Sixth Insight - The Hidden C in Data

Sixth Insight - The Hidden C in Data

The Wheels of Ticketing - Desk Stories

The Hidden C in Data

[Importance of clean data]


Data cleaning

Data cleaning ensures ticketing systems' data is accurate, consistent, and complete. This process includes eliminating duplicates, fixing errors, and addressing missing information.
Quote
Clean data is happy data.

Why is data cleaning so important?

Data cleaning eliminates errors, inconsistencies, and duplicates within data, resulting in increased accuracy. Tools are available to help you swiftly address data issues. Enhancing accuracy enables the extraction of reliable insights. Inconsistent or inaccurate data can lead to misleading results, poor decision-making, and ineffective strategies.

Data hygiene

Data hygiene in a ticketing system refers to the processes and practices involved in maintaining accurate, complete, and consistent information. This is crucial for ensuring that customer support operations run smoothly and effectively.


  • Data accuracy
  • Data completeness
  • Data consistency
  • Data deduplication
  • Regular data audits


By prioritizing data hygiene, organizations can improve the efficiency of their support teams, enhance the quality of customer service, and gain valuable insights from reliable data analytics.

A story for better interpretation

Scrub your data clean

Once upon a time, a small but dedicated team in a tech company managed customer support through a ticketing system called "HelpNow." As the company grew, so did its customer base, leading to an overwhelming influx of support tickets. Although the team worked diligently, the increase in tickets created clutter. 
 
Once efficient, the HelpNow system became cluttered with old tickets, unresolved issues, and duplicate requests. Customer satisfaction started to decline as users waited longer for their problems to be resolved. Frustration lingered not only in the hearts of customers but also within the support team, which they found increasingly challenging to navigate through the cluttered ticketing system.
 
One day, the team lead, Joey, called for a meeting to address the urgent situation. "We need to scrub our data clean," he announced. The team discussed various strategies, but he had a vision of what needed to be done and a systematic approach to decluttering their HelpNow system.
 
The initial step entailed thoroughly reviewing and categorizing all existing support tickets utilizing a custom view. The team reached a consensus to archive tickets over six months old and lacked follow-up, as these were likely associated with resolved issues. To ensure efficient progress, they established a clear deadline for this undertaking, fully aware that collaborative effort and focused teamwork were essential for effectively addressing the backlog. Their strategic approach aimed to organize the current workload and foster a more streamlined process for ticket management.
 
Joey organized a “Scrub-a-thon” a week later, encouraging everyone to join forces. Each team member was assigned a category of tickets to review. Deleting duplicates became a friendly competition. Teams found ways to delete tickets using mass updates and automation, rewarding those who could clear the most entries. They quickly learned that many tickets had been created multiple times due to customers submitting the same request across different channels.
 
During this process, the team discovered an unexpected treasure trove of information. Many old tickets contained insightful feedback about the product, creating a new FAQ section that addressed common user questions. They also realized that some bugs needed urgent attention, leading to prioritized fixes for the product.
 
As the Scrub-a-thon continued, the team also acknowledged the importance of customer communication. They crafted an email update to inform customers about their efforts to improve support quality. Customers appreciated the transparency and felt confident that their concerns were being taken seriously.
 
After two weeks of hard work, their system was transformed. The volume of tickets had been dramatically reduced, and the remaining tickets were prioritized and categorized effectively for quicker solutions. Customer agents could easily navigate the system and focus on resolving issues rather than wading through a digital maze.
 
Reports generated from the cleaned data helped Joey and her team identify trends in customer inquiries and revamp their product support resources accordingly. Inspired by their findings, they implemented a new self-service help widget to empower users with immediate solutions. 
 
The results were incredible: response times dropped, customer satisfaction surged, and the support team thrived in their more organized environment. The HelpNow system became a case study in transforming mess into clarity, demonstrating the power of scrubbing away the unnecessary to unveil the valuable.

Best practices

Scheduled data audits

Scheduled data audits are the systematic process of regularly reviewing and analyzing data within a specific timeframe to ensure accuracy, compliance, quality, and relevance. This practice is essential for businesses and organizations to maintain the integrity of their data, identify errors, and ensure adherence to regulations and standard policies.

Removing inaccurate data entries

Removing inaccurate data entries means eliminating incorrect, erroneous, or misleading information entered into a system. These inaccuracies can occur for various reasons, including human error, technological glitches, data migration issues, or a lack of standardized procedures. 

Setting up field validations

Setting up field validations is crucial in ensuring data integrity and enhancing the user experience in any application. Field validations check users' input to ensure it meets specific criteria before being processed or saved. Validation rules in Zoho Desk help you overcome this problem by arresting incorrect data even before it can enter your help desk. Refer here for more details.

Detecting duplicate data

Duplicate data detection is crucial for maintaining data integrity and accurate records. The deduplication feature in Zoho Desk helps you find duplicate records in bulk and merge them.  Refer here for more details.

Addressing data security

Addressing data security involves implementing measures and practices to protect sensitive information from unauthorized access, breaches, and other cyber threats. Encryption takes the final stand against attempts to steal your data. It completes data protection by ensuring your data can neither be damaged nor stolen in the unfortunate event of a security breach.. Refer here for more details.

Inactive record management

Inactive record management involves managing records that are no longer in active use or required for daily operations. This encompasses outdated documents, files, or data that must be preserved for prospective reference, even though they do not require frequent access. In Zoho Desk, ticket management is simplified by automating the archiving of follow-up-less tickets over six months old by a deadline.. Refer here for more details.

Integrate data with analytics

Data analysis helps identify inconsistencies. Data analytics can automatically identify and flag inconsistencies within datasets. This helps agents quickly pinpoint errors or anomalies that might go unnoticed, improving the overall data quality. Data analytics can assess the quality of the data in real-time. It can provide metrics on completeness, accuracy, and consistency, giving agents the insights needed to ensure that the data they are working with is reliable. Refer here for more details.

Summing up

Ensuring a clean and accurate database is crucial for the effective operation of Zoho Desk. Data cleaning is not simply a one-time task; it requires a continuous effort to maintain the integrity and reliability of customer information. 


Establishing clear protocols and guidelines for data cleaning will ensure that agents understand their responsibilities and take accountability for upholding data quality. Mastering data cleaning practices will enhance your success.


Please stay tuned for more Desk Module stories.

 

Cheers,

 

Kavya Rao

The Zoho Desk Team

    • Recent Topics

    • There Might Be A Glitch in Determining If A String Represents A URL

      I suspect there might be a glitch in determining if a string represents a URL or not. For example, I cannot embed the following URL. Perhaps the exclamation mark or parentheses are the culprit? https://en.wikipedia.org/wiki/How_the_Grinch_Stole_Chri
    • Customer Management: #4 Enhance Customer Journey

      When Neha started DefineOps, a growing IT support and consulting firm, most of her work was straightforward. A client would sign up for a free version, decide whether the service works for them, and then either continue or discontinue. Billing was simple,
    • Pipeline.Company Name field shows up as numbers! [Bigin Developer Console > Component > URL]

      Hi there, I am setting up to invoke URL to send infromation zoho bigin > zoho forms with company name pre-fill in the form. however when I use : ${Pipelines.Company Name} field it shows up as a string of number instead of words. Help.
    • 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
    • Territory Assignment Issues (Lead to Account + Contact)

      1. Lead → Account & Contact Territory Assignment on Conversion A Lead is automatically assigned one or more territories using a workflow and Lead Assignment Rules. This works as expected, and we are able to assign multiple territories to a Lead automatically.
    • Marketer's Space: Proven tips to improve open rates – Part II

      Hello Marketers! Welcome back to another post in Marketer's Space! We're continuing from where we left off a fortnight ago. We ended the previous post discussing the subject line, and we'll continue from there. Let's dive right in. Pre-header Pre-header
    • SQL Table slowed to a crawl

      Hi all - I seem to have noticed an update. Now whenever I am typing in the script field for the SQL tables there is a huge delay and it is all very slow. This has never been the case for me in over 5 years of using Analytics - I really hope it's fixed
    • Deluge Events/search API works in user environment but not in sandbox – why?

      I am creating an Extension for Zoho CRM using Zoho Sigma Platform I’m using the following Deluge code to search Events in Zoho CRM based on Start_DateTime: criteria = "(Start_DateTime:greater_than:2025-12-20T00:00:00+00:00)"; url = "crm/v8/Events/search?criteria="
    • Ensure Consistent Service Delivery with Comprehensive Job Sheets

      We are elated to announce that one of the most requested features is now live: Job Sheets. They are customizable, reusable forms that serve as a checklist for the services that technicians need to carry out and as a tool for data collection. While on
    • What are Zoho Meeting capabilities included in Zoho Workplace Standard?

      I am evaluating using Zoho Meeting for my organization, but it is not clear what Zoho Meeting capabilities are already included in Zoho Workplace Standard. - Are meeting recordings included in Workplace Standard? - Can we invite external meeting participants
    • Create static subforms in Zoho CRM: streamline data entry with pre-defined values

      Last modified on (9 July, 2025): This feature was available in early access and is currently being rolled out to customers in phases. Currently available for users in the the AU, CA, and SA DCs. It will be enabled for the remaining DCs in the next couple
    • How can I get the participant list of a reoccurring meeting afterwards?

      I'm trying to use the Meeting Participant Report from the API docs but when I call it on a reoccurring meeting it returns that there are no participants because it thinks I'm talking about the meeting in the future. Is there a way to use webhooks or some
    • Function #50: Send Mass emails to your customers

      Hello everyone, and welcome back to our series! We have reached a milestone of 50 Functions, which means that we have automated 50 different tasks in Zoho Books. Every Friday, we have shared a nifty function aimed at either automating a task or streamlining
    • Full Hebrew Language Support for Client-Side Zoho Assist Interface

      Dear Zoho Assist Team, We would like to request an enhancement to Zoho Assist's client-side interface to support full Hebrew language customization, including all popups, notifications, and session-related messages. Current Limitation The Join page allows
    • Add Hebrew & RTL Support to Feedback Widget

      Hello Zoho Desk Team, How are you? We are using Zoho Desk and would like to utilize the Feedback Widget. While Zoho Desk itself supports Hebrew and RTL, the Feedback Widget unfortunately does not. We kindly request that Hebrew and full RTL support be
    • Merge Tickets Directly from Contact Page in Zoho Desk

      Dear Zoho Desk Support Team, We are writing to request a new feature that would allow users to easily merge tickets directly from the contact page in Zoho Desk. Currently, the only option to merge tickets is from the Tickets list view page, which can
    • Different languages for users

      Hello, Do you plan to enable individual users to select their languages for interface? Currently language can be changed for everyone - it looks like a settings for a whole portal, which is not good when you are working internationally. Best regards,
    • Kaizen #222 - Client Script Support for Notes Related List

      Hello everyone! Welcome to another week of Kaizen. The final Kaizen post of the year 2025 is here! With the new Client Script support for the Notes Related List, you can validate, enrich, and manage notes across modules. In this post, we’ll explore how
    • 2025年 Zoho コミュニティ 活動の振り返り 🎉

      ユーザーの皆さん、こんにちは!コミュニティチームの中野です。 2025年も多くの学びと出会いがあったZoho コミュニティ。 本記事では今年の活動を振り返りながら、フォーラムの投稿・参加者の皆さん・イベントのハイライトをご紹介していきます。 目次 フォーラム:注目の投稿 フォーラム:多くの貢献をしてくださった方々 ユーザー交流会振り返り ワークアウト振り返り その他のトピックス 1. フォーラム:注目の投稿 本フォーラムでは様々な議論と知識の共有が行われました。 ユーザーの皆さんが日々の業務で直面する課題を投稿し、経験豊富なユーザーさん達が実践的な解決策を提供してくださいました。
    • Customer Management: #3 Giving Customers Control & Privilege

      Rio, the founder of RenoTech Solutions, a fast-growing digital service company, found itself juggling a dozen different services for its clients. They handled one-time setup fees, recurring monthly invoices, and custom milestone-based billing for projects.
    • Can I use a Standalone CRM Function as the Callback URL For Async Export Data API?

      I am creating an export job using this API https://www.zoho.com/analytics/api/v2/bulk-api/export-data-async/create-export/view-id.html There is a "callbackUrl" key in the CONFIG object. I tried copying the URL for a standalone function in CRM which can
    • Books Api: listing expenses created after certain dates

      Is there any parameter I can add to the List Expenses endpoint that will let me look up expenses by when they were created?
    • Add RTL (Right-to-Left) Text Direction Support Across All Zoho Learn Editing Interfaces

      Hi Zoho Learn Team, Hope you're doing well. We would like to request an important enhancement to Zoho Learn regarding support for right-to-left (RTL) languages such as Hebrew and Arabic. 🔹 Current Issue While the Knowledge Base Article editor provides
    • Add Hebrew Support for Meeting Transcripts Provided by ZIA in Zoho Cliq

      Hi Zoho Cliq Team, Hope you're doing well. We would like to request the addition of Hebrew language support for the Meeting Transcript and Summary feature in Zoho Cliq. Currently the transcript and summary feature is available for recorded meetings and
    • Remote Control Functionality During Screen Sharing in Zoho Cliq

      Hello Zoho Cliq Team, We would like to request the addition of remote control functionality during screen sharing sessions in Zoho Cliq. Currently, while screen sharing in Cliq is very useful, it lacks the ability for another participant to take control
    • Real-Time Screen Annotation During Zoho Cliq Screen Sharing

      Hi Zoho Support Team, Hope you're doing well. We’d like to request the addition of real-time screen annotation tools during screen sharing sessions in Zoho Cliq video calls. 🔍 What We're Looking For: The ability for the presenter—and optionally, other
    • Centralized Organization Information Management in Zoho One

      Dear Zoho One Support, I'm writing to propose a feature that would significantly improve the user experience and streamline data management within Zoho One. Current Challenge: Currently, managing organization information across various Zoho One apps requires
    • Enhance Zoho One Conditional Assignment to Fully Reassign App Settings When Changing Departments

      Hi Zoho Team, We’d like to submit a feature request regarding the current behavior of Zoho One’s conditional assignment logic when moving a user between departments. 🔧 Current Limitation As it stands, Zoho One’s conditional assignment does not remove
    • Ability to Filter Alias Mailboxes in Zoho Recruit

      Dear Zoho Recruit Team, I hope you are doing well. We would like to request a feature enhancement regarding the handling of alias mailboxes in Zoho Recruit. Currently, when we connect an alias mailbox (e.g., jobs@domain.com) from our Zoho One account
    • Automatic Department and Employee Sync Between Zoho One and Zoho People

      Dear Zoho Support, I'm writing to propose a valuable feature request that would streamline data management and improve user experience within the Zoho ecosystem: automatic synchronization between departments and employees in Zoho One and Zoho People.
    • Add Attachment Support to Zoho Flow Mailhook / Email Trigger Module

      Dear Zoho Support Team, We hope you are well. We would like to kindly request a feature enhancement for the Mailhook module in Zoho Flow. Currently, the email trigger in Zoho Flow provides access to the message body, subject, from address, and to address,
    • Prefered Bin Missing in android APP

      Andoroid app dosent show preferred bin in the picklist. The workaround support reccomend is to use the computre to create the picklist. it shuld be information to be shown aas basic for the pciker.
    • Open Sans Font in Zoho Books is not Open Sans.

      Font choice in customising PDF Templates is very limited, we cannot upload custom fonts, and to make things worse, the font names are not accurate. I selected Open Sans, and thought the system was bugging, but no, Open Sans is not Open Sans. The real
    • Function #1: Convert an accepted Estimate to Sales Order automatically in Zoho Books

      As you’re aware, Zoho Books provides a default option to have the estimates automatically converted to invoices once your customer accepts them. Many of you wanted a similar option for sales orders, so here’s a workflow that converts accepted estimates
    • Write-Off multiple invoices and tax calculation

      Good evening, I have many invoices which are long overdue and I do not expect them to be paid. I believe I should write them off. I did some tests and I have some questions:  - I cannot find a way to write off several invoices together. How can I do that,
    • Reusable Jira Connection for Multiple Zoho Projects Imports

      Hello Zoho Projects Team, We would like to raise a concern and submit a feature request regarding the Jira → Zoho Projects migration process, specifically around how Jira connections are handled. Current Behavior: When setting up a Jira connection for
    • Zoho invoice doesn't support Arabic language

      I added a clause in the terms & conditions section in Arabic but it doesn't appear when I sent or print it.
    • Recurring Invoice Placeholder Not Updating Billing Period

      Hi, I’m using Zoho Invoice Free and want the billing period to update automatically in recurring invoices. In Item Description I tried: Billing Period: %(m-6)% %(y)% to %(m-1)% %(y)% but even if the invoice date is in 2026, it still shows the period based
    • Related list Mobile Device

      Hello, We use an the Zoho creator application to make reports linked to Accounts. On the computer: it's easy to go the Account and see all the created reports in the related list below On iPad/Phone ZOHO CRM APP: we cannot see the reports on those accounts
    • Can't update the company address in zoho invoice

      Dear Sir/Madam, I want to update the company address in Zoho Invoice but failed. It popped out a sentence "Invalid value passed for Website". Please advice how to solve this problem. Thank you.
    • Next Page