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Estimate and Measure
Jurgen Appelo
@jurgenappelo
Minimize work, maximize value
Thursday 3 September 2020, 9:00 CEST
Part 2
At the end of this session, you will…
Have an overview of popular output metrics
Have an overview of popular outcome metrics
Have an overview of popular impact metrics
Get a link to an estimation exercise
Work In Progress, Queue Size
Velocity, Throughput
NPS, Fit for Purpose
Conversion Rate, Revenue
Work
Output
Outcome
Impact
Leading vs Lagging Metrics
Warning!
Targets for leading
metrics may have
unintended
consequences for
lagging metrics.
Leading
Lagging
Output Metrics
Outcome Metrics
Estimate and Measure
Impact Metrics
Wrapping up
Output Metrics
Photo by Sasikan Ulevik on Unsplash
Lead Time
The time between the appearance of a new work item and its departure.
Lead time should be measured from the time of commitment.
Cycle Time
The time between the work item starting and the work item finishing.
Cycle time is a lagging indicator of work metrics such as queue size.
Cycle Time Scatter Plot
https://modernkanban.com/how-to-create-a-cycle-time-scatter-plot-in-excel/
Cycle Time Histogram
https://kanbanize.com/kanban-resources/kanban-software/digital-kanban-board
Throughput Run Chart
https://kanbanzone.com/resources/kanban/measure-manage-flow-kanban-metrics/
The number of work items finished per unit of time.
Always measure end-to-end and then resolve the bottlenecks!
Burn Chart
Shows progress toward a completed to-do list.
Burn up charts can more easily reflect a changed scope.
Burn-down
Burn-up
Cumulative Flow Diagram
A burn up chart per workflow status.
Visualizes queue size and wait time.
Velocity
http://site.practiceagile.com/agile-metrics-velocity/
Number of work items (or story
points) completed in a sprint.
Easily gamed when using story
points to “increase velocity”.
Cone of Uncertainty
http://site.practiceagile.com/agile-metrics-velocity/
https://en.wikipedia.org/wiki/Confidence_interval
Confidence Intervals
Benefits
Better expresses the uncertainty
Forecasting based on min/max limits
Drawback
Assumes a normal distribution
Still not based on real sample data
“I feel 95% sure the effort is between
10 and 20 hours of work.”
Monte Carlo Method
https://scrumage.com/blog/2015/09/agile-project-forecasting-the-monte-carlo-method/
Use empirical data points
Create random samples
Make a simulation
Important:
Crap in = crap out
Outcome Metrics
Photo by Tengyart on Unsplash
Ratio of work items / releases
rejected by the customer
Prevents gaming of cycle time and throughput
Encourages customer / team partnership
Rejection Rate
Sean Ellis Test
(Product/Market Fit Test)
“Very disappointed”
“Somewhat disappointed”
“Not disappointed”
Great if > 40% “Very disappointed”
How would you feel if you could no longer use
the product/service?
Net Promoter Score (NPS)
How likely is it that you would recommend our
company/product/service to a friend or
colleague, on a scale of 0 to 10?
9-10: Promoters
7-8: Passives
0-6: Detractors
NPS = % Promoters - % Detractors
Perfection Game
What did you like specifically?
What could we do better to get closer
to a score of 10?
How valuable was this on a scale of 1 to 10?
What was your purpose with this product?
How fit for purpose was it, on a scale of 0 to 5?
Fitness for Purpose
What is the reason for the rating you gave?
NFS = % Satisfied - % Dissatisfied
5 - Extremely
4 - Highly
2 - Partially
1 - Slightly
0 - Not at all
3 - Mostly
Satisfied DissatisfiedNeutral
Customer Effort Score (CES)
Do you agree with this statement?
“Product X made it easy to do Y”
1 2 3 4 5 6 7
Strongly disagree Strongly agree
Impact Metrics
Photo by Jordan McDonald on Unsplash
Sales funnels
Marketing funnels
Innovation funnels
Recruitment funnels
Amount of Entrance
Awareness
Acquisition
Activation
Amount of Exit
Conversion Rate per stage
Duration per stage
Overall Conversion Rate
Overall Duration
Funnel Metrics
Tracking
conversion rates
per time cohort
or customer
segment
Funnel stages or time periodsTimecohorts/customersegments
Cohort Analysis
Must-have
metrics for
SaaS products
Common Product Metrics
Customer Acquisition Costs (CAC)
CAC = Total cost of new customers / Total new customers acquired
Churn
Number of users that dropped out or canceled / Total number of users
Retention
Number of users that stayed or returned / Total number of users
Customer Lifetime Value (CLV)
The total average profit per customer over average customer lifespan.
Common Product Metrics
Daily Active Users (DAU)
Number of users actively using the service
Monthly Active Users (MAU)
Number of users actively using the service
Monthly Recurring Revenue (MRR)
Total income from customers per month
Annual Recurring Revenue (ARR)
Total income from customers per year
Must-have
metrics for
SaaS products
North Star Metric
(One Metric That Matters)
Engagement Metrics
Minutes of Player Activity per Month per User
Total Order Size per Customer
Transfers or Rides per Customer per Month
The North Star Metric is the single
metric that best captures the core value
that your product delivers to customers.
Conversion Rates
DurationAwareness
Acquisition
Activation
Retention
Referral
Revenue
CAC
Pirate (AAARRR) Metrics
CLV / MAU / MRR
Churn / Retention
Engagement Metrics
Focus depending
on context
Output Metrics
Outcome Metrics
Estimate and Measure
Impact Metrics
Wrapping up
Estimate and Measure. Minimize work, maximize value. Part 2
Estimation
exercise
https://agilecomplexificationinverter.blogspot.com/2016/04/exercise-estimate-number-of-times-you.html
https://medium.com/serious-scrum/how-i-use-t-shirt-sizing-as-a-product-owner-to-estimate-delivery-4b24634d22a6
https://www.scrum.org/resources/blog/4-key-flow-metrics-and-how-use-them-scrums-events
https://uxdesign.cc/wtf-is-your-metric-doing-to-your-customers-473942ea3829
https://agilevelocity.com/article-metrics-in-agile-how-to-measure-transformation/
https://resources.kanban.university/fitness-for-purpose-score/
https://hbr.org/2015/05/what-big-companies-get-wrong-about-innovation-metrics
https://www.slideshare.net/dmc500hats/startup-metrics-for-pirates-long-version
https://www.scrum.org/resources/agile-metrics
https://medium.com/serious-scrum/estimation-103de626551e
https://medium.com/serious-scrum/12-common-mistakes-made-when-using-story-points-f0bb9212d2f7
https://blog.hubspot.com/service/customer-effort-score
https://www.entrepreneurshipinabox.com/261/the-most-important-metrics-of-the-sales-funnel/
Resources
Pirate Metrics
shiftup.work/shop
Chapter 23
Q & A
hello@shiftup.work
shiftup.work

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Estimate and Measure. Minimize work, maximize value. Part 2