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1 December 2025 Preprint Economic Pharmakon

What Does Identity Access Buy? Pricing the Surveillance Increments in CBDC Transaction Monitoring

Murad Farzulla, Andrew Maksakov

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Abstract

Proposals for retail central bank digital currency increasingly accept that anti-money-laundering obligations require identity-linked transaction monitoring. The cost of that requirement has not been measured. This paper builds a tiered ablation harness in which four nested evidence tiers - structure only on unlinked pseudonyms, plus pseudonymous linkage, plus identity attributes, plus watchlist access - are scored on identical data with entity-disjoint folds and entity-clustered bootstrap intervals. A pre-specified degeneracy audit fails the run if any single feature separates the classes above entity-level AUC 0.95; this rejects the wallet-count artefact that drove an earlier version of this work. Equivalence is tested by TOST rather than inferred from a null. On synthetic data the answer is detector-dependent: for a gradient-boosted model, pseudonymous linkage carries the increment and full identity access is statistically equivalent to linkage alone; for a logistic model, identity access is decisively superior on average precision. The marginal value of identity access is therefore model- and metric-dependent rather than a fixed property of the data.

Suggested citation

Murad Farzulla, Andrew Maksakov (2025). What Does Identity Access Buy? Pricing the Surveillance Increments in CBDC Transaction Monitoring. Dissensus Working Paper DAI-2511. DOI: 10.5281/zenodo.17917938

Methodology

Tiered ablation Entity-clustered bootstrap TOST equivalence testing Zero-knowledge proofs

Topics

Financial Markets Cryptocurrency Privacy & Cryptography