Recommendation Engines in Marketing Analysis
Recommendation engines, the concept of RFM and market basket analysis are covered in this free online marketing course.
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This comprehensive guide will introduce you to understanding the functions of different recommendation engines and teach you how to use the recency, frequency, monetary (RFM) technique as a tool to segment customers in marketing analysis. It begins with an analysis of collaborative filtering in marketing analytics, looks at the problems faced in retail analysis and sees how it can be used to solve real-life challenges in marketing analytics.
Next, you will learn about recommendation engines for ecommerce firms, as well as how to monetize a long-tail search strategy with surprising recommendations. You will also study how to use RFM analysis in R (the language and environment for statistical computing and graphics) with a real data set in marketing. Then discuss the analysis in R for segmentation through purchasing behaviour. You will also study the concept of market basket analysis, as well as how it can be used in retail and ecommerce ventures. Finally, you will grapple with the data mining technique, how an advanced version of the algorithm can be used for large data sets, and the features of collaborative filtering in marketing analytics.
This free online course provides practical knowledge and numerous applications of RFM and market basket analysis, as well as collaborative filtering and cluster recommendation engine approach to ensure a great learning experience. IT will be of use to digital marketers, programmers and anyone interested in using marketing analytics for ecommerce.Start Course Now
Recommendation Engine and Retail Analysis
Recommendation Engine and Retail Analysis - Learning Outcomes
Hands-On Item Collaborative Filtering
User Collaborative Filtering
Application of Recommendation Engine
Working with Sparse Datasets
Recommendation Engine and Retail Analysis - Lesson Summary
RFM and Market Basket Analysis
RFM and Market Basket Analysis - Learning Outcomes
Recency Frequency Monetary Technique
Recency Frequency Monetary Analysis in R
Market Basket Analysis
Data Mining Technique
Market Basket Analysis Hands-On
RFM and Market Basket Analysis - Lesson Summary
Upon completion of this course, you should be able to:
Analyze the application of the recommendation engine for an e-commerce firm
Discuss the use of the collaborative filtering method in the recommendation engine
Identify the practical approach to collaborative filtering in marketing
Explain the concept of recency, frequency, monetary technique
Discuss the use of RFM analysis in R with a real data set
Describe how RFM analysis can be done in Excel
Analyze the application of market basking analysis in marketing
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