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

    • Building Toppings #1 - Serving your needs with Bigin Toppings

      Hey Biginners! We're excited to kick off our Developer Community series on building toppings for Bigin, and our goal is to provide an accessible, beginner-friendly, and relevant path for every developer. Imagine creating tiny pieces of software that unlock

    • Can we create Sprint with tasks from Multiple projects?

      Hi Team, We were using Zoho Sprints for quite sometime. Currently we have started the process of Sprint method. We couldnt create the active sprint board with the tasks from multiple projects. I would like to know whether this is possible or Any timeline

    • Tip of the Week #74– Create automated workflows in MS Power Automate

      Zoho TeamInbox now connects directly with Microsoft Power Automate, letting you streamline everyday routines tasks such as from sending emails to managing threads, with automated workflows. About the integration Zoho TeamInbox integrates with Microsoft

    • Account validation

      Hello everyone, I registered my account on ZeptoMail to use the system, but the problem is that the verification period on Zepto's end has already passed and I have limited functionality.

    • Paste issues in ZOHO crm notes

      Hi, since a week or so I have issues with the paste function in ZOHO CRM. I use "notes" to copy paste texts from Outlook emails and since a week or so, the pasting doesnt function as it should: some text just disappears and it gives a lot of empty lines/enters.....

    • Is it possible to add a gradient color to a newsletter im designing?

      From where i sit it looks like you can only choose a single color but not combine 2 colors?

    • New Feature: Audit Log in Zoho Bookings

      Greetings from the Zoho Bookings team! We’re excited to introduce Audit Log, a new feature designed to help you track all key actions related to your appointments. With Audit Log, you can maintain transparency, strengthen security, and ensure accountability.

    • Account disabled

      I have an issue I need help with. Whilst trialing ZOHO CRM I created the following: Account1 (-------------) using m__ame@m__rg___s__i__.___.__ and 2 personal emails Account2 (-------------) using a personal email and 2 users _al__1@______________._o_.__

    • Blocked Email

      We are a Zoho One subscriber and use Yahoo as our MX provider. A few times each year, for the past four years, CRM blocks one or more of my Zoho One users from receiving internal email from CRM. This includes "@mentions" in all modules, and emails from

    • message var is empty in bot mention handler

      Hi, I'm encountering a problem: in my bot's mention handler, I want to retrieve the text the user typed when mentioning the bot. Example: On the #tests-cyril channel, I send this message: “@Donna hello how are you ?” I expect the system variable "message"

    • Remembrance Day to Remember – Recalling Values

      The phrase “at the eleventh hour” refers to the 11th hour of the 11th day of the 11th month in 1918, when the hostilities of World War I came to an end—but it still holds meaning today. Remembrance Day (Veterans Day in the US) is observed on November

    • How to display two measures (sales and price) divided by categories on one line chart

      Hi everyone, I’m having trouble figuring out how to display two columns on a line chart with category breakdowns. What I need is a line chart where one line represents Sales and the other represents Price. However, the Price data is divided into around

    • Create custom rollup summary fields in Zoho CRM

      Hello everyone, In Zoho CRM, rollup summary fields have been essential tools for summarizing data across related records and enabling users to gain quick insights without having to jump across modules. Previously, only predefined summary functions were

    • Introducing the locking option for CRM records

      Last modified on 06/04/2023: Record locking option in CRM is now available for all Zoho CRM users in all DCs. Note that it was an early access feature available only upon request. Hello All, Hope you're doing well! We're thrilled to introduce our latest

    • Two new enhancements in Zoho CRM: Introducing new criteria for user fields and displaying group information in users page

      Announcement moderated on 14th June, 2023. Dear All, These enhancements are opened for all users in all DCs. ------------------------------------------------------------------------------------- Dear All, Hope you're well! We are here with two useful

    • Tip #49- Navigating the Remote Support Dashboard in Zoho Assist- 'Insider Insights'

      The Remote Support dashboard in Zoho Assist is designed to help technicians quickly access, manage, and monitor all their support sessions from a single, intuitive interface. Whether you’re starting a new session, managing ongoing connections, or reviewing

    • BMI formula

      I've been trying for hours to calculate BMI using height and weight as my only inputs. It's a simple calculation and I even went to ChatGPT to help me figure this out in Zoho Forms, but it led me down a path of "try this" and "try this". None of my attempts

    • SEO on blogs

      Hello, google is not able to find my blogs. Can you advice me if I need to change some settings or anything else to make it retrievable via SEO many thanks, hans

    • Duplicated Notebooks

      Out of the blue, almost all of my notebooks got duplicated and the different copies contain different information. Some seem like older copies than the others. I use the linux desktop app and sometimes the Android app. I assume that the sync failed at some point and was unable to merge the two versions together. But I'm afraid to add anything else to my notebook because if it can't properly sync 5 notebooks with only a handful of notes each, what will happen when I have hundreds of notes and I lose

    • Mind mapping in Zoho Projects

      Good morning,   I would like to congratulate the Zoho team for building such an inovative and responsive application that fits in the daily challenges of so many work groups. I would like suggest you another functionality that helps a lot in project planning and development: mind mapping. Mind mapping would be of great help for brianstorming, knowledge management and other needs in online collaboration.   Thanks and wish you all the best! George Maha Empresa Júnior Multidisciplinar do Instituto de

    • Retainer invoice in Zoho Finance modlue

      Hello, Is there a way of creating retainer invoices in the Zoho Finance module? If not can I request this is considered for future updates please.

    • Documents don't sync properly

      Hello, My team recently moved to Zoho workDrive, some of my team, work remotely so we believed Zoho would be the best way to share and edit files as well as access files withing the team. However we are experiencing sync issues, when a file is uploaded in the file explorer and shows sync complete, same file can be seen on the Zoho web app but other team members can't see the said file because it is not syncing properly. i figured out that if i were to go to preferences in settings and resync the

    • We are looking for an experienced Zoho Developer

      Hi Everyone! We’re on the lookout for a skilled Zoho Developer with hands-on experience in the Zoho Developer Platform (The Vertical CRM Platform) and if you don't know what that is, then you are not the person we are looking for. You would also need

    • Initiate approval workflow after "on edit --> on success"

      Dear Community,  currently I am working on a initiative tracker which should handle approval workflows based on different initiative status. As far as I understand, an approval workflow can be triggered (only?) when data is entered for the input form to the database.  Example: A new initiative is created and submitted. --> Approval Workflow triggered Here comes my question: Is it also possible to trigger an approval workflow if the form was "simply" updated? (on edit --> on success) Imagine the initiative

    • Tax Deductible Donations to a Charity Organisation

      For Australia, what's the best/proper method for entering an expense that is a tax deductible donation to a charitable organisation. And thus is appears correctly in Accounts and BAS as a GST payable deduction?

    • Simultaneous use of WhatsApp Account in SalesIQ and ZohoDesk

      Hi, We have only one number registered in Meta, it's possible use same account for two apps? All times here we try is stopping in SalesIQ. Regards,

    • External lookup fields to synchronise with Analytics

      Hello. I suggest adding external lookup custom fields to the Zoho Analytics integration settings. Currently, these types of fields are not available for synchronisation, so they cannot be used to generate reports with related tables in Analytics. Thank

    • We should have an option to Toggle Off KB Article Links in AI Answer Bot Replies

      Hi everyone, I'm creating this topic to share a feature idea that I think would improve the customer experience when using the AI Answer Bot for self-service. The Current Behavior (The Problem) Currently, when the AI Answer Bot generates a summary or

    • Boot Loop After Removing Service from Client via Admin

      We have multiple laptops experiencing a boot loop / unable to login after the Zoho Remote service was removed from their machine remotely via the desktop client. The Windows sign-in screen is not available, and users are unable to login. This seems like

    • Request Backend Correction — Domains Mapped to Same Help Center (Multi-Brand Setup Failure)

      Hello Zoho Desk Support Team, I need assistance correcting a domain-to-brand mapping issue in our Zoho Desk instance (The Blue Ribbon Project). Both of our verified domains currently point to the same Help Center instead of separate brand portals. Current

    • is there any option to enable the participants interact - can write on the screen, while the screen is shared by the host?

      this is most expected features - for teaching children. is there any option to enable the participants interact - can write on the screen, while the screen is shared by the host?

    • How to disable the Login button in Desk Helpcenter

      Hey there, I'm testing out whether the help center within Zoho Desk could replace our existing Customer FAQ. I tried to customize the themes for the public help center frontend, but stumbled across the login button in the navigation bar. Is there any

    • Subforms in stateless forms

      I think the title says it all. We need to be able to add subforms to stateless forms. Currently the only workaround is to create a Form and delete each record upon submission of the form. I need to build an interface to update our inventory. Basically

    • Standard Payment Term is not pulled from account to quotation

      Hey Team There seems to be something off. I do have "Net 30" as my default payment term in Zoho Books for my customers. If, from the customer overview or quote section, I create a new Quotation, the payment terms field stays blank and doesn't get the

    • Best way to display complex Bookings Consultation Descriptions on Zoho Site?

      I am a new user so apologies if this has been asked before. I couldn't find any answers in the forum. We offer 18 complex Consultations to our subscribers. Our current platform lets me put detail on these Consultations thoroughly (200-300 words) during

    • Gmail is ramping up its email sender policy as of November 2025

      Hello marketers, As you may be aware, Gmail introduced a guideline for bulk senders starting February 2024. If not, here's a quick refresher straight from Google: After this policy was announced first in 2023 and soft-implemented in February 2024, we

    • Modifying iframe data of Zoho booking iframe

      Hello, I have integrated a Zoho Bookings embedded iframe into my website. Currently, I am pre-filling the booking form with default values as part of our process flow. However, I want to ensure that if an input field is already populated with a default

    • Zoho CRM Workflow and Function Backup Options

      Hi everyone! I have been able to make several backups of my CRM data and noticed that the Workflows and Functions are not included in these backups. To my knowledge, there is no backup feature for workflows and functions, which is problematic in of itself.

    • Enhance Sign CRM integration

      Hello all, I'm working on a custom Deluge script to enhance the integration between Zoho CRM and Sign by using a writer merge template for additional flexibility. I want to replicate the post-sign document integration that exists between CRM and Sign

    • YouTube Live streaming? how to? Zoom has this feature, built-in. Can't find it on zoho meetings.

      YouTube Live streaming? how to? Zoom has this feature, built-in. Can't find it on zoho meetings.

    • Next Page