Predictive vs Adaptive
10 min · The Agile Mindset
Predictive work is appropriate when the problem, solution, and constraints are well understood and change is costly. Adaptive work is appropriate when uncertainty is high and feedback can change the next decision. Hybrid approaches deliberately combine both.
Agility is not the automatic choice for every project. The useful question is whether the work can be known accurately enough in advance, and how quickly the team can learn from a safe, usable increment.
Apply it. Use the accompanying decision canvas. State what is uncertain, what evidence could arrive soon, what cannot safely change, and the approach you will use. A credible answer can be predictive, adaptive, or hybrid; its quality comes from the evidence and constraints named, not from the label.
Video
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Choose the approach from the work
02 / 04
Ask three questions before choosing
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Fit can include a hybrid
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Planning continues as evidence changes
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Full lesson transcript: Predictive vs adaptive
Here's a question that separates people who've read about agile from people who understand it: Is agile always better? The honest answer is no. And being able to say no — and exactly when — is about to make you rarer than most practitioners.
By the end of this video, you'll have a three-question decision lens for judging whether a piece of work wants a predictive approach, an adaptive one, or a deliberate mix — and you'll leave with eight agile myths permanently busted.
Let's define both approaches without a villain. Predictive — often called waterfall — plans the whole endeavor up front and then executes: strongest when the work is well understood, the requirements are stable, and late change is expensive. Adaptive — the agile family — plans in short cycles and adjusts from feedback: strongest when the work is novel, requirements will evolve, and feedback is available fast. Neither is morally superior. They are tools with different grips.
When you meet any piece of work, ask three questions.
Question one: how knowable are the requirements, honestly? Building the fourth identical warehouse: highly knowable. Launching a product nobody's seen before: you're guessing, and the guesses are the risk.
Question two: how costly is late change? Pouring concrete, filing with a regulator, printing ten thousand brochures — change after the fact is brutal, so decide carefully up front. Editing a webpage, adjusting a service, reordering a plan on a wall — change is cheap, so let learning drive.
Question three: how fast can we get real feedback? If real users, real patients, real customers can react to something small within days, adaptive working compounds that advantage. If genuine feedback only arrives at the very end — a bridge either stands or it doesn't — you must front-load the thinking instead.
Knowable, expensive-to-change, slow-feedback work leans predictive. Unknowable, cheap-to-change, fast-feedback work leans adaptive. Most real work is a mix — which brings us to the word that frightens purists.
Hybrid. A hospital renovation fixes the building phases predictively — approvals, structure, safety — while the ward teams adapt their workflows iteratively inside it. A wedding locks the venue and the date like concrete, and adapts the guest list and program like software. That's not indecision, and it's not failure to "go full agile." It's the entire skill: fit the approach to the work, not the work to the fashion. Remember the GPS from Lesson 2? A GPS is a hybrid in your pocket — a firm destination and route, held loosely, re-planned the moment reality speaks.
Now — you've earned this. Eight things people confidently say about agile, each wrong, each flipped in one line.
Agile means no planning? Agile plans more often, in smaller pieces. No documentation? Just enough, kept current — the working thing wins tiebreaks. Only for software? The ideas outgrew software long ago. Agile is Scrum? Scrum is one framework in a bigger family — Module 2 makes this crisp. A silver bullet? You just learned a three-question lens that sometimes answers "predictive." No deadlines? Agile is full of deadlines — short ones, on purpose. Undisciplined? Sustainable pace, self-review on schedule, quality held under speed. Discipline, pointed inward. Fast and sloppy? Agile targets sooner and smarter, never careless — quality is one of its principles.
You might think, after all this myth-busting, that the danger is other people's ignorance. That's understandable. Actually, the most expensive myth is usually one of our own: "adaptive is always the enlightened choice." You now know better. Choosing predictive for the regulatory filing is not a failure of imagination — it's the lens working.
Three things to keep. One: three questions — how knowable are requirements, how costly is late change, how fast is real feedback. Two: predictive, adaptive, and hybrid are all legitimate; hybrid is a skill, not a compromise. Three: eight myths, busted — and the ninth myth to watch is "agile always."
You can now judge the work. Time to meet the people — the roles, the rhythms, and the two most misunderstood job titles in modern work. Module 2.
The native HTML explainer and equivalent written path teach predictive vs adaptive with synchronized narration, captions, chapters, and a readable transcript.
References
Reading
coreFit the approach to the work
A predictive approach invests more heavily in defining and sequencing work before execution. It can fit situations where the problem and solution are well understood, repetition is high, and late change is expensive.
An adaptive approach creates short cycles in which a usable result produces evidence for the next decision. It fits work where needs, technology, or solution choices are uncertain and inexpensive feedback is available.
A hybrid approach deliberately uses both. A fixed regulatory deadline may coexist with adaptive discovery inside the delivery effort. The label matters less than making the boundary and rationale explicit.
Agile does not mean no plans, no deadlines, no documentation, no managers, or constant change. It means planning and coordination remain open to relevant evidence.
Worked decision. A statutory filing uses a prescribed format and has severe error penalties. Predictive planning is sensible for the filing itself. If the organisation is also designing a new support service around that filing, it may trial a low-risk prototype and adjust it from user feedback. The result is hybrid because different parts of the work face different uncertainty and constraints.
References
Interaction
corePractice · sorter
Order the approach-selection questions
Arrange the questions from context first to delivery choice last.
Concepts: predictive fit, adaptive fit, deliberate hybrid
- 1.Identify what is uncertain or likely to change
- 2.Identify how quickly real feedback can arrive
- 3.Identify fixed safety, regulatory, or coordination constraints
- 4.Choose and explain a predictive, adaptive, or hybrid approach
Activity ready. Attempts are unlimited. Completing this practice activity enables the lesson's separate, explicit completion control.
Equivalent non-interactive path
Read fmap-m1-l4-digest; it explains the sequence without requiring reordering controls.
References
Visual
coreMyth-buster
- No planning? Planning happens repeatedly as evidence changes.
- No documentation? Create documentation that helps delivery, use, safety, or maintenance.
- No deadlines? Time constraints remain real; smaller increments expose risk sooner.
- Change everything constantly? Change when evidence justifies the cost.
- Predictive work is always wrong? Stable, repeatable work can benefit from prediction.
- One framework defines agile? Frameworks are tools; the values and principles are the shared foundation.
References
Knowledge check
corePractice · formative check
Module 1 learning check
Review the foundation and retry any item as often as useful.
Concepts: agile mindset, values and principles, approach fit
There is no attempt limit or pass/fail state. Completing the check only enables the lesson's separate explicit completion control; it never records completion or certificate eligibility itself.
Activity ready. Attempts are unlimited. Completing this practice activity enables the lesson's separate, explicit completion control.
Equivalent non-interactive path
Answer and feedback guide
A client requests a meaningful change, but the team refuses because the plan was signed off. Which value is most directly in tension?
- Individuals and interactions over processes and tools: People matter here, but the direct collision is treating the plan as unchangeable.
- Responding to change over following a plan (best answer): Correct. Plans serve the goal; relevant new evidence can justify rerouting.
- Working results over comprehensive documentation: The signed plan is mentioned, but the refusal concerns change rather than document volume.
- Agile teams do not make plans: Agile teams plan repeatedly; the value rejects worshipping an obsolete plan, not planning itself.
What does the Manifesto's closing sentence mean for each value statement?
- The right-side items apply only to waterfall projects: The sentence describes how agile's own value statements should be read.
- Both sides matter, with greater emphasis on the left (best answer): Correct. Documentation, contracts, tools, and plans retain value without receiving equal priority in a conflict.
- Mature teams should eliminate the right-side items: The closing sentence explicitly prevents this rejection reading.
- Either side may win arbitrarily, so the values set no direction: The values do set direction by giving greater emphasis to the left.
A clinic team regularly examines its check-in process and adjusts one thing. Which principle cluster does this demonstrate?
- Deliver value early and continuously: This activity examines the team's method rather than delivering a customer increment.
- Welcome changing requirements: The change here comes from scheduled self-inspection, not a changed requirement.
- People, collaboration, and sustainable pace: Those ideas support the practice, but reflection and adjustment define it.
- Reflect and improve (best answer): Correct. Regularly inspecting the way of working and adapting it closes a learning loop.
A team publishes a usable sign-up flow, then refines that flow using customer feedback. What are those moves in order?
- Incremental, then iterative (best answer): Correct. A usable addition creates evidence; revisiting it uses that evidence to refine.
- Iterative, then incremental: The usable slice came first and the refinement cycle followed.
- Both moves are iterative: Adding a usable slice and refining an existing slice are distinct moves.
- Neither; refining released work is merely rework: Planned refinement uses learning from real use and is not automatically waste.
Which project is the strongest candidate for a predictive approach?
- A statutory filing with a fixed legal format and severe error penalties (best answer): Correct. Requirements are knowable, late errors are costly, and experimentation offers little benefit.
- A new snack tested through weekly customer pop-ups: Fast, inexpensive feedback on uncertain preferences strongly supports adaptation.
- Internal workflow changes observed and adjusted weekly: Observe-adjust cycles are adaptive by design.
- Any project with a firm deadline: Deadlines exist in both approaches; uncertainty, feedback speed, and change cost determine fit.
Download
coreUse the template pack to record uncertainty, feedback opportunities, fixed constraints, and the rationale for an approach.
Reusable template
Agile template pack
Three reusable plain-text templates: an uncertainty-and-feedback canvas, a trade-off note, and an approach rationale.
Markdown
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Course outlineLesson 6 of 28
Orientation
The Agile Mindset
Teams, Roles and Rhythm
Delivering Value
Flow and Continuous Improvement
Agile in the Real World