All Courses
Marketing Analytics
edX
Course
Advanced
Free to Audit
Certificate

Marketing Analytics

Columbia University

Develop quantitative models that leverage business data to forecast sales and support important marketing decisions.

9 hrs/week12 weeksEnglish57,366 enrolled
Free to Audit

About this Course

Marketers want to understand and forecast how customers purchase products and services and how they respond to marketing initiatives. Learn how analytics help businesses drive marketing to maximize its effectiveness and optimize return on investment (ROI). In this course, part of the Business Analytics MicroMasters program, discover how to develop quantitative models that leverage business data, statistical computation, and machine learning to forecast sales and marketing impact for: customer relationship management; market segmentation; value creation; communication; monetization. You will learn how to use probabilistic models and optimization tools to model customer demand forecasts, pricing sensitivity, Lifetime Value and how to leverage such data to make optimal decisions on designing new products, marketing segmentation and strategy.

What You'll Learn

  • Demand forecasting using customer-base models and statistical approaches
  • Market segmentation methods and best practices for identifying potential customer segments and focused targeting
  • Computation of Customer Lifetime Value for analyzing customer, brand loyalty and forecasting revenue in the short and long run
  • Factors to consider while designing and introducing new products to the market
  • Calculating Optimal Pricing for products and services to get the best ROI
  • Assessing Marketing ROI for making better and data-driven decisions

Prerequisites

  • Undergraduate probability, statistics and calculus.Familiarity with R or a similar programming language.

Instructors

K

Kamel Jedidi

John Howard Professor of Business and Chair of the Marketing Division

A

Asim Ansari

William T. Dillard Professor of Marketing

Topics

Sales Forecasting
Mathematical Optimization
Analytics
Quantitative Models Of The Action Potential
Optimization Software
Return On Investment
Quantitative Modeling
Customer Demand Planning
Machine Learning
Marketing
Sales
Business Analytics

Course Info

PlatformedX
LevelAdvanced
PacingUnknown
CertificateAvailable
PriceFree to Audit

Skills

التنبؤ بالمبيعات
التحسين الرياضي
التحليلات
النماذج الكمية
برامج التحسين
Return On Investment
Quantitative Modeling
Customer Demand Planning
Machine Learning
Marketing

Start Learning Now