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1. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 8
Narrow public claim
“Basis points” refers to hundredths of 1 percentage point (for example, 25 basis points are equivalent to ¼ of percentage point).
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 8- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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“Basis points” refers to hundredths of 1 percentage point (for example, 25 basis points are equivalent to ¼ of percentage point).2. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 8
Narrow public claim
As used in this report, the terms “country” and “economy” do not in all cases refer to a territorial entity that is a state as understood by international law and practice.
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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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 8- Captured
- 2026-08-17
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93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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As used in this report, the terms “country” and “economy” do not in all cases refer to a territorial entity that is a state as understood by international law and practice.3. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 9
Narrow public claim
Corrections and Revisions The data and analysis appearing in the Global Financial Stability Report are compiled by IMF staff at the time of publication.
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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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 9- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Corrections and Revisions The data and analysis appearing in the Global Financial Stability Report are compiled by IMF staff at the time of publication.4. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 9
Narrow public claim
Digital Multiple digital editions of the Global Financial Stability Report, including ePub, enhanced PDF, and HTML, are available on the IMF eLibrary at elibrary.IMF.org/Apr24GFSR.
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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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 9- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Digital Multiple digital editions of the Global Financial Stability Report, including ePub, enhanced PDF, and HTML, are available on the IMF eLibrary at elibrary.IMF.org/Apr24GFSR.5. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 10
Narrow public claim
In normal times, the report seeks to play a role in preventing crises by highlighting policies that may mitigate systemic risks, thereby contributing to global financial stability and the sustained economic growth of the IMF’s member 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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 10- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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In normal times, the report seeks to play a role in preventing crises by highlighting policies that may mitigate systemic risks, thereby contributing to global financial stability and the sustained economic growth of the IMF’s member countries.6. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 10
Narrow public claim
The report benefited from comments and suggestions from staff in other IMF departments, as well as from Executive Directors following their discussions of the GFSR on April 3, 2024.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 10- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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The report benefited from comments and suggestions from staff in other IMF departments, as well as from Executive Directors following their discussions of the GFSR on April 3, 2024.7. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 14
Narrow public claim
Although banks appear well positioned to absorb CRE losses in aggregate, certain countries may experience more strains given that their banks hold large amounts of CRE loans (Figure ES.4), especially if these holdings are concentrated in CRE segments experiencing weak demand.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 14- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Although banks appear well positioned to absorb CRE losses in aggregate, certain countries may experience more strains given that their banks hold large amounts of CRE loans (Figure ES.4), especially if these holdings are concentrated in CRE segments experiencing weak demand.8. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 14
Narrow public claim
Still, household debt sustainability ratios are at modest levels globally, and a surge in residential mortgage defaults remains a tail risk.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 14- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Still, household debt sustainability ratios are at modest levels globally, and a surge in residential mortgage defaults remains a tail risk.9. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 15
Narrow public claim
Also, increasing evidence shows that cash liquidity buffers for firms in advanced economies and emerging markets eroded further over 2023, owing to still-high global interest rates.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 15- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Also, increasing evidence shows that cash liquidity buffers for firms in advanced economies and emerging markets eroded further over 2023, owing to still-high global interest rates.10. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 15
Narrow public claim
As of the third quarter of 2023, the share of small firms with a cash-to-interest-expense ratio below 1 was around one-third in advanced economies and more than half in emerging markets.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 15- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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As of the third quarter of 2023, the share of small firms with a cash-to-interest-expense ratio below 1 was around one-third in advanced economies and more than half in emerging markets.11. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 21
Narrow public claim
Many emerging markets have shown resilience, and some frontier economies have taken advantage of buoyant risk appetite to issue international debt.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 21- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Many emerging markets have shown resilience, and some frontier economies have taken advantage of buoyant risk appetite to issue international debt.12. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 21
Narrow public claim
The global economy appears increasingly likely to achieve a soft landing, and cracks in the financial system exposed by high interest rates have not ruptured further.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 21- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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The global economy appears increasingly likely to achieve a soft landing, and cracks in the financial system exposed by high interest rates have not ruptured further.13. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 25
Narrow public claim
Distributions in panels 3 and 4 are constructed from survey forecast responses, submitted by economists and market participants to Bloomberg.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 25- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Distributions in panels 3 and 4 are constructed from survey forecast responses, submitted by economists and market participants to Bloomberg.14. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 26
Narrow public claim
Short-term interest rate uncertainty is captured by 1y1y at-the-money swaption-implied volatility.
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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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 26- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Short-term interest rate uncertainty is captured by 1y1y at-the-money swaption-implied volatility.15. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 26
Narrow public claim
1y1y = one-year, one-year forward; ECB = European Central Bank; EUR = euro; GFSR = Global Financial Stability Report; MOVE = Merrill Lynch Option Volatility Estimate.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 26- Captured
- 2026-08-17
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93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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1y1y = one-year, one-year forward; ECB = European Central Bank; EUR = euro; GFSR = Global Financial Stability Report; MOVE = Merrill Lynch Option Volatility Estimate.16. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 27
Narrow public claim
Evolution of Long-Term Rates Long-term bond yields across major advanced and emerging market economies have declined, on net, since the October 2023 GFSR, in most cases, driven by a fall in expected path of short-term rates as well as term premiums.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 27- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Evolution of Long-Term Rates Long-term bond yields across major advanced and emerging market economies have declined, on net, since the October 2023 GFSR, in most cases, driven by a fall in expected path of short-term rates as well as term premiums.17. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 27
Narrow public claim
In panel 4, time periods for Federal Reserve tightening cycles are based on Blinder (2023).
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 27- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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In panel 4, time periods for Federal Reserve tightening cycles are based on Blinder (2023).18. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 28
Narrow public claim
AE = advanced economies; GFSR = Global Financial Stability Report; EMs = emerging markets.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 28- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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AE = advanced economies; GFSR = Global Financial Stability Report; EMs = emerging markets.19. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 29
Narrow public claim
Year-over-year growth in expected earnings have steadily increased since July 2023 for S&P 500 and Russell 2000.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 29- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Year-over-year growth in expected earnings have steadily increased since July 2023 for S&P 500 and Russell 2000.20. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 30
Narrow public claim
For details, see Online Annex 1.1 in the October 2018 Global Financial Stability Report.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 30- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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For details, see Online Annex 1.1 in the October 2018 Global Financial Stability Report.21. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 33
Narrow public claim
Changes in valuation of high-quality properties owned by institutional investors (right scale) are computed as of January 2024.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 33- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Changes in valuation of high-quality properties owned by institutional investors (right scale) are computed as of January 2024.22. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 33
Narrow public claim
In panel 2, the liquidity score uses a combination of absolute and relative measures to calculate market liquidity, including percentage of global cross-border investment, share of institutional investment, and volume and number of unique buyers.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 33- Captured
- 2026-08-17
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93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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In panel 2, the liquidity score uses a combination of absolute and relative measures to calculate market liquidity, including percentage of global cross-border investment, share of institutional investment, and volume and number of unique buyers.23. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 36
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Data are as of the third quarter of 2023, except Italy and Korea (2023:Q2), Australia and Germany (2023:Q1), and South Africa (2022:Q3).
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- IMF Global Financial Stability Report, April 2024: The Last Mile
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PDF page 36- Captured
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Data are as of the third quarter of 2023, except Italy and Korea (2023:Q2), Australia and Germany (2023:Q1), and South Africa (2022:Q3).24. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 36
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Some banking systems would have substantially lower ratios if non-CRE loans collateralized by commercial properties are excluded.
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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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- IMF Global Financial Stability Report, April 2024: The Last Mile
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PDF page 36- Captured
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Some banking systems would have substantially lower ratios if non-CRE loans collateralized by commercial properties are excluded.25. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 38
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Mortgage interest rates data for Australia, Norway, and the United States include information until the fourth quarter of 2023.
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- IMF Global Financial Stability Report, April 2024: The Last Mile
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PDF page 38- Captured
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Mortgage interest rates data for Australia, Norway, and the United States include information until the fourth quarter of 2023.26. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 38
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The panel shows changes of debt-service to income ratios in the third quarter of 2023 (latest available), year over year, under two alternative scenarios for the fourth quarter of 2023.
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PDF page 38- Captured
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The panel shows changes of debt-service to income ratios in the third quarter of 2023 (latest available), year over year, under two alternative scenarios for the fourth quarter of 2023.27. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 39
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Commodities include implied volatility of oil and gold as well as 180-day realized volatility of weekly returns for bitcoin.
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PDF page 39- Captured
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Commodities include implied volatility of oil and gold as well as 180-day realized volatility of weekly returns for bitcoin.28. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 39
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Panel 2 shows the difference between S&P option-implied volatility and a forward-model-based volatility estimated using the Glosten-Jagannathan-Runkle generalized autoregressive conditional heteroskedasticity model.
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PDF page 39- Captured
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Panel 2 shows the difference between S&P option-implied volatility and a forward-model-based volatility estimated using the Glosten-Jagannathan-Runkle generalized autoregressive conditional heteroskedasticity model.29. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 40
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This may potentially underestimate the overall share of passive investing as it does not include other vehicles such as index trackers that are also associated with passive investing.
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PDF page 40- Captured
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This may potentially underestimate the overall share of passive investing as it does not include other vehicles such as index trackers that are also associated with passive investing.30. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 40
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Panel 3 uses the iShares iBoxx $ High Yield Corporate Bond and the iShares J.P.
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PDF page 40- Captured
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Panel 3 uses the iShares iBoxx $ High Yield Corporate Bond and the iShares J.P.31. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 44
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In panel 2, yield decomposition is calculated by IMF staff using ACM methodology.
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PDF page 44- Captured
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In panel 2, yield decomposition is calculated by IMF staff using ACM methodology.32. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 45
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Average maturity of local currency government debt in panel 4 is a simple average of 14 major sovereigns with all data as of March 28, 2024.
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PDF page 45- Captured
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Average maturity of local currency government debt in panel 4 is a simple average of 14 major sovereigns with all data as of March 28, 2024.33. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 45
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CDS = credit default swap; CEEMA = Central and Eastern Europe, Middle East, and Africa; EM = emerging market; GFSR = Global Financial Stability Report; HC = hard currency; LatAm = Latin America.
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PDF page 45- Captured
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CDS = credit default swap; CEEMA = Central and Eastern Europe, Middle East, and Africa; EM = emerging market; GFSR = Global Financial Stability Report; HC = hard currency; LatAm = Latin America.34. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 48
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In panels 3 and 4, the ranking of public finance conditions is based on local governments’ general budget deficit and official debt.
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PDF page 48- Captured
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In panels 3 and 4, the ranking of public finance conditions is based on local governments’ general budget deficit and official debt.35. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 52
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US corporate bond spreads are narrower than model values based on macro fundamentals.
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PDF page 52- Captured
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US corporate bond spreads are narrower than model values based on macro fundamentals.36. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 52
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EPS = earnings per share; GFSR = Global Financial Stability Report ; HY = high yield; IG = investment grade.
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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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PDF page 52- Captured
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EPS = earnings per share; GFSR = Global Financial Stability Report ; HY = high yield; IG = investment grade.37. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 53
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In panel 2, US bankruptcies are counted as the sum of Chapters 7 and 11.
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PDF page 53- Captured
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In panel 2, US bankruptcies are counted as the sum of Chapters 7 and 11.38. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 53
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The index is 12-month moving average of the spread and annualized.
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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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PDF page 53- Captured
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The index is 12-month moving average of the spread and annualized.39. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 54
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Projections of the real risk premium are obtained using parametric bootstrap techniques and considering a range of forecasts for Federal Reserve holdings by year-end 2025, as shown in the latest Primary Dealer Survey.
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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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PDF page 54- Captured
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93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Projections of the real risk premium are obtained using parametric bootstrap techniques and considering a range of forecasts for Federal Reserve holdings by year-end 2025, as shown in the latest Primary Dealer Survey.40. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 54
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The ellipses shown delineate the 68 and 95 percent CIs, within which the projected real risk premium is expected to fall.
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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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PDF page 54- Captured
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93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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The ellipses shown delineate the 68 and 95 percent CIs, within which the projected real risk premium is expected to fall.41. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 59
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Values in panel 3 are standardized by z-scores based on aggregate consensus forecast data as of the fourth quarter of 2023; larger values along a given axis signify more risks along that characteristic.
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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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PDF page 59- Captured
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93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Values in panel 3 are standardized by z-scores based on aggregate consensus forecast data as of the fourth quarter of 2023; larger values along a given axis signify more risks along that characteristic.42. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 59
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See Chapter 2 and Chapter 2 Online Annex 2.1 for definitions of KRIs in the October 2023 Global Financial Stability Report.
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PDF page 59- Captured
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93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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See Chapter 2 and Chapter 2 Online Annex 2.1 for definitions of KRIs in the October 2023 Global Financial Stability Report.43. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 60
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The 12 major EMs are Brazil, Chile, Colombia, Hungary, India, Indonesia, Malaysia, Mexico, the Philippines, Poland, South Africa, and Türkiye.
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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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PDF page 60- Captured
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93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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The 12 major EMs are Brazil, Chile, Colombia, Hungary, India, Indonesia, Malaysia, Mexico, the Philippines, Poland, South Africa, and Türkiye.44. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 60
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Panels 2 and 3 show the impulse response functions to a 10-basis point sovereign spread shock from a panel VAR (1), with sovereign CDS spreads ordered before average bank CDS spreads.
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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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 60- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Panels 2 and 3 show the impulse response functions to a 10-basis point sovereign spread shock from a panel VAR (1), with sovereign CDS spreads ordered before average bank CDS spreads.45. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 64
Narrow public claim
All banks should be required to periodically test their access to central bank instruments.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 64- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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All banks should be required to periodically test their access to central bank instruments.46. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 68
Narrow public claim
For the corporate sector, improvement in near-term risk is accompanied by more than proportionate deterioration in medium-term risk.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 68- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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For the corporate sector, improvement in near-term risk is accompanied by more than proportionate deterioration in medium-term risk.47. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 68
Narrow public claim
The conditional forecast density model employed for the United States in panels 3 and 4 augments information on current-quarter credit growth and financial conditions (see the October 2023 Global Financial Stability Report) with quarterly credit growth rates for corporate and household sector provided by domestic banks and all other sectors of the economy.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 68- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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The conditional forecast density model employed for the United States in panels 3 and 4 augments information on current-quarter credit growth and financial conditions (see the October 2023 Global Financial Stability Report) with quarterly credit growth rates for corporate and household sector provided by domestic banks and all other sectors of the economy.48. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 69
Narrow public claim
Panel 2, high CRE concentration measured by CRE exposure to Tier 1 capital plus the allowance for credit losses above 300 percent, uninsured deposits based on call report data for banks with total assets of more than $1 billion, and red dots correspond to unrealized losses of 25 percent or more of Tier 1 capital as of fourth quarter 2023.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 69- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Panel 2, high CRE concentration measured by CRE exposure to Tier 1 capital plus the allowance for credit losses above 300 percent, uninsured deposits based on call report data for banks with total assets of more than $1 billion, and red dots correspond to unrealized losses of 25 percent or more of Tier 1 capital as of fourth quarter 2023.49. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 73
Narrow public claim
Firms borrowing private credit tend to be smaller and riskier than their public market counterparts, and the sector has never experienced a severe economic downturn at its current size and scope.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 73- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Firms borrowing private credit tend to be smaller and riskier than their public market counterparts, and the sector has never experienced a severe economic downturn at its current size and scope.50. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 73
Narrow public claim
Assessing overall financial stability risks of this asset class is challenging because the data needed to fully analyze these risks are unavailable.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 73- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Assessing overall financial stability risks of this asset class is challenging because the data needed to fully analyze these risks are unavailable.51. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 75
Narrow public claim
In panel 2, the measure of assets under management includes those from private credit funds, business development companies, and middle-market collateralized debt obligations, with the last two being mostly US focused, from 2000 to June 2023.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 75- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Repeat this exact check locally
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In panel 2, the measure of assets under management includes those from private credit funds, business development companies, and middle-market collateralized debt obligations, with the last two being mostly US focused, from 2000 to June 2023.52. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 80
Narrow public claim
Average annual credit losses are computed for a 10-year window between 2013 and 2022.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 80- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Average annual credit losses are computed for a 10-year window between 2013 and 2022.53. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 85
Narrow public claim
Public BDCs provide additional transparency, as they cater to a broad range of equity and bond investors.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 85- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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Repeat this exact check locally
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python scripts/verify_primary_public_claim_group.py artifacts/cb7k_dom031_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Public BDCs provide additional transparency, as they cater to a broad range of equity and bond investors.54. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 86
Narrow public claim
The impulse response function is based on an AR(1) model using quarterly data.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 86- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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The impulse response function is based on an AR(1) model using quarterly data.55. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 89
Narrow public claim
Derivatives/total assets: 2016 Sources: Bloomberg Finance L.P.; individual annual reports of selected pension funds; Preqin; and IMF staff calculations.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 89- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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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_dom031_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Derivatives/total assets: 2016 Sources: Bloomberg Finance L.P.; individual annual reports of selected pension funds; Preqin; and IMF staff calculations.56. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 89
Narrow public claim
Note that the calculation in panel 3 is based on 21 of the pension funds in the sample for which data on allocation to private credit funds was found in Preqin.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 89- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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_dom031_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Note that the calculation in panel 3 is based on 21 of the pension funds in the sample for which data on allocation to private credit funds was found in Preqin.57. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 90
Narrow public claim
The global insurers estimate in panel 2 is calculated from a sample of 50 selected large insurance groups from 19 jurisdictions across Europe, North America, Asia, and Australia.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 90- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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_dom031_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The global insurers estimate in panel 2 is calculated from a sample of 50 selected large insurance groups from 19 jurisdictions across Europe, North America, Asia, and Australia.58. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 90
Narrow public claim
The US insurers’ risk-capital ratio is based on a sample of the largest 20 US insurers.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 90- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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_dom031_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The US insurers’ risk-capital ratio is based on a sample of the largest 20 US insurers.59. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 92
Narrow public claim
Relevant regulators and supervisors should coor dinate to address data gaps and enhance their reporting requirements to monitor emerging risks.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 92- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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.
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Relevant regulators and supervisors should coor dinate to address data gaps and enhance their reporting requirements to monitor emerging risks.60. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 97
Narrow public claim
Most direct reported losses from cyberattacks are small, around $0.5 million, but the risk of extreme losses—at least as large as $2.5 billion—has increased.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 97- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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_dom031_t06_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Most direct reported losses from cyberattacks are small, around $0.5 million, but the risk of extreme losses—at least as large as $2.5 billion—has increased.61. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 97
Narrow public claim
The financial sector is highly exposed to cyber risks, with nearly one-fifth of all incidents affecting financial firms.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 97- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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_dom031_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
The financial sector is highly exposed to cyber risks, with nearly one-fifth of all incidents affecting financial firms.62. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 98
Narrow public claim
“Affected count” is the total accumulated number of parties with data breached or stolen, or devices compromised, depending on the type of event.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 98- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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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_dom031_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
“Affected count” is the total accumulated number of parties with data breached or stolen, or devices compromised, depending on the type of event.63. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 99
Narrow public claim
Data for more recent periods may be underestimated because of delayed reporting of cyber events.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 99- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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_dom031_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Data for more recent periods may be underestimated because of delayed reporting of cyber events.64. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 104
Narrow public claim
In panel 2, data labels use International Organization for Standardization (ISO) country codes.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 104- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- Reproduction
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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_dom031_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
In panel 2, data labels use International Organization for Standardization (ISO) country codes.65. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 105
Narrow public claim
Small firms are firms with total assets below the 25th percentile of the sample distribution.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 105- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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_dom031_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Small firms are firms with total assets below the 25th percentile of the sample distribution.66. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 105
Narrow public claim
Malicious events include cyber extortion, malicious data breach, identity fraudulent use/account access, network and website disruption, phishing, spoofing, social engineering, skimming, and physical tampering (see Online Annex 3.1).
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 105- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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_dom031_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Malicious events include cyber extortion, malicious data breach, identity fraudulent use/account access, network and website disruption, phishing, spoofing, social engineering, skimming, and physical tampering (see Online Annex 3.1).67. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 107
Narrow public claim
Teleworkability groups (low, medium, high) are based on Dingel and Nieman (2020).
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 107- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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_dom031_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Teleworkability groups (low, medium, high) are based on Dingel and Nieman (2020).68. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 112
Narrow public claim
In panel 2, the MSCI Privacy & Data Security Management Score measures how well a company manages the risk and opportunities, with higher scores indicating better management.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 112- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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_dom031_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
In panel 2, the MSCI Privacy & Data Security Management Score measures how well a company manages the risk and opportunities, with higher scores indicating better management.69. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 112
Narrow public claim
Panels 3 to 5 are based on an IMF survey of 74 EMDEs comprising 43 questions on various aspects of cybersecurity.
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 112- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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_dom031_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
Panels 3 to 5 are based on an IMF survey of 74 EMDEs comprising 43 questions on various aspects of cybersecurity.70. IMF Global Financial Stability Report, April 2024: The Last Mile · PDF page 117
Narrow public claim
To achieve these objectives, the SWIFT Customer Security Controls Framework v2024 contains security controls, 25 of which are mandatory (SWIFT 2023).
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
- IMF Global Financial Stability Report, April 2024: The Last Mile
- Section locator
PDF page 117- Captured
- 2026-08-17
- Source SHA-256
93ab9c4f651725794f3aa47a52ae959e8b2bfb6ab59e0bd7361b3c7e562303f3- 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_dom031_t07_primary_claims.json --source-file <local-raw-pdf>Exact source quote
To achieve these objectives, the SWIFT Customer Security Controls Framework v2024 contains security controls, 25 of which are mandatory (SWIFT 2023).