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

    • Dashboard Autorefesh

      Good day, I am a dashboard that displays the number of tickets based on "Product Name". This dashboard is displayed on a big TV for the team to monitor. Can the dashboard auto-refresh every few minutes to display the new values? Currently, we have closed

    • Deferred/ Unearned revenue

      Dear Zoho Team, Just in case you have missed out my query posted few days ago: We issue invoices relating to 12-month web hosting service. When we issue the invoice, we should record the entire amount of the invoice as DEFERRED/UNEARNED REVENUE (ie. $10

    • Bigin Android app update: Zoho Books integration

      Hello everyone! We’re excited to introduce Zoho Books integration on the latest version(v1.8.5) Bigin Android app. Once the integration is completed in the web(bigin.zoho.com), the Zoho Books tab will be visible in detail View of Contacts, Companies,

    • Audit Log enhancements: Increased retention period, better user visibility, and more

      Hello everyone, The Audit Log brings in the following enhancements which improve the overall ability to manage data. Why did we make these updates? Extended Data Retention: Audit data can now be filtered and exported for a 60-day period, doubling the

    • Question Regarding Managing Sale Items in Zoho Books

      Good day, I was wondering about something. Right now, Zoho Books doesn’t seem to have a way to flag certain items as being on sale. For example, if I want a list of specific items to be on sale from October 1 to October 12, the user would have to export

    • [WEBINAR] Smooth year-end closure with Zoho Books (KENYA)

      Hello there, This webinar is for all Kenyan businesses looking to wrap up their financial year smoothly! Join our free session to learn how Zoho Books can simplify your year-end process. What to expect from this webinar: - All the latest updates in Zoho

    • System flaws and lack of response from Zoho

      I have had to go on here as no-one is replying to my emails regarding my problem (been 10 days and no email reply) and your chat facility online through your Zoho Books software opens and closes immediately, so not functioning properly. I actually called

    • Customer Grouping

      Hi, how can I group multiple customers into single group. So that I can have idea of accounts receivables of all the customers in single group. Like if there are multiple subsidiaries of same company we have having a business with, and want to view the

    • Two currencies

      More and more I am finding that internattional payments' fees are unpredictable. I would like, on my invoices that are in a foreign currency (eg. USD$ or EUR€) for there to be a GBP£ TOTAL display alongside the invoice's currency total. This would make

    • Zoho Books | Product updates | September 2025

      Hello users, We’ve rolled out new features and enhancements in Zoho Books. From PayNow payment method to applying journal credits to invoices and bills in other locations, explore the updates designed to enhance your bookkeeping experience. Integrate

    • GST Slabs Redefined: Stay Compliant Using Zoho Books!

      Hello Everyone! The Government of India is rolling out new GST rates, a major reform aimed at simplifying the current tax structure starting 22 September 2025. GST will move from four slabs (5%, 12%, 18%, 28%) to two main slabs (5% and 18%), plus a special

    • Zoho Books | Product updates | October 2025

      Hello users, We’ve rolled out new features and enhancements in Zoho Books. From iOS 26 updates to viewing reports as charts, explore the updates designed to enhance your bookkeeping experience. Zoho Books Updates for Apple Devices At WWDC 2025, Apple

    • Need Inactive accounts to be visible in Reports in Zoho Books

      I N=need Inactive accounts to be visible in Reports in Zoho Books to do recons of the accounts but when i see the same they are not visible in the Accountant - Account Transactions report

    • Edit item custom fields

      Getting this error : Transactions have been created with the custom field. Hence it cannot be deleted. Not trying to delete it, just trying to change which modules to show in or to not show at all in transactions !

    • Zoho Books - How to Invoke a Custom Function in Schedulers

      We have multiple schedulers that send emails to customers in batches. Currently, we are maintaining the same code across several schedulers. Is it possible to use a custom function inside a scheduler script? If yes, how can we invoke the custom function

    • Use Zoho Books to bill for work done in Zoho Desk??

      I'm trying to see if something is possible (and if yes, how). We use Zoho One to manage our business. We have a lot of clients that will put in a ticket (via portal) to have work done. Out techs will pick up the ticket, do the work, and then log the time

    • Zoho Finance Suite - Customer Custom Tabs - Dynamic Link

      Hi Finance Suite team, When creating a Custom Tab for a Client Portal, there is no option to add dynamic parameters. This would be very helpful for adding Zoho Analytics dashboards which can be dynamically filtered through the URL to only show information

    • Modular Permission Levels

      We need more modular Permissions per module in Books we have 2 use cases that are creating problems We need per module export permission we have a use case where users should be able to view the sales orders but not export it, but they can export other

    • Blueprint or Validation Rules for Invoices in Zoho Books

      Can I implement Blueprint or Validation Rules for Invoices in Zoho Books? Example, use case could be, Agent confirms from client that payment is done, but bank only syncs transactions tomorrow. in this case, Agent can update invoice status to done, and

    • Feature Enhancement Request – Text Formatting Options in Item Description (Zoho Books/Quotes Module)

      Dear Zoho Development Team, Greetings from Radiant360 Integrated Technical Services LLC. We would like to bring to your attention a functional limitation we've encountered within the Item Table / Quote Description section of Zoho Books (and Zoho CRM Quotes).

    • Add Option to Mass Dispatch by User

      Hello! We are using the dispatch console to dispatch service appointments to our service ressources. Right now, the process is our dispatcher verifies each ressource's route for the day and dispatches it after validation. Sadly, there doesn't seem to

    • Bank Receipt Catagorization

      Hi, how can I match a bank deposit to multiple customer's invoices ? For e.g. A single person paid to us on behalf of different five customers. I need to keep the separated invoices for each customer

    • Payment on a past due balance

      Scenario: Customer is past due on their account for 4 months. We suspend their billing in Zoho books. Customer finally logs into the portal and enters a new credit card. We associate that cardwith their subscription, which will permit the card to be used

    • How to export all line-item descriptions for a specific item in Zoho Books?

      I am trying to audit a specific item (“Item X”) that has been invoiced multiple times with different line-level descriptions. Here’s the situation: I am using Zoho Books (Professional). Each invoice may contain the same item but with different descriptions

    • List of hidden features

      Hi Friends, I had another support chat today and low and behold the feature that I wanted just simply needed to be "enabled". I thought I'd share, and maybe see if others had some similar experiences. 1. This one is from 5 ish years ago. I asked if there

    • How to change a BAS that has been filed

      I have discovered that a group of expense transactions were accidentally placed in a asset account rather than an expense account. As a result I need to adjust the transaction and consequently most of my BAS to correct the error. Because the BAS have

    • How to Export PDF with a custom Template

      I need to export Sales Order with a Custom Template I have created How can I do it? I see an API to export the PDF but how can I choose which template to choose to generate the PDF

    • Associate email with a potential or project.

      I have a pivotal requirement to associate emails from various suppliers (contacts) with different potentials or projects, on an email by email basis as they come in. This question appears to have been raised before but I cannot find a definitive yes "it can be done". Could anyone please tell me, yes or no.  If the later I can stop wasting time and look at alternative crm systems. I would love not to have to do this. Thanks in advance.

    • Function with Search Records was working until a few weeks ago, around when "Connected Records" was released

      I have a custom function that has been running for nearly a year now, which suddenly stopped working around the time Zoho released the "Connected Records" update. The function is no longer finding the record using the searchRecords function. I've changed

    • Is CRM On Premise available

      Hi Zoho team, Can you please let me know that CRM Zoho is available for On Premise as well? Thanks, Devashish

    • How to sync from Zoho Projects into an existing Sprint in Zoho Sprints?

      Hi I have managed to integrate Zoho Projects with Zoho Sprints and I can see that the integration works as a project was created in Zoho Sprints. But, what I would like to do is to sync into an existing Zoho Sprints project. Is there a way to make that

    • Online Assessment or any aptitude test

      This video is really helpful! I have one question — if I share an assessment form link (through email or with the application form on my career page), how does Zoho Recruit evaluate it? Can a candidate use Google or external help while taking the test,

    • Incoming Threads Report

      From data to decisions: A deep dive into ticketing system reports Customers raise questions and issues through multiple channels, such as email, chat, or tickets. To monitor the number of queries received on a specific day from each channel, leads can

    • Conditional layouts - support for multi-select picklists

      Hi, The documentation for conditional layouts says the following: "Layout Rules cannot be used on the following field types: Auto Number Lookup Multi Select Lookup User Lookup Formula File Upload Multi Line" I have a custom module with a multi-pick list

    • How to apply customized Zoho Crm Home Page to all users?

      I have tried to study manuals and play with Zoho CRM but haven't found a way how to apply customized Zoho CRM Home Page as a (default) home page for other CRM users.. How that can be done, if possible? - kipi Moderation Update: Currently, each user has

    • Cloudflare Turnstile is now available in Zoho Forms!

      Hello form builders! We have added a new layer of protection to help you keep your forms free from bots. Instead of forcing users to prove they are human, Cloudflare Turnstile quietly checks browser signals in the background. Your real users glide through,

    • Power of Automation :: Unique Task & Issue Prefix Format and Sequencing Rule

      Hello Everyone, A custom function is a software code that can be used to automate a process and this allows you to automate a notification, call a webhook, or perform logic immediately after a workflow rule is triggered. This feature helps to automate

    • 【Zoho CRM】キャンバス機能のアップデート

      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。 今回は「Zoho CRM アップデート情報」の中から、キャンバス機能のアップデートをご紹介します。 目次 グリッドについて フォーム表示のタブについて 1. グリッドについて ビジュアルデザインは細部の調整に手間がかかりますが、キャンバスのグリッドを使えば要素を整理し、バランスよく配置できます。 画像やデータなどの要素をグループ化せずに簡単に配置できます。 余白を調整することで、要素間の視覚的なバランスを保つのに役立ちます。 「表示切り替え基準の幅」を設定すると、デザインをレスポンシブに調整できます。

    • Deleting unwanted ticket replies

      Hello, In a Zoho Desk Ticket thread, sometimes one of the recipients has auto-reply activated. This creates a new message in the Ticket thread that not only pollutes the thread, but most importantly cannot be replied properly because usually auto-reply e-mails don't do "reply all", so the other recipients are not included. I want to delete such a message in the Ticket thread. I searched the help of Zoho Desk, but only found a way to mark as Spam (https://help.zoho.com/portal/kb/articles/marking-support-tickets-as-spam)

    • Issue: Ticket Export Does Not Include Ticket Threads

      Dear Zoho Desk Support Team, I hope you’re doing well. I wanted to bring to your attention that the current ticket export feature in Zoho Desk does not seem to include the ticket threads or conversation history. When exporting tickets, only the summary

    • Next Page