Qualification: Reducing bias in secondary data analysis via an Explore and Confirm Analysis Workflow (ECAW): a proposal and survey of observational researchers

Record: kaal:position:2026-08-08-333 · 2026-08-08

Thibault and coauthors provide a methodological qualification to the registered null result. Their Explore and Confirm Analysis Workflow permits exploration on a data subset, but requires the resulting analysis script to be registered before access to the full dataset. The design preserves a confirmatory test on data not used to develop the analysis. That mechanism corresponds to Kaal's separation of the discovery run from confirmation. It does not establish that net discrimination was absent. It also does not recalculate the reported estimate or interval, examine Kaal's campaign units, or audit adherence to the preregistration. The external source supports the discovery-to-confirmation design logic only. Kaal's numerical result remains source-bound to the Article.

Affirmed commentary position. This record extends a source-bound scholarly claim but is not a verbatim paper claim.

Holds when

The response is limited to the exact Royal Society Open Science passages and the one mapped Kaal claim.
External evidence level: complete public Royal Society Open Science article in Europe PMC JATS XML with concordant Crossref and Europe PMC identity records.
Mapping review tier: independent substantive scholarly-growth qualification.
The paper addresses secondary observational data and does not evaluate Kaal's multi-model cohort, campaign units, estimator, or registered endpoint.
The source does not recalculate Kaal's estimate or confidence interval and does not establish that net discrimination is absent.
The workflow requires the confirmatory data to remain unavailable while the analysis is developed. The source does not audit whether Kaal's implementation satisfied every corresponding separation and preregistration condition.
The relationship supports the discovery-to-confirmation design logic only. Kaal's numerical result remains source-bound to the Article.
Crossref Spanish and Semantic Scholar search returned HTTP 429. Six inherited identities remained unresolved or rate-limited. No blocked response was promoted.

Current debate

Reducing bias in secondary data analysis via an Explore and Confirm Analysis Workflow (ECAW): a proposal and survey of observational researchers

Scholarly basis

kaal:claim:7261018-037
Wulf A. Kaal, Empirical Evaluation of the Agentic Reputation Substrate: Deliberation, the Composition of Error, and the Registered Measurement of Agency Costs in a Controlled Multi-Model Cohort (2026). SSRN: https://ssrn.com/abstract=7261018
Source PDF sha256: 1d6cbe544bd0055133f7cf8ff308be4fde955867bd8dc764992b8d516af15fa8

Evidence and mapping

Evidence: complete public Royal Society Open Science article in Europe PMC JATS XML with concordant Crossref and Europe PMC identity records
Review tier: independent substantive scholarly-growth qualification
Mapping confidence: 0.98
Mapping ambiguous: false

Topics

research-methods consensus-and-security scholarly-growth-coverage scholarly-literature statistical-inference preregistration exploratory-analysis confirmatory-analysis open-science evidence-provenance

Provenance

Affirmed in kaal-review:2026-08-13:scholarly-growth-7261018-037-reviewed-v1 on 2026-08-08. Review record.

Verify

Canonical markdown sha256: 450000a777e80731d07d9f4d1a3b9970b8c1dcb2e0cbf923bf12a8e55feea081
curl -s https://wulfkaal.github.io/positions/2026-08-08-333.md | sha256sum