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

    Nederlandse Hulpbronnen


      • Recent Topics

      • CRM limit reached: only 2 subforms can be created

        we recently stumbled upon a limit of 2 subforms per module. while we found a workaround on this occasion, only 2 subforms can be quite limiting in an enterprise setting. @Anonymous User I've read about imminent increase of other components (e.
      • Kaizen #198: Using Client Script for Custom Validation in Blueprint

        Nearing 200th Kaizen Post – 1 More to the Big Two-Oh-Oh! Do you have any questions, suggestions, or topics you would like us to cover in future posts? Your insights and suggestions help us shape future content and make this series better for everyone.
      • オンライン勉強会のお知らせ Zoho ワークアウト (2/19 参加無料)

        ユーザーの皆さま、こんにちは。コミュニティチームの中野です。 2月開催のZoho ワークアウトについてお知らせします。 今回はZoomにて、オンライン開催します。 ▶︎参加登録はこちら(無料) https://us02web.zoom.us/meeting/register/6AyVUxp6QDmMQiDGXGkxPA ━━━━━━━━━━━━━━━━━━━━━━━━ Zoho ワークアウトとは? Zoho ユーザー同士で交流しながら、サービスに関する疑問や不明点の解消を目指すイベント「Zoho
      • Removing Tables from HTML Inventory Templates - headers, footers and page number tags only?

        I'm a bit confused by the update that is coming to HTML Inventory Templates https://help.zoho.com/portal/en/kb/crm-nextgen/customize-crm-account/customizing-templates/articles/nextgen-update-your-html-inventory-templates-for-pdf-generator-upgrade It says
      • Ability to Link Reported Issues from Zoho Desk to Specific Tasks or Subtasks in Zoho Projects

        Hi Zoho Desk Team, Hope you're doing well. When reporting a bug from Zoho Desk to Zoho Projects, we’ve noticed that it’s currently not possible to select an existing task or subtask to associate the issue with. However, when working directly inside Zoho
      • How do i move multiple tickets to a different department?

        Hello, i have several tickets that have been assigned to the wrong department.  I am talking about hundreds of automatically generated ones that come from a separate system. How can i select them all at once to move them to another department in one go? I can select them in "unsassigned open tickets view" but i can't find a "move to another department" option. I also can't seem to assign multiple tickets to the same agent in that same view. Could somebody advice?
      • Let us view and export the full price books data from CRM

        I quote out of CRM, some of my clients have specialised pricing for specific products - therefore we use Price Books to manage these special prices. I can only see the breakdown of the products listed in the price book and the specialised pricing for
      • Set Default Status of Assembly to "Assembled" When Entered in UI

        I've just discovered the new "confirmed" status of Assemblies within Inventory. While I understand the intent of this (allowing for manufacturing planning and raw material stock allocation), it was initially confusing to me when manually entering some
      • 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
      • Plug Sample #14: Automate Invoice Queries with SalesIQ Chatbot

        Hi everyone! We're back with a powerful plug to make your Zobot smarter and your support faster. This time, we're solving a common friction point for finance teams by giving customers quick access to their invoices. We are going to be automating invoice
      • Enrich your contact and company details automatically using the Data Enrichment topping

        Greetings, I hope you're all doing well. We're happy to announce the latest topping we've added to Bigin: The Data Enrichment topping, powered by WebAmigo. This topping helps you automatically enhance your contact and company records in Bigin. By leveraging
      • Zoho Billing Partial Proration...

        Hi, In Zoho billing, we offer upgrades, downgrades, suspends, and resumes. We use online payment for most subscriptions, but have only a few that are offline, but we treat them the same either way.. We prorate only parts of these changes.. Right now zoho
      • Any update on adding New Customer Payment Providers who support in store terminal devices?

        Currently there is only one Customer payment provider listed for terminal devices in USA- Everyware. They charge a monthly fee of almost $149 minimum. Will you add other providers - like Zoho Payments or Stripe or Worldpay that would allow integrated
      • Getting Subform Fields to Display Top to Bottom

        I have a form where the fields are all in one column. I want to insert a subform where the fields are stacked in one column as well. I have built both the form and subform but the subform displays the fields from left to right instead of a stacked column. This will cause a problem displaying the subform correctly on mobile apps. How can I do this please?' Here is my form with subform now. As you can see the subform "Follow Up Activity" is displaying the fields left to right. I need them to go top
      • [Feature Deprecated] Gamescope in Zoho Projects

        This feature is no longer available. All work and no play makes Jack a dull boy. Well, yes. That's true! Tiring work, buzzing coffee makers, busy turnstiles , occupied meeting rooms, back-to-back status updates and what not. Your everyday routine need not have to be this hectic. It can be more rewarding. It can be more fun. Zoho Projects believes in this fact and hence has launched Gamescope - A module that turns every project into an exciting game and boosts the spirit of your team by leaps and
      • Creating a task, i can not work out how to get ID for What_Id

        hi From Module A function I map Module B record reference membershipid (ours). I need Module B Zoho ID to create the related to on task. All examples i've seen start with the Zoho ID. void automation.LTM_Assign_Dispute_Task(String membershipid) { try
      • How to Convert NSF to PST Format Effortlessly? - SYSessential

        It is highly recommended to obtain the error-free solution of the SYSessential NSF to PST converter to convert NSF files from Lotus Notes. Using this professional software, it becomes easier to convert all NSF database items, including emails, journals,
      • Can't connect to POP and SMTP over VPN

        I use Thunderbird to access Zoho Mail via POP and SMTP. I have configured an app-specific password for Thunderbird to use. Everything is properly configured and works correctly — until I enable my VPN. I'm using a paid commercial VPN service (Mullvad).
      • my zoho mail is hacked

        my email is sending my username and password to people i dont know
      • Suministrar accesos

        Asunto: Enable UPLOAD_RULE for API Attachments Mensaje: Hola, Necesito habilitar la capacidad de subir attachments vía API en Zoho Mail. Actualmente recibo el error: "UPLOAD_RULE_NOT_CONFIGURED" al usar el endpoint: POST /api/accounts/{accountId}/messages/attachments
      • Introducing real-time document commenting and collaboration in Zoho Sign

        Hi, there! We are delighted to introduce Document commenting, a feature that helps you communicate with your recipients more efficiently for a streamlined document signing process. Some key benefits include: Collaborate with your recipients easily without
      • Ticket Loop from Auto Responce

        We’re seeing an issue where a client’s help desk triggers a ticket loop. When they email us, our system creates a ticket and sends the acknowledgement. Their system then creates a ticket from that acknowledgement and sends one back to us, which creates
      • How to make rule to filter out some emails from receiving the notification "Receiving a new ticket"?

        Good Morning, We are currently using the "Receiving a new ticket" notification rule to provide that auto reply template to a customer that emails us for support. However, there are some emails we don't want to receive this auto-reply. Where can I set
      • Zoho Signatures Missing

        In the past after collecting signatures from two different PDFs I would merge them by calling an api and the signatures would appear in the combined PDF. Recently the signatures have disappeared whenever I combine the PDFs together. Why did this randomly
      • Filter button in the Zoho Sheet Android App doesn't toggle on

        I am a new Zoho Sheets user and experiencing a specific issue with the filter functionality in the Android mobile application. Detailed Issue Description: The filter icon appears correctly in the toolbar. Upon tapping the filter icon/button, the toggle
      • Automate pushing Zoho CRM backups into Zoho WorkDrive

        Through our Zoho One subscription we have both Zoho CRM and Zoho WorkDrive. We have regular backups setup in Zoho CRM. Once the backup is created, we are notified. Since we want to keep these backups for more than 7 days, we manually download them. They
      • Exciting Updates to the Kiosk Studio Feature in Zoho CRM!

        Hello Everyone, We are here again with a series of new enhancements to Kiosk Studio, designed to elevate your experience and bring even greater efficiency to your business processes. These updates build upon our ongoing commitment to making Kiosk a powerful
      • Reply to Email for SO/PO

        Hello, We are new to Zoho Books and running into an issue. Our support@ email is our integration user. When our team is sending out PO/SO's we are updating the sender email, but for some reason many of our responses are coming back to our support@ email
      • New activity options for workflows

        Greetings, We are excited to announce the addition of two new dynamic actions to our workflow functionality: Create Event and Schedule Call. These actions have been thoughtfully designed to enhance your workflow processes and bring more efficiency to
      • Remove the “One Migration Per User” Limitation in Zoho WorkDrive

        Hi Zoho WorkDrive Team, Hope you are doing well. We would like to raise a critical feature request regarding the Google Drive → Zoho WorkDrive migration process. Current Limitation: Zoho WorkDrive currently enforces a hard limitation: A Zoho WorkDrive
      • Kaizen #228 - Process Large-Scale Migrated Data Using Catalyst Solutions

        Howdy, tech wizards! This week’s Kaizen explores how Catalyst Solutions in the Zoho CRM Developer Hub help import large volumes of data into Zoho CRM while improving data quality and simplifying the migration process. Why Catalyst Solutions? Catalyst
      • Zoho Expense Import Reports Won't Work Because Default Accounts Already Exist

        Im trying to import reports from another Zoho expense account to mine and im getting errors that won't allow the import to happen The account name that you've entered 'Ground Transportation' already exists. Enter another name for the account and try again.z
      • Inactive License for free account.

        I recently upgraded my Cliq subscription not my team (on the free version), are unable to login to their accounts. The error message received is Inactive License Looks like you have not been covered under the current free plan of users. Please contact
      • Make panel configuration interface wider

        Hi there, The same way you changed the custom function editor's interface wider, it would be nice to be able to edit panels in pages using the full width of the screen rather than the currently max-width: 1368px. Is there a reason for having the configuration panel not taking the full width? Its impossible at this width to edit panels that have a lot of elements. Please change it to 100% so we can better edit the layouts. Thanks! B.
      • Syncing zoho books into zoho crm

        I was wondering how I can use zoho books in crm as I have been using them separately and would like to sync the two. Is this possible and if so, how? Thanks
      • Announcing new features in Trident for Mac (1.34.0)

        Hello everyone! We’re excited to introduce the latest updates to Trident, which are designed to take workplace communication to the next level. Let’s take a quick look at what’s new. Connect with customers using Zoho Voice integration. You can now easily
      • 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
      • Next Page