UTXO Consolidation
Now let us look at one of the most damaging privacy mistakes you can make: consolidating many UTXOs into one.
From a Boltzmann entropy perspective, this is the worst possible outcome: zero entropy, zero ambiguity. If you have not yet read about Boltzmann entropy, we recommend starting with the What Is Entropy? page to understand why this matters.

Transaction ID: 1b58afe9e2a9ecaebfca744ab93658d335cf010fbb32e7731e8126276820b8c1
Structure: 10 inputs → 1 output
What We Notice
This transaction takes 10 separate UTXOs and combines them into a single output. Let us look at the Boltzmann entropy analysis:

The link probability matrix shows that every single input is 100% linked to the single output. There is zero ambiguity.
Why This Is Critical
The Common Input Ownership Heuristic (CIOH) assumes that all inputs in a transaction belong to the same person. For this transaction, that assumption is almost certainly correct.
What this means: All 10 input addresses are now publicly linked together on the blockchain. If any one of those 10 addresses is ever linked to your real identity, all 10 are.
Severity: Critical
The Boltzmann Analysis Explained
The link probability matrix above shows the probability that each input funded each output. In this case:
- There is only 1 output
- All 10 inputs must have funded that 1 output
- Therefore, every input is 100% linked to the output
- Entropy = 0 bits (zero privacy)
This is the worst possible outcome for privacy. There is no ambiguity at all.
What Is a Link Probability Matrix?
A link probability matrix answers the question: "What is the probability that input y funded output x?" for every possible pair.
For a consolidation with 10 inputs and 1 output, the matrix is simple:
| Output 1 | |
|---|---|
| Input 1 | 100% |
| Input 2 | 100% |
| Input 3 | 100% |
| ... | ... |
| Input 10 | 100% |
Every input is deterministically linked to the only output. There is exactly 1 valid interpretation of this transaction, so entropy = log2(1) = 0 bits.
Lesson
Never consolidate UTXOs unless they are already linked together. If you must consolidate, do it through a CoinJoin first.