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ObligationGuidance

Using the Business Improvement Exception for Testing and Bias Assessment

Is this legally binding?

Guidance. Voluntary guidance. Best practice, not obligation, until a contract or a regulator cites it.

GUIDANCE interpreting binding law: personal data may be used under the exception to test AI Systems (e.g. live-environment accuracy, de-biasing effectiveness) and for bias assessments such as checking representation of protected characteristics in training datasets.

From the source

“The Business Improvement Exception could apply to the use of personal data for bias assessments.”

paras 5.5-5.10
pdpc.gov.sgShow it on the map

What this connects to

2 relations. Official relations are the ones the source documents state; anything marked GAGE analysis is our reading, not an agency's.

Part of1

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This page tells you what this instrument is and whether it binds you. The AI Governance program teaches the whole discipline, with dedicated coverage of the Singapore governance stack and the MAS regime, and every topic is passed by explaining it back in your own words, graded against the source.

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Verified against the official source on 2026-08-17. GAGE is not affiliated with or endorsed by any agency named here, and nothing on this page is legal advice. How this is built and checked.

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