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

        • Can I execute two 'functions' when completing a mail merge from CRM?

          Hi, I have set up a mail merge from CRM Deals to a template. I want a copy of this to be saved in Workdrive, and then a copy also saved back into the deal record from which the merge occurred. I can do both independent of each other, and managed to get

        • Every rating counts: Shaping customer experience

          We are back to that beautiful time of the year. It is the season to reflect, be thankful, and appreciate everything that has happened throughout the year. Thanksgiving is a time we connect with our family, friends, and relatives to strengthen relationships,

        • Paging through API results. a major gap in your documentation.

          There is no way for me. to get all of my data through a single API call. Typically REST APis have mechanisms for paging through API results. But the documentation for the API I am using: https://desk.zoho.com/DeskAPIDocument#Introduction Has no mention

        • How to remove duplicate contacts

        • Custom Field for Subscription

          Hi, I can't find a way to add a custom field (to contain a license key generated from our software) against a subscription? Is the only place to add this information in the Invoice module (as custom field for invoice)? When a customer views his subscription via the customer portal, there appears no way to display a license key for them? The invoice is not the natural place to store a license key for a particular subscription, so where else can this be stored and displayed?

        • Custom View and Custom Fields on Zoho Books

          Hi, I have some custom fields on Estimates and Invoices. I also use Custom Views so I can have a lot of information at a glance. I want to include my custom fields as columns in my custom views of estimates / invoice, but it looks like is not possible.

        • Zoho Expense - Report Templates

          Hi Expense Team, I do a recurring trip once every week which has the same cost: Per diem Milage Toll Payment It would be great if there was a feature which allowed me to clone a previously submitted report or create a template reports. This would save

        • Cannot Access Subform Display Order in Deluge

          As highlighted in this community post, we still have to deal with the significant limitation of not being able to access the user-sorted order of subform rows through Deluge. This creates a major disconnect between the UI capabilities and backend automation,

        • Zoho Mail iOS app update - RTL languages support and access emails using permalink and universal link, image upload resolution

          Hello everyone! In the most recent version of the Zoho Mail iOS app update, we have brought in support for RTL languages(Arabic and Urudu), providing a seamless reading experience with proper text alignment and layout throughout the app. We have also

        • From Zoho CRM to Paper : Design & Print Data Directly using Canvas Print View

          Hello Everyone, We are excited to announce a new addition to your Canvas in Zoho CRM - Print View. Canvas print view helps you transform your custom CRM layouts into print-ready documents, so you can bring your digital data to the physical world with

        • Dropdown data depends on filters in another field.

          In my quote form I have a lookup field called Reseller that pulls from Accounts. I would like it to pull from Accounts, but only those accounts with an account field 'Type' where that is 'Reseller'. Does anyone know a way to do this? Similarly, I'd like

        • Zoho CRM for Everyone's NextGen UI Gets an Upgrade

          Hello Everyone We've made improvements to Zoho CRM for Everyone's Nextgen UI. These changes are the result of valuable feedback from you where we’ve focused on improving usability, providing wider screen space, and making navigation smoother so everything

        • Is it possible to adjust the web browser tab title (when a ZoHo Desk ticket is opened)

          Hi All, When I open a ZoHo Desk ticket in a web browser, the tab title (text that appears at the top of the browser tab) uses the logic: *company icon picture* (xxxx) #ticket number - company name See below (highlighted in red) for reference. Company

        • 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,

        • Collections Management: #7 Common Mistakes during Payment Collection

          Payment collection may appear straightforward in most cases. Still, as your customer base expands and transaction volume increases, it becomes clear that even small inefficiencies can lead to delayed payments, increased support load, or even revenue loss.

        • 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

        • 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

        • Read webpage - MSXML2.ServerXMLHTTP

          I have the following VBA script, put together from various sources (mainly zoho forum/help/support, so it once worked, I guess): private Sub GetListOfSheets() Dim url As String Dim xmlhttp As Object Dim parameters As String Dim html As String range("B1").value

        • Sortie de Zoho TABLE ??

          Bonjour, Depuis bientôt 2 ans l'application zoho table est sortie en dehors de l'UE ? Depuis un an elle est annoncée en Europe Mais en vrai, c'est pour quand exactement ??

        • Rename Record Summary PDF in SendMail task

          So I've been tasked with renaming a record summary PDF to be sent as part of a sendmail task. Normally I would offer the manual solution, a user exports the PDF and uploads it to a file upload field, however this is not acceptable to the client in this

        • Limitation with Dynamic Email Attachment Capture

          I've discovered a flaw in how Zoho Creator handles email attachments when using the Email-to-Form feature, and I'm hoping the Zoho team can address this in a future update. The Issue According to the official documentation, capturing email attachments

        • Presenting ABM for Zoho CRM: Expand and retain your customers with precision

          Picture this scenario: You're a growing SaaS company ready to launch a powerful business suite, and are looking to gain traction and momentum. But as a business with a tight budget, you know acquiring new customers is slow, expensive, and often delivers

        • Recruit API search

          Hi all, Attempting to call the search api endpoint from Postman using the word element as mentioned in api docs Search Records - APIs | Online Help - Zoho Recruit When making the call to /v2/Candidates/search?word=Saudi receive response of { "code": "MANDATORY_NOT_FOUND",

        • Text/SMS With Zoho Desk

          Hi Guys- Considering using SMS to get faster responses from customers that we are helping.  Have a bunch of questions; 1) Which provider is better ClickaTell or Screen Magic.  Screen Magic seems easier to setup, but appears to be 2x as expensive for United States.  I cannot find the sender id for Clickatell to even complete the configuration. 2) Can customer's reply to text messages?  If so are responses linked back to the zoho ticket?  If not, how are you handling this, a simple "DO NOT REPLY" as

        • How to update Multi File upload field

          Assume that i have a multi file upload field,how can i update the same field again?

        • Custom Field in Zoho Projects pulling into Analytics

          We have a client that we have built our their new business process using Zoho Projects, and we have build a lot of custom fields with their their Projects where they are capturing specific data points that we want to be able to track and pull data, as

        • Marketer's Space - Holiday season email marketing tips you should know

          Hello Marketers! Welcome back to another post in Marketer's Space! 'Tis the season—that time of the year everyone eagerly anticipates. While most look forward to relaxing, marketers will be super-busy from late November to early January. Mistakes can

        • Zia Competitor Alerts made easy with Zia's suggestions

          Hi everyone, In addition to the existing manually added competitors, Zia will now find your competitors for you - instantly. Earlier, you had to identify competitors through research manually, support tickets, or tradeshows—a time-consuming process that

        • Depreciated mergeAndStore Function Help!

          Hello, I have a function designed to create a PDF containing information from the fields in a Deals record. There is a Writer Mail Merge template in WorkDrive that is populated via Deluge code, and a copy of the resulting PDF is then attached to the record.

        • Workdrive Oauth2 Token Isn't Refreshing

          I have set up oauth for a bunch of zoho apis and have never had a problem with oauth. With workdrive i am using the exact same template i usually use for the other zoho apps and it is not working. All requests will work for the first hour then stops so

        • Add Custom Field Inside Parts Section

          How to Add Custom Field Inside Parts Section in Workorder like Category and Sub- Category

        • Zoho CRM Community Digest October 2025 | Part 2

          Hello Everyone! From new mobile capabilities and smarter integrations to real-world workflow fixes and developer insights, all the highlights from the second half of October is covered right here. Let’s dive in. Product Updates: Zoho CRM Mobile Updates:

        • CRM Related list table in Zoho analytics

          In Zoho Analytics, where can I view the tables created from zoho crm related lists? For example, in my Zoho CRM setup, I have added the Product module as a related list in the Lead module, and also the Lead module as a related list in the Product module.

        • Understanding Zoho Contracts

          Effective contract management relies on systems that are structured, organized, and reliable. Every feature, workflow, rule, and restriction in Zoho Contracts are designed the way they are to ensure consistency, compliance, and control across every stage

        • Tip of the Week #76– Automate your inbox during vacation in Zoho TeamInbox

          When you're on vacation or away from your desk, the last thing you want is for important emails to be missed or left unanswered. The good news is, you can easily set up rules in Zoho TeamInbox to assign incoming messages automatically to a teammate who's

        • Domain restriction for User Management actions in Zoho One

          Greetings, Zoho One Admins! To strengthen account security further and safeguard user management settings, we are imposing domain-based restrictions for user account-focused admin actions in Zoho One. In addition to password reset of user, organization

        • Zoho Mail iOS app update: Signature

          Hello everyone! In the latest version(3.1.7) of the Zoho Mail app update, we have brought in support to create, edit and remove signature within the app. You can create signature from the compose screen as well as from within the Settings module(inside

        • Copy paste from word document deletes random spaces

          Hello Dear Zoho Team, When copying from a word document into Notebook, often I face a problem of the program deleting random spaces between words, the document become terribly faulty, eventhough it is perfect in its original source document (and without

        • Desktop app doesn't support notecards created on Android

          Hi, Does anybody have same problem? Some of last notecards created on Android app (v. 6.6) doesn't show in desktop app (v. 3.5.5). I see these note cards but whith they appear with exclamation mark in yellow triangle (see screenshot) and when I try to

        • Approval Button in Subform

          Hi Team, I’m working on a subform-based requirement where users will submit requests, and these requests must go through approval by multiple team managers. Each line item in the subform needs to be individually approved or declined based on the user's

        • Next Page