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 - 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

    • Zoholics Europe 2025: Your Ultimate Data Analysis (Zoho Analytics) Workshop Experience

      Why should you attend? This year, Zoholics Europe 2025 is putting data analysis centre stage. With a dedicated workshop designed to answer all your data-related questions, you’ll gain practical skills, real-time solutions, and expert insights that you

    • Recent Topics

    • This domain is not allowed to add in Zoho. Please contact support-as@zohocorp.com for further details

      This is the error i keep getting when trying to use my Zoho Domain Mail. This domain is not allowed to add in Zoho. Please contact support-as@zohocorp.com for further details Find attached. I hope this can be resolved very quickly so i can go on and make

    • Auto CC - Moving Departments

      We have Auto CC e-mail replies to your support mailbox enabled. We have two departments: Helpdesk (helpdesk@domain.com) Delivery (delivery@domain.com) If we create a Helpdesk ticket, and reply, replies are CC'd to helpdesk@domain.com (OK) We then move

    • unable to send message reason 554 5.1.8 Email outgoing blocked

      unable to send message reason 554 5.1.8 Email outgoing blocked

    • Mailk got blocked / Inquiry About Email Sending Limits and Upgrade Options

      Dear Zoho Support Team, My name is Kamr Elsayed I created this account to use for applying for vocational training in Germany. As part of this process, I send multiple emails to different companies. However, after sending only 8 emails today, I received

    • SMTP email sending problem

      Hello, I've sent emails before, but you haven't responded. Please respond. My work is being disrupted. I can't send emails via SMTP. Initially, there were no problems, but now I'm constantly receiving 550 bounce errors. I can't use the service I paid

    • unblock my zoho mail account. outlines@zoho.com

      please unblock my zoho mail account, outlines@zoho.com

    • Unable to see free plan option

      Hello Zoho Support Team, I hope you are doing well. I am trying to sign up for Zoho Mail, but I am unable to see the option for the free plan. Could you please guide me on how I can access or activate the free plan? Thank you for your assistance.

    • Outgoing blocked: Unusual activity detected.

      I just made payment for my Zohomail Today and have been debited so i will like to be Unblocked because this is what it says (Outgoing blocked: Unusual activity detected) Thank you i await your swift responses

    • How to remove some users in zoho accounts

      How to remove some users in Zoho accounts.

    • Forwarder

      Hi, I tried to add a forwarder from which emails are sent to my main zoho account email . However, it asks me for a code that should be received at the forwarder email, which is still not activated to send to my zoho emial account. So how can I get the

    • Forwarder

      Hi, I tried to add a forwarder from which emails are sent to my main zoho account email . However, it asks me for a code that should be received at the forwarder email, which is still not activated to send to my zoho emial account. So how can I get the

    • DKIM cannot be enabled for the domain as no verified default selector present

      Hi Support Team, For Domain DKIM record trying to enable status. but showing error "DKIM cannot be enabled for the domain as no verified default selector present" So, please resolve the issue. Thank you.

    • I can't log in to my account on Thunderbird

      I've just had to rebuild my PC (calamitous mess from Microsoft with Win10/Win 11 'upgrade' - they confirmed I had to start with a new build). I have used Zoho mail for years via Mozilla Thunderbird, but now I've had to download the latest version of TBird,

    • Sorten the domain of zoho mail ids

      I recently created zoho mail id and am quite excited with the features. But one issue ig nobody wanna type this big zohoaccounts.com I mean silly bold Suggestion zmail.com (sound gmail) (attraction) or some genz words looks cool

    • Weekly Tips : Customize your Zoho Mail Notifications

      In a professional context, email communication remains one of the most crucial channels for staying connected and managing workflows. Keeping track of your emails, task updates, or important announcements can be overwhelming—especially if you are juggling

    • How to move emails to Shared Mailbox?

      Hello, I created a Shred Mailbox instead of using a distribution group. But I cannot move previous emails to certain shared mailbox. Is it possible move some emails from inbox to shared mailbox?

    • Email task creator when task is updated/marked complete

      I am looking for a way to notify the creator of a task in zoho todo when - Task is updated Task is closed Comments entered 1 and 2 are critical, and I cannot find a zoho flow to do this. There is no way that as a manager I will know when someone has completed

    • The attendees will now be redirected to the landing webpage when they exit the webinar, set by the organizer.

      Hello All, In the latest version of the Zoho Meeting iOS mobile app (v1.3.16), we have brought in the below enhancements:   Post Webinar Re-direction Revamped exit UI for Webinar Post Webinar Re-direction:  The attendees will now be redirected to the

    • Download API file contents from browser

      Hi Team - is there something being planned to be able to trigger file downloads from the browser via a deluge script? i.e. retrieve a file via API, trigger the file download directly from the browser. Or... using the convertToPdf function (https://www.zoho.com/deluge/help/functions/file/convert-to-pdf.html)

    • March 15, 2023: Zoho Docs is discontinued

      As of today (March 15, 2023) Zoho Docs is discontinued for all users. We would like to thank our customers for trusting us for so many years! Going forward, we're confident you'll enjoy using Zoho WorkDrive for all your advanced file management and collaboration

    • When using "locations" in zoho books, can you keep the two locations totally separate from each other?

      I am looking to add a location but I don't want to intermingle the banking or other accounts. I want that to be like two separate independent branches that use different banking accounts, accounts payable, and accounts receivable. The people who are in

    • Adding a Channel to SalesIQ

      I have a client that currently uses Zoho CRM and Zoho Desk. They would like a live chat to place on their website that has a mobile app and chat bots (something like SalesIQ). However, they would also like to have all this work over SMS as well. Does the SalesIQ API allow this? Can I add visitors without them being a visitor on a website? Thanks! Bryan Redeagle

    • DataPrep Bigquery Connection failed

      Hello everybody, I want to create a connnection beetwen Bigquery and Dataprep but when I try to connect my project I got this error Loading tables has failed. Table list fetched from the data source expired.

    • How Do I Refund a Customer Directly to Their Credit Card?

      Hi, I use books to auto-charge my customers credit card. But when I create a credit note there doesn't seem to be a way to directly refund the amount back to their credit card. Is the only way to refund a credit note by doing it "offline" - or manually-

    • Zoho Flow Needs to Embrace AI Agent Protocols to Stay Competitive

      Zoho Flow has long been a reliable platform for automating workflows and integrating various applications. However, in the rapidly evolving landscape of AI-driven automation, it risks falling behind competitors like n8n, which are pioneering advancements

    • Important Features Missing

      Hey all I love linkthread, but i am missing some important features. I want to be able to include my Google Tag Manager. I have all the important stuff in my GTM Container: Facebook Pixel, LinkIn Pixel, Zoho Pagesense and so on. So i am able to do retargeting

    • Zoho SignForms: Prefill parameters with spaces render as “+” in the document (even when using %20)

      Hello Zoho Sign team, we are using SignForms with prefill parameters passed via URL. Spaces in parameter values are being rendered as “+” in the finalized document—even when we URL-encode spaces as %20. This is critical for us because we prefill addresses

    • Currency selector (based on variable) usage in comparsion

      Hi, I've developed a currency selector based on the following topic, and it's working well in pivot tables and charts: https://help.zoho.com/portal/en/community/topic/how-can-i-allow-my-users-to-choose-a-currency-for-the-dashboard I also have a comparison

    • Customize Column in Projects - Default View for Template?

      Is there a way to have the columns you'd like to see added to a template? I want my customized columns to show up every single time I create a project from that template. It appears I can customize them in the template but when I create the project they do not transfer over.  Template: See below how the columns in order are : Task, Owner, Status, Assigned, Website URL, Blog H1..etc. When I create a project from that same template it comes out as: Task, Owner, Status, Tags, Start Date, End Date, etc

    • Ask the Experts 24: Analytics, data administration, and mobile experience with Zoho Desk

      Hello Everyone! Welcome back to the Ask the Experts(ATE) series! We were so focused on our Autumn 2025 release that we didn't host an ATE session last month. In this month's ATE, we'd like to expand our areas for discussion: we'd like to listen to your

    • Multi-Page Forms in Zoho Creator!

      Let’s make long applications easier to handle by dividing them into pages, adding a progress bar, and guiding users step by step through complex data entry. This would be a total game-changer for the user experience and could significantly boost completion

    • Email login error

      Login successfully but email page error

    • Shared Mailboxes Disappeared

      Zoho Mail users in our company haven't been able to see their Shared Mailboxes for the past few hours. I've checked with App and Web Access, but they can't access them. When I send emails to their addresses, I get no error messages. They're still visible

    • Remote Server is misconfigured

      Dear Team, I am unable to use email id as remote server is misconfigured. It would be really great if you could help on this and get this resolved. Thanks & Regard Rohit Gupta

    • why cant i access my email account. it keeps asking me for reverifiying my account by entering my password.

      I cant access my account. it keeps asking me for reverifcaton by entering my password. once its entered it asks for it over and over.

    • Free webinar alert on October 16 - Less Complexity, More Security: Workplace + Directory

      Hello Zoho Workplace Community! Security and productivity shouldn't be at odds—and with Zoho, they're not. Discover how Zoho Workplace + Directory delivers seamless collaboration with enterprise-grade security, all in one integrated ecosystem. Join our

    • Email Recall Feature In Zoho Mail Which Should Also Work For Outside Organisation Members

      Add a feature to recall or undo sending an email within a configurable short time window (e.g., 30 seconds to 2 minutes) after hitting send, similar to Gmail’s undo send. Currently the sent email can not be recall If the recipient is not from within your

    • Workdrive and ChatGPT Team Synced Connectors

      Hi, we want to be able to integrate Zoho Workdrive with OpenAI’s ChatGPT Team plan. Google Drive and OneDrive both offer this, zoho please catch up asap. We dont want to have to put our company files in google drive, we want to allow chatgpt Team edition

    • Alias Name (on items) use case in Zoho inventory

      Hey, Hope everyone is well. Wondering if anyone can shed some light on the use case of Alias Names on Products in Zoho Inventory? Cheers, Chris

    • Updating an Invoice Line Item's Discount Account via API Call / Deluge Custom Function

      I need help updating an invoice line item's discount account via API. Below is a screenshot of the line item field I am referring to. Now the field to the left of the highlighted field (discount account) is the sales income account. I am able to modify

    • Next Page