Skip to main content

[Deep Guide] How to Evaluate Scrum Team Performance

February 16, 2026
Image
Slide 1

 

Scrum Team Performance is NOT a simple one-aspect, but a multi-aspect concept.

 

Imagine you want to compare two cars, saying which one is better.
To do so, you need to consider multiple parameters:
 

  1. Safety
  2. Fuel consumption
  3. Comfort
  4. Brand reputation
  5. Durability
  6. Environmental impact
  7. Cost of maintenance
  8. Build quality
  9. Design & Aesthetics
  10. And many more …
     

Be aware that your context and goals have a crucial role in the evaluation. For example, Americans generally prefer large cars, while Europeans prefer small cars.
 

Image
Slide 2

 

Be aware that the Performance Evaluation

Is:
 

  • Focused on outputs & impacts
  • About triggering quality conversations
  • About initiating the right improvements
  • For collective interpretation
  • For having meaningful insights



Is Not:
 

  • Focused on utilization and efficiency
  • Used for blaming people
  • About comparing multiple Scrum Teams

 

Categories of Evaluation Criteria
 

Performance evaluation needs two main categories of criteria
Category 1: Quantitative Criteria

Category 2: Qualitative Criteria

Image
Slide 3

 

 

Category 1: Quantitative Criteria
 

Five Categories of Quantitative Metrics
In product development and delivery, you start with doing something to achieve something. The five categories are:

  1. Impacts
  2. Outcomes
  3. Outputs
  4. Activities
  5. Resources & Inputs

 

Scrum Team success is defined by meeting the expectations, not doing more. 
So, for performance evaluation, your focus should be on the right side of the spectrum.

 

Image
Slide 4

 

 

Metrics Importance


Each priority overpowers the next priority.


Priority 1
Impacts: The ultimate effect on the lives of customers and the business.

 

Priority 2
Outcomes: The value perceived by the customers includes achieving dream gains or getting rid of pains. 
 

Priority 3
Outputs: What is created and delivered (Increments)
 


Priority 4
Activities: What you do to create Increments (tasks, …)
 

Priority 5
Resources & Inputs: What you use to do the activities (time, effort, …)
 

Image
Slide 5

 

Metrics Specifications


Let’s check how you should treat each category of metrics.
 

Impacts

Is a lagging indicator and a long-term concept. So, you cannot evaluate it right after each Sprint.
Evaluation interval: Every 6 months, year, or longer periods.
 

Outcomes

Is a lagging indicator and a short-term to mid-term concept. 
Evaluation interval: Every Sprint, month, quarter, or longer periods.
 

Outputs

Is a short-term concept. 
Evaluation interval: Every week, Sprint, or longer periods. 
 

Activities

Is a short-term concept. 
Evaluation interval: Every week, Sprint, or longer periods. 
 

Resources & Inputs

Don’t use this category for evaluation. They are poor indicators of value. 
So, don’t use destructive metrics like log work, spent time, velocity, … 
 

*** Your regular focus should be on the Outcomes, Outputs, and Activities based on their priorities.
 

Image
Slide 6

 

Case Study


MetaLearn

A double-sided learning platform that connects trainers with learners. Let’s define quantitative metrics for it.
 

Image
Slide 7

 

Impacts
 

The ultimate effect on the lives of customers and the business.
 

Impact for Trainers: 
Building a sustainable training business.

 

Impact for Learners: 
Growth over their professional life.

 

Impact for the MetaLearn Platform: 
Becoming a thriving business that circulates the world’s knowledge.

 

Image
Slide 8

 

A great way to measure impacts is to run a survey asking customers how their lives have been impacted by using your service. 
As an example, use a score-based question similar to NPS (Net Promoter Score).
 

Image
Slide 9

 

Outcomes

This is the most important operational level of measurement.
You need to sit with the Scrum Team and stakeholders to define what your customers value most and create metrics around customers’ perceived value + define the evaluation intervals. 
For example, for trainers, it is crucial to see that by using your service, their monthly income is increasing. They deeply value it.
 

Trainer side metrics

  • Average Monthly Revenue
  • Average Learner Acquisition Cost
  • Average Monthly Acquired Learners
     

Learner side metrics

  • Average Monthly Active Learners
  • Average Learning Time
  • Search to Conversion Ratio
     
Image
Slide 10

 

 

Outputs

This is a lower priority than the outcomes, yet shows the efficiency of your delivery pipeline.
You need to sit with the Scrum Team to define metrics that show how efficient you are with building and delivering Done Increments. For the MetaLearn platform, we use the following metrics for outputs and measure them at the end of each Sprint:
 

Throughput

The number of Product Backlog Items finished per unit of time (usually Sprint).
This indicates the team's ability to produce an acceptable amount of outputs per unit of time.
 

Customer Cycle Time
The amount of elapsed time between when the implementation of a Product Backlog Item starts and when a Product Backlog Item is released.
This indicates how fast the Scrum Team is to implement a single Product Backlog Item.
 

Customer Lead Time
The amount of elapsed time between when a Product Backlog Item is requested and when a Product Backlog Item is released.
This indicates how responsive the Scrum Team is to deliver a single Product Backlog Item.
 

Defects

Total number of open defects.
This indicates the quality of the Increments that the Scrum Team produces.
 

Image
Slide 11

 

 

Activities


This is the lowest priority compared to the previous categories.
You need to sit with the Scrum Team to define metrics that show the most important activities helping you create and deliver outputs. For the MetaLearn platform, we use the following metrics for activities and measure them at the end of each Sprint:
 

Deployment Frequency
The number of deployments per unit of time (usually Sprint).
This indicates how frequently the Scrum Team delivers Increments to the customers.
 

Average Time to Restore Service
The average amount of time it takes for the Scrum Team to recover from a failure in production. 
Quick recovery indicates a focus on resilience and observability.
 

Tip: The Outputs and Activities categories are close to each other, and you may use these categories of metrics interchangeably. No worries. It’s not a big problem. Just try to choose metrics that best suit your context.
 

Image
Slide 12

 

 

MetaLearn Metrics Dashboard
 

Image
Slide 13

 

 

Category 2: Qualitative Criteria
 

This category is more like a health check for the Scrum Team. At the end of each Sprint or month, you run a survey among the Scrum Team members. It is like a self-evaluation checklist as follows:
 

Image
Slide 14
Image
Slide 15
Image
Slide 16

 

How to use this self-evaluation checklist
 

  • Your Sprint Retrospective is a great place to fill this checklist.
  • Ask every team member to fill out the checklist individually.
  • Tell them not to think too much about each question. The first thing that comes to their mind is the true answer. 
  • Just a few minutes are needed to fill this checklist.
  • After filling in the checklist individually, show the answers of all members beside each other. It reveals the trend.

 

Let's see a sample checklist

Image
Slide 17

 

  • Prioritize items with the red color for improvement.
  • Items with yellow color are candidates for discussions.
  • Items with various colors are candidates for discussions.
  • Count the number of green boxes and monitor its trend. If your checklist is getting greener over time, you are on track.
  • You can call this checklist the “Scrum Team Green Map.”
     

 

Visualization

How to visualize metrics to make the data available and visible to all.
 

Image
Slide 18

 

There are great tools that you can use to visualize your metrics. See below examples.
 

Image
Tools


 

Evaluation Process
 

Setting up the required infrastructure and process for the Scrum Team performance evaluation needs a relatively high amount of time and energy.

  • Sit with your team and stakeholders to define quantitative criteria.
  • Decide the interval for the evaluation of each metric.
  • Define from where you want to collect the data for each metric. Fortunately, task management tools (like Jira, Azure DevOps) have almost all the required data.
  • Define which tool you want to use to visualize the metrics.
  • Connect your visualization tool with your data sources.
  • For qualitative criteria, fill out the self-evaluation checklist.
  • Sprint Retrospectives are great places to review the latest state of the metrics.
  • Interpret metrics together.
  • Metrics data are just a means to show your current status. They don’t tell you how to improve them or what your ideal state should be for each metric.
  • You can use AI deeply to interpret the metric data and create insights. 
     

     

AI & Performance Evaluation


Let’s check how AI can help with the Scrum Team performance evaluation.
 

Image
S19

 

You can create AI Agents to help the team as an assistant to have a great interpretation of metrics, plus give you improvement suggestions. See the AI Agent below.
 

*** You can use Make.com, n8n, Zapier, etc. to create your AI Agents. 
My recommendation is Make.com, which is simple and user-friendly.
 

Image
AI Agent

 

This AI Agent connects with Metabase to get the data, interpret metrics, and adds the interpretation into a Slack channel that you already created for this purpose. You can use this AI Agent as your assistant in your Sprint Retrospective.
 

--------------------------------------------------------------------------

Click here to download the full PDF document.
 

If you want to learn how to effectively leverage AI for the new generation of product management, you can attend my upcoming Professional Scrum Product Owner  – AI Essentials class. Click here to see the class information.
 


What did you think about this post?

Comments (0)

Be the first to comment!