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RFM_app

A streamlit's app to calculate a RFM

Recency, frequency, monetary value is a marketing analysis tool used to identify a company's or an organization's best customers by using certain measures.

The RFM model is based on three quantitative factors:

  • Recency: How recently a customer has made a purchase
  • Frequency: How often a customer makes a purchase
  • Monetary Value: How much money a customer spends on purchases

Customer Clusters

The moment of the customer defined as:

  • Vips: The customers with max score in RFV
  • Valiosos: The least percentual of customers with 20% of the revenue
  • Potenciais: 30% of the customers with the highest revenue
  • Descompromissados: The rest of the customers

Customer moment

  • Entrantes: 0 - 30 days
  • Manutenção: 31 - 100 days
  • Recuperação: 101 - 200 days
  • Inativo: 200 days >

Recency

The shorter the time, the more valuable

Group Range
4 <= 45 days
3 > 45 days and <= 75 days
2 > 75 days and <= 120 days
1 > 120 days

Frequency

The more orders, the more valuable

Group Range
4 > 5 orders
3 > 3 orders and <= 5 orders
2 > 1 orders and <= 3 orders
1 <= 1 order

Monetary

The higher the value, the more valuable

Group Range
4 > R$ 1.266,50
3 > R$ 560,40 <= R$ 1.266,50
2 > R$270,00 <= R$560,40
1 <= R$270,00

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