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

    • This domain is not allowed to add. Please contact support-as@zohocorp.com for further details

      I am trying to setup the free version of Zoho Mail. When I tried to add my domain, theselfreunion.com I got the error message that is the subject of this Topic. I've read your other community forum topics, and this is NOT a free domain. So what is the
    • This user is not allowed to add in Zoho. Please contact support-as@zohocorp.com for further details

      Hello, Just signed up to ZOHO on a friend's recommendation. Got the TXT part (verified my domain), but whenever I try to add ANY user, I get the error: This user is not allowed to add in Zoho. Please contact support-as@zohocorp.com for further details I have emailed as well and writing here as well because when I searched, I saw many people faced the same issue and instead of email, they got a faster response here. My domain is: raisingreaderspk . com Hope this can be resolved.  Thank you
    • Need Faster Help? Try Live Chat Support

      Hello there, We understand that sometimes, whether you’re facing an issue, exploring a feature, or need quick clarification, sending an email and waiting for a response just doesn’t cut it. You need answers, and you need them now. That’s exactly why we
    • Export History timeline

      Hi, I have an idea, bout zoho desk history of the ticket it would be great if the agent or admin of the zoho desk can export the timeline of the ticket history for agent report or on other matter.
    • Desk fails to create a new ticket on Reply email

      When I send a direct email to support@mysite.com, Desk will create a new ticket as expected. When I REPLY to an email sent from support@mysite.com, Desk will NOT generate a new ticket. This is very bad. How can I fix this? Use case: In a separate system
    • Condition based aggregate fields in subforms

      Hello everyone, We're excited to inform you about the latest enhancements made to our aggregate field capabilities in subforms; create aggregate fields based on conditions! An aggregate field is a column on which a mathematical function has been applied.
    • Ask the Experts 25: Experience the full spectrum of Zoho Desk’s autumn and spring releases for 2025

      Hello Everyone, We’re on the 25th episode of our ATE series! It's a true milestone in our live community interactions! It’s been an amazing journey since we started in October 2018. Zoho Desk has come a long way, evolving with the support of a wonderful
    • Printing Multi-Page Reports (PDF Export)

      Hi, I am moving a report from Google's Looker Studio to Zoho Analytics and trying to reproduce the Looker page by page dashboard editing experience. With Google, what you see is what you get when you print to PDF. But I can't seem to create the same experience
    • Addin Support in Zoho Sheet

      Is there any addin support available in zoho sheet as like google marketplace to enhance productivity by connecting with other apps, providing AI data analysis, streamlining business processes, and more?
    • Mass Update of Lookup Fields not possible

      Hello List I've created a custom field for Leads and Contacts 'Current Campaign'. This is very Handy as I can filter leads and then related them to a campaign. Everything ready, but then I realized that mass update doesn't work for lookup fields... a
    • Zoho Books | Product updates | November 2025

      Hello users, We’ve rolled out new features and enhancements in Zoho Books. From translating email notification templates to the new transaction locking restrictions, explore the updates designed to enhance your bookkeeping experience. Making Tax Digital
    • Function #61: Automatically add free item to the invoice based on item quantity

      Hello everyone, and welcome back to another Custom Function Friday! During holiday seasons or special promotions, businesses offer deals like BOGO (Buy One, Get One), Buy 3 Get 1 Free, Buy 2 at 50% off, and much more to attract customers. These promotions
    • TArgets To Accounts (Modules)

      How can i set sale target to Customers (Accounts Module)
    • Notes for Items for Future Purchase Order

      Next time when I order an item, tau have to make some changes in it, that order has to be placed after 4-5 months, I want to save those changes or points somewhere in the item, how will that be possible..
    • Schemes of different tyoe

      How can easily apply hourly, day wise or month wise  schemes on Bill, Quantity, and other schemes. Like I want to apply a scheme  Form today to next 7 days .where i can mention in zoho books so scheme will implement automatically to all customers and
    • Alphabetically

      How can i arrange alphabetically - (Manage Manufacturer) Field in Item Master 
    • Clients not receiving emails

      I've been informed that my emails are not being received. Is there anything that I should look into to rectify this? Many thanks!
    • Custom validation in CRM schema

      Validation rules in CRM layouts work nicely, good docs by @Kiran Karthik P https://help.zoho.com/portal/en/kb/crm/customize-crm-account/validation-rules/articles/create-validation-rules I'd prefer validating data input 'closer to the schema'
    • Enterprise subscription support

      My organization sells subscription services to enterprise customers, which is a different model from the consumer subscription model that Zoho Billing has been designed to support and I beleve this capability should be added. An enterprise subscription
    • Recruit paid support?

      Hi all, Could anyone who has paid support package advise if it provides value for money with regards to support response times? Exploring the idea as unfortunately when we have faced issues with Recruit it has been a 7+ day timescale from reporting to
    • Free Plan mail accounts details

      In the zoho mail pricing there's a free plan that includes: FREE PLAN Up to 25 Users 5GB* /User, 25MB Attachment Limit Webmail access only. Single domain hosting. I need to make sure that I'm able to create multiple email accounts in the form of: name@domain.com
    • ZOHO Mail App Not working

      There seems to be an issue with Zoho Mail App today. It is not connecting to server, internet is working fine, tried uninstalling app and reinstalling, loading circle keeps spinning round. Is there an update on the way?
    • No more IMAP/POP/SMTP on free plans even on referrals with NO NOTICE

      Outraged. Just referred a colleague to use her domain (not posting it publicly here) to Zoho, just as I have other colleagues, clients, friends. Expected the exact same free plan features as I have and as everyone else I ever referred got. I was helping
    • Unable to receive email - "5.3.0 - Other mail system problem 554-'5.2.3 MailPolicy violation Error delivering to mailboxes'"

      My users are unable to receive emails from one particular domain, apparently. The domain known to be kicked back is whitelisted in the spam control. I sent an email to support earlier this morning but I have not received a reply. The error in the title
    • Caixa de saída bloqueada. Como desbloquear?

      Olá, meu e-mail isabela.celli@sivirino.com está com a caixa de saída bloqueada. Não consigo enviar e-mails. Acredito que tenha sido porque mandei o mesmo e-mail para várias pessoas, pedindo uma cotação de serviço. Vocês podem desbloquear para mim? Quantos
    • Zoho Forms - Improve the CRM integration field to query data from more than one module

      Hi Forms team, Something I get stuck on regularly is pre-populating a form with data when that data is spread across 2 or 3 modules. For example Contacts, Accounts and Deals. I don't want to duplicate the information in CRM so I end up writing a function
    • desbloquear cuenta

      Buenos dias  Cordial saludo Tengo una cuenta libre en zoho mail asociado a un dominio, pero uno de los usuarios se bloquea el correo porque dice que ha excedido el límite de correo, por favor podrian desbloquearla y como hago para que esta persona debe enviar sus correos sin ningun probleama. Gracias de antemano
    • Not Receiving Incoming Mail

      I can send emails from my account but I do not receive any. I originally set up forwarding and it worked for a while and then stopped. I turned off forwarding and now do not receive any emails. Could you please check what is causing this issue? Thank you
    • Will zoho thrive be integrated with Zoho Books?

      title
    • BARCODE PICKLIST

      Hello! Does anyone know how the Picklist module works? I tried scanning the barcode using the UPC and EAN codes I added to the item, but it doesn’t work. Which barcode format does this module use for scanning?
    • Making preview pane "stick"

      Hello, Is it possible to fix/dock the preview pane so that it's always there? The modern monitors are all very wide so there's plenty of space horizontally. Having the preview pane disappearing and appearing again when you click on an email message in
    • Introducing Multi-Asset Support in Work Orders, Estimates, and Service Appointments

      We’re excited to announce a highly requested enhancement in Zoho FSM — you can now associate multiple assets with Work Orders, Estimates, and Service Appointments. This update brings more clarity, flexibility, and control to your field service operations,
    • Reason:554 5.1.8 Email Outgoing Blocked

      I have been struggling to set up my email address for some time now; it's difficult to locate what I need. Additionally, I cannot send or receive any emails. I keep receiving the "Reason: 554 5.1.8 Email Outgoing Blocked" error. There doesn't seem to
    • Trouble Connecting Zoho Mail via IMAP in n8n – Need Help

      Hi everyone 👋, I'm trying to connect my Zoho Mail account to n8n using the IMAP Email Trigger node, but I'm facing issues getting it to work fully. ✅ Here's what I’ve done so far: ✅ IMAP access is enabled in my Zoho Mail settings ✅ I’m using the correct
    • Unable to send message; Reason:554 5.1.8 Email Outgoing Blocked

      Hi, I sent few emails and got this: Unable to send message; Reason:554 5.1.8 Email Outgoing Blocked And now I have few days since I cant send any email. Is there something wrong I did? Also can someone fix this please
    • Changes to the send mail Deluge task in Zoho CRM

      Hello everyone, At Zoho, we continuously enhance our security measures to ensure a safer experience for all users. As part of our ongoing security enhancements, we're making an important update on using the send mail Deluge task in Zoho CRM. What's changing?
    • Page Rules in Forms

      🚀 Dynamic Page Navigation Implementation I successfully implemented dynamic page navigation based on a user's radio button selection. The goal was to direct users to a specific, corresponding page while ensuring they only interact with the flow determined
    • Unusual activity detected from this IP. Please try again after some time

      When i try to create new addresses on my account i am getting this error, it has been 24 hours now and i am still getting this error can anyone help
    • Cancellation of written-off invoice

      Hi, Can I know when we cancel the write off (write back), in which FY, the reversal is recorded. It doesn't ask as to when the write off should be cancelled to reflect!. It shouldn't reflect in the year in which the invoice was written off since the Year
    • Create Invoice automated with Package

      Does anyone knows how to create an invoice from a SO when we have created the package? We do these manually. and validate that the product packed is the product invoiced (if the order is partially packed) Regards, JS
    • Next Page