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

        • Kaizen #140 - Integrating Blog feed scraping service into Zoho CRM Dashboard

          Howdy Tech Wizards! Welcome to a fresh week of kaizen. This week, we will look at how to create a dashboard widget that displays the most recent blog post of your preferred products/services, updated daily at a specific time. We will leverage the potential
        • Convert Lead Automation Trigger

          Currently, there is only a convert lead action available in workflow rules and blueprints. Also, there is a Convert Lead button available but it doesn't trigger any automations. Once the lead is converted to a Contact/Account the dataset that can be fetched
        • I'm getting this error when I try to link an email to a deal inside the Zohomail Zoho CRM extension.

          When I click "Yes, associate," the system displays an "Oops!! Something went wrong" error message. I have attached a screenshot of the issue for reference.
        • Zoho Sheet - Desktop App or Offline

          Since Zoho Docs is now available as a desktop app and offline, when is a realistic ETA for Sheet to have the same functionality?I am surprised this was not laucned at the same time as Docs.
        • ZOHO add-in issue

          I cannot connect ZOHO from my Outlook. I am getting this error.
        • Marketing Automation

          L.S. Marketing Automation is and has always been part of the Zoho One bundle - according to the information provided on the Zoho Website. Why when I open Marketing Automation do I get the following message?: "Your trial has expired. We hope you enjoyed
        • What's New in Zoho Analytics - January 2026

          Hello Users! We are starting the year with a strong lineup of updates, marking the beginning of many improvements planned to enhance your analytics experience. Explore the latest improvements built to boost performance, simplify analysis, and help you
        • Translation from Chinese (Simplified) to Chinese (Traditional) is not working. It randomly translated. Google Translate accurately but zoho translate is not working at all

          Hi friends, The newly added language for translation. https://www.zoho.com/deluge/help/ai-tasks/translate.html "zh" - Chinese "zh-CN" - Chinese (Simplified) "zh-TW" - Chinese (Traditional) my original text: 郑这钻 (and it is zh-CN) translated traditional
        • The Social Playbook - January edition: Getting started with content creation

          Social media isn’t just about posting some random content. It’s about why certain content works, how brands stand out, and what makes people pause mid-scroll. The Social Playbook is a monthly community series where we break all of that down. Through real
        • Support for Custom Fonts in Zoho Recruit Career Site and Candidate Portal

          Dear Zoho Recruit Team, I hope you're doing well. We would like to request the ability to use custom fonts in the Zoho Recruit Career Site and Candidate Portal. Currently only the default fonts (Roboto, Lato, and Montserrat) are available. While these
        • Adding bank details to the contact through API

          How to add bank-related information to the contact while creating it using API? The account number needs to be encrypted before sending it through API but not sure how to encrypt and get those values. Please guide me in this.
        • Font breakage in Zoho Mail Desktop Lite application for Mac

          Dear Zoho Mail and Workplace Community, With the latest update of macOS Sequoia and macOS Tahoe, there has been font breakages in the email preview of Zoho Mail Desktop Lite application for Mac. This breakage is due to the corruption of the System fonts
        • Feature request - image resizing on sales orders

          I need to be able to show the items on the sales orders, currently the item image shows really small and no way to resize it, need the ability to make the image larger to showcase the product on the pdfs
        • Nueva edición de "Ask The Expert" en Español Zoho Community

          ¡Hola Comunidad! ¿Te gustaría obtener respuestas en directo sobre Zoho CRM, Zoho Desk u otra solución dentro de nuestro paquete de CX (Experiencia del Cliente? Uno de nuestros expertos estará disponible para responder a todas tus preguntas durante nuestra
        • Automation Series: Auto-Notify External Users on Issue Closure

          Hello Folks! In Zoho Projects, you can notify external issue reporters via email when an issue is marked as Closed. This helps the users avoid manual follow-ups and keeps the reporter updated. In this post, we’ll walk through a simple setup using a Web
        • Turn chat conversations into real action with Integration Blocks in Guided Conversations

          When a Guided Conversation fails, it's usually not because the logic is wrong. They fail because the conversation stops moving. A customer starts a chat with a clear goal: report an issue, check a status, or confirm something. At first, the flow does
        • Basic Mass Update deluge schedule not working

          I'm trying to create a schedule that will 'reset' a single field to 0 every morning - so that another schedule can repopulate with the day's calculation. I thought this would be fairly simple but I can't work out why this is failing : 1) I'm based in
        • click to call feature

          I've Zoho CRM and in that i want click to call feature.
        • We Asked, Zoho Delivered: The New Early Access Program is Here

          For years, the Zoho Creator community has requested a more transparent and participatory approach to beta testing and feature previews. Today, I'm thrilled to highlight that Zoho has delivered exactly what we asked for with the launch of the Early Access
        • Can the Product Image on the Quote Template be enlarged

          Hello, I am editing the Quote Template and added ${Products.Product Image} to the line item and the image comes up but it is very tiny. Is there anyway that you can resize this to be larger? Any help would be great! Thanks
        • Creating Parent Child relationship in Accounts

          We have customers with multiple locations, I setup the HQ as an account, then I setup the different sites marking the HQ as the parent to that location. If I then do a Deal for one of the locations, is there a way to show by looking at the parent account
        • Learner transcript Challenges.

          Currently i am working on a Learner Transcript app for my employer using Zoho Creator. The app is expected to accept assessment inputs from tutors, go through an approval process and upon call up, displays all assessments associated with a learner in
        • Client and Vendor Portal

          Some clients like keeping tabs on the developments and hence would like to be notified of the progress. Continuous updates can be tedious and time-consuming. Zoho Sprints has now introduced a Client and Vendor Portal where you can add client users and
        • need a packing list feature

          In our business, goods listed on an invoice are packed in separate boxes and shipped off. for e.g. an invoice may have 10 items. each item could then be packed in different boxes depending on qty of each item. this packing list is as important as the invoice for purposes of shipping documents.  Request you to add this feature asap.
        • Recording the deducted TDS on advance received from Customer (Zoho Books India)

          Hi, How can we record the tds that has been deducted by my customer for the advance that he has paid to me. 1) My customer has paid Rs 10000 to me as advance (Rs 9800 as cash and deducted Rs 200 as TDS). I am not able to record the tds that has been deducted
        • #7 Tip of the week: Delegating approvals in Zoho People

          With Zoho People, absences need not keep employees waiting with their approval requests. When you are not available at work, you can delegate approvals that come your way to your fellow workmate and let them take care of your approvals temporarily. Learn more!
        • Admin Tip: Manage sub-domain emails using sub-domain stripping

          As an admin, you may need separate domains for different departments such as sales, support, and marketing. While this approach offers flexibility, creating and managing multiple domains can quickly become overwhelming, especially since each domain requires
        • Quick Copy Column Name

          Please add the ability to quickly copy the name of a column in a Table or Query View. When you right-click the column there should be an option to copy the name, or if you left-click the column and use the Ctrl+C keyboard shortcut it should copy the
        • Ability to Edit YouTube Video Title, Description & Thumbnail After Publishing

          Hi Zoho Social Team, How are you? We would like to request an enhancement to Zoho Social that enables users to edit YouTube video details after the video has already been published. Your team confirmed that while Zoho Social currently allows editing the
        • How do I remove a data source from Zoho Analytics?

          I am unable to find a delte option on a datasource that i put in the system as an error. On teh web it refers to a setup icon but I do not see that on my interface?
        • Add Employee Availability Functionality to Zoho People Shift Module

          Hello Zoho People Product Team, Greetings and hope you are doing well. We would like to submit a feature request to enhance the Zoho People Shift module by adding employee availability management, similar to the functionality available in Zoho Shifts.
        • Bigin, more powerful than ever on iOS 26, iPadOS 26, macOS Tahoe, and watchOS 26.

          Hot on the heels of Apple’s latest OS updates, we’ve rolled out several enhancements and features designed to help you get the most from your Apple devices. Enjoy a refined user experience with smoother navigation and a more content-focused Liquid Glass
        • Delay in rendering Zoho Recruit - Careers in the ZappyWorks

          I click on the Careers link (https://zappyworks.zohorecruit.com/jobs/Careers) on the ZappyWorks website expecting to see the job openings. The site redirects me to Zoho Recruit, but after the redirect, the page just stays blank for several seconds. I'm
        • Is Desk Down?

          Across department - always an error. [Status Mode] - error [Table View and the rest] - working
        • How do I change the wording of the tile of SignForm?

          When my user opens a SignForm url, the title that is presented is always "SignForm signer Information" and a form is displayed asking for the username and email address. This can be confusing to the end user. How can I change the title at least (Or at
        • How to link tickets to a Vendor/Vendor Contact (not Customer) for Accounting Department?

          Hi all, We’re configuring our Accounting department to handle tickets from both customers and vendors (our independent contractors). Right now, ticket association seems to be built around linking a ticket to a Customer / Customer Contact, but for vendor-originated
        • 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
        • Unify Overlapping Functionalities Across Zoho Products

          Hi Zoho One Team, We would like to raise a concern about the current overlap of core functionalities across various Zoho applications. While Zoho offers a rich suite of tools, many applications include similar or identical features—such as shift management,
        • Automation #7 - Auto-update Email Content to a Ticket

          This is a monthly series where we pick some common use cases that have been either discussed or most asked about in our community and explain how they can be achieved using one of the automation capabilities in Zoho Desk. Email is one of the most commonly
        • Ticket to article and Ticket to template

          Hello! I would like to know if it is possible (and how) to do the following actions: 1. To generate an article from a ticket (reply + original message) 2. Easy convert an answer to an email template
        • Next Page