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Anti-corruption
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1. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 4
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Corrigenda to OECD publications may be found on line at: www.oecd.org/about/publishing/corrigenda.htm.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- OECD Anti-Corruption and Integrity Outlook 2024
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Corrigenda to OECD publications may be found on line at: www.oecd.org/about/publishing/corrigenda.htm.2. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 9
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Anti-corruption and integrity strategy as a proxy of political will 23 Box 8.1.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- OECD Anti-Corruption and Integrity Outlook 2024
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Anti-corruption and integrity strategy as a proxy of political will 23 Box 8.1.3. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 9
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Corporate anti-corruption engagement in support of the green transition 68 Box 9.1.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- OECD Anti-Corruption and Integrity Outlook 2024
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PDF page 9- Captured
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Corporate anti-corruption engagement in support of the green transition 68 Box 9.1.4. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 9
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Existing uses of AI to uphold integrity in OECD countries 72 Box 9.2.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- OECD Anti-Corruption and Integrity Outlook 2024
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PDF page 9- Captured
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Existing uses of AI to uphold integrity in OECD countries 72 Box 9.2.5. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 9
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Tax administrations’ use of Artificial Intelligence to combat fraud and corruption 73 Box 10.1.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- OECD Anti-Corruption and Integrity Outlook 2024
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Tax administrations’ use of Artificial Intelligence to combat fraud and corruption 73 Box 10.1.6. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 19
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The indicators measure the preparedness and resilience of the public integrity system at the national level to prevent corruption, mismanagement and waste of public funds, and the likelihood of detecting and mitigating various corruption risks by different actors.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
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PDF page 19- Captured
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The indicators measure the preparedness and resilience of the public integrity system at the national level to prevent corruption, mismanagement and waste of public funds, and the likelihood of detecting and mitigating various corruption risks by different actors.7. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 19
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Across the various indicators, a total of 203 standard criteria and 13 numerical indicators across the three datasets have been defined to express what constitutes effective laws, regulations, procedures and institutions.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
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- OECD Anti-Corruption and Integrity Outlook 2024
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PDF page 19- Captured
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Across the various indicators, a total of 203 standard criteria and 13 numerical indicators across the three datasets have been defined to express what constitutes effective laws, regulations, procedures and institutions.8. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 19
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These criteria are both benchmarks to prompt peer learning as well as concrete steps for any country to take to continue to improve their systems.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
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- OECD Anti-Corruption and Integrity Outlook 2024
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PDF page 19- Captured
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These criteria are both benchmarks to prompt peer learning as well as concrete steps for any country to take to continue to improve their systems.9. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 19
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In addition to these checklist-type indicators, the PIIs also include more outcome-oriented indicators drawing on administrative data and surveys.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
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- OECD Anti-Corruption and Integrity Outlook 2024
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PDF page 19- Captured
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In addition to these checklist-type indicators, the PIIs also include more outcome-oriented indicators drawing on administrative data and surveys.10. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 19
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The PIIs measure both, and can therefore document if implementation is lagging, or cases where practice works well even without strong regulations.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- OECD Anti-Corruption and Integrity Outlook 2024
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PDF page 19- Captured
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The PIIs measure both, and can therefore document if implementation is lagging, or cases where practice works well even without strong regulations.11. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 19
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This allows the PIIs to document availability and quality of data in each OECD Member country, and where on average the OECD is facing a data gap.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
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- OECD Anti-Corruption and Integrity Outlook 2024
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This allows the PIIs to document availability and quality of data in each OECD Member country, and where on average the OECD is facing a data gap.12. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 20
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Note While not covered in this iteration, Serious Organised Crime is another significant change driver in many jurisdictions and could be addressed in future editions of the Outlook.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
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- OECD Anti-Corruption and Integrity Outlook 2024
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Note While not covered in this iteration, Serious Organised Crime is another significant change driver in many jurisdictions and could be addressed in future editions of the Outlook.13. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 25
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Anti-corruption and integrity strategy as a proxy of political will Principle 3 of the OECD Recommendation on Public Integrity calls for countries to take a strategic approach to mitigating integrity risks in the public sector.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
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- OECD Anti-Corruption and Integrity Outlook 2024
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Anti-corruption and integrity strategy as a proxy of political will Principle 3 of the OECD Recommendation on Public Integrity calls for countries to take a strategic approach to mitigating integrity risks in the public sector.14. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 25
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Once identified, countries should develop a strategy outlining objectives and priorities, with adequate institutional set up, action plans, monitoring and evaluation.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- OECD Anti-Corruption and Integrity Outlook 2024
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Once identified, countries should develop a strategy outlining objectives and priorities, with adequate institutional set up, action plans, monitoring and evaluation.15. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 25
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“Responsibilities (Principle 2) – under which public sector organisations co-ordinate well with each other, with well-defined responsibilities making clear “who does what”.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- OECD Anti-Corruption and Integrity Outlook 2024
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“Responsibilities (Principle 2) – under which public sector organisations co-ordinate well with each other, with well-defined responsibilities making clear “who does what”.16. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 25
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“Whole of society” (Principle 5) – promote a society-wide culture under which businesses, individuals and non-governmental actors uphold public integrity and do not tolerate corruption.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- OECD Anti-Corruption and Integrity Outlook 2024
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“Whole of society” (Principle 5) – promote a society-wide culture under which businesses, individuals and non-governmental actors uphold public integrity and do not tolerate corruption.17. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 25
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An effective strategic approach to fighting corruption should be developed in consultation with key stakeholders, adequately implemented and monitored.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- OECD Anti-Corruption and Integrity Outlook 2024
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An effective strategic approach to fighting corruption should be developed in consultation with key stakeholders, adequately implemented and monitored.18. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 25
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A key indication of political commitment is the adoption of a strategic framework by the Government, defined as the highest political level (often called “Council of Ministers”).
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- OECD Anti-Corruption and Integrity Outlook 2024
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A key indication of political commitment is the adoption of a strategic framework by the Government, defined as the highest political level (often called “Council of Ministers”).19. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 26
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Data for ‘Other areas’ are based on country values for the criterion “Strategies for any of the following sectors have at least one first-level objective aimed at mitigating public integrity risks: (a) infrastructure, (b) housing, (c) health, (d) education, (e) taxation, (f) customs”.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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- OECD Anti-Corruption and Integrity Outlook 2024
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Data for ‘Other areas’ are based on country values for the criterion “Strategies for any of the following sectors have at least one first-level objective aimed at mitigating public integrity risks: (a) infrastructure, (b) housing, (c) health, (d) education, (e) taxation, (f) customs”.20. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 27
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The circle represents the aggregate, which includes the implementation rate.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
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- OECD Anti-Corruption and Integrity Outlook 2024
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PDF page 27- Captured
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The circle represents the aggregate, which includes the implementation rate.21. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 27
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How to read: As measured against OECD standards, Latvia fulfils 81% of criteria on quality of strategic framework, 79% on implementation of strategy, and 87% on action plans and monitoring reports.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
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It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
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PDF page 27- Captured
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How to read: As measured against OECD standards, Latvia fulfils 81% of criteria on quality of strategic framework, 79% on implementation of strategy, and 87% on action plans and monitoring reports.22. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 30
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The outer circle is based on whether public integrity risks are explicitly addressed in the risk management framework.
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The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
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- OECD Anti-Corruption and Integrity Outlook 2024
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PDF page 30- Captured
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The outer circle is based on whether public integrity risks are explicitly addressed in the risk management framework.23. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 30
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How to read: In Norway, guidelines on fraud and corruption prevention are available as part of internal control processes.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 30- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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How to read: In Norway, guidelines on fraud and corruption prevention are available as part of internal control processes.24. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 30
Narrow public claim
However, public integrity risks are not explicitly addressed in the risk management framework.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 30- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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However, public integrity risks are not explicitly addressed in the risk management framework.25. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 31
Narrow public claim
Others have full coverage in legislation but do not audit all entities in practice.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 31- Captured
- 2026-08-17
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58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Others have full coverage in legislation but do not audit all entities in practice.26. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 31
Narrow public claim
Yet again, many countries do not collect the necessary data to be able to assess this.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 31- Captured
- 2026-08-17
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58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Yet again, many countries do not collect the necessary data to be able to assess this.27. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 32
Narrow public claim
The following countries do not collect data for both indicators: Australia, Austria, Denmark, Estonia, Japan, Luxembourg, Spain and Switzerland.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 32- Captured
- 2026-08-17
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58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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The following countries do not collect data for both indicators: Australia, Austria, Denmark, Estonia, Japan, Luxembourg, Spain and Switzerland.28. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 32
Narrow public claim
How to read: In Ireland, the share of national budget organisations at the central government level covered by internal audit is 100% (blue column), and the share of the national budget organisations that were audited in the past five years is 100% (green dot).
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 32- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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How to read: In Ireland, the share of national budget organisations at the central government level covered by internal audit is 100% (blue column), and the share of the national budget organisations that were audited in the past five years is 100% (green dot).29. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 33
Narrow public claim
Data for Greece is not available as their central internal audit function was established recently.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 33- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Data for Greece is not available as their central internal audit function was established recently.30. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 33
Narrow public claim
How to read: In Mexico, the implementation rate for internal audit recommendations is 100%.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 33- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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How to read: In Mexico, the implementation rate for internal audit recommendations is 100%.31. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 36
Narrow public claim
Poland has a definition for lobbying but not for lobbyists, and has sanctions in place for breaches of standards.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 36- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Poland has a definition for lobbying but not for lobbyists, and has sanctions in place for breaches of standards.32. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 36
Narrow public claim
How to read: Austria has regulatory definitions for lobbying and lobbyists and sanctions in place for breaches of lobbying standards.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 36- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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How to read: Austria has regulatory definitions for lobbying and lobbyists and sanctions in place for breaches of lobbying standards.33. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 36
Narrow public claim
Czechia has neither definitions for lobbyists or lobbying, nor sanctions for breaches of standards in place.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 36- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Czechia has neither definitions for lobbyists or lobbying, nor sanctions for breaches of standards in place.34. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 37
Narrow public claim
Even the best lobbying regulations are only effective if they are adhered to.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 37- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Even the best lobbying regulations are only effective if they are adhered to.35. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 38
Narrow public claim
Luxembourg's register does disclose the name of the lobbyist but not the company name.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 38- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
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Luxembourg's register does disclose the name of the lobbyist but not the company name.36. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 38
Narrow public claim
Finland's register does disclose the company name but not the name of the lobbyist.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 38- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Finland's register does disclose the company name but not the name of the lobbyist.37. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 43
Narrow public claim
Data for monitoring and practice are based on statistics collected to calculate the criteria values for “The submission rate of interest declarations from: members of the Government is 100% for the past six years / members of parliament is at least 90% for the past six years / members of the highest bodies of the judiciary is at least 80% for the past four years / newly appointed or reappointed top-tier civil servants of the executive branch is at least 80% for the past four years.” How to read: Members of government (Ministers) are legally required to disclose private interests in 88% OECD countries.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 43- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
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Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Data for monitoring and practice are based on statistics collected to calculate the criteria values for “The submission rate of interest declarations from: members of the Government is 100% for the past six years / members of parliament is at least 90% for the past six years / members of the highest bodies of the judiciary is at least 80% for the past four years / newly appointed or reappointed top-tier civil servants of the executive branch is at least 80% for the past four years.” How to read: Members of government (Ministers) are legally required to disclose private interests in 88% OECD countries.38. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 43
Narrow public claim
Among these 88% of countries, the disclosure of private interests is fully monitored in 76% of countries.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 43- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Among these 88% of countries, the disclosure of private interests is fully monitored in 76% of countries.39. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 43
Narrow public claim
Among these 76% of countries, the average submission rate of interest disclosures by members of government is 100%.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 43- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Among these 76% of countries, the average submission rate of interest disclosures by members of government is 100%.40. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 46
Narrow public claim
Example 2: Austria has adopted regulations on sanctions for breaches of conflict-of-interest violations but has not implemented sanctions in practice.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 46- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t04_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Example 2: Austria has adopted regulations on sanctions for breaches of conflict-of-interest violations but has not implemented sanctions in practice.41. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 48
Narrow public claim
The outer circle is based on whether post-employment integrity for top-officials is tracked.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 48- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The outer circle is based on whether post-employment integrity for top-officials is tracked.42. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 48
Narrow public claim
Countries marked with an asterisk (*) have mandatory cooling-off periods for public officials.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 48- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Countries marked with an asterisk (*) have mandatory cooling-off periods for public officials.43. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 48
Narrow public claim
How to read: In Türkiye, post-employment integrity is only tracked for ministers, and not for top-officials, and there are no mandatory cooling-off periods for public officials.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 48- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
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Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
How to read: In Türkiye, post-employment integrity is only tracked for ministers, and not for top-officials, and there are no mandatory cooling-off periods for public officials.44. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 53
Narrow public claim
Italy did not provide information for the criterion regarding “publicly owned enterprises”.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 53- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t05_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Italy did not provide information for the criterion regarding “publicly owned enterprises”.45. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 53
Narrow public claim
Data for Belgium, Colombia, Germany, Hungary and New Zealand were not provided.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 53- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Data for Belgium, Colombia, Germany, Hungary and New Zealand were not provided.46. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 60
Narrow public claim
These datasets are key to upholding integrity and should be publicly available.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 60- Captured
- 2026-08-17
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58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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These datasets are key to upholding integrity and should be publicly available.47. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 60
Narrow public claim
Corruption threats relating to foreign influence and the green transition can only be countered in mature democracies through an insistency on openness.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 60- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Corruption threats relating to foreign influence and the green transition can only be countered in mature democracies through an insistency on openness.48. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 62
Narrow public claim
How to read: In countries where trust in government is below 50%, there is a positive correlation between greater levels of transparency of public information and higher trust in government.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 62- Captured
- 2026-08-17
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58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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How to read: In countries where trust in government is below 50%, there is a positive correlation between greater levels of transparency of public information and higher trust in government.49. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 62
Narrow public claim
The dots represent countries, and the dotted lines are trendlines for each category.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 62- Captured
- 2026-08-17
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58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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The dots represent countries, and the dotted lines are trendlines for each category.50. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 63
Narrow public claim
Data should be published in any pre-existing format or language and, where appropriate, by electronic means in formats that are open, machine readable, accessible, findable and reusable, complete with their metadata.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 63- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Data should be published in any pre-existing format or language and, where appropriate, by electronic means in formats that are open, machine readable, accessible, findable and reusable, complete with their metadata.51. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 70
Narrow public claim
Corporate anti-corruption engagement in support of the green transition By adopting ethical practices and actively engaging in initiatives that promote transparency and accountability, companies can become a valuable ally in the fight against regulatory capture in the forestry sector.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 70- Captured
- 2026-08-17
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58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Corporate anti-corruption engagement in support of the green transition By adopting ethical practices and actively engaging in initiatives that promote transparency and accountability, companies can become a valuable ally in the fight against regulatory capture in the forestry sector.52. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 70
Narrow public claim
Ethical business practices: private entities can commit to ethical business practices and adhere to environmental standards beyond what is required by regulations.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 70- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Ethical business practices: private entities can commit to ethical business practices and adhere to environmental standards beyond what is required by regulations.53. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 70
Narrow public claim
The OECD Guidelines for Multinational Enterprises addressed by governments to companies, aim to encourage positive contributions enterprises can make to environmental progress in particular.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 70- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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The OECD Guidelines for Multinational Enterprises addressed by governments to companies, aim to encourage positive contributions enterprises can make to environmental progress in particular.54. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 70
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Advocacy for stronger regulations: rather than resisting regulations, responsible private sector entities can advocate for robust and comprehensive regulatory frameworks.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 70- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Advocacy for stronger regulations: rather than resisting regulations, responsible private sector entities can advocate for robust and comprehensive regulatory frameworks.55. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 73
Narrow public claim
AI has weaknesses and can be used to enable corrupt activities.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 73- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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AI has weaknesses and can be used to enable corrupt activities.56. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74
Narrow public claim
Existing uses of AI to uphold integrity in OECD countries Canada Employment Insurance (EI) Sickness Programme AI supports ongoing investigation into the abuses of the EI benefit programme by focusing on identifying fictitious doctor’s notes.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 74- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Existing uses of AI to uphold integrity in OECD countries Canada Employment Insurance (EI) Sickness Programme AI supports ongoing investigation into the abuses of the EI benefit programme by focusing on identifying fictitious doctor’s notes.57. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74
Narrow public claim
AI supports a number of activities including identifying risks on some large-scale transactional services, such as repayment claims for Value Added Tax (VAT) and Income Tax Self Assessment.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 74- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
AI supports a number of activities including identifying risks on some large-scale transactional services, such as repayment claims for Value Added Tax (VAT) and Income Tax Self Assessment.58. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74
Narrow public claim
UK HMRC are using analytics to help identify risks that need attention and building case packages that are passed to teams of investigators.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 74- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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UK HMRC are using analytics to help identify risks that need attention and building case packages that are passed to teams of investigators.59. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74
Narrow public claim
AI also works well to assimilate large amounts of data – this is a newer implementation, important for compliance casework where HMRC are using AI alongside other tools like geo-mapping.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 74- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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AI also works well to assimilate large amounts of data – this is a newer implementation, important for compliance casework where HMRC are using AI alongside other tools like geo-mapping.60. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74
Narrow public claim
Swedish Tax Agency (STA) The STA uses artificial intelligence to improve audit and risk-evaluation in relation to free-text information in the 150 000 handwritten income tax returns it receives every year.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 74- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Swedish Tax Agency (STA) The STA uses artificial intelligence to improve audit and risk-evaluation in relation to free-text information in the 150 000 handwritten income tax returns it receives every year.61. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74
Narrow public claim
AI is used to interpret and convert handwritten text into digital text and to classify the text into one of around 60 subject categories.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 74- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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AI is used to interpret and convert handwritten text into digital text and to classify the text into one of around 60 subject categories.62. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 74
Narrow public claim
The benefits of this automated interpretation are that information reaches the right competence faster and that quantifying and analysing the content of free-text information is more effective, meaning identifying and processing potential fraud and corruption cases is quicker and more targeted.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 74- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The benefits of this automated interpretation are that information reaches the right competence faster and that quantifying and analysing the content of free-text information is more effective, meaning identifying and processing potential fraud and corruption cases is quicker and more targeted.63. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 75
Narrow public claim
Tax administrations’ use of Artificial Intelligence to combat fraud and corruption AI is increasing tax administrations’ abilities to combat fraud and corruption by improving risk management processes, supporting taxpayer compliance and reducing taxpayer burdens.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 75- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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Tax administrations’ use of Artificial Intelligence to combat fraud and corruption AI is increasing tax administrations’ abilities to combat fraud and corruption by improving risk management processes, supporting taxpayer compliance and reducing taxpayer burdens.64. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 75
Narrow public claim
Compliance risk management More countries are using AI, including machine learning, to understand current and future compliance risks, sharpen risk management, and develop intervention actions.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 75- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Compliance risk management More countries are using AI, including machine learning, to understand current and future compliance risks, sharpen risk management, and develop intervention actions.65. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 75
Narrow public claim
82.5% of countries surveyed in the OECD’s Tax Administration 2023 report are already using AI for risk assessments and detecting fraud in their tax systems, or are in the implementation phase for future use.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 75- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
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Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
82.5% of countries surveyed in the OECD’s Tax Administration 2023 report are already using AI for risk assessments and detecting fraud in their tax systems, or are in the implementation phase for future use.66. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 75
Narrow public claim
AI is helping facilitate the drive towards self-service, on a real-time and 24/7 basis, and opening new service options for tax administrations that allow more ‘compliance-by-design’ approaches.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 75- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
AI is helping facilitate the drive towards self-service, on a real-time and 24/7 basis, and opening new service options for tax administrations that allow more ‘compliance-by-design’ approaches.67. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 79
Narrow public claim
Furthermore, foreign interference can impact the rule of law and the rendering of justice across borders, thereby preventing the prosecution and sanctioning of corrupt individuals and companies.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 79- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Furthermore, foreign interference can impact the rule of law and the rendering of justice across borders, thereby preventing the prosecution and sanctioning of corrupt individuals and companies.68. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 80
Narrow public claim
It involves foreign powers trying to secretly and improperly interfere in Australian society to advance their strategic, political, military, social or economic goals, at our expense.” A common understanding and definition of foreign interference could be useful to distinguish it from legitimate foreign influence and reduce the risk of foreign interference through international co-operation.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 80- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
It involves foreign powers trying to secretly and improperly interfere in Australian society to advance their strategic, political, military, social or economic goals, at our expense.” A common understanding and definition of foreign interference could be useful to distinguish it from legitimate foreign influence and reduce the risk of foreign interference through international co-operation.69. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 90
Narrow public claim
It also addresses how the shortcomings in integrity systems can impede countries’ responses to these major challenges.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 90- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
It also addresses how the shortcomings in integrity systems can impede countries’ responses to these major challenges.70. OECD Anti-Corruption and Integrity Outlook 2024 · PDF page 90
Narrow public claim
In providing a snapshot of how countries are performing today, the Outlook supports strategic planning and policy work to strengthen public integrity for the future.
What this card proves
The exact quoted statement occurred in the named official PDF fetched on 2026-08-17, and the complete PDF matched the recorded SHA-256.
What this card does not prove
It does not independently establish the underlying model capability, safety, comparison, or real-world truth. This is a retrospective single-maintainer source-publication audit.
- Primary source
- OECD Anti-Corruption and Integrity Outlook 2024
- Section locator
PDF page 90- Captured
- 2026-08-17
- Source SHA-256
58f2772ebf642946287bee92bea9d2ddaffd8a0429496a1568b8fdb70df5dc54- Reproduction
- Maintainer run only; no independent operator rerun is registered.
Repeat this exact check locally
Download the PDF to a local file, then run the committed verifier. A changed PDF is reported as drift rather than silently accepted.
python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom043_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
In providing a snapshot of how countries are performing today, the Outlook supports strategic planning and policy work to strengthen public integrity for the future.