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

    • Global Search placement in the new UI

      Having a hard time with the global search placement in the UI redesign. Surely I can't be the only one. Previously global search placement was perfect. A bar at the top/center of the page. Exactly where you would expect it to be. Since the new UI has
    • Introducing Skill-Based Ticket Assignment

      The goal of every support team is to provide great support, and to do so as fast as they can. To make this possible, it is important that agents spend their time judiciously, especially when they're dealing with a large number of tickets of varying urgency
    • Kaizen #213 - Workflow APIs - Part 1

      Welcome to another week of Kaizen! If you have ever managed complex business processes, you know that Workflows are the quiet backbone of any well-run business process. They keep things moving; assigning owners, sending alerts, keeping deals on track,
    • Browser and address bar hide

      Hi, How i can do hide the address bar with browser headline when i am working on the sheet, because i am using (freeze panes) which i want visible for full work. For your reference here i am attached the screen shot and marked yellow lines which really
    • Cells Border

      Hi I am using Zoho Sheet on S Tab , is there any option to make all border of any cell at once. I think this is very basic which we are missing. This is available in mobile but not in tab or suggest if i am missing this function. And for Tab can you give
    • Credit Management: #2 Configuring Right Payment Terms for Credit Control

      Think about the last time you ordered something online and saw that little note at the checkout, "Pay on Delivery" or "Pay later". It's simple, but it actually sets the tone. As a business owner, you know exactly when payment is expected. Now, imagine
    • Zobot and Sales IQ

      What will happen to the Zoho Sales IQ being integrated to the website after creating the Zobot on the website too
    • Help Center and SEO: Any Benefit to My Domain-Mapped Website Ranking?

      First of, I love the Help Center which I've just decided to integrate into my website to replace its old-fashioned FAQs. So much more to achieve there now! Lots of new benefits to the site visitors and to me in terms of organizing and delivering all the
    • Support french language options

      Greetings, I want to use Zoho with the french language portal, however the supplied translation is not very good (google translate). There are many basic mistakes on the main most important sections (my requests, submit a request). Is there a way for
    • Automation #7 - Auto-update Email Content to a Ticket

      This is a monthly series where we pick some common use cases that have been either discussed or most asked about in our community and explain how they can be achieved using one of the automation capabilities in Zoho Desk. Email is one of the most commonly
    • filter broke my data

      I uploaded a file recently from Sheets and it has top 2 rows frozen, with table headers in second row and each one is filterable. somehow my first 2 columns became unfiltered and no matter what I do I cannot reapply the filter?? also didn't realize they
    • Introducing the Workflow and Actions APIs for Zoho CRM

      We are absolutely thrilled to announce the release of Workflow APIs and Actions APIs in Zoho CRM’s v8 API suite! This powerful new set of endpoints gives developers unprecedented programmatic control over business automation. For years, Workflow Rules
    • Zoho CRM Analytics - Allow To Reorder Dashboards

      I would like to suggest that you add the ability to reorder dashboards in the Analytics Module. I can see that this has been requested some time ago, the latest 9 years ago. I am not sure if this is a big or small endeavor, but such a small fix can go
    • Zoho Form URL displays incorrect name

      Hi, I have a form I created called "Design Request form". It displays this way everywhere I look. However, in the URL, it shows up as "DesignJobRequestFormFINAL011325PROOFV1B" and I'm not sure why. I can't find where to fix this. Does anyone have any
    • Consumers are talking about your business. Are you listening?👂

      A loyal customer might be praising your product in a forum. A frustrated user could be posting a harsh review on a public site. An excited partner may have left a comment on your campaign. A domain expert might be deconstructing your product. A prospect
    • What counts as a Temp for Billing Purposes in Workerly

      I'm considering trying this product but am not sure how the temp count is used for billing purposes. For example, if we keep a large data base of 500 potential workers.....are we billed for that or only if they are assigned to a client at a given point
    • Form name incorrectly displayed in URL

      Hi, I have a form I created called "Design Request form". It displays this way everywhere I look. However, in the URL, it shows up as "DesignJobRequestFormFINAL011325PROOFV1B" and I'm not sure why. I can't find where to fix this. Does anyone have any
    • I can't receive mail

      Hello, I can't receive e-mail. I no longer receive e-mails to the e-mail I received for ​my site. I also edited the DNS settings, but it doesn't work at all.
    • 1‑to‑1 invite missing post-setup (needs re-invite) vs channel invite auto-joins without business prompt

      1. Zoho Cliq 1‑to‑1 external invite The inviter sent a 1‑to‑1 invite to an invitee who didn’t have a Cliq account. After the invitee completed account setup and created a business/organization, the website redirected them to Cliq, where they opened Cliq
    • 【開催報告】東京 ユーザー交流会 Vol.3 2025/10/17 Zoho サービスの活用促進を外部ツールとの連携で実現!

      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。 10月17日(金)に新橋で「東京 ユーザー交流会 Vol.3」を開催しました。ご参加くださったユーザーの皆さま、ありがとうございました! この投稿では、当日のセッションの様子や使用した資料を紹介しています。残念ながら当日お越しいただけなかった方も、ぜひチェックしてみてください😊 ユーザー活用事例セッション:Zoho Flowと決済システムの連携 あみろくの岡島さんに、Zoho サービスの活用事例として、Zoho Flow を活用した外部サービスとの連携事例をご共有いただきました。
    • received email opens in a new tab every time I log in

      as per the title: since about when I first made my email account, every single time Ive logged in to view my inbox, a new tab opens for an email I viewed once as if restoring a closed session. I thought I just didnt understand the "starting up" settings
    • Engage with your customers at scale using WhatsApp Marketing Template messages

      Hi everyone, To make it easier for organizations to communicate with customers, Desk now allows you to send individual, mass, and bulk WhatsApp template messages from both the Ticket and Contact modules. How is this going to benefit your business? WhatsApp
    • Importation Tickets error

      Hi, I'm newbie here 🤓 So, i'm importing data from csv, but when I try advance to mapping fields the importer tool show this message: Previously I try import, other data, and not show errors in this step. Some ideas? Best Regards,
    • Showing description in timesheet and timelogs.

      I am wondering if it’s possible in version 5 of Zoho People to have the description show by default or with a manipulation on the user’s part. Let me show you what I mean. As you can see this is the view for the users. Now if they want to see the full
    • Workaround: openURL in Blueprints - An alternate approach

      There is a roundabout way to open a URL in blueprints after a save event. By using the 'onBeforeMandatoryFormSave' in Client Script, you can open an external URL. Now, the problem is, this is designed to be run BEFORE the blueprint is saved, not after,
    • MTD SA in the UK

      Hello ID 20106048857 The Inland Revenue have confirmed that this tax account is registered as Cash Basis In Settings>Profile I have set ‘Report Basis’ as “Cash" However, I see on Zoho on Settings>Taxes>Income Tax that the ‘Tax Basis’ is marked ‘Accrual'
    • Migrate file from Single File Upload to Multi File Upload

      Dears, I have created a new field Multi File Upload to replace the old Single File Upload field. I'd like to ask you guys what is the best way to migrate the files to the new field?
    • Open "Live Chat" from a hyperlink?

      Hi, I often write paragraphs and text on our company website, and usually say you can get in touch with us via live chat. Can the chat window be triggered to pop open without clicking the chat graphic in the bottom window, and use it in a hyperlink? ie:
    • Zoho Sites search box

      Is there a Search box that can be added to a Zoho site? It would be for searching within the site only.
    • What stops me from packaging and shipping an order when the inventory is negative?

      It seems if the inventory value is negative, that Zoho Inventory should not allow me to create a Package and Ship it.   But, there seems to be nothing to stop me from doing that other than when I go to physically package the item and realize that there is no stock. There also seems to be nothing on the screen that even indicates to me that I should not package and ship.  To me this is the fundamental point of an inventory system.  Am I doing something wrong?   
    • Conditional formatting based on another field

      Hi I have two fields on my form stage 1 complete and stage 1 deadline.  I am trying to setup conditional formatting so that if stage 1 complete is after stage 1 deadline the record is highlighted in red. I need both stage 1 complete and stage 1 deadline
    • Is there API Doc for Zoho Survey?

      Hi everyone, Is there API doc for Zoho Survey? Currently evaluating a solution - use case to automate survey administration especially for internal use. But after a brief search, I couldn't find API doc for this. So I thought I should ask here. Than
    • Using IMAP configuration for shared email inboxes

      Our customer service team utilizes shared email boxes to allow multiple people to view and handle incoming customer requests. For example, the customer sends an email to info@xxxx.com and multiple people can view it and handle the request. How can I configure
    • The sending IP (136.143.188.15) is listed on spamrl.com as a source of spam.

      Hi, it just two day when i am using zoho mail for my business domain, today i was sending email and found that message "The sending IP (136.143.188.15) is listed on https://spamrl.com as a source of spam" I hope to know how this will affect the delivery
    • Changing a Single-Line Text field into a Multi-line Field without losing data

      Is it possible to change a Single-Line Text field into a Multi-line Field without losing data. I have a module with data for which I would like to change a single-line field into a multi-line field but I'm worried it might delete the pre-existing da
    • Webhook - Google Sheets

      I have 2 forms that are both integrated with Google Sheets. I've set up a webhook to pull form 1 data from Google Sheets to prefill data in Form 2. The issue I have is that the forms name fields are First Name & Last Name but the Google sheets integration
    • Verified Mark Certificate

      Hello Dears, Can anyone help and check my mail or direct me to the desired person who can add the verification tag to my mail https://www.zoho.com/blog/mail/email-authentication-with-bimi.html
    • Appointment booking is temporarily unavailable

      Embeded Zoho booking page in my WordPress website. When someone starts a booking, after choosing time and date, an error appears before payment - "Appointment booking is temporarily unavailable due to restricted settings." Used the embeded code given
    • Cannot connect to 365 business calendar and Teams, says personal but it is not.

      hi I have a number of users connected to their 365 business accounts. Adding a new user and it thinks hes got 365 personal edition. He does not.... Anyone know what's going on. Trying for days now. Bookings go into his MS calendar but as its thinks its
    • Limited review (/questions) for Bookings 2.0

      Hi all, I'm writing this review of Bookings 2.0 for two reasons: 1) it may be of interest to others, and 2) I'd like to be corrected if I'm wrong on any points. It's a very limited review, i.e. the things that have stood out as relevant, and particularly
    • Next Page