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Machine Learning and Causality: The Impact of Financial Crises on Growth

Machine Learning and Causality: The Impact of Financial Crises on Growth »

Volume/Issue: 2019/228

Series: IMF Working Papers

Author(s): Andrew Tiffin

Publisher: INTERNATIONAL MONETARY FUND

Publication Date: 01 November 2019

DOI: http://dx.doi.org/10.5089/9781513518305.001

ISBN: 9781513518305

Keywords: Financial soundness indicators, Economic analysis, Financial crises, Banking crisis, Economic sectors, Supervised machine learning, causal inference, policy evaluation, counterfactual prediction, randomized experiments

Machine learning tools are well known for their success in prediction. But prediction is not causation, and causal discovery is at the core of most questions concerning economic policy. Recently, however, the liter...

Machine Learning and Causality: The Impact of Financial Crises on Growth

Machine Learning and Causality: The Impact of Financial Crises on Growth »

Source: Machine Learning and Causality: The Impact of Financial Crises on Growth

Volume/Issue: 2019/228

Series: IMF Working Papers

Author(s): Andrew Tiffin

Publisher: INTERNATIONAL MONETARY FUND

Publication Date: 01 November 2019

ISBN: 9781513518305

Keywords: Financial soundness indicators, Economic analysis, Financial crises, Banking crisis, Economic sectors, Supervised machine learning, causal inference, policy evaluation, counterfactual prediction, randomized experiments

Machine learning tools are well known for their success in prediction. But prediction is not causation, and causal discovery is at the core of most questions concerning economic policy. Recently, however, the liter...

Household Debt, Consumption, and Monetary Policy in Australia1

Household Debt, Consumption, and Monetary Policy in Australia1 »

Source: Household Debt, Consumption, and Monetary Policy in Australia

Volume/Issue: 2019/76

Series: IMF Working Papers

Author(s): Elena Loukoianova , Yu Ching Wong , and Ioana Hussiada

Publisher: INTERNATIONAL MONETARY FUND

Publication Date: 05 April 2019

ISBN: 9781498303767

Keywords: Financial statistics, Interest rates on loans, Cost of living, Interest rate increases, Monetary transmission mechanism, household debt, consumption, household survey data, monetary policy, household

This paper discusses the evolution of the household debt in Australia and finds that while higher-income and higher-wealth households tend to have higher debt, lower-income households may become more vulnerable to...

Household Debt, Consumption, and Monetary Policy in Australia

Household Debt, Consumption, and Monetary Policy in Australia »

Volume/Issue: 2019/76

Series: IMF Working Papers

Author(s): Elena Loukoianova , Yu Ching Wong , and Ioana Hussiada

Publisher: INTERNATIONAL MONETARY FUND

Publication Date: 05 April 2019

DOI: http://dx.doi.org/10.5089/9781498303767.001

ISBN: 9781498303767

Keywords: Financial statistics, Interest rates on loans, Cost of living, Interest rate increases, Monetary transmission mechanism, household debt, consumption, household survey data, monetary policy, household

This paper discusses the evolution of the household debt in Australia and finds that while higher-income and higher-wealth households tend to have higher debt, lower-income households may become more vulnerable to...

Australia

Australia »

Source: Australia : Financial Sector Assessment Program-Technical Note-Stress Testing the Banking Sector and Systemic Risk Analysis

Volume/Issue: 2019/51

Series: IMF Staff Country Reports

Author(s): International Monetary Fund. Monetary and Capital Markets Department

Publisher: INTERNATIONAL MONETARY FUND

Publication Date: 21 February 2019

ISBN: 9781484398920

Keywords: Bank credit, Central banks, Bank liquidity, Financial soundness indicators, Systemically important financial institutions, Australian bank;liquidity;fund cost;GFC;solvency

This Technical Note on Stress Testing the Banking Sector and Systemic Risk Analysis for Australia was prepared by a staff team of the International Monetary Fund as background documentation for the periodic consult...

Australia

Australia »

Source: Australia : Financial Sector Assessment Program-Technical Note-Supervision, Oversight and Resolution Planning of Financial Market Infrastructures

Volume/Issue: 2019/52

Series: IMF Staff Country Reports

Author(s): International Monetary Fund. Monetary and Capital Markets Department

Publisher: INTERNATIONAL MONETARY FUND

Publication Date: 21 February 2019

ISBN: 9781484398968

Keywords: Economic stabilization, Clearing and settlement systems, Central banks, Payment systems, Financial crises, ASX;RBA;RITS;payment system;ACCC

This Technical Note on Supervision, Oversight, and Resolution Planning of Financial Market Infrastructures for Australia was prepared by a staff team of the International Monetary Fund as background documentation f...

Australia

Australia »

Source: Australia : Financial Sector Assessment Program-Detailed Assessment of Observance-Basel Core Principles For Effective Banking Supervision

Volume/Issue: 2019/53

Series: IMF Staff Country Reports

Author(s): International Monetary Fund. Monetary and Capital Markets Department

Publisher: INTERNATIONAL MONETARY FUND

Publication Date: 21 February 2019

ISBN: 9781484398982

Keywords: Bank credit, Central banks, Access to international capital markets, Related party lending, Bank capital, APRA;bank act;Adi;bank 's board;FSSA

This Detailed Assessment of Observance of the Basel Core Principles For Effective Banking Supervision for Australia was prepared by a staff team of the International Monetary Fund. It is based on the information av...

Australia

Australia »

Source: Australia : Selected Issues

Volume/Issue: 2019/56

Series: IMF Staff Country Reports

Author(s): International Monetary Fund. Asia and Pacific Dept

Publisher: INTERNATIONAL MONETARY FUND

Publication Date: 21 February 2019

ISBN: 9781484399033

Keywords: Fiscal policy, Fiscal sector, Real effective exchange rates, Fiscal space, Economic growth, net debt;PBO;economic cycle;GFC;output gap

This Selected Issues paper on Australia was prepared by a staff team of the International Monetary Fund as background documentation for the periodic consultation with the member country. It is based on the informat...

Australia

Australia »

Source: Australia : Financial Sector Assessment Program-Technical Note-Bank Resolution and Crisis Management

Volume/Issue: 2019/48

Series: IMF Staff Country Reports

Author(s): International Monetary Fund. Monetary and Capital Markets Department

Publisher: INTERNATIONAL MONETARY FUND

Publication Date: 21 February 2019

ISBN: 9781484398845

Keywords: Central banks, Systemically important financial institutions, Banking safety nets, Bank liquidity, Deposit insurance, APRA;RBA;Adi;FCS;foreign branch, limate change, Sustainability, Energy technology & engineering, Energy, power generation, distribution & storage

This Technical Note on Bank Resolution and Crisis Management for Australia was prepared by a staff team of the International Monetary Fund as background documentation for the periodic consultation with the member c...

Australia

Australia »

Source: Australia : Financial Sector Assessment Program-Technical Note-Insurance Sector: Regulation and Supervision

Volume/Issue: 2019/49

Series: IMF Staff Country Reports

Author(s): International Monetary Fund. Monetary and Capital Markets Department

Publisher: INTERNATIONAL MONETARY FUND

Publication Date: 21 February 2019

ISBN: 9781484398890

Keywords: Economic growth, Financial crises, Consumer credit, Health insurance, Financial regulation and supervision, life insurer;APRA;ASIC;insurer;policyholder

This Technical Note on Insurance Sector: Regulation and Supervision for Australia was prepared by a staff team of the International Monetary Fund as background documentation for the periodic consultation with the m...