Chapter 2
Understand the evidence ladder
Turn understand the evidence ladder into one evidence-backed research decision in 30–45 minutes, with a concrete output and a clear next action—without doing extra production work that does not improve the buying decision.
What you’ll get
- Primary decision: Not every positive signal means the same thing.
- Working asset: Look for three forms of cost.
- Exit signal: one choice you can explain and defend with observed behavior.
Before you begin
Bring the current offer hypothesis, the exact decision this research must change, and any existing evidence. Set a 30–45 minutes timer. Separate what you observed from what you inferred; record contradictions instead of averaging them away.
| Decision | Evidence you used | What could change it | Next action |
|---|---|---|---|
| Understand the evidence ladder | Past behavior, workaround cost, commitment, or paid behavior | Stronger contrary evidence from a relevant participant | Complete the chapter and assign the next test |
Conversion checkpoint
Research improves conversion when it makes the offer more specific, more credible, or easier to act on. If a finding cannot change the audience, promise, price, proof, or CTA, it may be interesting but is not decision-critical.
Not every positive signal means the same thing
A poll vote is easy. Joining a waitlist requires more effort. Paying for a relevant offer carries real cost. These signals should not be counted as equal votes.
The ladder does not mean lower signals are useless. They help you discover language and patterns. They simply cannot carry the same decision weight as commitment and purchase behavior.
| Evidence level | Example signal | What it can tell you | What it cannot prove |
|---|---|---|---|
| Attention | Likes, saves, poll votes | The topic is recognizable or interesting | That people will buy |
| Articulated pain | A detailed recent story | The problem exists in a real context | That it is prioritized |
| Existing behavior | A workaround, tool, course, contractor, or repeated time investment | The person already acts on the problem | That your format will win |
| Offer engagement | Product-page clicks, replies with use-case questions, request for details | The promise and format attract qualified interest | That checkout will convert |
| Commitment | Waitlist with meaningful information, booked demo, deposit, preorder with clear terms | The person accepts some friction for the offer | Long-term satisfaction |
| Purchase and use | Payment followed by successful use | The offer can create buyer value | That the market is already scalable |
Look for three forms of cost
When people describe the problem, listen for:
- Money cost: tools, contractors, courses, lost sales, rework
- Time cost: repeated tasks, delays, research, manual coordination
- Emotional cost: uncertainty, avoidance, embarrassment, decision fatigue
Do not convert every frustration into a dramatic financial claim. Capture the cost exactly as the participant explains it.
Finish line
- The research decision is written in one sentence.
- Observations and interpretations are stored separately.
- Contradictory evidence remains visible.
- The next test has a stopping rule.
Build it in Tapmy
Turn the strongest observed language into a focused offer in Tapmy, use one proportionate CTA, and record behavior rather than collecting another abstract opinion.
