11.1 Forecasting Progress

Key Takeaways

  • Burn-downs, burn-ups, cumulative flow, and similar practices can aid transparency, but they never replace empiricism or create certainty in complex work
  • In complex environments, only what has already happened may be used for forward-looking decision making—past evidence, not wishful projections
  • Sprint forecasts are informed by Developers’ past performance, current capacity, and the Definition of Done—not by Product Owner mandates or fixed scope contracts
  • The Product Owner uses forecasts to communicate with stakeholders honestly, without presenting plans as guaranteed delivery dates or frozen commitments
  • Velocity and charts support conversation and risk awareness; they are not the measure of product value or a substitute for inspecting Done Increments
Last updated: August 2026

11.1 Forecasting Progress

Managing products with agility requires looking ahead without pretending the future is knowable. Stakeholders ask when a Product Goal will be reachable, when a market capability will be available, and whether the next Sprint can deliver a particular outcome. Forecasting answers those questions with evidence and humility. PSPO I tests whether you treat forecasts as tools for transparency—or as false certainty that freezes the backlog and fights empiricism.

Scrum Guide 2020 (The Sprint): Various practices exist to forecast progress, like burn-downs, burn-ups, or cumulative flows. While proven useful, these do not replace the importance of empiricism. In complex environments, what will happen is unknown. Only what has already happened may be used for forward-looking decision making.

That Guide language is high-yield. Memorize the spirit: practices are useful; empiricism is mandatory; the past is the input to the future.


Why Forecasting Matters for Product Owners

The Product Owner is accountable for maximizing product value and for effective Product Backlog management. Forecasts help the PO:

Use of forecastsHealthy purpose
Stakeholder communicationSet expectations about likely progress toward the Product Goal
Investment decisionsHelp organizations decide whether to continue, pivot, or stop funding a direction
Ordering trade-offsCompare options with rough effort/value signals informed by history
Risk transparencySurface uncertainty instead of hiding it behind a Gantt chart
Sprint collaborationSupport Planning conversations without dictating Developer selection

Forecasts do not exist to:

  • Convert the Product Backlog into a fixed multi-release contract
  • Let managers punish teams for missing a guessed date
  • Replace inspection of Done Increments with chart cosmetics
  • Give the Product Owner authority to order Developers how much work they “must” take

Empiricism First: Only What Has Already Happened

Complex product work (new features, new markets, integration risk, changing users) means what will happen is unknown. Forward-looking decisions must be grounded in what has already happened:

Evidence from the pastHow it informs a forecast
Completed Product Backlog items that met DoneTypical throughput per Sprint
Actual capacity (availability, skills, holidays)Realistic Sprint load
Impediments that slowed deliveryRisk buffers and improvement priorities
Outcomes of released IncrementsWhether the path toward the Product Goal still makes sense
Definition of Done quality barWhether “almost done” work was truly forecastable

What does not count as solid forward-looking input

  • A stakeholder’s hoped-for date with no historical basis
  • A project plan written before the team existed
  • Velocity targets imposed by management as “commitments”
  • Counting work that is not Done as if it were complete
  • Assuming next Sprint will magically be twice as productive without evidence

Exam trap: Choosing the answer that says charts replace empiricism, or that the team should forecast from the roadmap alone because “we planned it carefully.”


Useful Practices: Burn-Downs, Burn-Ups, Cumulative Flow

The Guide explicitly names common practices. You should know what they do and what they cannot do.

Burn-down charts

A burn-down typically shows remaining work over time (within a Sprint or across a release horizon). It answers: Are we burning remaining scope toward zero?

StrengthLimitation
Quick visual of remaining work vs. timeScope changes can make the chart misleading if not transparent
Useful inside a Sprint for the team’s planDoes not measure value or customer outcomes
Encourages discussion when progress stallsCan be gamed by inflating estimates or redefining Done

Burn-up charts

A burn-up typically shows completed work climbing toward a scope line (or total scope that may also rise). It answers: How much have we completed, and how is total scope moving?

StrengthLimitation
Separates “work done” from “scope changed”Still does not prove value
Better for release-level transparency when backlog growsCan encourage feature-count thinking if misused
Supports honest stakeholder conversation about scope creepFuture remains uncertain

Cumulative flow diagrams (CFDs)

A cumulative flow diagram shows work items in states over time (for example, To Do, In Progress, Done). It answers: Where is work accumulating? Is flow healthy?

StrengthLimitation
Exposes bottlenecks and WIP problemsRequires honest state transitions
Supports Lean-style flow improvementNot a substitute for Sprint Goals or Product Goal
Complements throughput thinkingCan become dashboard theater without action

Shared rule for all three

Proven useful, do not replace empiricism. Charts are transparency aids, not truth machines. Inspect real Increments, real outcomes, and real Done quality.

PracticeHelps withNever proves
Burn-downRemaining work trendGuaranteed delivery date
Burn-upDone progress vs. scopeThat finished work is valuable
Cumulative flowFlow and bottlenecksThat the Product Goal is correct

Sprint Forecasts: Past Performance, Capacity, Definition of Done

In Sprint Planning, Developers forecast what they can complete. That forecast is not the Product Owner’s order list of mandatory items. Guide-aligned inputs include:

1. Past performance

How much work of similar size and risk has this Scrum Team finished to Done recently? Past Sprint outcomes are evidence. New teams have less history—forecasts should be more cautious, not more theatrical.

2. Capacity

Who is available this Sprint? Skills needed? Known meetings, vacations, support load, or production incidents that reduce capacity? Capacity is real; ignoring it creates fake plans.

3. Definition of Done

Forecasts only make sense against a clear quality bar. If “Done” includes testing, documentation, integration, and compliance checks, then selecting ten items that cannot all meet Done is not a forecast—it is wishful packing. Raising the Definition of Done may temporarily reduce apparent throughput while increasing true releasability.

Healthy Sprint forecastUnhealthy Sprint “forecast”
Developers select work they believe they can bring to DonePO assigns a fixed scope “you must commit”
Based on recent Done history and capacityBased only on stakeholder deadline pressure
Accounts for DoD effortTreats coding-complete as done
May adjust when new information appears (with PO collaboration on scope)Punishes any change as “broken commitment”
Supports a coherent Sprint GoalMaximizes story points with no Sprint Goal focus

Product Owner collaboration: The PO ensures the most important Product Backlog items and Product Goal mapping are clear. Developers own how much they forecast they can complete. The Scrum Team collaborates on the Sprint Goal and plan.


Communicating Forecasts Without False Certainty

A core PSPO skill is honest forecasting language.

False certainty (avoid)Empirical forecast (prefer)
“We will deliver all 40 items by June 1—guaranteed.”“Based on the last six Sprints’ Done throughput, we forecast roughly N Sprints for the current top ordered slice; that changes if scope, capacity, or Done quality shift.”
“Velocity is 40, so Q3 is locked.”“Velocity helps estimate ranges; outcomes and reordering still adapt.”
“The release plan is a fixed contract.”“The release plan is a forecast that we inspect and adapt.”
“Missed the date means the team failed Scrum.”“Missed date is information—inspect causes, adapt backlog, process, or Goal.”

Ranges and confidence over single-point promises

Complex work favors ranges (“likely 4–7 Sprints for this ordered set”) and assumptions (“if capacity stays similar and scope does not grow”). Single-point dates with no uncertainty language train stakeholders to treat forecasts as commitments the Scrum Team never actually made.

What stakeholders still need from the PO

Honesty is not vagueness. Stakeholders need:

  1. Clear Product Goal and ordered next steps
  2. Visible progress via Done Increments and outcomes
  3. Forecasts expressed as projections from evidence
  4. Explicit statement that the Product Backlog remains emergent
  5. Early signal when evidence invalidates a prior forecast

Forecasts vs. Value, Velocity, and Commitments

ConceptRole
ForecastProjection of progress based on past evidence
Velocity / throughputHistorical rate of finishing work to Done—input to forecasts, not the goal
Sprint GoalCommitment of the Sprint Backlog—focus for the Sprint
Product GoalCommitment of the Product Backlog—long-term product target
ValueWhy work matters; not measured by points burned

Exam discrimination:

  • If the question asks what may be used for forward-looking decisions in complex environments → what has already happened
  • If the question asks whether burn-downs replace empiricism → no
  • If the question asks who forecasts Sprint capacity/selection → Developers, informed by past performance, capacity, DoD
  • If the question asks whether charts guarantee dates → no
  • If the question asks how PO talks to stakeholders about dates → forecasts without false certainty, inspect and adapt

Common Forecasting Traps on PSPO I

TrapWhy it fails
“Charts replace the need to inspect Increments”Guide: practices do not replace empiricism
“Future is planned in detail, so past does not matter”Only the past may ground forward-looking decisions in complexity
“PO forecasts and assigns all Sprint work”Developers forecast what they can complete
“Velocity is the measure of success”Success is product value and progress toward Goals
“Not Done work counts in the forecast as complete”Only Done work is a reliable Increment
“A forecast is a binding multi-Sprint scope contract”Forecasts adapt; backlog remains emergent
“Raise pressure to raise velocity permanently”Unsustainable pace and quality games destroy empiricism

Practical PO Checklist for Forecasting Progress

  1. Keep the Product Goal and top ordered items transparent.
  2. Use historical Done throughput, capacity, and DoD when discussing horizons.
  3. Prefer burn-up/CFD/burn-down as conversation tools, not weapons.
  4. Never present a single date as guaranteed in complex work without evidence and caveats.
  5. Re-forecast when evidence changes (scope, capacity, quality, market).
  6. Protect Developers’ ownership of Sprint selection forecasts.
  7. Inspect real outcomes—not only charts—at Reviews and after releases.

Quick Self-Check

  • Burn-downs, burn-ups, CFDs: useful; do not replace empiricism
  • Complex environments: forward-looking decisions use what has already happened
  • Sprint forecasts: past performance, capacity, Definition of Done
  • Developers forecast Sprint completion; PO does not impose fake certainty
  • Communicate forecasts as adaptive projections, not frozen delivery contracts
Test Your Knowledge

According to the Scrum Guide 2020, how should practices such as burn-downs, burn-ups, and cumulative flow be treated?

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D
Test Your Knowledge

In complex environments, what may be used for forward-looking decision making under the Scrum Guide?

A
B
C
D
Test Your Knowledge

What best informs a Developers’ forecast of work for a Sprint?

A
B
C
D