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


      Zoho Campaigns Resources


        • Desk Community Learning Series


        • Digest


        • Functions


        • Meetups


        • Kbase


        • Resources


        • Glossary


        • Desk Marketplace


        • MVP Corner


        • Word of the Day


        • Ask the Experts


          Zoho CRM Plus Resources

            Zoho Books Resources


              Zoho Subscriptions Resources

                Zoho Projects Resources


                  Zoho Sprints Resources


                    Zoho Orchestly Resources


                      Zoho Creator Resources


                        Zoho WorkDrive Resources



                          Zoho CRM Resources

                          • CRM Community Learning Series

                            CRM Community Learning Series


                          • Tips

                            Tips

                          • Functions

                            Functions

                          • Meetups

                            Meetups

                          • Kbase

                            Kbase

                          • Resources

                            Resources

                          • Digest

                            Digest

                          • CRM Marketplace

                            CRM Marketplace

                          • MVP Corner

                            MVP Corner




                            Zoho Writer Writer

                            Get Started. Write Away!

                            Writer is a powerful online word processor, designed for collaborative work.

                              Zoho CRM コンテンツ



                                ご検討中の方

                                  • Recent Topics

                                  • Importing into the 'file upload' field

                                    Can you import attachments into the file upload field. I would expect it to work the same way as attachments do, But can't seem to get it to work.
                                  • Sync your Products Module for better context.

                                    In customer support, context is everything. The integration between Zoho Desk and Zoho CRM helps your sales and support teams function as one, delivering better customer experiences. With the latest update to this integration, you can now sync the Product module in your Zoho CRM with your Zoho Desk portal. This feature enables products from Zoho CRM to reflect in the "product" field in Zoho Desk. This can save your support team valuable time and effort.    Some things to note when syncing the two:
                                  • CRM verify details pop-up

                                    Was there a UI change recently that involves the Verify Details pop-up when changing the Stage of a Deal to certain things? I can't for the life of me find a workflow or function, blueprint, validation rule, layout rule ect that would randomly make it
                                  • Does Zoho Writer have Dropdowns

                                    I want to add a drop down field in Zoho writer. Is this possible?
                                  • How can Data Enrichment be automatically triggered when a new Lead is created in Zoho CRM?

                                    Hi, I have a pipeline where a Lead is created automatically through the Zoho API and I've been trying to look for a way to automatically apply Data Enrichment on this created lead. 1) I did not find any way to do this through the Zoho API; it seems like
                                  • Transitions do not update fields until the record moves to next stage

                                    We have a blueprint where a couple of stages have multiple transitions. If only some of the transitions are completed, but not all, Zoho does not update any of the fields impacted by the completed transitions. Is there any way Zoho can udate the fields
                                  • Blueprint enhancements - Parallel and multiple transitions, and more

                                    Last modified on Sep 4, 2023: All Zoho CRM users can now access these enhancements. Initially, these features were available only on an early access basis and by request. However, as of August 2, 2023, they have been made available to all users in all
                                  • Optimum CRM setup for new B2B business

                                    Can some advise the most common way to setup Zoho CRM to handle sales for a B2B company? Specifically in how to handle inbound/outbound emails. I have spent hours researching online and can't seem to find an accepted approach, or even a tutorial. I have
                                  • using the Client script on the load of the form if service no is empty means then i want to make issue relate to is Service

                                    using the Client script on the load of the form if service no is empty means then i want to make issue relate to field is Service if Purchae no is empty means then i want to make issue relate to is Purchase
                                  • Multiple header in the quote table???

                                    Hello, Is it possible in Zoho CRM to add multiple headers or sections within the Quote product table, so that when the quote is printed it shows separate sections (for example “Products” and “Services”)? To clarify, I’m asking because: This does not appear
                                  • using the Client script I want to Hide Show the Fields

                                    if Related to service means some of the field like service no want to shoe and hide Amc no , purchase no how i achive this let issu = ZDK.Page.getField('Issue_Related_To').getValue(); if (issu == 'Service') { var field_obj = ZDK.Page.getField('Warranty_Cases');
                                  • openUrl in blueprints

                                    My customer wants to open a URL at the end of a blueprint transition. Seems this isn't possible right now but it would be very useful. In this thread, https://help.zoho.com/portal/en/community/topic/openurl-not-working the Zoho agent said that it's logically
                                  • Dropshipping Address - Does Not Show on Invoice Correctly

                                    When a dropshipping address is used for a customer, the correct ship-to address does not seem to show on the Invoice. It shows correctly on the Sales Order, Shipment Order, and Package, just not the Invoice. This is a problem, because the company being
                                  • Prepayment of a sales order

                                    How does everyone handle this common (at least it is common for us!) situation? We require all our orders to be fully prepaid before shipment since we manufacture made to order, custom products. Since ZOHO does not allow a sales order to be prepaid, we are forced to create an invoice at the time an order is placed to allow the customer to pay it. Our sales category is therefore skewed, since the sale was actually booked at the time an order was placed, rather then at the time it is shipped, which
                                  • Access to Specific Zoho Desk layout for external parties

                                    Hi, We have a partner who handles for us sales requests from specific markets. He is not a Zoho Desk user. But we want him to b part of a specific Zoho Desk layout to handle inquiries.  How to achieve it in the easiest way possible?
                                  • Deposit on a Sales Order

                                    Good day, 100% of my business is preorders, no inventory. I am trying to run away from QB for one of my businesses, but I require two options that I don't seem to find with Zoho Books. 1 - If there is a way to apply a deposit on a sales order, as with
                                  • How Does Knowledge Base Search and Article Recommendation Work?

                                    Hello, I would like to understand how the Knowledge Base search engine works. Specifically, does it search based on: The article title only? The full article content? Both, the article and the content? Keywords? Tags? Also, how does the system determine
                                  • validation rules doesn't work in Blueprint when it is validated using function?

                                    I have tried to create a validation rule in the deal module. it works if I try to create a deal manually or if I try to update the empty field inside a deal. but when I try to update the field via the blueprint mandatory field, it seems the validation
                                  • Bulk Delete Attachments

                                    Is there a way to bulk delete attachments on the form entries? our storage is full and deleting files one by one is pain taking process.
                                  • How do I sync multiple Google calendars?

                                    I'm brand new to Zoho and I figured out how to sync my business Google calendar but I would also like to sync my personal Google calendar. How can I do this so that, at the very least, when I have personal engagements like doctor's appointments, I can
                                  • Zoho CRM || Unable to Bulk Assignment of Territories for Contacts

                                    Dear Zoho CRM Support Team, I hope this email finds you well. We recently performed a bulk upload of Contacts into Zoho CRM using the official sample Excel template downloaded from the CRM. The upload itself was completed successfully; however, we encountered
                                  • Cannot get code to work with v2.mergeAndStore!

                                    Please can someone help me pass subform items into a repeating mail merge table row using v2.mergeAndStore? I have a mail merge template created in Writer and stored in Workdrive. This template is referenced by a custom CRM function which merges all of
                                  • Ability to CC on a mass email

                                    Ability to CC someone on a mass email.
                                  • Is It Possible to Convert a Custom Module to a Quote?

                                    I recently created a custom module in our CRM environment for RFQs so that our sales team can submit quote requests directly in Zoho rather than by email/phone. This allows for a cleaner overall process, minimizing potential errors and potentially encouraging
                                  • Ability to Disable System Banner Messages in Chat Flow Control

                                    Dear Zoho SalesIQ Team, Greetings, We would like to request an enhancement related to the system banner messages in Zoho SalesIQ chat flow control. Current Behavior: SalesIQ allows configuring various automatic banner/system messages such as: Waiting
                                  • How do you do ticket add ons in Backstage?

                                    Hi Everyone, If you wanted to have general admin tickets and allow for add ons, like camping, or car or Carbon offset. What would you do? Peace Robin
                                  • Writing SQL Queries - After Comma Auto Suggesting Column

                                    When writing SQL Queries, does anyone else get super annoyed that after you type a comma and try to return to a new line it is automatically suggest a new column, so hitting return just inputs this suggested column instead of going to a new line? Anyone
                                  • Sort Legend & stacked bar chart by value

                                    I'd love to see an option added to sort the legend of graphs by the value that is being represented. This way the items with the largest value in the graph are displayed top down in the legend. For example, let's say I have a large sales team and I create
                                  • Idle Chat Reminders for Agent-Handled Conversations

                                    Dear Zoho SalesIQ Team, Greetings, We would like to request an enhancement to the Idle Chat Handling functionality in Zoho SalesIQ—specifically for chats that are handled by human agents after a bot-to-agent transfer. Current Behavior: In Zobot settings,
                                  • Layout Adjustment.

                                    Hello Latha, Hope you are doing well. I wanted to check with you about adjusting the layout columns in the Service Report from the backend, as currently there is no capability for us to customize the layout from our end. Below is the output that I am
                                  • Snapchat

                                    Are there any plans to add Snapchat to Zoho Social or is there any API that we can use to integrate into Zoho.
                                  • Zoho Sign "An unexpected error occured" when clients trying to sign documents

                                    We are unable to have clients sign our documents. When attempting to complete the process an error appears saying "an unexpected error occured" and in the document history just shows "signing failure." We are at a complete standstill with no response
                                  • Service Reports.

                                    Hello Team, I have a requirement to create multiple service reports for a single AP. That means, in one AP I have 5 service line items, and all line items are linked to assets. Once I complete the AP, I want to generate 5 individual service reports, one
                                  • ¡Vuelven los Workshops Certificados de Zoho a España!

                                    ¡Hola usuarios de Español Zoho Community! Hace ya unos días que hemos dado la bienvenida al 2026, y promete ser un año de lo más emocionante. Y es que nos gustaría haceros nuestro particular regalo de Reyes, aunque lleguemos un poco tarde. 🎁 ¡Nos gustaría
                                  • Cancel Subscription

                                    Hi , Im want to cancel my account but without success please help me to do it
                                  • Deprecation Notice: OpenAI Assistants API will be shut down on August 26, 2026

                                    I recieved this email from openAI what does it means for us that are using the integration and what should we do? Earlier this year, we shared our plan to deprecate the Assistants API once the Responses API reached feature parity. With the launch of Conversations,
                                  • How to list services on quote instead of products

                                    I need to create a customer facing estimate that displays our services. The default quote layout only allows products to be listed. Is there a way to correct this?
                                  • Making an email campaign into a Template

                                    I used a Zoho Campaign Template to create an email. Now I want to use this email and make it a new template, but this seems to be not possible. Am I missing something?
                                  • Syncing calendar with Google Calendar doesn't work when events are sent to auto repeat

                                    Hi... The ZOHO CRM -- GOOGLE CALENDAR sync is broken. If I create a single event on either side, sync works, but if I create an event with auto repeat on either side it doesn't work. Furthermore, events created before the sync don't show up in the calendar.
                                  • Invoice status on write-off is "Paid" - how do I change this to "Written off"

                                    HI guys, I want to write off a couple of outstanding invoices, but when I do this, the status of the invoices shows as "Paid". Clearly this is not the case and I need to be able to see that they are written off in the customer's history. Is there a way
                                  • Next Page