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

    • Ask the Experts 26: Brighten every customer interaction with Zoho Desk all year long

      Hello everyone, Greetings and welcome to Ask the Experts 26. As we wrap up 2025, we are excited to invite you to the 26th episode of our Ask the Expert series. 🎄The Merry Metrics Edition = Best of Zoho Desk [Best Practices + Holiday Automation + Year-End
    • Pricing calculator

      Alright, so I'm trying to create a pricing calculator/pricing report generator to use in a cabinet shop. I did all the logic and such, and the calculator works. I have a few other things that I would need it to be able to do though, I'll do my best to
    • Bug Details

      In the Bug detail the milestoneid is missing
    • Is there a way to make a button scroll down?

      Looking to have a button on a landing page scroll down to another section on the page. Any recomendations outside of coding?
    • Stop completed task lists from disappearing?

      Is there any way to stop projects from making tasks lists disappear when all the tasks in the list are completed? That's one of those little things where we're constantly fighting the product. For instance we have some projects which are ongoing - no start and end date. We use Kanban view to show the various task lists. We don't want the kanban list to disappear every time the items on it happen to be closed out. Thanks
    • Allow customers to choose meeting venue and meeting duration on booking page

      My business primarily involves one-to-one meetings with my clients. Given the hybrid-work world we now find ourselves in, these meetings can take several forms (which I think of as the meeting "venue"): In-person Zoom Phone call I currently handle these
    • Booking outside of scheduled availability

      Is there a way for staff (such as the secretary) to book appointments outside of the scheduled availability? Right now to do this special hours must be set each time. There should be a quicker way. Am I missing something?
    • Operation Questions.

      Hello, I hope you are well. To explain a little, we are a company that sells services and products with a technical team responsible for installation and maintenance. Zoho FSM can be useful for the technical team, namely for the technical coordinator
    • Update date & time when a cell is edited

      Hi All, I am desiring to have a cell update with the current date and time when another cell is edited. Any ideas?  Thank you
    • Add "Groups" to "Share With" on Reports & All Entries

      Hi, On Forms we can share Publicly, with Specific Users And/Or Specific Groups or All Users. With Reports and All Entries we lack the "Groups" option, please add this as with many users this saves a lot of work. Thanks Dan
    • Add Pause / Resume Option to Zoho Quartz Recordings

      Hi Zoho Team, We would like to request an enhancement to Zoho Quartz recordings: the ability to pause and resume an ongoing recording. Current Limitation: At the moment, when recording an issue with Zoho Quartz, the recording continues even when we are
    • Custom Fields Not Showing Up in Invoice PDF Template Document Information

      I have added 2 custom fields under Sales > Invoices > Manage Custom Fields. They are set to show in all PDFs. However when I am editing my Invoice PDF template, i do not see the custom fields under Document Information.
    • ZOHO Books

      Hi there, Why after I upgrade my Zoho invoice > Books then i wanted to add plugin which i cannot do. Please advise.
    • How is Your eCommerce Experience w/Zoho Inventory?

      First off, I'm SUPER grateful for the advent of Zoho Inventory and now the Zoho Commerce Suite. Overall, Inventory is a great product, especially for customers without an eCommerce presence. For eCommerce companies (especially those shipping more than ~10 packages/day), however, there are certain drawbacks that keep my clients from moving over to Zoho Inventory: Cons: 1. Invoice + Package Creation from Shopify/Other eCommerce Integrations: Zoho Inventory makes the somewhat perplexing decision to
    • Simplify Mass Replies with Predefined Templates and Snippets

      Hello everyone, We are happy to introduce a new enhancement to Mass Reply that helps agents respond to customers quickly and consistently. With the addition of Email Templates and Snippets in the reply window, agents can use predefined messages while
    • Mapping custom fields from one module to another

      I have a custom field, "Subscription Period" that appears as a required field in every Opportunity (Potential). I want that field to appear on any Quotes derived from that Opportunity (and have created a custom field of the same name in Quotes for that
    • The Social Wall: November 2025

      We’re nearing the end of the year, and the holiday season is officially kicking in! It’s that time when sales peak and your social media game needs to be stronger than ever. We’re back with exciting new updates across AI, analytics, and the mobile app
    • How to update Multi File upload field

      Assume that i have a multi file upload field,how can i update the same field again?
    • Customer Address Not on Standard Invoice when Address is on Contact Record

      Hi,  I entered the customer billing and shipping address in Zoho CRM. I created an invoice in Zoho Books with the same customer contact. The contact is correctly in Zoho Books with the billing and shipping address. The invoice for the customer does not
    • Apply partial payments to invoices from the Banking Module

      We need this! Why is this not possible?
    • Welcome to the Zoho Show Community Forums page!

      Hello everyone, The Zoho Show community is a place for you to discuss and share anything and everything related to Zoho Show Presentations, our online presentation software. It includes users from all over the globe and all walks of life. Our community helps answer your Zoho Show questions with responses from other knowledgeable community members to give you the best experience creating and designing exciting presentations. Along the way, you'll meet recognized experts from our software team and
    • How can I convert an existing contact into a lead?

      I imported many contacts into ZOHO CRM. In order to select a few of them as leads, I want to mark or convert a few hundred as Leads. Who can I do that?
    • Price book functionality enhancement

      A common use of price books is to create a price book for a given customer level or contract with a specific company. Given that this is done at a company/customer level it would be great to see a way to associate a price book to a given customer and
    • Can we have 24x7 live support for Zohobooks ?

      Can we have 24x7 live support for Zohobooks ?
    • Important update about notification security in Business Messaging SDK

      As part of our ongoing effort to strengthen the security of notification data, we have enhanced how notifications are processed and protected in our applications. These improvements ensure that all notification related data follows the most up-to-date
    • Sync Zoho Marketing Automation with Zoho Forms

      I can't find a section where the integration between Zoho Marketing Automation and Zoho form is explained. And how form subscription works with opt-in and consents.
    • What is the difference between Zoho Campaigns and marketing hub?

      Zoho Campaigns is a permission-based email marketing tool for sending marketing emails and mass emails. Marketing Automation is a multichannel marketing automation tool that caters to organizations looking for tools to engage their users across multiple
    • Webhook not firing.

      I created a webhook using the Web UI, it looks very nice and the testing worked without an issue, but when i save/ update a ticket, the webhook is not firing. Here are the details of the web-hook i get from using the API "modifiedTime": "2019-10-22T09:23:37.380Z",
    • Duplicate customers being created in Desk

      Hi I've trying to work out why I've getting duplicated customers being created in my desk. I have an external booking system that generates an email when I get a customer booking a job. A booking email gets sent to Desk where I manage the booking and
    • Creating a custom CSV file using deluge script/

      I have an application I have developed and the client wants us to place an export file in csv onto an ftp server daily. Now I don't see au options in creator to change the separator to anything else. The client wants the separator to be the pipe symbol "|"  I think i would be able to create schedule with some code to create the appropriate data in a string using deluge script but I haven't seen any functionality that would allow me to deposit that data as a file anywhere or attach it to an email
    • Can we add custom fields to portal community profiles?

      How do we add custom fields to our profile pages in our portal community? If we have the ability to add custom fields, will we be able to access those fields via API? We want to use our Desk community in our help portal as our primary community and would
    • E-Invoicing in Belgium with Zoho Billing

      Starting January 1, 2026, Belgium is introducing mandatory electronic invoices (e-invoicing) for all B2B transactions between VAT-registered businesses. Invoices and credits notes must be exchanged in a prescribed digital format. How E-Invoicing works
    • delayed: host mx2.zoho.com (136.143.183.44): Network error: Unexpectedly disconnected (STARTTLS)

      Hi Team, I'm not receiving any email. Seems to be an issue. Sender sent me the error message they received: "delayed: host mx2.zoho.com (136.143.183.44): Network error: Unexpectedly disconnected (STARTTLS)" Please advise.
    • Additional Address - Company Name

      It would be very helpful to have a "Company Name" field in the Additional Address shipping section.  In a situation where you drop-ship orders to a different address or different company entirely, it may be necessary to list the company name of the receiver. I understand that the Attention field can be used for that purpose, but that's not really the intended purpose of that field.
    • Incorrect Email Notifications for Product Reviews

      Dear Zoho Commerce Support Team, I am writing to report a technical issue that occurs frequently on our platform. Problem Description: We regularly receive email notifications informing us of new product reviews awaiting approval. However, when we access
    • How to Rank Tables by Row Count in Descending Order

      I am trying to understand the consume of lines that grow up so fast in the last week. Is there any way to create a pivot table or query to get TABLE NAME LINES in descending order?
    • Can we do Image swatches for color variants?

      We want to do something like the attached screenshot on our new zoho store. We need image swatches instead of normal text selection. We want to user to select an image as color option. Is this doable? I don't see any option on zoho backend. Please h
    • Export your notes from Notebook!

      Dear users, The long awaited feature is now live. Yes, you can now export your notes from Notebook app in bulk. But the feature has just started with web app alone for now. You can try the export feature as mentioned below: Go to our web app, https://notebook.zoho.com Go to 'Settings' > 'Export' Now, select the format: You can select either ZNote or HTML Once done, you can use the same to import or can have this a local backup of your notes. Note: Export for other platforms are in development and
    • Prepopulating Fields

      Hello, I have a form (Assets) with 2 lookup fields: Client (from Clients) Site (from Client Sites) I modified the code (highlighted in red below), so the Site dropdown shows the list of sites related to the Client. must have Client_Site ( type = picklist
    • REPORT THAT SHOWS SOH FOR ITEMS THAT HAVE ZERO SALES

      When we started Zoho we imported a lot of inventory lines directly off our suppliers price list and have never ordered / sold. I want to clean up our data base and remove all these lines. What reeport will show me what lines have zero sales as well as
    • Next Page