RFM Customer Segmentation ML Frameworks

End-to-end projects applying RFM (Recency, Frequency, Monetary) analysis combined with K-Means clustering for customer segmentation and business insights. Does NOT include general recommendation systems, churn prediction, or segmentation using other methodologies without RFM analysis.

There are 47 rfm customer segmentation frameworks tracked. The highest-rated is mukulsinghal001/customer-lifetime-prediction-using-python at 33/100 with 160 stars.

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#	Framework	Score	Tier	Stars	Language
1	mukulsinghal001/customer-lifetime-prediction-using-python What is CLV or LTV? CLV or LTV is a metric that helps you measure the...	33	Emerging	160	Jupyter Notebook
2	kamalu-chioma/OpenRFM Customer Segmentation based on Recency, Frequency and Monetary value	28	Experimental	6	Python
3	pramodkondur/Customer-Segmentation-RFM-CLV This project analyzes online retail transaction data to identify distinct...	24	Experimental	4	Jupyter Notebook
4	galafis/Customer-Behavior-Analytics Analise de comportamento de clientes com segmentacao RFM (KMeans), previsao...	23	Experimental	1	Python
5	rafael-sfernandes/customer-clustering A clustering case based on the customers RFM (Recency, Frequency and...	23	Experimental	1	Jupyter Notebook
6	galafis/Customer-Segmentation-Analysis Análise de Segmentação de Clientes usando Machine Learning.	23	Experimental	1	Python
7	lyuklyan13/retail-banking-analytics Banking analytics: SQL feature engineering, RFM customer segmentation, A/B...	22	Experimental	—	Jupyter Notebook
8	shawn-y-sun/Customer_Analytics_Retail Customer Analytics for a FMCG company (K-means clustering, PCA, logistic...	22	Experimental	19	Jupyter Notebook
9	amdrwn/online-retail-sql-analytics End-to-end e-commerce analytics and churn prediction project using SQL...	22	Experimental	—	Python
10	harishb1407/crm-using-ai-ml Transforming CRM using AI/ML	19	Experimental	8	Jupyter Notebook
11	basel-ay/Customer-Lifetime-Value-Prediction Clustering and predicting customer lifetime value with machine learning and...	18	Experimental	6	Jupyter Notebook
12	orewagaurav/ecommerce-customer-analytics-ml ML-powered customer analytics platform that segments users using RFM...	15	Experimental	1	Jupyter Notebook
13	jayesh3103/RetailPulse E-commerce customer analytics — RFM segmentation, churn prediction, SHAP,...	15	Experimental	1	Python
14	Rizkimaulan4/Customer-Happines-Predict 📦 Customer Happiness Prediction Dashboard built with Streamlit & Machine...	15	Experimental	1	Python
15	StefanosStefanidis93/high-value-customer-prediction High-Value Customer Prediction using Logistic Regression on retail data —...	15	Experimental	1	Jupyter Notebook
16	Sahil05-08/Customer_Life_Value_Prediction_Model Customer Lifetime Value Prediction is a Machine Learning–based Flask web...	15	Experimental	1	Jupyter Notebook
17	PravallikaBonula/Olist-Customer-Analytics-and-Churn-Prediction SQL + Python project analyzing 100K+ Olist e-commerce transactions to...	15	Experimental	—	Jupyter Notebook
18	DaniaRaheel/Customer-Segmentation-by-RFM-Kmeans Customer segmentation using RFM analysis and K-Means clustering with Power...	15	Experimental	—	Jupyter Notebook
19	grschneier/marketing-analytics-case-study A comprehensive analysis of 2,205 customers using clustering, RFM analysis,...	14	Experimental	—	Jupyter Notebook
20	Hasvitha-M/customer-segmentation-rfm-kmeans Customer segmentation using RFM analysis and K-Means clustering on 500K+...	14	Experimental	—	Jupyter Notebook
21	growithanand/customer-behavior-segmentation Customer segmentation using RFM analysis, K-Means clustering, and PCA...	14	Experimental	—	Jupyter Notebook
22	kavigamage-da/ecommerce-data-analytics Cut customer churn risk by identifying $2.1M at-risk CLV across 10,000...	14	Experimental	—	HTML
23	plabonroy910-glitch/customer-behavior-revenue-intelligence An end-to-end data analytics pipeline using Python to analyze customer...	14	Experimental	—	Jupyter Notebook
24	divyansh-sahai/Customer-Retention-Prediction Customer retention analysis and repeat purchase prediction using machine...	14	Experimental	—	Jupyter Notebook
25	SuzzieA/predictive_customer_behaviour RFM-based feature engineering and regression modelling to analyse and...	14	Experimental	—	Jupyter Notebook
26	Tish-01/customer-segmentation- End-to-end ML project for customer segmentation & retention prediction using...	14	Experimental	—	Jupyter Notebook
27	YASHU252/customer-revenue-intelligence End-to-end customer analytics system — RFM segmentation, XGBoost churn...	14	Experimental	—	Jupyter Notebook
28	anikajairath/Ecommerce-Advanced-Analysis-Project Advanced e-commerce analytics using Python, SQL, and ML techniques (RFM,...	14	Experimental	—	Jupyter Notebook
29	RameshSTA/clv-long-term-optimization Production-grade CLV forecasting, churn risk modeling & budget-constrained...	14	Experimental	—	Jupyter Notebook
30	devdebdeb/RFM-Clustering Projeto de Clusterização e Segmentação de Clientes em delivery utilizando...	14	Experimental	—	Python
31	Sukma-Jaya/ml-advanced-retail-segmentation 🛒 Uncover customer insights through advanced retail segmentation using...	14	Experimental	—	JavaScript
32	mvnbernardes-source/segmentacao-clientes-rfm Segmentação de clientes utilizando análises RFM e K-Means para identificar...	14	Experimental	—	Jupyter Notebook
33	ntokozon990928-byte/call-center-analytics Call center analysis and PCP risk prediction using Python and Power BI	14	Experimental	—	Jupyter Notebook
34	DhruvalVakil/Customer-Segmentation-Product-Recommendation I have implemented segmentation using Machine Learning Algorithms like...	14	Experimental	—	Jupyter Notebook
35	Aghil-hub/Customer_Segmentation K-means customer segmentation using RFM and category behavior for a retail brand	14	Experimental	—	Jupyter Notebook
36	g-lopes2026/customer-segmentation-kmeans Aplicação interativa de Machine Learning utilizando o algoritmo K-Means para...	14	Experimental	—	Python
37	nandita2812/AI-Retail-Customer-Intelligence AI-powered system for customer segmentation, churn prediction, and product...	14	Experimental	—	Jupyter Notebook
38	mayankjoshiii/customer-intelligence-dashboard Customer Intelligence Platform with K-Means clustering, RFM analysis, churn...	14	Experimental	—	HTML
39	maj34/Analysis-Programming-Project [ 전공 프로젝트: 분석 프로그래밍 ] L사의 고객 세분화를 통한 맞춤형 상품 추천	14	Experimental	9	Jupyter Notebook
40	shivareddy2002/Customer-Segmentation End-to-end Machine Learning project for Amazon Customer Segmentation using...	14	Experimental	—	HTML
41	Ronit178693/Smart-Sales-Customer-Intelligence-System Smart Sales & Customer Intelligence System is a machine learning–based...	14	Experimental	—	Python
42	tushar2704/CLV-Prediction The primary goal of the Customer Lifetime Value Project is to develop a...	12	Experimental	4	Jupyter Notebook
43	JamesN883/pyspark-customer-analytics Customer segmentation and churn prediction using PySpark with RFM,...	11	Experimental	—	Jupyter Notebook
44	srinibas-masanta/Customer-Segmentation-using-RFM-Analysis-and-Clustering End-to-end customer segmentation using RFM analysis and K-Means clustering...	11	Experimental	—	Jupyter Notebook
45	ssgm2911/Customer-Value-Prediction Customer value prediction using machine learning to estimate customer...	11	Experimental	—	Jupyter Notebook
46	itsaryanchauhan/online-retail-analysis RFM customer segmentation analysis of £17.7M retail dataset using K-means...	10	Experimental	3	Jupyter Notebook
47	mftnakrsu/CLTV_prediction CLTV prediction, BGNBD, Gamma Gamma	10	Experimental	1	Python