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Program on Retail data science & maths
Rating: 3.7 out of 5(5 ratings)
14 students

Program on Retail data science & maths

The Ultimate Guide to Mastering Retail Maths: Certification Program Edition
Created byGaurang Govind
Last updated 6/2026
English

What you'll learn

  • Learn retail maths insights for right decisions making
  • Understanding of right matrix to use for decision making
  • Correlation of two data points and right decision making
  • Looking at data from multiple lenses

Course content

1 section • 27 lectures • 2h 18m total length
  • Introduction about course1:01
  • Understanding of Gross Sales2:14
  • Understanding of Damages5:19
  • What is Pareto Rule in Data Analysis 80:205:30
  • Whta is Gross Margin %1:24
  • What is Average Transaction Value4:17
  • What is Conversion % in Retail4:25
  • Whats is COGS (Cost of Goods Sold )5:33
  • Review of Store Key KPIs6:42
  • What is Ranking of SKUs7:02
  • What is Gross Margin on Labor (GMROL)4:20
  • Understanding of Quantity's per bill3:47
  • What is GMROI2:46
  • What is Sales to Stock Ratio2:37
  • What is Sell Through2:43
  • What is Stock Turn and stock Cycle9:41
  • What is Open to Buy Meaning1:54
  • What is OTP Understsanding7:40
  • What is EBIDTA in Retail3:06
  • What is P&L11:50
  • How to control damages2:05
  • What is Shrinkage5:32
  • What is Markup and Markdown Understanding5:18
  • Understanding of Merchandise Mix in Data analysis4:34
  • What is Pentagon Concept12:32
  • Vendor Margin Negotiations Process8:36
  • Understand Real Data for Data Analysis6:03

Requirements

  • Some Understanding of Retail business and data analysis Interest for right decision making

Description

Retail Data Analytics & Performance Excellence Program

Master Retail KPIs, Retail Mathematics, Data Analysis, Profitability and Business Decision-Making

Program Overview

The Retail Data Analytics & Performance Excellence Program is a practical and comprehensive course designed to help retail professionals, business owners and aspiring managers understand the numbers, metrics and Key Performance Indicators (KPIs) that drive retail performance.

Retail is a science.

Behind every successful retail business are important numbers, measurements and decisions. Sales, margins, inventory, conversion, customer transactions, stock productivity, damages, shrinkage and profitability must be continuously measured and analyzed.

Successful retail decisions should not be based only on assumptions or intuition. They should be supported by a clear understanding of data, retail metrics and business performance.

This course helps learners develop the ability to understand retail data, interpret important performance indicators and use numbers to make better business decisions.

The program covers essential concepts used across retail operations, Buying & Merchandising, Category Management, Store Management, Retail Finance and Business Leadership.

It is designed to provide learners with a strong foundation in Retail Mathematics, Retail KPIs, Retail Financial Metrics and Data Analysis.

Why Retail Data Analysis Is Important

The business world is changing rapidly.

Retail organizations are increasingly dependent on:

  • Data

  • Analytics

  • Performance dashboards

  • Business intelligence

  • Retail KPIs

  • Financial analysis

  • Customer insights

  • Inventory analysis

The ability to understand and interpret data is becoming an important professional skill.

Jobs are changing rapidly, and new roles increasingly require professionals who can understand numbers, identify trends and make informed decisions.

A retail professional who understands both retail operations and retail data has a significant advantage.

Whether you work in a store, manage a category, lead a team, operate a business or aspire to move into a senior leadership role, understanding data can help you make stronger decisions.

The future belongs increasingly to professionals who can understand data and convert information into meaningful action.

Who Should Join This Retail Data Analytics Course?

This course is suitable for:

  • Store Managers

  • Assistant Store Managers

  • Retail Supervisors

  • Area Managers

  • Regional Managers

  • Retail Operations Managers

  • Buyers and Merchandisers

  • Category Managers

  • Retail Business Owners

  • Entrepreneurs

  • Retail Finance Professionals

  • Sales Professionals

  • Business Analysts

  • Aspiring Retail Leaders

  • Students planning a career in retail

The course is particularly useful for professionals who want to improve their understanding of Retail KPIs, Retail Mathematics, Retail Profitability and Business Data Analysis.

What You Will Learn

The Retail Data Analytics & Performance Excellence Program covers essential retail metrics and business concepts that help professionals understand how a retail business performs.

1. Understanding Gross Sales

Learn the meaning of Gross Sales and why it is an important starting point for analyzing retail performance.

Understand how sales performance connects with:

  • Customer demand

  • Transactions

  • Product performance

  • Store performance

  • Business growth

2. Understanding Gross Margin Percentage

Learn what Gross Margin Percentage means and why it is one of the most important indicators of retail profitability.

Understand the relationship between:

  • Sales

  • Cost

  • Margin

  • Pricing

  • Product profitability

3. Average Transaction Value (ATV)

Understand Average Transaction Value, also commonly referred to as Average Basket Value.

Learn how retailers analyze the average value generated from customer transactions and why improving ATV can contribute to sales growth.

4. Retail Conversion Percentage

Learn what Conversion Percentage means in retail.

Understand the relationship between:

  • Customer footfall

  • Customer engagement

  • Transactions

  • Sales conversion

Conversion analysis can help retailers understand how effectively customer visits are being converted into purchases.

5. Understanding COGS – Cost of Goods Sold

Learn the meaning and importance of Cost of Goods Sold (COGS).

Understand how product costs influence:

  • Gross margin

  • Product profitability

  • Pricing decisions

  • Retail financial performance

6. Understanding the Pareto Principle – The 80/20 Rule

Learn the practical application of the Pareto Principle, commonly known as the 80/20 rule.

The concept can help retail professionals analyze situations where a relatively small group of products, customers or activities may contribute disproportionately to overall business results.

7. Understanding Retail Damages

Learn about damages in retail and how damaged inventory can affect:

  • Inventory value

  • Profitability

  • Product availability

  • Store performance

8. Reviewing Key Store KPIs

Understand the most important Store Key Performance Indicators (KPIs).

Learn how multiple KPIs work together to provide a broader understanding of:

  • Sales

  • Customers

  • Inventory

  • Productivity

  • Profitability

  • Operational performance

9. SKU Ranking and Product Performance

Learn how to analyze and rank Stock Keeping Units (SKUs).

SKU ranking helps retailers understand:

  • Best-selling products

  • Slow-moving products

  • Product contribution

  • Category performance

  • Inventory priorities

10. Understanding Quantity Per Bill

Learn how Quantity Per Bill can provide insights into customer purchasing behaviour.

Understand how retailers can analyze the number of products purchased during each transaction and identify opportunities to improve basket size.

11. Understanding GMROI

Learn the meaning of Gross Margin Return on Inventory Investment (GMROI).

This is an important retail metric that helps evaluate how effectively inventory investment generates gross margin.

GMROI helps connect:

  • Inventory investment

  • Sales

  • Gross margin

  • Inventory productivity

12. Understanding Gross Margin Return on Labour

Learn how labour investment can be connected with commercial performance.

Understand the importance of measuring whether workforce investment is contributing effectively to sales, margin and overall business productivity.

13. Understanding Sell-Through Percentage

Learn what Sell-Through Percentage means and how it helps retailers evaluate product and inventory performance.

Sell-through analysis can support decisions related to:

  • Inventory replenishment

  • Product planning

  • Markdown decisions

  • Slow-moving stock

14. Understanding Sales-to-Stock Ratio

Learn how the relationship between sales and available inventory can provide insights into stock productivity.

This metric helps retail professionals understand whether inventory levels are aligned with sales performance.

15. Understanding Open-to-Buy (OTB)

Learn the meaning and importance of Open-to-Buy (OTB) in retail planning.

Open-to-Buy is an important concept for professionals involved in:

  • Buying

  • Merchandising

  • Inventory planning

  • Category management

  • Financial planning

16. Understanding OTP

Develop an understanding of OTP and its application within the retail and business context covered in the program.

The objective is to help learners understand how specific business measures and planning concepts connect with retail decision-making.

17. Understanding EBITDA in Retail

Learn the meaning of EBITDA — Earnings Before Interest, Taxes, Depreciation and Amortization.

Understand why EBITDA is commonly used as an indicator for evaluating business operating performance.

18. Understanding Retail Profit & Loss (P&L)

Develop a practical understanding of a Retail Profit and Loss Statement.

Learn how different areas of the business contribute to:

  • Revenue

  • Cost

  • Gross margin

  • Operating expenses

  • Profitability

This module helps learners understand how operational decisions ultimately influence financial results.

19. How to Control Retail Damages

Learn practical approaches for identifying and controlling damages.

The focus includes understanding:

  • Causes of damage

  • Process gaps

  • Accountability

  • Prevention

  • Monitoring

Effective damage control can contribute to stronger inventory management and profitability.

20. Understanding Retail Shrinkage

Learn what Retail Shrinkage means and why it is a critical issue for retailers.

Shrinkage may result from multiple factors, including inventory discrepancies and operational or process-related losses.

Understanding shrinkage helps retail professionals focus on:

  • Loss prevention

  • Inventory accuracy

  • Process control

  • Accountability

21. Markup and Markdown Understanding

Learn the difference between Markup and Markdown and understand their importance in retail pricing and profitability.

These concepts are important for:

  • Pricing decisions

  • Promotional planning

  • Inventory liquidation

  • Margin management

22. Understanding Merchandise Mix

Learn how retailers develop and manage a Merchandise Mix.

Understand how the combination of products and categories influences:

  • Customer choice

  • Sales

  • Margins

  • Inventory

  • Category performance

23. Understanding the Retail Pentagon Concept

Explore the Retail Pentagon Concept, which helps learners understand how important retail performance areas are interconnected.

The concept encourages a more holistic understanding of retail rather than looking at sales, inventory, customers or profitability in isolation.

24. Vendor Margin Negotiation Process

Learn the importance of vendor margin negotiations in retail.

Understand how vendor negotiations can influence:

  • Product cost

  • Gross margin

  • Retail pricing

  • Category profitability

  • Commercial performance

Data Analysis Using Real Retail Data

One of the important elements of this program is a practical data analysis video using real data.

Learners are encouraged to move beyond simply understanding definitions and begin interpreting actual business information.

The objective is to help students understand how data can be used to:

  • Identify trends

  • Recognize performance gaps

  • Compare business results

  • Understand product performance

  • Identify opportunities

  • Support business decisions

This practical approach helps learners develop confidence in interpreting data in a more meaningful and business-focused way.

Retail Is a Science

Retail success is not based only on selling more products.

Retail involves understanding the relationship between:

  • Sales

  • Customers

  • Transactions

  • Inventory

  • Margins

  • Costs

  • Labour

  • Product performance

  • Store productivity

  • Profitability

The strongest retail professionals are able to look at these numbers together and understand what they mean for the business.

Data tells a story.

The ability to read, understand and interpret that story is becoming one of the most valuable skills for professionals and business owners.

Data Analysis Is Becoming a Must-Have Career Skill

The professional world is changing rapidly.

Some jobs are evolving, new jobs are being created and organizations increasingly require professionals who can understand data and use it to support decision-making.

Data analysis is no longer relevant only for analysts or finance professionals.

Professionals across business functions increasingly benefit from the ability to:

  • Understand data

  • Analyze trends

  • Interpret KPIs

  • Ask the right questions

  • Identify opportunities

  • Support decisions with evidence

This makes data literacy an important capability for long-term career growth.

Key Learning Outcomes

After completing the Retail Data Analytics & Performance Excellence Program, learners will have a stronger understanding of:

  • Gross Sales

  • Gross Margin Percentage

  • Average Transaction Value

  • Retail Conversion Rate

  • Cost of Goods Sold

  • Pareto Principle

  • Retail Damages

  • Store KPIs

  • SKU Ranking

  • Quantity Per Bill

  • GMROI

  • Labour Productivity Metrics

  • Sell-Through Percentage

  • Sales-to-Stock Ratio

  • Open-to-Buy

  • OTP

  • EBITDA

  • Retail P&L

  • Damage Control

  • Retail Shrinkage

  • Markup and Markdown

  • Merchandise Mix

  • Retail Pentagon Concept

  • Vendor Margin Negotiation

  • Retail Data Analysis

Career Benefits

This course helps learners strengthen their professional understanding of one of the most important areas of modern business: data-driven decision-making.

The knowledge gained can help professionals prepare for opportunities in:

  • Retail Management

  • Store Operations

  • Area and Regional Management

  • Buying and Merchandising

  • Category Management

  • Retail Analytics

  • Business Analysis

  • Retail Finance

  • Business Leadership

For business owners and entrepreneurs, understanding these metrics can help improve awareness of:

  • Business performance

  • Profitability

  • Inventory productivity

  • Sales opportunities

  • Cost control

  • Financial decision-making

Upgrade Your Retail Knowledge. Upgrade Your Career.

The future of business will increasingly reward professionals who combine practical business experience with the ability to understand and interpret data.

This course encourages learners to evaluate their learning curve, strengthen their understanding of retail numbers and develop the confidence to interpret business performance more effectively.

Whether you want to become a stronger Store Manager, Retail Leader, Buyer, Merchandiser, Category Manager, Business Analyst or Business Owner, understanding retail data can help you make better decisions and prepare for higher levels of responsibility.

Retail Data Analytics & Performance Excellence Program

Understand the Numbers. Analyze the Business. Make Better Decisions. Grow Faster.

Retail is a science. Data is the language of modern business. Learn to understand both—and create stronger opportunities for your career and business growth.

Who this course is for:

  • Retailers, Retail professionals, Retail Students and anyother retail enthusiast