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The Federal Reserve’s Response to the Global Financial Crisis and its Effects: An Interrupted Time-Series Analysis of the Impact of its Quantitative Easing Programs

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  • KAMKOUM, Arnaud Cedric

Abstract

The financial crisis that started in the U.S. at the end of 2007 and later spread to other countries was the most severe economic and financial disaster since the Great Depression. The crisis began in the U.S. housing market in August 2007, rapidly extended to other sectors of the U.S. economy, and became global following the collapse of various U.S.-based international financial institutions. To counter the negative effects of the crisis, the Federal Reserve (the central bank of the United States) and other central banks conducted monetary policies that are widely considered unconventional. This master’s thesis examines the monetary policies the Federal Reserve implemented in response to the crisis. More specifically, the thesis analyzes the Federal Reserve’s quantitative easing (QE) programs, liquidity facilities, and forward guidance operations implemented from 2007 to 2018. The thesis’ detailed examination of these policies is concluded with an interrupted time-series (ITS) analysis of the causal effects of the QE programs on U.S. inflation and real GDP. The results of this design-based natural experimental approach show that the QE operations positively affected U.S. real GDP but did not significantly impact U.S. inflation. Specifically, it is found that, for the 2011Q2-2018Q4 post-QE period, real GDP per capita in the U.S. increased by an average of 231 dollars per quarter relative to how it would have changed had the QE programs not been conducted. Moreover, the results show that, in 2018Q4, ten years after the beginning of the Federal Reserve’s QE programs, real GDP per capita in the U.S. increased by 14% relative to what it would have been during that quarter had there not been the QE programs.

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  • KAMKOUM, Arnaud Cedric, 2023. "The Federal Reserve’s Response to the Global Financial Crisis and its Effects: An Interrupted Time-Series Analysis of the Impact of its Quantitative Easing Programs," Thesis Commons d7pvg, Center for Open Science.
  • Handle: RePEc:osf:thesis:d7pvg
    DOI: 10.31219/osf.io/d7pvg
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    1. Joshua D. Angrist & Alan B. Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Journal of Economic Perspectives, American Economic Association, vol. 15(4), pages 69-85, Fall.
    2. Cantoni, Davide & Yuchtman, Noam, 2020. "Historical Natural Experiments: Bridging Economics and Economic History," CEPR Discussion Papers 14401, C.E.P.R. Discussion Papers.
    3. Jane E. Ihrig & Scott A. Wolla, 2020. "The Fed’s New Monetary Policy Tools," Page One Economics Newsletter, Federal Reserve Bank of St. Louis, August.
    4. Catherine Hausman & David S. Rapson, 2018. "Regression Discontinuity in Time: Considerations for Empirical Applications," Annual Review of Resource Economics, Annual Reviews, vol. 10(1), pages 533-552, October.
    5. James J. Heckman, 2008. "Econometric Causality," International Statistical Review, International Statistical Institute, vol. 76(1), pages 1-27, April.
    6. Claudio Borio & Anna Zabai, 2018. "Unconventional monetary policies: a re-appraisal," Chapters, in: Peter Conti-Brown & Rosa M. Lastra (ed.), Research Handbook on Central Banking, chapter 20, pages 398-444, Edward Elgar Publishing.
    7. Nicoletta Batini & Edward Nelson, 2001. "The Lag from Monetary Policy Actions to Inflation: Friedman Revisited," International Finance, Wiley Blackwell, vol. 4(3), pages 381-400.
    8. Joshua D. Angrist & Jörn-Steffen Pischke, 2010. "The Credibility Revolution in Empirical Economics: How Better Research Design Is Taking the Con out of Econometrics," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 3-30, Spring.
    9. Patrice Ollivaud & David Turner, 2015. "The effect of the global financial crisis on OECD potential output," OECD Journal: Economic Studies, OECD Publishing, vol. 2014(1), pages 41-60.
    10. Board of Governors of the Federal Reserve System (U.S.), 2016. "The Federal Reserve System: Purposes and Functions," Reports and Studies 2415, Board of Governors of the Federal Reserve System (U.S.).
    11. Thorvald Grung Moe, 2012. "Shadow Banking and the Limits of Central Bank Liquidity Support: How to Achieve a Better Balance between Global and Official Liquidity," Economics Working Paper Archive wp_712, Levy Economics Institute.
    12. Christopher J. Neely, 2014. "Lessons from the taper tantrum," Economic Synopses, Federal Reserve Bank of St. Louis, issue 2.
    13. Christina D. Romer & David H. Romer, 1989. "Does Monetary Policy Matter? A New Test in the Spirit of Friedman and Schwartz," NBER Chapters, in: NBER Macroeconomics Annual 1989, Volume 4, pages 121-184, National Bureau of Economic Research, Inc.
    14. Martina Cecioni & Giuseppe Ferrero & Alessandro Secchi, 2018. "Unconventional Monetary Policy in Theory and in Practice," World Scientific Book Chapters, in: Douglas D Evanoff & George G Kaufman & A G Malliaris (ed.), Innovative Federal Reserve Policies During the Great Financial Crisis, chapter 1, pages 1-36, World Scientific Publishing Co. Pte. Ltd..
    15. Committee, Nobel Prize, 2021. "Answering causal questions using observational data," Nobel Prize in Economics documents 2021-2, Nobel Prize Committee.
    16. Cook, Thomas D., 2008. ""Waiting for Life to Arrive": A history of the regression-discontinuity design in Psychology, Statistics and Economics," Journal of Econometrics, Elsevier, vol. 142(2), pages 636-654, February.
    17. Eric Monnet & Francois R. Velde, 2020. "Money, Banking, and Old-School Historical Economics," Working Paper Series WP-2020-28, Federal Reserve Bank of Chicago.
    18. Carl E. Walsh, 2010. "Monetary Theory and Policy, Third Edition," MIT Press Books, The MIT Press, edition 3, volume 1, number 0262013770, April.
    19. Nessen, Marianne & Vestin, David, 2005. "Average Inflation Targeting," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 37(5), pages 837-863, October.
    20. Mathilde Godard, 2017. "Targeting disability insurance applications with screening," Post-Print halshs-01660800, HAL.
    21. Wagner, John A. & Rubin, Paul A. & Callahan, Thomas J., 1988. "Incentive payment and nonmanagerial productivity: An interrupted time series analysis of magnitude and trend," Organizational Behavior and Human Decision Processes, Elsevier, vol. 42(1), pages 47-74, August.
    22. Greenbaum, Stuart I. & Thakor, Anjan V. & Boot, Arnoud (ed.), 2015. "Contemporary Financial Intermediation," Elsevier Monographs, Elsevier, edition 3, number 9780124051966.
    23. Milton Friedman & Anna J. Schwartz, 1963. "A Monetary History of the United States, 1867–1960," NBER Books, National Bureau of Economic Research, Inc, number frie63-1.
    24. Christopher A. Sims, 2012. "Statistical Modeling of Monetary Policy and Its Effects," American Economic Review, American Economic Association, vol. 102(4), pages 1187-1205, June.
    25. Vladimir Klyuev & Phil De Imus & Krishna Srinivasan, 2009. "Unconventional Choices for Unconventional Times Credit and Quantitative Easing in Advanced Economies," IMF Staff Position Notes 2009/27, International Monetary Fund.
    26. Imbens, Guido W. & Lemieux, Thomas, 2008. "Regression discontinuity designs: A guide to practice," Journal of Econometrics, Elsevier, vol. 142(2), pages 615-635, February.
    27. Loretta J. Mester, 2018. "Monetary Policy Frameworks; Panel Remarks for the National Association for Business Economics and American Economic Association Session, \"Coordinating Conventional and Unconventional Monetary Po," Speech 89, Federal Reserve Bank of Cleveland.
    28. Milton Friedman & Anna J. Schwartz, 1987. "Money and Business Cycles," NBER Chapters, in: Money in Historical Perspective, pages 24-77, National Bureau of Economic Research, Inc.
    29. Saroj Bhattarai & Christopher J. Neely, 2022. "An Analysis of the Literature on International Unconventional Monetary Policy," Journal of Economic Literature, American Economic Association, vol. 60(2), pages 527-597, June.
    30. Peter N. Ireland, 2005. "The Monetary Transmission Mechanism," Boston College Working Papers in Economics 628, Boston College Department of Economics.
    31. De Vroey,Michel, 2016. "A History of Macroeconomics from Keynes to Lucas and Beyond," Cambridge Books, Cambridge University Press, number 9781107584945, September.
    32. Laurence Ball, 2014. "Long-term damage from the Great Recession in OECD countries," European Journal of Economics and Economic Policies: Intervention, Edward Elgar Publishing, vol. 11(2), pages 149-160, September.
    33. Manyee Wong & Thomas D. Cook & Peter M. Steinerd, "undated". "Adding Design Elements to Improve Time Series Designs: No Child Left Behind as an Example of Causal Pattern-Matching," Mathematica Policy Research Reports f2eb99fee02243eabb247e6b8, Mathematica Policy Research.
    34. Milton Friedman, 2005. "A Natural Experiment in Monetary Policy Covering Three Episodes of Growth and Decline in the Economy and the Stock Market," Journal of Economic Perspectives, American Economic Association, vol. 19(4), pages 145-150, Fall.
    35. Ratna Sahay & Vivek B. Arora & Athanasios V Arvanitis & Hamid Faruqee & Papa M N'Diaye & Tommaso Mancini Griffoli, 2014. "Emerging Market Volatility; Lessons from The Taper Tantrum," IMF Staff Discussion Notes 14/9, International Monetary Fund.
    36. Granger, C W J, 1969. "Investigating Causal Relations by Econometric Models and Cross-Spectral Methods," Econometrica, Econometric Society, vol. 37(3), pages 424-438, July.
    37. John B. Taylor, 2009. "The Financial Crisis and the Policy Responses: An Empirical Analysis of What Went Wrong," NBER Working Papers 14631, National Bureau of Economic Research, Inc.
    38. Charles H. Anderton & John R. Carter, 2001. "The Impact of War on Trade: An Interrupted Times-Series Study," Journal of Peace Research, Peace Research Institute Oslo, vol. 38(4), pages 445-457, July.
    39. Meyer, Bruce D, 1995. "Natural and Quasi-experiments in Economics," Journal of Business & Economic Statistics, American Statistical Association, vol. 13(2), pages 151-161, April.
    40. Christopher A. Sims, 2010. "But Economics Is Not an Experimental Science," Journal of Economic Perspectives, American Economic Association, vol. 24(2), pages 59-68, Spring.
    41. James J. Heckman, 2008. "Causalidad econométrica," Monetaria, CEMLA, vol. 0(3), pages 291-338, julio-sep.
    42. Lawrence J. Christiano, 2012. "Christopher A. Sims and Vector Autoregressions," Scandinavian Journal of Economics, Wiley Blackwell, vol. 114(4), pages 1082-1104, December.
    43. David S. Lee & Thomas Lemieux, 2010. "Regression Discontinuity Designs in Economics," Journal of Economic Literature, American Economic Association, vol. 48(2), pages 281-355, June.
    44. George A. Kahn, 2009. "Beyond inflation targeting: should central banks target the price level?," Economic Review, Federal Reserve Bank of Kansas City, vol. 94(Q III), pages 35-64.
    45. Gary Richardson & William Troost, 2009. "Monetary Intervention Mitigated Banking Panics during the Great Depression: Quasi-Experimental Evidence from a Federal Reserve District Border, 1929-1933," Journal of Political Economy, University of Chicago Press, vol. 117(6), pages 1031-1073, December.
    46. Lorie Zorn & Carolyn A. Wilkins & Walter Engert, 2009. "Bank of Canada Liquidity Actions in Response to the Financial Market Turmoil," Bank of Canada Review, Bank of Canada, vol. 2009(Autumn), pages 7-26.
    47. Thomas S. Dee & Brian Jacob, 2011. "The impact of no Child Left Behind on student achievement," Journal of Policy Analysis and Management, John Wiley & Sons, Ltd., vol. 30(3), pages 418-446, June.
    48. Frederic S. Mishkin & Eugene N. White, 2014. "Unprecedented Actions: The Federal Reserve’s Response to the Global Financial Crisis in Historical Perspective," NBER Working Papers 20737, National Bureau of Economic Research, Inc.
    49. Ms. Ratna Sahay & Mr. Vivek B. Arora & Mr. Athanasios V Arvanitis & Mr. Hamid Faruqee & Mr. Papa M N'Diaye & Mr. Tommaso Mancini-Griffoli, 2014. "Emerging Market Volatility: Lessons from The Taper Tantrum," IMF Staff Discussion Notes 2014/009, International Monetary Fund.
    50. Milton Friedman, 1961. "The Lag in Effect of Monetary Policy," Journal of Political Economy, University of Chicago Press, vol. 69(5), pages 447-447.
    51. Jeffrey R. Campbell & Charles L. Evans & Jonas D.M. Fisher & Alejandro Justiniano, 2012. "Macroeconomic Effects of Federal Reserve Forward Guidance," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 43(1 (Spring), pages 1-80.
    52. Thomas S. Dee & Brian A. Jacob, 2010. "The Impact of No Child Left Behind on Students, Teachers, and Schools," Brookings Papers on Economic Activity, Economic Studies Program, The Brookings Institution, vol. 41(2 (Fall)), pages 149-207.
    53. Sims, Christopher A, 1980. "Macroeconomics and Reality," Econometrica, Econometric Society, vol. 48(1), pages 1-48, January.
    54. Francis X. Diebold, 1998. "The Past, Present, and Future of Macroeconomic Forecasting," Journal of Economic Perspectives, American Economic Association, vol. 12(2), pages 175-192, Spring.
    55. Friedman, Milton, 1972. "Have Monetary Policies Failed?," American Economic Review, American Economic Association, vol. 62(2), pages 11-18, May.
    56. Fuchs-Schündeln, N. & Hassan, T.A., 2016. "Natural Experiments in Macroeconomics," Handbook of Macroeconomics, in: J. B. Taylor & Harald Uhlig (ed.), Handbook of Macroeconomics, edition 1, volume 2, chapter 0, pages 923-1012, Elsevier.
    57. Wenbo Meng, 2022. "Understanding the Heterogeneity in the Effect of Driving Restriction Policies on Air Quality: Evidence from Chinese Cities," Environmental & Resource Economics, Springer;European Association of Environmental and Resource Economists, vol. 82(1), pages 133-175, May.
    58. McCleary, Richard & McDowall, David & Bartos, Bradley, 2017. "Design and Analysis of Time Series Experiments," OUP Catalogue, Oxford University Press, number 9780190661564.
    59. repec:fth:prinin:455 is not listed on IDEAS
    60. Andrea Pescatori & Saeed Zaman, 2011. "Macroeconomic models, forecasting, and policymaking," Economic Commentary, Federal Reserve Bank of Cleveland, issue Oct.
    61. Kotaro Ishi & Mr. Kenji Fujita & Mr. Mark R. Stone, 2011. "Should Unconventional Balance Sheet Policies Be Added to the Central Bank toolkit? a Review of the Experience so Far," IMF Working Papers 2011/145, International Monetary Fund.
    62. Ariel Linden, 2015. "Conducting interrupted time-series analysis for single- and multiple-group comparisons," Stata Journal, StataCorp LP, vol. 15(2), pages 480-500, June.
    63. Daniel Gray & Harry Pickard & Luke Munford, 2021. "Election Outcomes and Individual Subjective Wellbeing in Great Britain," Economica, London School of Economics and Political Science, vol. 88(351), pages 809-837, July.
    64. Glenn D. Rudebusch, 1995. "What are the lags in monetary policy?," FRBSF Economic Letter, Federal Reserve Bank of San Francisco, issue feb3.
    65. Jane E. Ihrig & Ellen E. Meade & Gretchen C. Weinbach, 2015. "Monetary Policy 101: A Primer on the Fed's Changing Approach to Policy Implementation," Finance and Economics Discussion Series 2015-47, Board of Governors of the Federal Reserve System (U.S.).
    66. Howard S. Bloom, 2003. "Using “Short†Interrupted Time-Series Analysis To Measure The Impacts Of Whole-School Reforms," Evaluation Review, , vol. 27(1), pages 3-49, February.
    67. Loretta J. Mester, 2018. "Remarks on the FOMC’s Monetary Policy Framework; 02-23-2018: Panel Remarks at the 2018 U.S. Monetary Policy Forum, Sponsored by the Initiative on Global Markets at the University of Chicago Booth Scho," Speech 94, Federal Reserve Bank of Cleveland.
    68. Scott A. Wolla, 2019. "A New Frontier: Monetary Policy with Ample Reserves," Page One Economics Newsletter, Federal Reserve Bank of St. Louis, pages 1-7, May.
    69. Joshua Angrist & Alan Krueger, 2001. "Instrumental Variables and the Search for Identification: From Supply and Demand to Natural Experiments," Working Papers 834, Princeton University, Department of Economics, Industrial Relations Section..
    70. Stephen D. Williamson, 2017. "Quantitative Easing: How Well Does This Tool Work?," The Regional Economist, Federal Reserve Bank of St. Louis, vol. 25(3).
    71. Lucas, Robert Jr, 1976. "Econometric policy evaluation: A critique," Carnegie-Rochester Conference Series on Public Policy, Elsevier, vol. 1(1), pages 19-46, January.
    72. Sims, Christopher A, 1972. "Money, Income, and Causality," American Economic Review, American Economic Association, vol. 62(4), pages 540-552, September.
    73. Bonham, Carl & Fujii, Edwin & Im, Eric & Mak, James, 1992. "The Impact of the Hotel Room Tax: An Interrupted Time Series Approach," National Tax Journal, National Tax Association;National Tax Journal, vol. 45(4), pages 433-441, December.
    74. Roger E.A. Farmer, 2012. "Qualitative Easing: How it Works and Why it Matters," NBER Working Papers 18421, National Bureau of Economic Research, Inc.
    75. Mr. Vladimir Klyuev & Phil De Imus & Mr. Krishna Srinivasan, 2009. "Unconventional Choices for Unconventional Times Credit and Quantitative Easing in Advanced Economies," IMF Staff Position Notes 2009/027, International Monetary Fund.
    76. Vestin, David, 2006. "Price-level versus inflation targeting," Journal of Monetary Economics, Elsevier, vol. 53(7), pages 1361-1376, October.
    77. Katherine Barbieri & Jack S. Levy, 1999. "Sleeping with the Enemy: The Impact of War on Trade," Journal of Peace Research, Peace Research Institute Oslo, vol. 36(4), pages 463-479, July.
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    1. KAMKOUM, Arnaud Cedric, 2023. "The Federal Reserve’s Response to the Global Financial Crisis and Its Long-Term Impact: An Interrupted Time-Series Natural Experimental Analysis," OSF Preprints 53qbm, Center for Open Science.

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