OFFICIAL STATISTICS & AI · OS-A03

Professional Obligations

Exercise professional judgement when AI assists statistical work. Protect the public purpose, classify information, verify claims and record an accountable decision.

01 / LEARNING OUTCOME

Decide within authority and evidence.

Apply impartiality, confidentiality, transparency, quality and accountability to scenarios. Distinguish verified facts from AI assertions, identify mandatory gates and defend an accept, condition, restrict, reject or escalate decision.

02 / PROFESSIONAL REASONING

Five obligations inform the memorandum.

  1. 01

    Impartiality

    Protect purpose, methods and communication from inappropriate influence.

  2. 02

    Confidentiality

    Classify inputs, prompts, logs and outputs before any AI interaction.

  3. 03

    Transparency

    Explain sources, uncertainty, limitations and material AI assistance.

  4. 04

    Quality

    Use one acceptance standard for baseline and assisted workflows.

  5. 05

    Accountability

    Name the person who may review, approve, correct and stop release.

03 / VIDEO LESSON

Professional Obligations

Watch the OS-A03 lesson on professional obligations in AI-assisted official statistics. Then use the notebook and practice cases below to prepare your judgement memorandum.

Open the lesson on YouTube ↗

04 / LEARNING RESOURCES

Study, practise and document the decision.

Download the lesson, guided materials, standalone notebook and memorandum toolkit. Exercise solutions are openly available to learners; attempt the cases before reading them. The lesson video is forthcoming; its preview is shown above.

LEARN

Canonical lesson

Study the complete framework for impartiality, confidentiality, transparency, quality and accountability.

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BRIEF

Executive brief

Review the leadership decisions and mandatory controls.

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STUDY

Learner guide

Follow the scenario laboratory and understand its structured outputs.

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PRESENT

Illustrated teaching presentation

Download the illustrated PowerPoint with learner-facing narration notes.

Download PowerPoint ↗
ANALYSE

Standalone executable notebook

Run the standalone synthetic Kintaba scenario notebook.

Download notebook ↗
PRACTISE

Practice exercises

Work through four professional judgement cases.

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SOLUTIONS

Practice solutions

Review the explained solutions after attempting the exercises.

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ASSESS

Learner assessment brief

Use the independent case and public assessment criteria.

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TOOLKIT

Professional judgement toolkit

Record authority, evidence, obligations, decision and review.

Open PDF ↗

05 / PATHWAY CONTINUITY

Professional judgement connects the first three modules.

OS-A01 mapped the information ecosystem. OS-A02 examined AI methods and their failure modes. OS-A03 makes authority, verification and professional obligations explicit before use-case selection in OS-A04.

Return to the pathway →