Lifecycle Reports

Lifecycle Reports

From data to decisions: A deep dive into ticketing system reports


A lifecycle report captures and visualises the sequential states that a ticket undergoes across its lifespan. 

For instance, when a customer submits a support ticket for a faulty product, it is initially marked as Open. It transitions to In Progress when an agent begins addressing it, may be placed on On Hold while awaiting confirmation from the warehouse, and ultimately concludes as Completed once the replacement is dispatched. It is then moved to Closed status after the issue is resolved.

The lifecycle report provides details on the duration of each phase, the person responsible for managing it, and the date it advanced to the next stage. It tracks when and how long each ticket stays in a specific status. It can also consider other factors, like the person assigned or the ticket category. Most ticketing systems offer detailed filtering. This lets organizations look at lifecycle metrics by agent and team.

What does it track?

  1. Request ID: Zoho Desk identifies and distinguishes tickets using a unique reference number called a ticket ID.
  2. Event start time: The time when the ticket status begins.
  3. Event end time: The end time of the ticket status
  4. Status updated from: The initial status of the ticket.
  5. Status updated to: The current ticket status.
  6. Duration: The duration between the transition.
  7. Duration (Business Hours): The duration between the transition in business hours.
  8. Modified by: The agent who modified the request.

What are ticket-based reports? 

Ticket-based reports are summaries created from the data collected in a help desk ticketing system. These reports focus on different aspects of ticket management and give insights into how customer support requests are handled and resolved. They usually include metrics like ticket volume trends, response times, resolution times, ticket statuses, agent and team performance, and customer satisfaction scores.

Types of lifecycle reports

Status transition: A simple solution to reduce delays 

In a streaming service company, the status lifecycle report identifies tickets that remain in the Pending Verification status for an excessive amount of time, which can negatively impact user satisfaction. For instance, a user reporting an issue with their subscription may be stuck in Pending Verification while awaiting a response from the billing team. 
 
By analyzing the lifecycle report, the company discovers that the delay arises from inefficient communication between the support and billing departments. To address this, they can implement automated notifications or escalation measures to alert the support team if a ticket remains in the Pending Verification status for an extended period. This approach will expedite resolution times and lead to enhanced user satisfaction.

Agent transition: Enhancing agents' accountability

In a travel agency, tickets concerning flight changes often require collaboration among different agents, such as those handling customer service and ticketing. By using the agent lifecycle report, managers can assess how long each agent spends on flight-related tickets. 
 
For example, if an agent consistently takes longer to resolve these tickets than their colleagues, this data helps identify potential weaknesses in their process. The manager can then provide focused training through an internal knowledge base or redistribute tickets more evenly using assignment algorithms. By optimizing the distribution of work and offering targeted support, agents can improve their ticket handling efficiency, reduce delays, and resolve requests more swiftly.

Team transition: Supporting cross-team collaboration

A food delivery service frequently encounters tickets transitioning between the Customer Support and Delivery teams, especially for order-related inquiries. By analyzing the team lifecycle report, they can identify how long tickets linger with each team and determine whether delays stem from the Delivery team. 
 
To address this, the company can implement time-based automation protocols that activate when tickets move to the Delivery team. This will facilitate quicker acknowledgement and necessary actions, minimize resolution times, and significantly improve the customer experience.

Department transition: Simplifying complex issues

A university admissions office handles support tickets that involve multiple departments, including Admissions, Financial Aid, and Academic Advising. By utilizing the department lifecycle report, they find that tickets regarding financial aid often take longer than anticipated during the transition from Admissions to Financial Aid. 
 
The report uncovers that inefficient handoffs between these departments are contributing to the delays. To enhance this process, the university can establish automation protocols that streamline information transfer between departments, thus minimizing bottlenecks and ensuring that all essential details are passed along seamlessly.

Components

Status transitions

This tracks the movement of tasks, tickets, or items through various defined states, such as New, In Progress, On Hold, and Resolved. Watching these status changes helps managers understand the process flow, identify where delays occur, and confirm that each phase is being handled appropriately.

Time spent per status

This measures how long an item stays in each status before moving on. Calculating the time spent reveals bottlenecks, identifies inefficient stages, and guides efforts to shorten cycle times and accelerate overall resolution or delivery.

Agent and team analysis

This component breaks down performance metrics for individual agents and teams. It provides insights into productivity, workload distribution, and effectiveness. It helps with targeted training, balanced workload allocation, and recognizing top performers within the lifecycle.

Work schedule adjustments

Using lifecycle data, this part checks if current staffing and schedules match workload patterns. It helps optimize shifts and resource availability. This helps avoid both over-staffing and under-staffing, ensuring demand is met and wait times are reduced.

Report and visualization

This presents the collected data through detailed reports and graphs, such as charts and dashboards. This makes complex lifecycle information easy to understand and share. Visuals help identify trends, issues, and opportunities for improvement quickly and effectively.

Benefits

Identify workflow bottlenecks

Lifecycle reports reveal the stages or processes where delays or inefficiencies occur. By pinpointing these bottlenecks, organizations can investigate causes and implement targeted improvements to keep work flowing smoothly and avoid stagnation.

Measure team performance

These reports provide precise data on how teams or individuals are performing against defined metrics such as ticket resolution, project progress, or task completion rates. They enable team leads to assess productivity objectively, identify high performers, and address performance gaps with evidence-based insights.

Improve resolution time

Tracking the lifecycle of tasks or tickets highlights opportunities to shorten turnaround times, such as by automating repetitive steps, reallocating workload, or streamlining approval chains. Accelerating resolution improves customer satisfaction and operational efficiency.

Support continuous improvement

Lifecycle reporting creates a feedback loop where ongoing data collection drives iterative refinement. Organizations use insights from past performance to refine processes, adopt best practices, and innovate workflows that adapt to changing demands and evolving goals.

Optimize resource allocation

With clear visibility into workload distribution, resource utilization, and process timing, lifecycle reports enable managers to assign the right people, apply the right technology, and allocate their budget where those resources are needed most. 

Takeaway

Using a lifecycle report in a help desk ticketing system is essential for operational success. It offers a clear, data-driven view of each stage in the ticket process, from issue intake to resolution. This enables teams to identify delays and reduce resolution times. 

The insights from the report support better resource allocation and enable help desks to provide faster and more consistent support experiences. This leads to higher customer satisfaction and boosts productivity and efficiency in a scalable way.

 

Stay tuned for more articles in our Desk Reports series.

 

Regards,

 

Kavya Rao

The Zoho Desk Team

​

InfoManaging a help desk involves complex responsibilities, such as identifying bottlenecks, minimising errors, and evaluating team performance for seamless service delivery. To do this effectively, access to comprehensive analytics and real-time insights is crucial. Zoho Desk streamlines these tasks by also providing detailed analytics and live reports through the Radar app, allowing managers to make informed decisions anytime, anywhere. Download now!

    • Sticky Posts

    • Zoho Desk Partners with Microsoft's M365 Copilot for seamless customer service experiences

      Hello Zoho Desk users, We are happy to announce that Zoho Desk has partnered with Microsoft's M365 to empower customer service teams with enhanced capabilities and seamless experiences for agents. Microsoft announced their partnership during their keynote

    • WhatsApp pricing changes: Pay per message starting July 1, 2025

      Starting July 1, 2025, WhatsApp is shifting from conversation-based pricing to per-message billing. That means every business-initiated message you send will count. Not just the first one in a 24-hour window. Pricing updates on the WhatsApp Business Platform

    • Live Webinar - Work smarter with Zoho Desk and Zoho Workplace integration

      Hello customers! Zoho Desk and Zoho Workplace are coming together for a webinar on 14th May, 2024. Zoho Workplace is a suite of productivity apps for email, chat, docs, calls, and more at one single place. Zoho Desk is closely integrated with a few tools

    • Apple iOS 17 and iPadOS 17 updates for Zoho Desk users

      Hello Zoho Desk users! Apple recently announced the release of iOS 17 and iPad OS 17. These latest OS updates will help you stay productive and efficient, through interactive and seamless user experiences. Zoho Desk has incorporated the updates to help

    • Zoho Desk Cheat Sheet For The Year-End

      Check out these Zoho Desk best practices to end this year on a high and have a great one ahead! #1 Set Business (Holiday) Hours - If you have limited working hours, please make sure you restrict your business hours or set them as holidays for the coming days. Let your customers know when you will, and won't, be available. #2 Update the Annual Holiday List - Check the holidays for the new year and update the holiday schedule. Usually, holidays from the current year will be carried over for the next

    • Recent Topics

    • Add "Reset MFA" Option for Zoho Creator Client Portal Users

      Hello Zoho Creator Team, We hope you are doing well. We would like to request an important enhancement related to Multi-Factor Authentication (MFA) for client portal users in Zoho Creator. Currently, Creator allows us to enforce MFA for portal users,

    • Is there a way to show contact emails in the Account?

      I know I can see the emails I have sent and received on a Contact detail view, but I want to be able to see all the emails that have been sent and received between all an Accounts Contacts on the Account Detail view. That way when I see the Account detail

    • Unable to Assign Multiple Categories to a Single Product in Zoho Commerce

      Hello Zoho Commerce Support Team, I am facing an issue while assigning categories to products in Zoho Commerce. I want to assign multiple categories to a single product, but in the Item edit page, the Category field allows selecting only one category

    • Zoho Books - France

      L’équipe de Zoho France reçoit régulièrement des questions sur la conformité de ses applications de finances (Zoho Books/ Zoho Invoice) pour le marché français. Voici quelques points pour clarifier la question : Zoho Books est un logiciel de comptabilité

    • Collapsing and expanding of lists and paragraphs

      hello Would you ever implement Collapsing and expanding of lists and paragraphs in zoho writer ? Best regards

    • Composite Product (kit) - Dynamic Pricing

      I am setting up Composite Products for item kits that I sell. I also sell the items from the kit individually. Problem is when pricing changes on an individual part, the Composite Product price does not change meaning when the cost of item # 2 in the

    • Saving issue

      First problem I opened a MS word file in writer. after the work is done, it does not save instantly, I waited for like 10min and it still did not save. second problem When I save a file, then file gets saved as another copy. I just did save, not save

    • Introducing Built-in Telephony in Zoho Recruit

      We’re excited to introduce Built-in Telephony in Zoho Recruit, designed to make recruiter–candidate communication faster, simpler, and fully traceable. These capabilities help you reduce app switching, handle inbound calls efficiently, and keep every

    • Does Zoho Writer have Dropdowns

      I want to add a drop down field in Zoho writer. Is this possible?

    • Need to set workflow or journey wait time (time delay) in minutes, not hours

      Minimum wait time for both Campaigns workflows and Marketing Automation journeys is one hour. I need one or the other to be set to several minutes (fraction of the hour). I tried to solve this by entering a fraction but the wait time data type is an integer

    • Fix image at bottom of a page fot automatic proposal creation

      I'm working on a proposal document to automate our proposal creation process. So far it works fine, but I experience some problems with an image I want to have fixed at the bottom of the page AND above the footer. This section of the document consists

    • Notifications Feeds unread count?

      How do I reset the unread count on feeds notifications?  I've opened every notification in the list.  And the count never goes to zero.

    • Tables for Europe Datacenter customers?

      It's been over a year now for the launch of Zoho Tables - and still not available für EU DC customers. When will it be available?

    • Zoho Finance Limitations 2.0 #3: Can't assign a Contact to a Finance Record (estimate, sales order or invoice)

      If you use a business to business scenario with different contact people within the company you can't assign a finance record (estimate, invoice, etc...) to that person. Why this matters? No way to find out which person placed the order without manual

    • Ranking by group in report

      Dears, I am new to Zoho Analytics and I would like to ask you guys help to creating a ranking column. Report type: Pivot Matter: I want to create a ranking column on the right of Percentage. This ranking is group by column Type, and ranking by Final Score/Percent.

    • Zoho CRM for Everyone's NextGen UI Gets an Upgrade

      Hello Everyone We've made improvements to Zoho CRM for Everyone's Nextgen UI. These changes are the result of valuable feedback from you where we’ve focused on improving usability, providing wider screen space, and making navigation smoother so everything

    • Introducing Bigin's Add-in for Microsoft Outlook

      Hello Everyone, Email is an important way to communicate with customers and prospects. If you use Outlook.com for emails and Bigin as your CRM, the Outlook Add-in helps you connect them easily so you can see your Bigin contact details right inside Outlook.com.

    • Zoho Community Digest — Febrero 2026

      ¡Hola, comunidad! Un mes más os traemos las novedades más interesantes de Zoho para febrero de 2026, incluyendo actualizaciones de producto publicadas oficialmente, cambios de políticas y noticias del ecosistema. Pero antes de lanzarnos a las actualizaciones,

    • Disable Zoho Contacts

      We don't want to use this app... How can we disable it?

    • Department Overview by Modified Time

      We are trying to create visuals to show the work our agents do in Zoho Desk. Using Zoho Analytics how can we create a Department Overview per modified time and not ticket created time? In order for us to get an accurate view of the work our agents are

    • Filter button in the Zoho Sheet Android App doesn't toggle on

      I am a new Zoho Sheets user and experiencing a specific issue with the filter functionality in the Android mobile application. Detailed Issue Description: The filter icon appears correctly in the toolbar. Upon tapping the filter icon/button, the toggle

    • Empty folders are now appearing in the sidebar...

      ...and the folder list is now auto-collapsed by default with no way to change. Neither of these recent updates are useful or user-friendly. ==================== Powered by Haiku https://www.haiku.co.uk ====================

    • 【Zoho CRM】商談タブへのデータインポート

      Zoho使用前にエクセルで管理していた商談情報を、Zoho一括管理のため、商談タブにインポートしたいのですが、お客さまの氏名だけが紐づけられませんでした。 「Zoho CRMにインポートする項目を関連付ける」のところが画像のようになっています。 （弊社では、「姓」を「★個人データ名」という項目名に変更し、フルネームを入れて使用しています。） どのようにしたら氏名をインポートできるかご存じの方がいらっしゃいましたら、ご教示いただきたく、よろしくお願いいたします。 （投稿先が間違っていましたらご指

    • CRM Cadences recognise auto-responses

      I have leads in a Cadence. I get an auto-responder reply "I'm out of the office..." Normally Cadences seems to know that isn't a real reply and keeps the lead enrolled in the cadence. However, today, Cadences has UNENROLLED a Lead who sent an auto-reponse

    • SalesIQ Chat Notifications

      I am the admin of our salesIQ implementation. About two weeks ago, I started hearing/seeing notification for ALL chats messages from monitored agents/chat participants. I don't need to see these, we have a manager who deals with this. I can't stop the

    • How to Create a Fixed Sliding Time Window (D-45 to D-15) in Zoho Analytics ?

      Hello, I would like to create a report in Zoho Analytics based on a sliding time window between D-45 and D-15, with a fixed snapshot of that specific period. The data displayed should strictly reflect activity recorded between D-45 and D-15 only, without

    • Export Zoho Books to another accounting package?

      Is an export feature to Quickbooks or Accpac available (or a form that is easily imported by them)?  My reasons: 1) my accountant, who prepares my corporate tax return, prefers to work with their own accounting system.  If I can convert Zoho books a form that is easily importable into Quickbooks or an Accpac format, this process would be easy. 2) I don't want to keep my data in a proprietary format on the cloud somewhere without a way to easily extract it to a format that can be read my a well established

    • Anchor Links in Dashboards

      Hello,  Our dashboards frequently have multiple sections that would be more easily skipped between using anchor links. Please consider adding an anchor link feature to the text widget? This could be done by adding an anchor link option to the text widget next to the "remove" option (see screenshot). The option would assign an ID to the <div> containing the text widget in the live dashboard. Then, the chosen ID could be linked using a traditional <a href="#link_id"> in the html section of the text

    • system not picking my default custom service report template

      Can you tell me why when we create a service report always pick the (standard old) template? Even when I have a custom service report selected as Default.

    • Introducing Auto-trigger for Screening Bot

      Still manually sending screening tests after every application? Not anymore. With Auto-trigger for Screening Bot, screening now begins automatically. When a candidate applies for a job that has an attached assessment, Recruit checks whether the test has

    • SEO for your Zoho Sites Website

      Join our live webinar to learn how to use Zoho Sites' SEO tools to boost your website's ranking. Our product specialist will demonstrate everything you need to know about optimizing your web pages to make them search engine friendly. Register here for free: https://www.zoho.com/sites/webinars/

    • 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,

    • New 2026 Application Themes

      Love the new themes - shame you can't get a little more granular with the colours, ie 3 different colours so one for the dropdown menu background. Also, I did have our logo above the application name but it appears you can't change logo placement position

    • Add line item numbers to sales order/invoice creation page

      It would be really helpful if there were line numbers visible as we are creating a sales order and/or invoice. There are line numbers visible in the PDF once the sales order is created. I would like to be able to see the line numbers as I am building

    • API to Apply Retainer invoice payment to Invoice

      Hi Team, I could not find  API to apply the Retainer invoice payment to existing Invoice. Can you please help ? Attaching the screenshot

    • Reconciling a month with no transactions

      I'm treasurer for a small non profit cemetery association and I'm trying to reconcile a bank statement for a month that did not have any transactions. Do I skip the month entirely and go a month with transactions?

    • push notification to Cliq when user is @mentioned in CRM notes

      push notification to Cliq when user is @mentioned in CRM notes. Currently users that is @mentioned gets an email to be notified. User/s that is @mentioned should get a Cliq notification.

    • Customize your Booking page using Zia

      We’re excited to introduce an AI-based enhancement that automatically customizes your booking page effortlessly. By simply providing your business website URL, Zoho Bookings can automatically design a booking page that matches or complements your brand

    • 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

    • Feature Request: Render Markdown (.md) files in Zoho Cliq

      Hi, We regularly share Markdown (.md) files in Zoho Cliq. However, when we open these files in Cliq, the content does not render as Markdown—it displays as plain text. This forces us to copy/paste the content into an external Markdown viewer to read it

    • Next Page