Customer Segmentation using RFM Analysis

Customer Segmentation using RFM Analysis

How well do you know your customers? Whether you operate in a B2B or B2C space, chances are that 80% of your business comes from just 20% of your customers (Pareto's Principle). According to a study by Forbes, acquiring new customers costs five times more than retaining the existing ones. Identifying high-value customers is crucial to increase revenue and building brand loyalty.

Customer Segmentation is a critical strategy for businesses to understand and engage with customers effectively. Understanding the behavioral patterns of customers can help personalize the purchases they make and cater to their needs better. 

Questions like who are the customers who contribute more to sales, who are the customers about to churn, will help digital marketers understand the behavioral patterns of their customers. 

While there are many criteria based on which the customer base can be segmented, this solution focuses on segmenting customers based on the RFM analysis.

What is RFM Analysis?

RFM analysis (Recency, Frequency and Monetary) is a method used to identify and segment existing customers based on their purchasing behavior.  The key metrics of RFM analysis include

Recency

Recency refers to how recently a customer has made their purchase and this is the most important metric of the other metrics. This metric is a strong indicator of customer loyalty and interest.

Frequency

Frequency refers to how often a customer makes purchases or interacts with a business within a specific period. It measures the level of engagement and loyalty of a customer.

Monetary

Monetary value refers to the total amount of money a customer has spent with a business during a specific period. 




Industry-Specific Applications of RFM Analysis

  • SaaS and subscription services: RFM analysis can be adapted for SaaS and subscription services to segment users based on engagement, renewals, and revenue contribution.
  • Financial Sector: RFM analysis can improve credit scoring and risk assessment by evaluating customer transaction patterns, helping financial institutions make more informed loan approval decisions.

Data Requirements

For RFM analysis, you'll need a transactional dataset with the following equivalent columns (details) 
  • A product (Product ID)
  • A related transaction (Transaction ID)
  • Number of products purchased in a transaction (Product Quantity)
  • The product purchase price (Product Price)
  • Transaction date (Date)
  • Customer who made the purchase (Customer ID, Customer Name)
We have used a sample table of e-commerce data for illustration.

Steps for Implementing RFM analysis

1. Gather and Prepare Transaction Data : 

Gather all transaction data, ensuring it includes customer identifiers, transaction dates, and monetary amounts, and address missing or inconsistent values, ensuring data integrity before analysis.

2. Compute RFM Metrics: 

To segment customers based on their behavior, we compute three key metrics: Recency (R), Frequency (F), and Monetary Value (M). Below are SQL queries for each, along with detailed explanations.

Recency (R)

Recency measures how recently a customer made a purchase. It is calculated as the number of days since their last transaction. Customers with recent purchases are more engaged, while those who haven’t bought in a long time may be at risk of churn.

The time frame for RFM analysis should be tailored to your business model and industry. Choosing the right period for RFM analysis is essential, as it directly influences the accuracy of customer segmentation and the quality of insights derived.

Frequency (F)

Frequency tracks how often a customer makes purchases within a specific period. A higher frequency indicates a loyal customer who regularly shops, while a lower frequency suggests occasional or one-time buyers.

Monetary Value (M)

The total amount spent by the customer in the same period

RFM Query Table

SELECT
"Customer ID",
"Customer Name",
DAYS_BETWEEN(MAX("Transaction Date"), CURRENT_DATE()) AS "Recency",
COUNT ("Order ID") AS "Frequency",
SUM("Transaction Amount") AS "Monetary Value"
FROM  "Customer Data" 
GROUP BY "Customer ID",
  "Customer Name" 
ORDER BY "Recency" ASC,
  "Frequency" DESC,
"Monetary Value" DESC 



3. Segment Customers using Cluster Analysis

Manual scoring can skew the results and may not be practical for handling large volumes of data. In contrast, using machine learning algorithms like cluster analysis ensures unbiased, efficient, and data-driven segmentation. Unlike traditional scoring methods such as the quantile or percentile-based approach, cluster analysis recognizes inherent relationships and patterns in the data. With cluster analysis, business can obtain accurate segmentation and devise targeted strategies to improve sales and customer retention.

Follow the below steps to apply cluster analysis,
  1. Click the Create New icon and choose New chart from the drop-down menu.
  2. Add the columns to the chart shelf as shown below,
    1. X-axis: Customer Name
    2. Y-axis: Monetary Value with Sum function.
  3. Click Generate Graph and change the chart type to bar chart.

  4. Click the Analysis icon and select Cluster Analysis > Add Clusters.
  5. The Model is chosen automatically based on the columns dropped in the shelves.
  6. By default, the columns dropped in the shelves (Monetary Value) are selected as factors. Click the drop-down icon to include Recency and Frequency columns as factors.

  7. The number of clusters is determined automatically but can be adjusted based on business needs and specific customer segmentation goals to ensure optimal categorization.
  8. Choose the Normalization method to prevent values of high ranges from dominating the results. For instance, Recency (measured in days) and Monetary Value (measured in currency) have different scales, and normalization ensures a balanced contribution from each metric.
  9. Click Apply.

4. Export Clusters Data

Once the customer profiles have been segmented using cluster analysis, Export the Current view in the preferred table format to build more data visualizations to understand the clusters.


Build an RFM Analysis Dashboard

The RFM analysis dashboard provides a comprehensive view of customer behavior. Let's look at the steps involved in building this dashboard.

1. Import the Clusters Data

Import the downloaded clusters table back into Zoho Analytics using the files option as given below.
  1. Click the New icon on the side navigation panel and choose New Table/ Import Data.
  2. Select files and choose the Clusters Table to import and click Next.
  3. A data preview will be displayed; verify the data types of columns and click Create.

2. Create Reports to Understand the Characteristics of the Clusters

While the data is clustered, understanding the characteristics of each cluster is what enables businesses to take strategic actions. This includes identifying which customers need targeted marketing, personalized engagement, or retention efforts. Recognizing patterns within clusters provides insights into customer behavior, which is essential for optimizing marketing campaigns, improving retention strategies, and enhancing customer experience.
The below reports help understand the distribution of customers across different monetary value, recency and frequency segments within each cluster.

Clusters vs Monetary Value 

  1. Access the cluster table (imported data) and click the new icon > chart view.
  2. Drag and drop the columns as given below:
    1. X-axis - Clusters
    2. Y-axis - Monetary Value with the Count function.
    3. Color - Monetary Value with the Actual Range function.

Analyzing the chart, we can infer that,
  • Cluster 1 consists of a diverse group of customers spanning all spending levels.
  • Cluster 2 includes moderate to high spenders who contribute significantly to revenue.
  • Cluster 3 comprises low to mid-range spenders, often occasional buyers.
  • Cluster 4 represents high-value customers with premium spending habits.
  • Cluster 5 consists primarily of low spenders with minimal purchasing activity.
You can similarly create reports to know about the distribution of customers for the Recency and Frequency metrics.

The below table lists the characteristics of clusters

Cluster
Cluster Classification
Recency
Frequency
Monetary
Recommended actions
Cluster 1
Needs Attention
100 to 150 days
Low to Moderate 
 Diverse spending
Re-engagement campaigns, discounts, or reminders to encourage repeat purchases.
Cluster 2
Loyalist
0-50 (Highly Active)
High
Consistent moderate-to-high spenders
Loyalty programs, exclusive deals, early access to new products to maintain engagement.
Cluster 3
Potential Loyalist
0-50 (Active)
 Low to Moderate  Budget-conscious, occasional buyers Cross-selling, personalized recommendations, and value-based promotions.
Cluster 4
Champions
100-150 (Inactive)
Moderate to High (Frequent buyers)
High spenders
VIP experiences, personalized services, and premium offers to retain and enhance their spending.
Cluster 5
Hibernating
Mostly inactive or infrequent
Low
Minimal spending
Win-back campaigns, incentives, special discounts, and targeted ads to regain interest.


Based on the above table, you can give specific labels to the clusters using the bucket columns option.

RFM Dashboard


Limitations & Considerations of RFM Analysis

While RFM analysis is a powerful customer segmentation tool, businesses should be aware of certain limitations and factors that can influence results:

  • Data Freshness and Relevance: RFM analysis relies on transactional data, making the freshness and relevance of this data crucial for accurate customer segmentation. Setting up automated data imports ensures real-time updates, reducing the risk of working with stale data.
  • Seasonal Variations: Customer purchasing behavior often fluctuates due to seasonal trends, holidays, and industry-specific cycles, which can impact RFM scores and lead to misleading segmentation if not accounted for properly. Instead of analyzing only recent months, compare customer behavior for the same period in previous years to detect true engagement patterns.

    • Sticky Posts

    • What's New in Zoho Analytics - November 2025

      We're thrilled to announce a significant update focused on expanding your data connectivity, enhancing visualization capabilities, and delivering a more powerful, intuitive, and performant analytics experience. Here’s a look at what’s new. Explore What's

    • What's New in Zoho Analytics - October 2025

      Hello Users! We're are back with a fresh set of updates and enhancements to make data analysis faster and more insightful. Take a quick look at what’s new and see how these updates can power up your reports and dashboards. Explore What's New! Extreme

    • What’s New in Zoho Analytics – September 2025

      Hello Users!! In this month’s update, we’re raising the bar across multiple touchpoints, from how you bring in data, plan and track projects to how you design and brand your dashboards. We’ve added the all-new Gantt chart for project visualization, expanded

    • Announcing Agentic AI - Ask Zia!

      We are delighted to roll out the new agentic AI capabilities in Ask Zia, where every stage of the BI workflow is assisted by AI. With a human-in-the-loop approach, Ask Zia ensures that you’re in command of the decision, while AI handles the complexity.

    • Invitation-Based User Access in Zoho Analytics

      Hello everyone, We’re rolling out an important update on how users are added to your Zoho Analytics Organization and Workspaces. Previously, when admins added users, they were automatically added to the organization. Moving forward, to improve security

    • Recent Topics

    • Exporting Charts from ZohoCRM

      Hi...I'm relatively new to ZohoCRM, but very happy with it so far. I have all my leads and potentials accurately entered, and like the reports that I can view, with charts at the top of the data. But when I export the data, I'm receiving only the data, whether I export as excel, csv or pdf. How can I export both the chart and the data? In case it makes a difference, I'm using the free version right now. I tried researching the other editions to see if a paid version of the software offered the ability

    • Automatically Update Ticket Status in Zoho Desk Based on Actions in Zoho Projects

      Hi Zoho Desk Team, Hope you’re doing well. We’re using the Zoho Desk–Zoho Projects integration to manage tasks related to customer tickets, and it works well for linking and tracking progress. However, there are a few important automation capabilities

    • sms long credits

      I’m trying to purchase Long Code credits so I can send SMS campaigns to my contacts. However, when I click the “Buy Now” button, the page appears blank and doesn’t load any purchase options. Could you please assist me in purchasing the Long Code credits

    • Tip #48- Power Your AI Workflows with Zoho Assist on Zapier’s MCP- 'Insider Insights'

      We’re thrilled to announce that Zoho Assist is now part of Zapier’s Model Context Protocol (MCP), bringing remote support automation right into your AI ecosystem. What is MCP? The Model Context Protocol (MCP) is Zapier’s new framework designed to connect

    • "Total Hours" on Employee Attendance Report

      I'm learning that in Zoho jargon, "total hours" does not include paid breaks. Or at least not the way that my setup is working. That seems a little weird to me, since most jurisdictions in the US don't differentiate between time spent on paid break and

    • Insert Cookie Policy in Zoho Sites

      Hello, i need to insert a banner on my site because i'm in Italy so i have to respect EU laws for Cookie Policy and Privacy Policy. I see that i need to insert a code in <head> section of my site to show a banner/popup with cookie info. How i can do this? Thank you Luca

    • Marketing Tip #1: Optimize item titles for SEO

      Your item title is the first thing both Google and shoppers notice. Instead of a generic “Leather Bag,” go for something detailed like “Handcrafted Leather Laptop Bag – Durable & Stylish.” This helps your items rank better in search results and instantly

    • Customer Parent Account or Sub-Customer Account

      Some of clients as they have 50 to 300 branches, they required separate account statement with outlet name and number; which means we have to open new account for each branch individually. However, the main issue is that, when they make a payment, they

    • Forced Logouts - Daily and More Frequent

      In the last month or so, I've been getting "power logged out" of all of my Zoho apps at least daily, sometimes more frequently. This happens in the same browser session on the same computer, and I need to re-login to each app separately after this happens.

    • ENTER key triggering Submit

      Is it possible to stopped the ENTER key from the mandatory triggering of the Submit button on Creator form? I want forms submitted "ONLY" when the Submit button is pressed. 

    • Is it possible to assign Client user to external task ON PROJECTS' TEMPLATES?

      Is it possible to assign Client user to external task ON TEMPLATES PROJECTS?

    • Cliq does not sync messages after Sleep on Mac

      I'm using the mac app of Cliq. When I open my mac after it was in sleep mode, Cliq does not sync the messages that I received. I always have to reload using cmd + R, which is not what I want when using a chat application.

    • Link to images

      I have added images in pages. I would like to link those images with linked in URL so that they open in new window. There is an option of image -> link but I am not able to use the same to open URL in new window. Please check the attached image. Can you

    • Respond faster and smarter with Zia in your IM Inbox

      You’re in the middle of a busy chat queue. New messages keep popping up. One customer sounds upset. Another is asking a long list of questions. You need context. You need speed. You need help. That’s exactly when Zia Insghts jumps into action. It shows

    • WARNING : Smart list automatically unsubscribes your contacts.

      I created a smart list of my team members based on the criterion that their email domain was @_____. The list refreshed as expected — but it ended up unsubscribing almost all members of my team. I contacted support, but it took two months to get a reply,

    • 5名限定 課題解決型ワークショップイベント Zoho ワークアウト開催のお知らせ (10/31)

      ユーザーの皆さま、こんにちは。Zoho ユーザーコミュニティチームの中野です。 10月開催のZoho ワークアウトについてお知らせします。 今回はZoomにて、オンライン開催します。 参加登録はこちら（無料）：https://us02web.zoom.us/meeting/register/BGYTysOnSqa9LA9eY2IKww ━━━━━━━━━━━━━━━━━━━━━━━━ Zoho ワークアウトとは？ Zoho ユーザー同士で交流しながら、サービスに関する疑問や不明点の解消を目的とした

    • Subforms in Stateless Forms

      Stateless Forms are very useful, but we can't build complex data entry pages without Subforms. Can this be implemented? This would make Stateless Forms truly powerful.

    • Custom Function not getting package details when triggered from Workflow Rules.

      I have a custom function for Packages that submits a form in our Creator app that we use to generate custom shipping labels (internal staff complete deliveries so we cannot generate shipping labels straight from Inventory). When the function is executed

    • Billing Preferences per Account

      Hello, We are trying to setup Billing Preferences in Zoho Desk to set up a different pricing per account. We charge different pricing per hour per customer/account. Account A = 100 per hour Account B = 125 per hour In the Billing Preferences in Time Entry

    • Time entry preview for custom time entry templates.

      Our company needed time entries in a specific format to document our client interactions. Since we are using a custom time entry layout, we have lost the "preview" on the time entry tab. Using the default time entry layout, you get a small preview of

    • Able to change project on timelog entries

      Ability to move the timesheet entry from one project to another. When a user adds a wrong entry a manager can change/update the timesheet entry to the correct project.

    • Knowledge base: The nitty-gritty of SEO tags

      A well-optimized knowledge base with great SEO can benefit your company by allowing customers to find help articles and support resources using search engines. This enables customers to quickly and efficiently find the information they need without direct

    • Full Text Customization & Translation in SalesIQ Chat Widget Settings

      Dear Zoho SalesIQ Team, Greetings, We would like to request an important enhancement to the chat widget customization options in Zoho SalesIQ. Current Limitation: At the moment, only some of the text shown in the chat widget is editable or translatable

    • Introducing swipe actions in the Zoho CRM Android app

      Hello everyone, How much time do you spend each day on your list view? Probably quite a lot. Since it's such an important part of your work, wouldn't it be easier if you could take action directly from your list view instead of opening each record one

    • Content Security Policy

      Is there a place in ZOHO CRM to add a Content Security Policy to allow for a call to a google.com map, from inside our current app? Or, how do I resolve the issue below?? jquery.js:1 Refused to load the script 'https://maps.google.com/maps/api/js?v=3.41&libraries=places&sensor=true&key=AIzaSyAyQzKeKSbLci4LwZhn9oXvtCkbUo1Ae4g&callback=map_loader'

    • Option to select location?

      As a business coach, I meet with clients at various public locations. I have two or three pre-determined locations that I meet at. I would like the client to choose the location when booking an appointment. Is there a way to do that with a single service, or is the best way to accomplish this by creating one service for each location offered?

    • Unified WhatsApp Number Management in Zoho Desk and SalesIQ

      Dear Zoho Desk Support Team, We are currently utilizing both Zoho Desk and Zoho SalesIQ for our customer support operations. While both platforms offer WhatsApp integration, we are facing challenges due to the requirement of separate WhatsApp numbers

    • Provide a standard structure to your content using article templates

      Hello everyone, When multiple writers work on different documents, maintaining a standard structure can be challenging as each of the writer follows a different writing style. However, when the structure, tone, and format of every document is different,

    • Accessibility Spotlight Series - 1

      Every user interacts with products differently, what feels intuitive to one may be challenging for another. Addressing this, accessibility is built into Zoho Project's design philosophy. This helps users navigate and perform actions with ease irrespective

    • Projects Tasks Not Showing Dependencies

      I'm clicking on tasks and the popup to add dependencies isn't showing. I can't disconnect the nodes either. For some reason when I slide a task backwards it says it cannot go before a predecessor, even though there is not predecessor. Double clicking

    • Deprecation of C4 endpoint URLs

      Note: This post is only for users who are still using the C4 endpoints. Hello everyone, At Zoho Creator, we're committed to continuously enhancing the security, performance, and capabilities of our platform. As part of this ongoing effort, we'll be deprecating

    • Introducing AWS authentication for connections in Deluge

      Hello everyone, We're incredibly excited to announce the all-new AWS authentication for connections in Deluge! This highly anticipated feature simplifies connecting to Amazon Web Services, opening up a world of possibilities and allowing you to seamlessly

    • Timeline Tracking Support for records updates via module import and bulk write api

      Note: This update is currently available in Early Access and will soon be rolled out across all data centers (DCs) and for all editions of Zoho CRM. The update will be available to all users within your organization, regardless of their profiles or roles.

    • Customize User Invites with Invitation Templates

      Invitation Templates help streamline the invitation process by allowing users to create customized email formats instead of sending a one-size-fits-all email. Different invitation templates can be created for portal users and client users to align with

    • ListObjects is recognized by VBA

      Sub addNewRow() Dim ws As Worksheet ' Set your worksheet name Set ws = ThisWorkbook.Sheets("Invoice") ' Set your table name (change "Table1" to your actual table name) ws.ListObjects("InvItems").ListRows.Add End Sub I am getting Unknown function: Li

    • KPI Widget dashboard select periods

      I have a problem with selecting periods as a user filter. In the beste scenario I would like to have to have a period filter like Google Analytics has of Datastudio (see attachment). In the KPI widget I "Group by "inquiry_date" on week&Year". It selects

    • Need a way to secure Prefill URLs in Zoho Forms (hide or encrypt prefilled values)

      Hi everyone, I often use Zoho Forms with prefilled URLs to simplify the user experience — for example: https://forms.zohopublic.com/.../form?Name=David&Amount=300 However, the problem is that all prefilled values are visible and editable in the link.

    • Can’t send emails from Zoho CRM after adding a new user — verification codes not received

      Hi everyone, We recently added a new user to our Zoho CRM account and purchased an additional license. Since then, we haven’t been able to send any emails from Zoho CRM. Our Zoho Mail accounts are working perfectly, we can send and receive emails directly

    • CRM for email in Outlook: how to ignore addresses?

      We’re using the "Zoho CRM for email" add-in for Outlook. When opening an email, the add-in displays all email addresses from the message and allows me to add them to the CRM or shows if they’re already contacts. However, sometimes people listed in To

    • Scheduling Calls in CommandCenter / Blueprints

      I would love it if you could add a function to schedule a call in the lead's record for a future date. I know you can add a Task by going to Instant Actions > Task and completing the form: These tasks go into the lead's record under Open Actions. But

    • Next Page