Examining a protocol in the same order every time
Why a fixed examination order beats a good hunch — and where it makes your own ignorance visible.
This lesson has had no expert review. It was written for this platform and against the evidence it cites; nobody has gone through it independently.
Learning objectives
- You can examine a protocol systematically along the twelve dimensions.
- You can say, per dimension, whether the available data answers the question or leaves it open.
Check your prior knowledge
Answer these for yourself before reading on. Wherever you hesitate is where this lesson pays off.
- Where do you start when you look at an unfamiliar protocol for the first time?
- How do you notice that you do not know something essential?
- What separates an analysis from an opinion?
Core concept
The order is the method
Examining every protocol in the same order means comparing like with like — and noticing when a dimension stays unanswered. Following curiosity lands you somewhere different each time, and you end up assuming the gap does not exist simply because you never went there. The frame replaces no judgment; it makes sure the judgment is made over the same fields.
Three answers per dimension, not one
Each dimension yields three separate things: the observation, the source it came from, and what even a clean observation still does not establish. Drop the third and a metric turns into a verdict. That is where most errors arise — not in reading the number, but in the sentence after it.
An open dimension is a result
For smart contract rights, governance and regulation, market data gives no answer — this platform included. That is not a shortcoming of the examination but its finding: “not established” belongs in the report, visibly. An analysis showing only the answerable dimensions looks more complete than it is.
Definitions
- Due diligence
- A structured examination before a decision, with traceably documented steps.
- Examination frame
- A fixed sequence of questions applied identically to every entity examined.
Model
Observation — what is in the data?
Source — where from, measured when?
Limit — what does it not establish?
Where there is no answer: record “not established”, do not omit
Worked example
Four dimensions on a lending market
- Market
- lending, stablecoin, TVL USD 412m
- APY
- 4.72 %, of which 4.72 % base
- Business model (dim. 2)
- answerable: borrowers pay the interest
- Smart contracts (dim. 4)
- open: no field for admin rights
Market data answers dimensions 1 and 2. It partly answers dimension 6 (liquidity) — TVL yes, tradable depth no. It does not answer dimensions 4 and 8 at all.
Two answered, one partly, two open — and that is the result, not an interim state.
Reading: A report showing only the first two is not shorter, it is wrongly weighted.
Retrieval
Exercise on real data
Go through the twelve dimensions and mark, for a protocol of your choice, which ones this platform's data can answer and which it cannot.
The twelve dimensions in detail →Pick a protocol and answer dimension 1 (market) and dimension 2 (business model) fully from the data available here.
Protocols with live data →Application
You have ten minutes for a first read on an unfamiliar protocol. Which four dimensions do you take — and why those?
Related case studies
Institutional reading
- Bank
- Would this examination, as it stands, be documented to an auditable standard?
- Asset management
- Which of the open dimensions would have to be closed before a position decision?
Metrics in this lesson
Key takeaways
- The same order for every protocol makes findings comparable and gaps visible.
- Every dimension needs observation, source and limit — the limit is what goes missing most often.
- “Not established” is a result and belongs in the report.
Evidence
- EVD-2026-0001
Electronic Markets (Springer) — A multivocal literature review of decentralized finance: Current knowledge and future research avenues