX measures

Dataset Summary

Attribute Value
Total Records 9,800 rows
Date Range 2014 – 2018
Regions East, West, Central, South
Categories Technology, Furniture, Office Supplies
Customer Segments Consumer, Corporate, Home Office

Key Findings

Insight Finding
🥇 Top Region West — $710,274 revenue (31% share)
🥇 Top Category Technology — $827,521
🥇 Top Segment Consumer — $1,148,152 (51% share)
🥇 Top State California — $446,349
🥇 Top Sub-Category Phones — $327,821
🥇 Most Used Shipping Standard Class

Business Recommendations

  1. Double down on California & New York — Together they contribute ~33% of revenue. Targeted promotions can increase this further.
  2. Grow Technology sales in the South region — South lags significantly behind West/East. Bundle deals on phones/accessories can help.
  3. Retain Champion customers via RFM — Top 10 customers contribute disproportionate revenue. A loyalty program will protect this.
  4. Promote First Class & Same Day shipping — Currently underutilized. Premium shipping options can increase average order value.
  5. Investigate Central region underperformance — Central revenue is 27% lower than West. A deeper city-level drill-down may reveal specific gaps.

Dashboard Preview

SQL & Tableau -

superstore sales dataset See on PowerBI: Superstore_KPI_Summary Superstore_Region Superstore_Customer_Analysis Superstore_Category

Review the Data Insertion SQL Script: https://github.com/Toibul/Data-Analyst-Portfolio-Projects/blob/5eb66c77b7d87afa3de953c6b8f262bbd620ee89/01_Database%20%26%20Inserting%20Data.sql

Review the Data Cleaning and Validation SQL script: https://github.com/Toibul/Data-Analyst-Portfolio-Projects/blob/5eb66c77b7d87afa3de953c6b8f262bbd620ee89/02_Data%20Cleaning%20and%20Validation.sql

Review the Data Exploration SQL Script: https://github.com/Toibul/Data-Analyst-Portfolio-Projects/blob/5eb66c77b7d87afa3de953c6b8f262bbd620ee89/03_Superstore_sales_Data%20Exploratory.sql

Excel -

Kindly download these Excel files from this repository and view them in Microsoft Excel.

Car sales Sample: Sales Performance Dashboard Car_Sales_kaggle 1 Car_Sales_kaggle 2 Car_Sales_kaggle 3

IBM Cognos Analytics:

Car_model_sales visualization By IBM_Cognos

👤 Author

Toibul Sk
Data Analyst | SQL • Excel • Power BI
📧 toibulsk051@gmail.com 🔗 https://www.linkedin.com/in/toibul-sk-110788207/ 🐙 https://github.com/Toibul?tab=repositories


Data Source

Superstore Sales Dataset — publicly available on Kaggle

About

This repository contains my Data Analytics portfolio projects ranging from SQL, Python, Power BI, and Excel

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