Advance Your Churn Predictions with Zia's Usage Data Feature: Event Mapping

Advance Your Churn Predictions with Zia's Usage Data Feature: Event Mapping

Greetings all, 

This is an important and exciting update about feeding usage data into Zoho CRM. To expand the scope of how usage data can be used by Zia, we are introducing a new section called Usage Data under Zia. Users can now easily import, edit, and update usage data within their CRM.

This feature helps you understand if your customers are losing interest or satisfaction with your service, experiencing technical difficulties, or switching to a different platform with the usage data you feed. Identifying these behavioral changes early on can provide valuable insights for businesses to step in and re-engage customers.



Through this enhancement, 
  • Improve the CRM's capability to leverage usage data for Zia-generated insights such as churn prediction, recommendations, and engagement signals.
  • Enable users to link key attributes from usage data to terms that the system can understand for accurate Zia processing.
  • Facilitate the seamless import of usage data from different sources into Zoho CRM.

What's new?

When AI models sometimes struggle to interpret the usage data, customers often find it challenging to use their usage data in CRM systems effectively. Event mapping is a proper mapping mechanism to utilize usage data fully, not missing any opportunity on customer engagement, retention, and personalized service delivery.

With the new Usage Data under Zia, you can map each static set of events to the fields of the custom module. This enhancement helps Zia provide a deep analysis that can help predict more insights. Likewise, your churn prediction goes on, and the data is automatically updated with incoming data whenever your customers engage.

Zia can expand the range of applications for the usage data beyond Churn prediction after being trained with the data. The scope of Zia expands with the full utilization of usage data, helping with the following use cases in other features.
  • Recommendations help you decide what products you can cross-sell or upsell to which customers.
  • Analyze your customers' signals and engagement rates to gain deeper insights.
  • Bring in more accuracy to churn predictions, like when a specific customer is likely to churn.
Additionally, Zoho CRM can now access usage data sourced via API, URL, or any supported file format from any tool to be stored in a custom module. This lowers your dependency on restricted tools.

Let's get started with the details of the enhancement.

What is usage data?

All businesses need transactional data as a base to study user purchase behavior on metrics like customer details, date and time, payment methods, discounts, and inventory movements.

Unlike transactional data, which only includes information about customer purchases and subscription details, usage data tracks how these customers interact with or use them, through an app or a website, concentrating on metrics like frequency, duration, and patterns of usage, helping businesses understand user behavior and preferences. 

Tools like Google Analytics track customer actions, such as logins, interests, purchases, and location, to provide us with this data. It is used for behavior analysis, engagement metrics, churn prediction, and more. 

What is event mapping?

Event mapping is a learning technique for the system so the user can activate Predictions, such as churn prediction. Through event mapping, the system will learn and understand how to interpret usage data. Mapping involves certain data attributes like event name, event timestamp, event initiator, and others.

Why event mapping?

Since event mapping requires the mapping of information, you are directly feeding in more details about the user interactions, easing the accuracy of churn prediction. In simple words, more details give you more accurate prediction.

For instance, a sudden reduction in the amount of logins serves as a significant indication of decreasing engagement, potentially indicating churn. Through event mapping, Zia can anticipate the reasons why a certain demographic of users cease logging in at specific times and whether device-related factors impact their logins.

Moreover, event mapping unlocks various functionalities like calculating churn scores, generating personalized recommendations, and monitoring customer engagement. For example, through Workflow Rules, users can send promotional emails to encourage customers who have not logged in for over 30 days to stay engaged.

Steps to configure:

With the enhancement, import usage data into a CRM custom module, create a mapping of the data called event mapping, and utilize that data for churn prediction and more Zia insights. Through event mapping, AI increases the accuracy of Zia-driven predictions and also widens its scope for personal recommendations and other predictions.

Let's look at this activation in the below steps:
  1. Create a custom module and three (mandatory) fields to store the following data: event name, event timestamp, and event initiator.
  2. Import the usage data from other sources (via API, DataPrep, CSV, or any supported file format) to the created custom module and map the fields. 
  3. In Usage Data under Zia, perform the event mapping to create a way that the system understands.

Availability

DC: All DCs
Editions: Enterprise and Ultimate editions
Release Plan: This feature will be released phase-wise to all DCs

For detailed description and guide, refer to our resources:

    • Recent Topics

    • Need option to see Mass Emails & Cadences in Gmail Outbox OR a dedicated Zoho Outbox

      Hi everyone, Right now, when we send 1:1 emails from gmail (with gmail API connected to Zoho CRM), those emails appear both in gmail's sent folder and in Zoho CRM. That works well. But when we send Mass Emails or Cadence emails form Zoho CRM, they are

    • I can't found API for Sales Receipts

      Hello May you please help me to find an API document for Sales Receipts to get data and retrive a custom fields like Invoice and credit notes Regards

    • Kaizen #205 - Answering Your Questions | Managing Picklists and Enabling History Tracking via Zoho CRM APIs

      Hello everyone! Welcome back to another post in our Kaizen series. In this post, we will look at how you can manage picklist fields in Zoho CRM using APIs. This topic was raised as feedback to Kaizen #200, so we are taking it up here with more details.

    • Multiple Vendor SKUs

      One of the big concerns we have with ZOHO Inventory is lack of Vendor Skus like many other inventory software packages offer. Being able to have multiple vendor skus for the same product would be HUGE! It would populate the appropriate vendor Sku for

    • Internally created tickets

      Hi there When tickets are created internally on-behalf of customers - there is nothing to show that the ticket was created by an internal agent. This means, that it's easy for our agents to confuse tickets which were created by internal team members and

    • Automatically change website passwords

      Hi everyone, We just switched to a Professional package to also use the "Automatically change website passwords" function. But I cannot find anything about it, how to use it, anywhere. Does anyone know how I can use this function? Best, Caspar

    • Change Invoice Prices for an Effective Date

      Hi, It would be a really good feature to be able to change the prices on invoices/recurring invoices from an effective date in the event of price increases. For instance, I am in the process of increasing prices that will be effective from a specific

    • "Other Current Asset" accounts as "Paid Through" accounts in Expense

      It would be incredibly useful to be able to assign accounts of type Other Current Asset as Paid Through accounts in Expense. Currently, Other Current Liability are permitted as Paid Through Accounts. This makes sense, as Credit Cards are current liabilities.

    • Multi column open text questions that allows respondents to add rows for additional information

      I need to create a question that has 2 columns with open text, but I also need to allow respondents to click a "+" button, or something similar, so that they can add additional information if they choose to. I've tried using the Multiple Textboxes type

    • Bot Filtering & Apple Mail Privacy Protection Compliance in Zoho Campaigns

      Dear Campaigns Users, The wait is over! We’re excited to announce that the enhanced bot filtering feature is now live in Zoho Campaigns. This update brings greater accuracy to your email campaign reports by distinguishing real user engagement from automated

    • Découvrons les détails qui simplifient vos journées de travail avec Trident

      Nous nous installons dans des routines efficaces et rodées avec le temps. Chaque matin, nous ouvrons nos e-mails, passons aux messages, consultons notre agenda, puis attaquons nos tâches. Ce processus nous semble maîtrisé, mais est-il réellement optimisé

    • Issue with Purchase Rate Showing as “0” After Importing Items List

      Dear Zoho Books Support Team, Good day. I’m reaching out regarding an issue I’m facing while importing my items list into Zoho Books. Despite mapping all fields correctly and including the purchase price for each product in my Excel file, the Purchase

    • API for Task Entity in Zoho Books

      I’m working on automating task creation in Zoho Books via a custom button in the Bills Module. The goal is to create a task in the Tasks Module and assign it to the Finance Team, so they can track progress efficiently. While reviewing Zoho Books documentation,

    • create invoice in zoho books from the zoho forms

      Is there a native way to have create invoice in zoho books, when zoho form is completed?

    • Email undelivered

      GOod Day I am always receiving an uncategorized-bounce to my email. I am not sure why this is happening.

    • Add inventory_valuation_method to items endpooints

      To ensure consistent item creation it would be helpful to have the inventory_valuation_method (FIFO vs WAC) be able to be set at item creation or as an update (consistent with current behavior where it is not allowed for items with existing transactions)

    • Use Zoho to send sales receipts for Gocardless transactions

      I've been using gocardless for years and have d/d mandates set up on there. Each week we get bulk payments from customer d/d's. However, we need to send sales receipts to these customers. So I know I can sync mandates into Zoho, and then I can set up

    • Zoho - Gocardless sales receipts

      I've been using gocardless for years and have d/d mandates set up on there. Each week we get bulk payments from customer d/d's. However, we need to send sales receipts to these customers. So I know I can sync mandates into Zoho, and then I can set up

    • Introducing Rollup summary in Zoho CRM

      ------------------------------------------Moderated on 5th July'23---------------------------------------------- Rollup summary is now available for all organizations in all the DCs. Hello All, We hope you're well! We're here with an exciting update that

    • Introducing Connected Workflows in Zoho CRM for Everyone : Free Your Teams to Focus on What Matters

      Hello Everyone, We’re thrilled to introduce the next big evolution in Zoho CRM for Everyone -- Connected Workflows. This new feature builds on our commitment to deliver a CRM that’s truly inclusive, adaptable, and designed for consistent collaboration

    • Cooling-off Period Just Got Better: More Coverage, More Control

      We’ve enhanced the Cooling-off Period feature in Zoho Recruit to give you more control over repeat applications and referrals. This helps you maintain a cleaner, more efficient recruitment pipeline. With this enhancement, you can: Prevent duplicate candidate

    • Revenue Management: #7 Revenue Recognition in Construction & Real Estate Industry

      If you are in the construction or real estate business, you are used to long project timelines and progressive invoicing to keep up with your billing. But when does revenue get recognized? Will it happen when the contract gets signed? At different milestones

    • TikTok (and other social platform) Messages and comments of the past

      When I link a social channel, Zoho will show in "Inbox", "Messages" and "Contact" sections the interaction done in the past? (comment, messages...)

    • Restrict Employee mail deletion

      Dear Zoho, Is there a way where i can restrict my employees to delete any mails from their account

    • 554 5.1.8 Email Outgoing Blocked.

      Hi guys, I just singed up for mateusz.nowicki@zoho.com mail and I can't send any mails.. Why? Everytime I try to send something I got error like the one in the screenshot. Please, help me.

    • Zoho IP blocked by SpamHaus

      ERROR CODE :550 - 5.7.0 Your server IP address is in the SpamHaus SBL-XBL database, bye

    • File Upload in Creator's Subfrom

      Hello Sir/Madam, Here is a Problem......... Scenario: In CRM One Custom Module (Payments) have one File Upload Field now we have to Upload that File into Creator's Custom Form (Documents) have one Subform (Documents) in Document Upload Field using Deluge

    • Trigger workflow base on email clic

      Searching the help and forum, I see that there were workflow trigger rules based on email. But now, I can't find this type of trigger when I create a custom workflow. What I'm looking for would be to automate the sending of an email for a new prospect,

    • Bigin Form Acknowledgement

      How to troubleshoot and find out why form acknowledgement is not sending emails after form submission?

    • Zoho Mail POP & IMAP Server Details

      Hello all! We have been receiving a number of requests regarding the errors while configuring or using Zoho Mail account in POP/ IMAP clients. The server details vary based on your account type and the Datacenter in which your account is setup. Ensure

    • Ever since the new Android App udpates notifications are not working

      notifications are not working for the app is its closed I followed the tutuorial to the notificaction fixed and everythig seems to be right but notifications are not workig

    • Zoho Analytics & Zoho Desk - but not all desks

      I have several desks in our company and one of those is used by our HR department. I want to bring through the data to the shared Zoho Analytics workspace - except for the HR desk. Can this be excluded at data import stage ?

    • Incoming Emails Not Showing Up in Zoho Inbox

      Hi - I have my Zoho email account set up to forward a copy of all incoming emails to a secondary Gmail address, whilst retaining the original email in the Zoho inbox. However, all my incoming emails are currently not showing up in my Zoho inbox, so I'm

    • Unable to Create Zoho Booking via the Book Appointment API

      Its giving the below error {     "response": {         "errormessage": "Error setting value for the variable:customer_details\n null",         "status": "Error"     } } Request: POST Url: https://www.zohoapis.in/bookings/v1/json/appointment attached Zoho-oauthtoken

    • SHEET - Send email when a cell changes

      I would like to create a custom function for Zoho Sheet that triggers when a paticular cell changes to a specific value. This would result in sending an email to a recipient (this would be an address that remains the same and included in the script). Example: = IF(N4= "Drafted", <>EmailFunction) 1)     Cell N4 changes to "Drafted" 2)    Email is sent to recipient            or alternatively 3)    Post to chat channel I have found the Custom function editor in Sheet. I am not bad at scripting, but

    • 【開催報告】 福岡 ユーザー交流会 2025/8/8（金）

      皆さま、こんにちは。コミュニティチームの中野です。 8/8（金）に、福岡 ユーザー交流会を開催しました。 本投稿では、その様子をお届けします。当日の登壇資料などもこちらに共有しますので、参加できなかった皆さまもご参照ください。 今年初の開催となる福岡 ユーザー交流会では、CreativeStudio樂合同会社 前田さんによるZoho CRM / Sign / Survey の事例セッションのほか、 Zoho社員セッションでは、Zoho Forms の活用法を解説。 さらに、「見込み客・顧客データの管理/活用方法」をテーマに参加者同士でZoho

    • no me llegan los correos a Zoho mail

      No puedo recibir correos pero sí enviarlos, ya hice la modificación de MX y la verificación de teléfonos, qué es lo que ocurre? gracias

    • Error: Invalid login: 535 Authentication Failed

      I have used zoho with nodemailer. const transporter = nodemailer.createTransport({ host: 'smtp.zoho.com', port: 465, secure: true, auth: { user: 'example@example.com', pass: 'password' } }); While sending the mail, it shows the following error: Error:

    • Zoho Renewal

      Hello, If I am not going for zoho email renewal. will i get back my free zoho account? and if yes then is it possible to get back my all free user. how many user get back 10 or 25?

    • Not reciving emails

      Apparently i cannot recive emails on my adress contact@sportperformance.ro I can send, but do not recive. The mail i'm trying to send from mybother adress gets sent and doesn't bounce back... but still doesn't get in my inbox. Please advise

    • Next Page