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

        • Whats that

          Price?
        • The same Contact associated to multiple Companies - Deals

          Hi, I would like to know if there is an option to associate the same contact with multiple companies (two or more) deals, using the same contact details for all. This is because we have contacts who are linked to different companies or branches of the
        • Portals-Adjust Column Sizes

          I am trying to adjust the column widths in Portals tabs. Columns that don't need to be wide are wide and longer ones are very short. I thought adding more to the digits box in Edit would widen them, but it doesn't. Anyone know how to adjust these?
        • Add link/button to open approved record from approval list and detail views?

          Hi, How do I allow users to click on an approval record and open that submission? For example, userA submits a quotation then userB approves/rejects. They both can see the quotation on "completed task" list & detail views, but there's no way for them
        • record submitted from creator and invoice is creating in books , but the workflow of books is not tiggering on create of record in books

          record submitted from creator and invoice is creating in books , but the workflow of books is not tiggering on create of record in books headermap = Map(); headermap.put("X-ZOHO-Execute-CustomFunction","true"); response_inv = invokeurl [ url :"https://www.zohoapis.com/books/v3/invoices/fromsalesorder?salesorder_id="
        • Prevent editing of a record after getting approved/rejectedr

          Hi, I'd like to block any user from editing a record after it was approved or rejected, how can I do that?
        • Formula Field/Campo de Fórmula

          Hello everyone, I have a purchase requisition form in which each department submits a request, and the request is automatically routed to the person responsible for that department. In this form, I have several fields with the following link names: Quantidade1,
        • Free Webinar: Zoho Sign for Zoho Projects: Automate tasks and approvals with e-signatures

          Hi there! Handling multiple projects at once? Zoho Projects is your solution for automated and streamlined project management, and with the Zoho Sign extension, you can sign, send, and manage digital paperwork directly from your project workspace. Join
        • Formatting Problem | Export to Zoho Sheet View

          When I export data to Zoho Sheet View, ID columns are automatically formatted as scientific notation. Reformatting them to text changes the actual ID values. For example, 6557000335603071 becomes 6557000335603070. I have attached screenshots showing this
        • Introducing Workqueue: your all-in-one view to manage daily work

          Hello all, We’re excited to introduce a major productivity boost to your CRM experience: Workqueue, a dynamic, all-in-one workspace that brings every important sales activity, approval, and follow-up right to your fingertips. What is Workqueue? Sales
        • Feature Request - The Ability to Link A Customer with a Vendor

          Hi Finance Suite Team, Many businesses buy and sell products from the same companies or individuals. For example, a car sales business may buy a car from a member of the public, and that member of the public may also buy a new car from us. This makes
        • Long table name (sync from Zoho Creator)

          Dears, How can I remove the suffix in parentheses? These tables are synced from Zoho Creator and are treated as system tables, so their names cannot be changed. This issue makes the aggregation formulas look awful.
        • [Free Webinar] Learning Table Series - Streamlining incident management process with Zoho Creator

          Hello everyone, We’re excited to invite you to another edition of the Learning Table Series webinar. As you may already know, we've moved to a purpose-based approach in the Learning Table Series this year. Each session now focuses on how a Zoho Creator
        • Unattended - Silent

          How can I hide the tray icon / pop up window during unattended remote access for silent unattended remote access?
        • Importing into Multiselect Picklist

          Hi, We just completed a trade show and one of the bits of information we collect is tool style. The application supplied by the show set this up as individual questions. For example, if the customer used Thick Turret and Trumpf style but not Thin Turret,
        • Text snippet

          There is a nice feature in Zoho Desk called Text Snippet. It allows you to insert a bit of text anywhere in a reply that you are typing. That would be nice to have that option in Zoho CRM as well when we compose an email. Moderation Update: We agree that
        • Marketing Tip #18: Make your online store mobile-friendly to improve traffic

          Most online shoppers browse on their phones first. If your store is hard to read, slow to load, or tricky to navigate on mobile, they’ll bounce fast. A mobile-friendly store doesn’t just look nice; it improves engagement, reduces drop-offs, and helps
        • [Need help] Form closed. Please contact your form administrator for further assistance.

          https://forms.zohopublic.com/cceinfoifly1/form/CCE2025CCEFocusGroupRegistrationForm2025Fall/formperma/s_8XcLETTbFxZ_TAS4r_W6W5UBl8o5oxEnIX35IBKg4 I checked we didn't exceed the usage limit and form availability is enabled, Please help us enable this form
        • Zoho People. Updating TabularData

          I am trying to update tabular data in the record. I always have the same response. I have checked many times. Section ID is correct. May be something wrong with request structure itself. Can someone help me. Body content type: form urlencoded query params
        • Automatically CC an address using Zoho CRM Email Templates

          Hi all - have searched but can't see a definitive answer. We have built multiple email templates in CRM. Every time we send this we want it to CC a particular address (the same address for every email sent) so that it populates the reply back into our
        • Unable to Send Different Email Templates for Different Documents in Zoho Sign

          Hello Zoho Community, I am facing a limitation with Zoho Sign regarding email notifications sent to customers when a document is sent for signing. Currently, whenever I send any template/document for signing, the email notification that goes to the customer
        • Reminder needs 0 minute choice

          I most use 0 minute reminders.  Every other calender service has this choice.  If I create an event in my Android calendar with 0 minute reminder it will change to 5 minute.  Please ad 0 as a reminder choice, this should be a 5 minute fix.  Thanks.
        • Customer ticket creation via Microsoft Teams

          Hi all, I'm looking to see if someone could point me in the right direction. I'd love to make it so my customers/ end users can make tickets, see responses and respond within microsoft teams. As Admin and an Agent i've installed the zoho assist app within
        • Is there a way to update all the start and end dates of tasks of a project after a calendar change?

          Hi! Here's my situation. I've built a complete project planning. All its tasks have start dates and due dates. After completing the planning, I've realized that the project calendar was not the right one. So I changed the project calendar. I now have
        • How to update task start date when project start date changes?

          Hi there, When the start date of a project changes, it's important to update the start dates of the tasks associated with that project to reflect the new timeline. Is there a way to shift the start date of all project tasks when the start date of a project
        • Issue with Picklist Dropdown Not Opening on Mobile

          Hello I am experiencing an issue with picklist values on mobile. While the arrow is visible, the dropdown to scroll through the available values often does not open. This issue occurs sporadically, it has worked occasionally, but it is very rare and quite
        • using the client script based on the look up filed i wnat to fetch the record details like service number , service rate

          based on selected service look up field iwant to fetch the service serial number in the serice form how i achive using client script also how i get the current date in the date field in the on load of the form
        • Zoho Books/Square integration, using 2 Square 'locations' with new Books 'locations'?

          Hello! I saw some old threads about this but wasn't sure if there were any updates. Is there a way to integrate the Square locations feature with the Books locations feature? As in, transactions from separate Books locations go to separate Square locations
        • Zoho Commerce - How To Change Blog Published Date and Author

          Hi Commerce Team, I'm discussing a project with a client who wants to move from Woo Commerce / Wordpress to Zoho Commerce. They have around 620 blog posts which will need to be migrated. I am now aware of the blog import feature and I have run some tests.
        • Does zoho inventory need Enterprise or Premium subsrciption to make Widgets.

          We have Zoho One Enterprise and yet we can't create widgets on inventory.
        • ZMA shows as already connected to Zoho CRM, but integration not working

          When I try to connect ZMA with Zoho CRM, it shows as already connected, but the integration doesn’t seem to be working. I’ve attached the screen recording for reference.
        • Automatic Email Alerts for Errors in Zoho Creator Logs

          Hello, We would like to request a feature enhancement in Zoho Creator regarding error notifications. Currently, Zoho Creator allows users to view logs and errors for each application by navigating to Zoho Creator > Operations > Logs. However, there is
        • Workflow Rule - Field Updates: Ability to use Placeholders

          It will be great if you can use placeholder tags to update fields. For example if we want to update a custom field with the client name we can use ${CONTACT.CONTACT_FIRSTNAME}${CONTACT.CONTACT_LASTNAME}, etc
        • Password Assessment Reports for all users

          I'm the super admin and looking at the reporting available for Zoho Vault. I can see that there is a Password Assessment report available showing the passwords/weak and security score by user. However I'm confused at the 'report generated on' value. Monitor
        • Can't change form's original name in URL

          Hi all, I have been duplicating + editing forms for jobs regarding the same department to maintain formatting + styling. The issue I've not run into is because I've duplicated it from an existing form, the URL doesn't seem to want to update with the new
        • Setting certian items to be pickup only

          How do we have some items that are pickup only? I have several items in my item's list that I do not ship. But they need to be on the website to be sold, and picked up in store. Need to be able to do this as one of these products is a major seller for
        • Using gift vouchers

          We would like to be able to offer a limited number of gift vouchers, of varying values, to our customers, and are looking for the best way to do this. We have looked at Coupons and Gift Certificates, but neither seem to fit the bill perfectly. Coupons:
        • Automatically updating field(s) of lookup module

          I have a lookup field, which also pulls through the Status field from the linked record. When the lookup is first done, the Status is pulled through - this works perfectly. If that Status is later updated, the lookup field does not update as well. As
        • Zoho Commerce and Third-party shipping (MachShip) API integration

          We are implementing a third-party shipping (MachShip) API integration for our Zoho Commerce store and have made significant progress. However, we need guidance on a specific technical challenge. Current Challenge: We need to get the customer input to
        • Adding custom "lookup" fields in Zoho Customization

          How can I add a second “lookup” field in Zoho? I’m trying to create another lookup that pulls from my Contacts, but the option doesn’t appear in the module customization sidebar. In many cases, a single work order involves multiple contacts. Ideally,
        • Next Page