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 – 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

    • [Webinar] Evolving BI & Analytics in the Age of AI

      Artificial intelligence is redefining how data is collected, analyzed, and leveraged across industries. As businesses strive to become more agile and insight-driven, traditional BI and analytics must transform to meet new demands. AI-first organizations

    • Recent Topics

    • Vendor Signatures Needed for Purchase Orders

      Hello everyone, We have a unique requirement that necessitates that Vendors & Suppliers formally acknowledge our Purchase Orders upon receipt. I was hoping that there would be an option to do so in Zoho Books, but that does not appear to be the case.

    • Is there an API to "File a Ticket" in Desk

      Hi, Is there an API to "File a Ticket" in Desk to zoho projects?

    • Store "Sign in with Google/Microsoft/GitHub etc." details

      Quite often now, users are using a sign-in provider like Google or Microsoft to sign into various apps and services. It would be great if Vault could remember which providers you use for each website and sign you in with that provider instead of a username

    • Critical Issue: Tickets Opened for Zoho Support via the Zoho Help Portal Were Not Processed

      Hi everyone, We want to bring to your attention a serious issue we’ve experienced with the Zoho support Help Portal. For more than a week, tickets submitted directly via the Help Portal were not being handled at all. At the same time no alert was posted

    • Tip of the Week #72– Assign thread ownership to avoid confusion.

      When teams handle a large volume of emails, managing threads becomes important to stay organized. Without a clear system, duplicate replies, missed follow-ups, or confusion over responsibilities can happen. Thread assignment solves this by designating

    • Migrate Your Notes from OneNote to Zoho Notebook Today

      Greetings Notebook Users, We’re excited to introduce a powerful new feature that lets you migrate your notes from Microsoft OneNote to Zoho Notebook—making your transition faster and more seamless than ever. ✨ What’s New One-click migration: Easily import

    • Unarchive tickets

      How can I manually unarchive tickets?

    • Optimize your Knowledge Base for enhanced accessibility by adding alt tags for images

      Let's learn why alt tags are crucial for your articles. You can add alternative tags (alt tags) and alternative text (alt text) to the images you share on your community forums or when embedding them in articles. Alt tags refer to the HTML attribute,

    • FSM trying again

      have not linked FSM yet to the rest of out Zoho suit. It certainly looks like the apointment and service part is more manageable for our staff. The question is that our engineers multi task examples 1. deliver products to customers not fitted 2. Service

    • Feature Request: Conditional Field Mandatoriness Based on Display Status

      Hello Zoho Creator Team, I would like to suggest an enhancement to improve the flexibility of form validations. Currently, when we need a field to be mandatory only if it's displayed on the form, the only option is to: Set the field as not mandatory in

    • Data Migration Strategies for Moving to a Cloud Solution

      Hi everyone, I’ve been working on moving some of our critical systems, including CRM and project data, to a Zoho cloud solution, and one of the biggest challenges I’ve encountered is data migration. Transferring large volumes of data while keeping it

    • Commerce Order as Invoice instead of Sales Order?

      I need a purchase made on my Commerce Site to result in an Invoice for services instead of a Sales Order that will be pushed to Books. My customers don't pay until I after I add some details to their transaction. Can I change the settings to make this

    • How to set different item selling prices for Zoho Commerce and Zoho Books

      Item selling prices for Zoho Commerce and Zoho Books are in sync. If we update the Item selling price in Books, the same will happen in commerce and vice versa. I need a separate commerce selling price for online users and a separate books selling price

    • Time Entry Notifications

      Hi All - I have support staff who place notes of their work in the time entry section of Zoho Desk. Is there a specific workflow or setting I need to enable to have the ticket holder updated via email when an entry is saved?

    • Zoho CRMの流入元について

      Zoho CRMとZoho formsを連携し、 formsで作成したフォームをサイトに埋め込み運用中です。 UTMパラメータの取得をformsを行い、Zoho CRMの見込み客タブにカスタム項目で反映される状況になっています。 広告に関してはUTMパラメータで取得できているため問題ないのですが、オーガニック流入でフォーム送信の場合も計測したいです。メールやGoogle、Yahoo、directなどの流入元のチャネルが反映されるようにしたいのですが、どのように設定したら良いでしょうか。 また、

    • How to report 'Response violation' OR 'Resolution violation'

      Hi, I want to report on SLA Violation Type. I grouped my tickets on this column. It seems I only get 'Response and Resolution Violation' or 'Not Violated'. The former seems to be given to a ticket if only the Response Time was violated. I would expect

    • [Webinar] Automate sales and presales workflows with Writer

      Sales involves sharing a wide range of documents with customers across the presales, sales, and post-sales stages: NDAs, quotes, invoices, sales orders, and delivery paperwork. Generating and managing these documents manually slows down the overall sales

    • Power of Automation :: Quick way to associate your Projects with Zoho CRM

      A custom function is a software code that can be used to automate a process and this allows you to automate a notification, call a webhook, or perform logic immediately after a workflow rule is triggered. This feature helps to automate complex tasks and

    • Date triggering Workflow rule

      I have a function triggered by a workflow rule. The function takes a date and creates a task for that date and fills in a field with the name of the day for that date. It also updates the status field of the record. The workflow rule is set to run whenever

    • Restricting contact creation

      Hi all! I am looking to use Zoho Desk in a part of the business that takes end user enquiries. These are generally single interactions, and not linked to an account name. As Desk is Account centric, has anyone designed a way to manage these incoming emails

    • Import Holiday Calendars

      HI Zoho Is there anyway of importing an online calendar like https://www.calendarlabs.com into the business hours calendars, to speed up setup of holiday calendars. Also could we also request a feature where you can specify a Holiday as hours, i.e it could be that the company is on a 1/2 day due to a holiday or when it is Eid in the UAE and they are only allowed to work restricted hours so we need the calendar to be flexible to allow for this. Regards Jamie

    • Filtering Tickets based on Email headers

      We're starting to get a lot more junk coming into our Zoho Desk, which is then triggering unnecessary email alerts to agents. Once thing we could do to cut this junk in half, is to filter tickets based on email headers. Any email containing the `List-Unsubscribe`

    • Error 550 5.4.1

      I’ve tried sending an email to someone but keep receiving this back. Any help would be greatly appreciated 

    • Billing Management: #2 Fair way of Billing- Prorated Billing

      Hello, From speaking about the traditional ways of billing in the previous post, we are moving into the deep sea of billing. We are now in a zone to break out the most complex yet, I would call it the fairest way of billing, the Prorated Billing. Prorated

    • Automatic Matching from Bank Statements / Feeds

      Is it possible to have transactions from a feed or bank statement automatically match when certain criteria are met? My use case, which is pretty broadly applicable, is e-commerce transactions for merchant services accounts (clearing accounts). In these

    • Has Anyone successfully integrated Zoho and Sage Intact?

      Hey all, We’re evaluating Zoho One + Sage Intacct and I’m trying to connect with anyone who has actually implemented the two together.Specifically, I’d love to know: -- Which functions you kept in Zoho vs. Intacct (e.g., Product Catalog, AR/AP, invoicing,

    • How can I filter a field integration?

      Hi,  I have a field integration from CRM "Products" in a form, and I have three product Categories in CRM. I only need to see Products of a category. Thanks for you answers.

    • Adding image in HTML report page

      Hi, I want to know two things: 1. Can anyone advise how to add an image in HTML report. The tagged used is <img> but what path do I mention for the image to be added in the HTML report. 2. Also, I want to know if I am creating an application for the market

    • How to change view of HTML report based on device but always print in A4

      Hello everyone, I am aware that HTML report view can be configured to adjust according to the screen size like Laptop, Tablet and mobile using media queries. But my concern is no matter on which device the reports is opened when printed should always

    • Age Calculation

      I've attempted to calculate the age of someone based on their birthday input by using the formula field. It works but I don't want all those decimals on there. I then tried to use "set variable" after birthday input but I get a field type mismatch, long vs. floating. Any ideas would be wonderful.

    • Search on Custom Field

      We're working on an integration with the Zoho FSM API and are trying to retrieve companies based on a custom field we added to the Companies module. However, we can't find a way to filter or query records using custom fields through the API. We have a

    • Sendmail function / custom action?

      I've setup a function hoping to email various business departments the details of a record once all work in that record is complete so gone about setting up a custom action in such way that each record line on the report has a button to click. Question is how do I actually include data from that record in the email that is sent when the button is clicked? I had thought that since this were being sent per record the email would include the data which had been entered

    • API to post drafts for social media

      I we want to post draft posts to our zoho social account and then approve and schedule them within Zoho social. is this possible with for example: https://apis.zoho.com/social/v2/post TIA Jon

    • Canvas View in Zoho Recruit

      Is it possible or would it be possible to have the new 'Canvas View' in Zoho Recruit?

    • What impactful sales coaching techniques have you used to boost your team's performance?

      I'm curious about the real-world impact of sales coaching on team performance. What specific techniques or strategies have you found most effective in driving consistent improvement and growth in your sales team? Any success stories or lessons learned

    • Adding Taxes to paid consultations in Zoho Bookings

      I created a 'paid' consultation under Zoho Booking and integrated it with payment gateways for online/instant payment before a booking is done. How can I add 'taxes' to the price of consultation? I can add taxes to other Zoho apps (liks Books, Checkout,

    • Zoho Finance Suite - Customer Custom Tabs - Dynamic Link

      Hi Finance Suite team, When creating a Custom Tab for a Client Portal, there is no option to add dynamic parameters. This would be very helpful for adding Zoho Analytics dashboards which can be dynamically filtered through the URL to only show information

    • Feature Request - Insert URL Links in Folders

      I would love to see the ability to create simple URL links with titles in WorkDrive. or perhaps a WorkDrive extension to allow it. Example use case: A team is working on a project and there is project folder in WordDrive. The team uses LucidChart to create

    • How to Calculate MTTR (Mean Time to Resolve)

      We want to calculate MTTR (Mean Time to Resolve) in our Zoho Analytics report under Tickets. Currently, we are using the following fields: Ticket ID Ticket Created Time Ticket Closed Time Ticket On Hold Time We are planning to calculate MTTR (in days)

    • Possible to bold or indent text in the description field?

      As part of one item, I often have a detailed description that would be much easier to read if there was the ability to have a bulleted list or bold text and the like. Is this possible? My last invoicing software allowed markup in the field so, for example, an asterisk meant a bullet. I haven't been able to find any documentation related to this.  Any information would be appreciated. Thank you.

    • Next Page