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

    • Zoho Analytics Bulk Api Import json Data

      HI, I’m trying to bulk-update rows in Zoho Analytics, and below are the request and response details. I’d like to understand the required parameters for constructing a bulk API request to import or update data in a table using Deluge. Any guidance on
    • Project Management Bulletin: December, 2025

      The holiday cheer is in the air and it’s time to reflect on the year that was. At Zoho PM Suite, we've been working behind the scenes on something huge and exciting all year and now we are almost ready—with just a bit of confetti—for our grand release
    • Inventory batch details

      Hi there, I'm trying to get the batch details of an item, here's what I've done so far. I've sent cUrl request to the below endpoint and I get a successful response. Within in the response I find the "warehouses" property which correctly lists all the
    • Function #50: Send Mass emails to your customers

      Hello everyone, and welcome back to our series! We have reached a milestone of 50 Functions, which means that we have automated 50 different tasks in Zoho Books. Every Friday, we have shared a nifty function aimed at either automating a task or streamlining
    • Auto check out after shift complete

      i'm just stuck here right now, i wanna know how to do this thing, now tell me, how can i configure a custom function that runs after complete shift time if employee forget to check-out ?
    • Restrict Users access to login into CRM?

      I’m wanting my employees to be able to utilize the Zoho CRM Lookup field within Zoho Forms. For them to use lookup field in Zoho Forms it is my understanding that they need to be licensed for Forms and the CRM. However, I don’t want them to be able to
    • Scan and Fill CRM Lookup Field

      Not sure if there is a reason why this isn't possible or if I'm just missing it. But I would like to be able to use the scan and fill feature on the mobile app to prefill the CRM lookup field and fetch the rest of the data in the form.
    • How to create a flow that creates tickets automaticaly everyday based on specific times

      Hi guys Does anyone know how to create a flow that will create tickets automaticaly in ZOHO Desk when a certain time is reached. Im havin a hard time configuring a flow that will create tickets automaticaly everyday during specific hours of the day For
    • ZOHO FLOW - ZOHO CREATOR - ZOHO WRITER : Get Related records

      Bonjour, J'ai besoin que vous m'ajoutiez la solution "Get related Records" dans la liste de choix de zoho creator (sous Zoho flow). En effet, j'ai besoin de récupérer les champs d'un sous formulaire pour l'ajouter à l'impression de mon document. Mer
    • Task Details on task template

      When creating a task template in settings that task details seem to be missing. Is it not possible to set the details of a task, such as the priority, type, reminder settings, and custom field values?
    • Option to Delete Chats in IM

      Currently, there is no option to delete any chats in IM, regardless of their source.
    • Will zoho thrive be integrated with Zoho Books?

      title
    • Connecting email for each department in ZohoDesk

      Hi! Could someone help me to go through connecting emails for each department?
    • How do I trigger a Flow based on a campaign response?

      Is there a way to trgiider a Zoho Flow based upon a lead opening an email sent via Zoho Campaigns? I see that the data is recorded in the 'Campaigns' section of Zoho CRM under 'Member Status' and I want to trgigger a flow based upon that record changing.
    • All Zoho Flows are filtered

      My two flows operate perfectly when I run them as a test, but when they're activated each run ends with a status of neither success, nor fail, but filtered. I haven't set up any filters. I don't see where to turn off filters. When I test run on a sequence
    • Creating Multiple Items on Sales Order

      Hi, I’m trying to automate some processes using Zoho Flow, specifically the creation of sales orders in my Zoho Inventory. However, Zoho Flow's Create Sales Order function can only add one item. I would like to include multiple items in a single sales
    • Problem Connection from Zoho Flow and Gravity Form

      I obtained my API key from Gravity Forms via WordPress. However, when I enter my Zoho Flow, it states: Gravity Forms says, 'You are not authorised to access the API." I tried recreating a new API key, but it is still not working.
    • Eventbrite Email Field in Zoho Flow Returns "Info Requested" Instead of Actual Email

      Hi Zoho team, I'm using Zoho Flow to connect Eventbrite with Zoho CRM. My goal is to automatically add event attendees as leads in Zoho CRM. I’ve set up the flow and mapped the ${trigger.profile_email}} field to the Email field in CRM. However, I'm running
    • "Invalid value passed for Product ID" Error in Zoho Flow "Create Sales Order" Node

      Hello Zoho Community, I’m facing an issue with Zoho Flow while trying to create a sales order in Zoho Inventory using the "Create Sales Order" node. Here’s a detailed explanation of my setup and the problem: What I’m Trying to Achieve I’m building an
    • Associating Project with an Account via Flow

      I'm using flow to create a Project based on a Deal status update using flow. The fields exist to pass the Account Name through properly, but when you view the Projects module in a CRM Account Record it doesn't automatically associate the new Project Record
    • How to follow up a member in a meeting?

      Hello, I make weekly meeting online with a lot of people. I want(I've been using calendly to do it). I want to do a follow-up to it. I want to send messages via Zoho-flow to all the member that participated in the meeting. How can I do it?
    • Setting Delays in Invoice Reminder Flow

      I am currently working on a flow that sends reminders for unpaid invoices. The flow is designed to delay actions until specific intervals before the due date: A reminder should be sent 7 days before the due date. A second reminder should be sent 3 days
    • Get Sales Orders Related to Inventory Item

      Dear Team, I'm just wondering if there is a way to get a list of all Sales Orders related to a specific Inventory Item. I did search all articles but couldn't find any article that could help.
    • Endpoint Central Cloud Asset Update from Fresh Service

      All, Does anyone use the asset management feature in Fresh Service? I'd like some help on building a flow to update asset attributes in Endpoint Central Cloud based off of an update to that same asset in Fresh Service. The trigger is "asset is updated"
    • Zoho Flow Export to Deluge

      It would be great to take a user built zoho flow and export the entire flow as a deluge script including having multiple connected applications (showing the API connections and webhooks) and different functionality in the other applications interacting
    • Action Iteration/Loop using Zoho Flow

      Trying to use Zoho Flow for automating following Context - A zoho form entry which has image upload field with upto 5 images setting and files are saved into Workdrive. After form is submitted need to create folder based on some fields and move files
    • Zoho Flow - Unable to evaluate formatDate with Zoho Invoice Date Field for Calendar Integration

      Hello Community, I'm trying to automate the creation of all-day events in Zoho Calendar whenever a new invoice is created in Zoho Invoice. I'm using Zoho Flow for this automation. My Goal: When an invoice is created with a specific "Event Date," I want
    • Zoho Inventory Sales Order Items

      I'm trying to build automation using Zoho Flow to add items to a Sales Order. In the automation options for both "create sales order" and "update sales order", The item ID is required. However, when I update the Sales Order, it's just replacing the item
    • Permissions for Azure Devops connection

      I am trying to set up a connection with our Azure DevOps org but it keeps giving me this error. On Azure I should be able to have admin-level access to everything. Can you please point me to which permission this is checking for so I can enable it?
    • Email authentication

      أريد التحقق من البريد الإلكتروني
    • Best way to start zoho inventory with bulk openning stock

      We are already using zoho book since long time for cars trading company. Now to streamline more, would like to import the excel data of closing stock of inventory to zoho inventory and to start on. Since we need to track each VIN (unique vehicle id number)
    • Confused by the distiction between matched and categorized when reconciling a bank statement an how to

      I used to use quickbooks. In quickbooks, it was possible to use the check writing feature to add an expense that was on the bank statement that did not go through the AP and check writing process. I would write a check, assign it a number like etf (for
    • Use Zoho Flow Credits for CRM ‘Actions by Zoho Flow’

      Hello Team, We would like to submit a feature request regarding credit usage for “Actions by Zoho Flow” in Zoho CRM. Use Case: We are Zoho One users and actively use Zoho Flow, where our organization has 52,000 Flow tasks per month. In Zoho CRM, we use
    • Passing the CRM

      Hi, I am hoping someone can help. I have a zoho form that has a CRM lookup field. I was hoping to send this to my publicly to clients via a text message and the form then attaches the signed form back to the custom module. This work absolutely fine when
    • Add Full-Screen Viewing for Quartz Recordings in the Client Interface

      Hi Zoho Team, We would like to request an enhancement to the Zoho Quartz client interface when viewing submitted recordings. Current Limitation: When viewing a Quartz recording from the client (user) interface, there is currently no option to switch the
    • WorkDrive for Excel Add on

      Dear Sir/Madam Have installed Workdrive for Microsoft add on But unable to view the same added in Excel
    • Zoho Calendar s’enrichit avec une intégration à Zoho People et Zoho Cliq

      Les journées de travail ne se déroulent jamais exactement comme prévu. Une conversation informelle devient une séance d’échange d'idées, une absence modifie un planning, et votre agenda se retrouve vite décalé par rapport à la réalité. Chez Zoho Calendar,
    • Holidays

      Hi; For defining Holidays, you need to add logic to handle the year as well as the month & day. We need to be able to enter Holidays for the next year. I need to add a holiday for January 2, 2017, but I can't until January 1st, which is a Sunday and we
    • Zoho public comments are confusing and unnecessary

      Hi, we use zoho desk and have issues with public comments. We started using them because the "Reply" option just seemed very clumsy because of the following reasons: - the top "Reply" button starts what seems to be a regular email, showing the entire
    • Introducing parent-child ticketing in Zoho Desk [Early access]

      Hello Zoho Desk users! We have introduced the parent-child ticketing system to help customer service teams ensure efficient resolution of issues involving multiple, related tickets. You can now combine repetitive and interconnected tickets into parent-child
    • Next Page