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Learn through experiments

Choose evidence for a product assumption

Is stated interest enough to justify building the whole product?

Entering midway? Revisit Observe the task before proposing a feature for the preceding worked example, or start here and use the explanation below.

1 · Try

Start with a concrete question

Separate fictional cohorts answer a survey, attempt a prototype or join a reversible trial at a stated price. No transaction occurs.

Try the initial inputs, then write a prediction before changing one setting. All calculations run locally on your CPU.

Go directly to the experiment · Review basic mathematics

2 · Predict

What do you expect?

Before changing a setting: Is stated interest enough to justify building the whole product? Write what you expect and why.

3 · Experiment

Change one thing. Inspect what happens.

  1. Compare evidence types at the same price.
  2. Change price while retaining the evidence type.
  3. State which assumption each action addresses and which it leaves unresolved.
  4. Design a small reversible test with a decision rule and stop condition.
Experiment inputs
Inputs
Your settings
Mechanism
Calculation below
Evidence
Compare outcomes
Positive actions among 100 people80 actions
Requested price0 credits

Follow the calculation

  1. Price shown: 0 fictional credits.
  2. Evidence collected: survey says would use.
  3. 80 of the same-sized 100-person fictional cohorts take that action. Cohorts are different; these are not a measured conversion funnel.
  4. No actual payment is requested or processed. A reversible commitment is still not evidence of long-term retention.

Choose an experiment that tests the riskiest assumption. Interest, task success and commitment answer different product questions.

Captures keep your inputs, prediction and observation. Results are recalculated from those inputs. Resetting inputs keeps your captures and challenge history.

4 · Understand

Explain the mechanism

Choose evidence for a product assumption

Separate fictional cohorts answer a survey, attempt a prototype or join a reversible trial at a stated price. No transaction occurs.

Follow the mechanism

Interest, successful use and commitment are distinct observable actions.

Because cohorts differ, these counts cannot be multiplied as a conversion funnel.

A reversible trial may reduce uncertainty but does not establish retention, profitability or broad demand.

Worked example

Price shown: 0 fictional credits.

Evidence collected: survey says would use.

80 of the same-sized 100-person fictional cohorts take that action. Cohorts are different; these are not a measured conversion funnel.

No actual payment is requested or processed. A reversible commitment is still not evidence of long-term retention.

Calculation

Observed action proportion = positive actions / 100 in each separate fictional cohort.

Try a controlled comparison

  1. Compare evidence types at the same price.

  2. Change price while retaining the evidence type.

  3. State which assumption each action addresses and which it leaves unresolved.

  4. Design a small reversible test with a decision rule and stop condition.

What this does not establish

  • All messages, people, documents and outcomes here are original fictional teaching fixtures; results are not measurements of real organizations.
5 · Apply

Try a fresh case

In a new trial, 18 of 60 invited people make a reversible commitment. What percentage commit?

This is a public practice check. Retries support learning; matching a number does not certify independent proficiency.

Take the investigation further

Choose any extension. These are project prompts for you to carry out; they are not automatically assessed.

School investigation

Create a new case with different numbers and explain your decision to a classmate.

College investigation

Implement or analyze a fresh case, document assumptions and compare at least two alternatives.

Workplace investigation

Prepare a decision artifact with evidence, operating constraints, an owner and a follow-up measurement.

6 · Continue

Keep the evidence, choose your next step

Completion records your own decision that you have worked through this investigation. Practice checks and independent project evidence are separate.