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

    • Massive Zoho Books failure

      We have not received any communication or notification from Zoho, but we have detected that Zoho Books is not working for all our users. We cannot access or use Zoho Books. This is critical. We are trying to contact Zoho on the Spain telephone number,
    • The Social Wall: January 2026

      Hello everyone, We’re back with the first edition of The Social Wall of 2026. There’s a lot planned for the year ahead, and we’re starting with a few useful features and improvements released in January to help you get started. Create a GBP in Social
    • How to block whole domain?

      I am getting at least 50-75sometimes over 100 spams emails a day. I see a lot of the spam is coming from .eu domains. I would like to block /reject all email coming for the .eu domain. I do not have any need for email from .EU domains. Why won't the BlackList
    • How Zoho Contracts Makes Negotiations Clear, Secure, and Transparent

      Negotiation is one of the most critical—and often most chaotic—stages of the contract lifecycle. Multiple stakeholders review the same document, propose changes, debate terms, and exchange feedback. Without the right tools, this collaborative process
    • Error: Invalid Element tax_override_preference

      In both Books and Inventory, we're getting the following error whenever we try to enter any Bill: I think this is a bug. Even cloning an old bill (that obviously was entered just fine), this error occurs.
    • Assign Income to Project Without Invoice

      Hello, Fairly new user here so apologies if there is a really obvious solution here that I am just missing... I have hundreds of small deposits into a bank account that I want to assign to a project but do not want to have to create an invoice every time
    • How to Print the Data Model Zoho CRM

      I have created the data model in Zoho CRM and I want the ability to Print this. How do we do this please? I want the diagram exported to a PDF. There doesnt appear to be an option to do this. Thanks Andrew
    • our customers have difficult to understand the Statements

      our costumers have big problems to understand Zohos Statements. we need a text box after the payment number to explain what the payments are for. Is it possible to develop a version of the Statement with that kind of box and if so whu can do it
    • How to track a list of ALL the items that ONE customer bought?

      Hello, I am interested in getting a list of all the items that only ONE of my customers bought, and the invoices are what show up instead. It's very tedious to go through every single invoice when we sell a lot of items to this customer. Surely there
    • Exchange Rate Updates

      Hi, It would be great that when you work with multiple currencies, the exchange rate updates automagically every day (as seen on Zoho Books) or at least that when you create/update an opportunity the exchange rate could be manually updated, or maybe both!
    • Locked Out of Super Admin Account

      I'm locked out of my Super Admin account and the external e-mail is no longer associated with it. There seems to be a problem during set up, the system ought to ask to assign a new password instead of using Google accounts. Please help me get back access.
    • Emails are going to notification folder and not in inbox

      emails are going to notification folder and not into inbox
    • 550 5.4.6 Unusual sending activity detected. Please try after sometime

      Hi, I am receiving this error message when trying to send my emails. The only reason I can think why this is happening is my previous two emails were bounced back to me due to a non working mailbox error. I have followed the online links for unblocking
    • Projects Home Customization

      Hello! We've been in Zoho One since July of last year, and my team has started providing feedback on what they'd like to do. Their latest wish is that they could have more control over the Projects Home content. For example, they want a card that shows
    • IMAP search support

      Does Zoho Mail support IMAP search? https://www.rfc-editor.org/rfc/rfc9051.html#name-search-command TEXT <string> Messages that contain the specified string in the header (including MIME header fields) or body of the message. Servers are allowed to implement
    • Performance is degrading

      We have used Mail and Cliq for about three years now. I used to use both on the browser. Both have, over the past 6 months, had a severe degradation in performance. I switched to desktop email, which appeared to improve things somewhat, although initial
    • Cannot reorder fields in Page Layout in Expenses and Purchase Requests

      It is very inconvenient that the custom fields in Page Layout cannot be re-ordered. The only way is to remove the fields and re-create them; however, it is impractical. This would affect the reports and dashboards we are having. Not able to re-order the
    • bouncing emails

      My recurring invoices have bounced back
    • Probable Scam / Phising attempt from email pretending to be Zoho

      I think this is a scam email right? It says "zohCworkplace.com". I'm on the Mail Free plan The link in the CTA button seems to go to a redirect. Just wanted to bring it up to the security team.
    • Feature Request: Ability to set Default Custom Filters and apply them via URL/Deluge

      I've discovered a significant gap in how Zoho Creator handles Custom Filters for reports, and I'm hoping the Zoho team can address this in a future update. This limitation has been raised before and continues to be requested, but remains unresolved. The
    • Email Address Search in "To" Field Search is broken, Zoho refuses to fix it

      Typing a part of the email address string other than the beginning of the string does NOT work, I kindly urge Zoho to fix this. Let's say you remember writing an email so someone called "smith" from company "corp.com", but can't remember their first name,
    • Emails not being received by @hotmail.com, @outlook.com and a few others

      When I try to send emails from zoho mail to people with email addresses ending @outlook.com and @hotmail.com (and a few others), I get a 'delayed' automatic email and then a few hours later, an 'undelivered' automatic email. This has started a few months
    • scroll bar for far left of screen

      I am unable to even see the scroll bar to the right of "inbox" etc on the left; it is stuck at "streams" and I can't get to inbox or anything else. It would help if it could be made a lighter color as the black or dark grey can't bee seen.
    • OUt of office every friday

      Hi, I tryed to configure my out of office, because i'm not working or emailing on fridays. But when i select only friday as unavailable day, the out of office still sets for the whole week. What am I doing wrong?
    • Signature line

      How do I set signature line in email
    • Zoho email

      I cannot send email to mail.ru
    • 【参加無料】東京 Zoho ユーザ交流会 NEXUS ー CRMで始めるマーケティング事例 / AI活用法(Zia Agents)

      ユーザーの皆さま、こんにちは。コミュニティチームの藤澤です。 3月27日(金)に東京、新橋で東京 Zoho ユーザー交流会 NEXUS を開催します! 昨年度までより、さらにパワーアップして戻ってきました! ユーザー活用事例は、2人のユーザーさんからお話しいただきます。Zoho サービスの活用の幅を広げたい方や、他のユーザーの利用法を気軽に知りたい方など、多くの方にとって学びのあるセッションになること間違いなしです✨ また今年は、これまで以上に、AI機能にも焦点を当てて行く予定です。 初回として、Zoho社員からZoho
    • Issue Exporting Data – CSRF Token Invalid Error

      Dear Zoho Team, We are experiencing an issue when exporting data from our Analytics workspace. Whenever we attempt to export data from our analytical pool, the system displays the following alert message: Alert Message: The CSRF token is invalid. It could
    • Deluge Learning Series – Client functions in Deluge | January 2026

      We’re excited to kick-start the first session of the 2026 Deluge Learning Series (DLS) with Client functions in Deluge. For those who are new to DLS, here’s a quick overview of what the series is all about: The Deluge Learning Series takes place on the
    • Zoho Mail 505 error I can not send email

      Hi, I’m having issues sending emails from my custom domain email address. When I send emails to Outlook addresses, I receive an “Undeliverable 505” error. However, emails send and receive correctly when I use Gmail. This is important for my business,
    • Multiple MFA Methods

      With SMS-based MFA methods being discontinued, there is now no way to have mutliple MFA methods. I'd like to add my zoho account on two seperate phones using the Google Authenticator app. In the https://accounts.zoho.com/home#multiTFA/modes you can only
    • Reuse Standalone Function

      I noticed that there's a missing information in documentation to reuse a standalone function and it is because the parameters require an argument. Here is my code and it is working. response = invokeurl [ url: "https://people.zoho.com/api/v3/function/sample/execute"
    • Domain renewals

      Need to know how hoe to renew the domain
    • MX shopify problem

      hello, i added all MX values in my shopify DNS - it shows those values on the shopify panel + your toolkit. I tried to send some email and it works, however on my gmail it says they cant verify this email. When i try to answer into my domain's email -
    • Best Way to Manage Email Notifications While Running a Strategy Website

      I am currently managing a content-based website, and I use Zoho Mail for handling contact forms, user queries, and collaboration emails. One challenge I am facing is organizing incoming emails efficiently, especially when messages come from different
    • What is the maximum email domains ?

      I help manage about 20 associations and I'm looking for a way to centralize them in one place. Does Zoho Mail pro or enterprise support 20-30 domains for 3-5 users each?
    • Add to Workdrive filter

      I'm trying to create a filter that will upload attachments in emails and the e-mail body to a folder in workdrive. I am able to do one or the other (attachment, or e-mail content), but not both. I first tried it using the "Email (EML) + attachment" option.
    • Forgot my admin Panel Id and password

      Sir, I have an account , where a domain mycityestate.in is added for Zoho email , now it is hard for me to manage email because i have forgotten the Email account and password registered with Admin Panel of Zoho. Just need email name which is registered
    • MCP no longer works with Claude

      Anyone else notice Zoho MCP no longer works with Claude? I'm unable to turn this on in the claude chat. When I try to toggle it on, it just does nothing at all. I've tried in incognito, new browsers, etc. - nothing seems to work.
    • Image Compression Options

      Much better if we have level of options to compress the image [20%, 40%...] We are dealing with service reports daily that has before and after photos (image field)- the file size too large and one thing, the current limit is 10mb or 15mb for report
    • Next Page