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

        • Operation not permitted

          I am trying to add an email address to the list of user but I am getting error Operation not permitted

        • Request to Permanently Delete Email User (info@mehbobgulf.com ) from Old Organization

          Please permanently delete the user email info@mehbobgulf.com It is still associated with my old Zoho organization. I cannot delete it because it shows ‘You cannot delete email. Zoho host’. I need to use this email in a new Zoho account.”

        • Client host [89.36.170.5] blocked using Spamhaus

          Hello please make make actions for delist ..... "Client host [89.36.170.5] blocked using Spamhaus"

        • Suggestion: Option to Re-run a migration

          As I'm going through a migration process, I like the IMAP migration tool, but it would be better if there were an option to re-run the same migration as configured. There's not even an option to copy/edit one that's already there. Just run if it hasn't

        • Issue with "Add Your Mobile Number"

          Hello, I am trying to sign up for email service for a domain name, and I cannot finish the authentication. When I enter my mobile number, I receive the message "We’re unable to send OTP to this mobile number. Please contact support-as@zohocorp.com". I

        • zoho mail non vérifié

          Bonjour, Il y'a un jour que j'ai acheté un domaine et toute les tentatives pour l'associé a mon compte shopify son vaine. j'ai essayé TXT sans suite après, j'ai essayer avec CNAME sans suite. j'aurais besoin de votre assistance pour associé mon mail.

        • Unable to send message;Reason:553 Relaying disallowed. Invalid Domain

          i have facing the issue "Unable to send message;Reason:553 Relaying disallowed. Invalid Domain" if i verify domain evertthing i did but still face the same error.

        • ZohoMail is so close to being Perfect BUT

          Why don’t you have HILIGHTING???!! I've been trying to find a substitute for Edison Mail but I want & need hilighting (preferably in more than just yellow)! Is this even on your To Do list? I’m so disappointed. 🙄

        • Override Auto Number field?

          We are preparing to migrate from Salesforce. In Salesforce, we auto-generate a unique number on our Opportunities (Potentials). If the Opportunity results in a contract, we use that unique number as the Contract number. There are some situations where

        • Using a third party service provider want to move directly with Zoho

          Hi good day I’m currently using Zoho but I’m using a third party service provider I want to move directly with you guys I’m using Zoho email and invoices and my domain please let me know if it’s possible to move away from the third party provider my email

        • Request for Assistance Regarding Email Sending Issue (554 5.1.8 - Email Outgoing Blocked)

          Dear Zoho Support Team, I hope this message finds you well. I am writing to request assistance with an issue we are currently facing regarding our Zoho Mail account. Our email account, admin@tuyensinhcanuoc.com, is encountering the following error when

        • Zoho Mail API returns empty inbox (0 messages) but webmail shows 37 unread emails

          Hello, I'm experiencing a discrepancy between Zoho Webmail and the Mail API (EU region). **Setup:** - Account: EU datacenter (mail.zoho.eu) - API: Self Client OAuth2 via api-console.zoho.eu - Scopes: ZohoMail.messages.READ, ZohoMail.messages.UPDATE, ZohoMail.folders.READ,

        • ShipStation and Zoho Inventory

          Hello, I am looking to sync zoho inventory with shipstation ZOHO INVENTORY           SHIP STATION Sales Order  ==>  create ORDERS INVOICE  <==    Shipments What exactly does BETA mean on the Shipstation connector?  This is required for me to sign-on in the next month. Thanks in advance for your efforts

        • E

          We are trying to add our Zoho Form embed in our Elementor Page Builder. After adding Zoho Forms widget in elementor page builder it’s displaying in backend page builder but it’s giving 403 error while trying to save, as it’s not reflecting in front end.

        • Connecting Zoho Inventory to ShipStation

          we are looking for someone to help connect via API shipStation with Zoho inventory. Any ideas? Thanks. Uri

        • custom module import.

          Is there a way to import data into a custom module? Thanks Rudy

        • HEIC File Type Viewer

          Hi, It would be nice to be able to click on the images in the All Entries/Reports Tables which are HEIC the same as JPG, PNG, etc. so they open in a viewer from Zoho or the Attachment Service, today HEIC requires you to download each image and open it

        • How to dynamically pass IDs from one API response to a second API call in Zoho DataPrep?

          Hi Team, I am setting up a global consolidated reporting pipeline in Zoho Analytics (India) using Zoho DataPrep as the ETL engine. I am pulling data from multiple Zoho Books Data Centers (US, Singapore, India) thats why i used the URL Source (OAuth 2.0)

        • Building Toppings #4 - Setting up and using connections in Bigin toppings

          When building a topping to extend Bigin's functionality and connect it with third-party applications, creating and handling connections is an important step. Connections provide a secure way for your topping to authenticate and communicate with other

        • Need code format to specify default values

          Can someone please direct me to the code syntax or the proper translation per the instructions circled below. These instructions don't seem correct.

        • AI Interview Insights: Turn Recorded Interviews into Quick Transcripts & Summaries

          Evaluating interviews shouldn’t require replaying long recordings or taking manual notes. With AI Interview Insights, you can now review complete transcripts and AI-generated summaries of your One-way (Recorded) interviews right inside Zoho Recruit. This

        • Record payment: Payment Mode vs. Deposit To and how to "connect" them!?

          How do we set up that when we choose:  "Payment Mode"= Cash, then "Deposit to" is automatically set to Petty Cash, and if we choose  "Payment Mode"= Check, then "Deposit to" is automatically set to Undeposited Checks, and if we choose  "Payment Mode"=

        • Grouping Undeposited Funds to Move to other accounts

          In the bank option it would be nice to check what transactions in undeposited funds I want to move to other accounts. Then while checking this it can accumulate totals and created whats essentially a deposit slip. Once the transaction is moved it should

        • Depositing funds to account

          Hello, I have been using Quickbooks for many years but am considering moving to Zoho Books so I am currently running through various workflows and am working on the Invoicing aspect. In QB, the process is to create an invoice, receive payment and then

        • Facing email delivery issues? Verify your domain's DNS records

          Have you ever wondered why your legitimate emails are landing in the recipient’s spam folder? Or been surprised to see emails sent from your registered domain getting rejected by recipient email servers? Why does this happen? In most cases, this happens

        • Order of Departments in Help Desk

          In the end user portal, , the departments are sorted by the date of creation of the department (or perhaps their id). Is there a way to choose the display order of the departments or at least to be able to sort them alphabetically?

        • COGS - Account showing negetive

          I have multiple COGS account and in these all there is one account is negetive so suggest why it is showing negetive value.?

        • Create CRM Deal from Books Quote and Auto Update Deal Stage

          I want to set up an automation where, whenever a Quote is created in Zoho Books, a Deal is automatically created in Zoho CRM with the Quote amount, customer details, and some custom fields from Zoho Books. Additionally, when the Sales Order is converted

        • %PaymentLink%

          Does not work. Software creates a BAD link. ....and yes payment options are turned on. Link on the invoice pdf once opened will work but this template is a joke.

        • Google Photos

          I am hoping that my question already has a fix. I current have Google synced accounts that I want to get away from. One in particular on is Google photos. Is there any software, or 3rd parties that I can join to back my photos up straight to specifically designated file in the ZOHO cloud that's tied to Docs? Please advise... Mike 

        • Zoho Books Items Categorisation/Grouping/Folder

          Is there a way to do items categorisation? a folder structure? Product Type A - Option 1/2/3 Product Type B - Option 1/2/3 Current problem : I have more than 50 items on the list, its hard for team to navigate.

        • Cash payments before invoice date

          We have been using zoho books for our hospitality business for some time and have been very happy with the system. However in 2025 an update was pushed through and we are now not able to record payments for invoices before the invoice date. the case scenario

        • Copy / Duplicate Workflow

          I have workflows setup that are very similar to each other. We have a monitoring system watching servers, and all notifications - no matter what client it is about - will come from a  noreply@ address which is not very helpful in having it auto assigned to the right account. I have setup a workflow that will change the contact name of the ticket (currently it would say noreply@) to the correct customer which is based on the subject line, as that mentions which server the alert it is about. I need

        • Transfer between two customers (Peters Rental account to Peters Private account)

          we are a Property Management company. Our customers have to accounts (registered as two customers - Peter Rental and Peter Private On the rental account all income and costs fron rental activities are noted. On the private account all private are noted

        • Automation#18: Automatically Fetch Values from Contacts to the Tickets Module

          Hello Everyone, Welcome to this week's edition, where you can seamlessly sync fields from the Contacts to the Tickets module. For efficient business operations, it's crucial to have details mapped across different modules. Zylker Secure offers antivirus

        • Charge multiple invoices

          We use auto-charge/recurring invoicing for 100's of clients. If we create a single manual invoice we can charge it to the credit card for these clients with the CC added to their recurring invoices. If a client has multiple outstanding invoices, is there a way to make one charge for all of the invoices instead of a separate charge to the cc for each invoice?

        • Handling/tracking escalation management in Zoho

          Hi all, I am working on finding a tool to register and track our escalation management process. Specifically, this is about client escalations, typically related to project delivery issues. The idea is that we could have some sort of form with core questions

        • Global Choice List share ownership

          I have created several forms that use one or more Global Choice Lists. These lists have been published to Org. I would like to allow one or more admins to edit the choices in these lists. Any help appreciated. Geoff

        • Setting up property management in Zoho Books

          Hi, I run a property management business that manages property complexes. There are multiple owners, some owning more than one property on the same complex. My role is to manage the fees they pay for maintenance of common areas, such as the swimming pool

        • How to prevent users from switching price lists in an order?

          Hi, I have Zoho Finance integrated with Zoho CRM. My team will be placing orders through the CRM using the Finance module. When creating a new customer I will assign it a price list, I don't want the sales rep to switch to a different Price List, other

        • Next Page