Marketing Analytics and Retail Business Management

BY
Udemy

Mode

Online

Fees

₹ 3099

Quick Facts

particular details
Medium of instructions English
Mode of learning Self study
Mode of Delivery Video and Text Based

Course and certificate fees

Fees information
₹ 3,099
certificate availability

Yes

certificate providing authority

Udemy

The syllabus

Course Introduction

  • Introduction
  • Course resources

Part 1: Forecasting

  • Basics of Forecasting
  • This is a milestone!
  • Creating Linear Model with Trendlines
  • Quiz

Getting Data ready for Regression Model

  • Gathering Business Knowledge
  • Data Exploration
  • The Data and the Data Dictionary
  • Univariate analysis and EDD
  • Discriptive Data Analytics in Excel
  • Outlier Treatment
  • Identifying and Treating Outliers in Excel
  • Missing Value Imputation
  • Identifying and Treating missing values in Excel
  • Variable Transformation in Excel
  • Dummy variable creation: Handling qualitative data
  • Dummy Variable Creation in Excel
  • Correlation Analysis
  • Creating Correlation Matrix in Excel
  • Quiz

Forecasting using Regression Model

  • The Problem Statement
  • Regression model - Presentations
  • Basic Equations and Ordinary Least Squares (OLS) method
  • Assessing accuracy of predicted coefficients
  • Assessing Model Accuracy: RSE and R squared
  • Creating Simple Linear Regression model
  • Multiple Linear Regression
  • The F - statistic
  • Interpreting results of Categorical variables
  • Creating Multiple Linear Regression model

Handling Special events like Holiday sales

  • Forecasting in presence of special events
  • Excel: Running Linear Regression using Solver
  • Excel: Including the impact of Special Events

Identifying Seasonality & Trend for Forecasting

  • Models to identify Trend & Seasonality
  • Quiz
  • Excel: Additive model to identify Trend & Seasonality
  • Excel: Multiplicative model to identify Trend & Seasonality

Market Basket Analysis

  • Market Basket and Lift - Introduction
  • Named Ranges - Excel
  • Indirect Function - Excel
  • 2-way lift calculation in Excel
  • 2-way lift calculation - Dynamic
  • 2-way lift data table creation
  • 3-way lift calculation
  • Store Layout optimization using Lift values

RFM (recency, frequency, monetary) Analysis

  • RFM (recency, frequency, monetary) Analysis
  • RFM Analysis in Excel- Part 1
  • RFM Analysis in Excel- Part 2

Part 2: Pricing

  • Steps of setting a Pricing policy
  • Different Pricing Objectives

Estimating Demand

  • Estimating Demand
  • Forms of Demand Curve
  • Price Elasticity Examples
  • Excel: Estimating Linear Demand Curve
  • Excel: Estimating Power Demand curve with Elasticity
  • Excel: Estimating Power Demand Curve with points
  • Subjective Demand curve
  • Excel: Estimating Subjective Demand Curve

Evaluating Pricing Strategies

  • Price Bundling
  • Types of Bundling
  • The Bundling Problem
  • Excel: Solving Bundling problem Part 1
  • Excel: Solving Bundling problem Part 2
  • Excel: Solving Bundling problem (Price Reversal)
  • Non-Linear Pricing Strategies

Lifetime Customer Value

  • Lifetime Customer Value - Key concepts
  • Lifetime Customer Value - Excel model

Variations and Sensitivity Analysis

  • Sensitivity Analysis in Excel
  • Variations in finding customer value

Appendix 1: Excel crash course

  • Basics
  • Worksheet Basics
  • Entering values and Formulas
  • Data Formats
  • Data Handling Basics - Cut, Copy and Paste
  • Saving and Printing - Basics
  • Basic Formula Operations
  • Mathematical Formulas
  • Textual Formulas
  • Logical Formulas
  • Date-Time Formulas
  • Lookup Formulas ( V Lookup, Hlookup, Index-Match )
  • Data Tools
  • Formatting data and tables
  • Pivot Tables
  • Advance Excel- Solver, Data tables
  • Popular Excel charts

Congratulations & about your certificate

  • The final milestone!
  • Bonus Lecture

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