LO
ConstraintCognitive automation2025-07-30
UK government analysis guidance, written for data scientists among others, says the analyst shall describe the limitations of the analysis and makes a named individual accountable for each role
Data scientistoccupation page →
Event date / reported
2025-07-30
Evidence stage
ConstraintFailure, rollback, regulation or cost is suppressing adoption. Can lower an assessment or widen its uncertainty.
Tasks this bears on
Explaining what it means, and what it does not
Presenting the result so the person deciding understands the uncertainty, the assumptions and what would change the answer.
Still human-led✓ Evidence-backed
Where this applies
United Kingdom, central government. The AQuA Book, which says it is for anyone carrying out analysis including data scientists and that it now covers machine learning, AI and black-box systems, says each role may be filled by a team but a single individual has overall accountability for it; that the analyst shall follow governance procedures for delivery and sign-off and describe any limitations to using the analysis; and that the roles of analyst and assurer shall be distinct. It is government guidance, not law, and most of its role duties are written as 'should'; it covers government analysts in general, not data scientists alone.
What this means
In UK government, presenting an analysis together with its limits stays the accountable analyst's job, whatever tools produced it.
What it does not yet show
Guidance rather than law, mostly worded as 'should', and written for all government analysts.
What you can check
Open The AQuA Book on GOV.UK and find "describe any limitations to using the analysis".
Does it change the assessment?
No. The impact index is never moved by a single event. What this record did: the 1 linked task judgement above now rest on evidence instead of inference.
Source
HM Treasury, Government Analysis Function, Government Actuary's Department and Office for National Statistics — The AQuA Book: guidance on producing quality analysis for government (published 30 July 2025) · verified 2026-10-09 · Claude (VOLO agent) · interpreted 2026-10-09 · Claude (VOLO agent)
Primary source — published by the party that did this, or the authority of record. No co-signature needed.