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Forecast Performance in Times of Terrorism

Author

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  • Jonathan Benchimol

    (Bank of Israel)

  • Makram El-Shagi

    (Henan University, Kaifeng, China)

Abstract

Abstra​ct Governments, central banks, and private companies make extensive use of expert and market-based forecasts in their decision-making processes. These forecasts can be affected by terrorism, a factor that should be considered by decision-makers. We focus on terrorism as a mostly endogenously driven form of political uncertainty and assess the forecasting performance of market-based and professional inflation and exchange rate forecasts in Israel. We show that expert forecasts are better than market-based forecasts, particularly during periods of terrorism. However, the performance of both market-based and expert forecasts is significantly worse during such periods. Thus, policymakers should be particularly attentive to terrorism when considering inflation and exchange rate forecasts.

Suggested Citation

  • Jonathan Benchimol & Makram El-Shagi, 2019. "Forecast Performance in Times of Terrorism," Bank of Israel Working Papers 2019.08, Bank of Israel.
  • Handle: RePEc:boi:wpaper:2019.08
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    1. Gabaix, Xavier & Verdelhan, Adrien & Rancière, Romain & Farhi, Emmanuel & Fraiberger, Samuel P., 2009. "Crash Risk in Currency Markets," CEPR Discussion Papers 7322, C.E.P.R. Discussion Papers.
    2. El-Shagi, Makram & Giesen, Sebastian & Jung, Alexander, 2016. "Revisiting the relative forecast performances of Fed staff and private forecasters: A dynamic approach," International Journal of Forecasting, Elsevier, vol. 32(2), pages 313-323.
    3. Choi, Sangyup & Furceri, Davide & Loungani, Prakash & Mishra, Saurabh & Poplawski-Ribeiro, Marcos, 2018. "Oil prices and inflation dynamics: Evidence from advanced and developing economies," Journal of International Money and Finance, Elsevier, vol. 82(C), pages 71-96.
    4. Barnett, Alina & Mumtaz, Haroon & Theodoridis, Konstantinos, 2014. "Forecasting UK GDP growth and inflation under structural change. A comparison of models with time-varying parameters," International Journal of Forecasting, Elsevier, vol. 30(1), pages 129-143.
    5. Cukierman, Alex, 2015. "The choice of flexibility in targeting inflation during normal times and during disinflations," Research in Economics, Elsevier, vol. 69(4), pages 494-502.
    6. Alberto Abadie & Javier Gardeazabal, 2003. "The Economic Costs of Conflict: A Case Study of the Basque Country," American Economic Review, American Economic Association, vol. 93(1), pages 113-132, March.
    7. El-Shagi, Makram, 2019. "Rationality tests in the presence of instabilities in finite samples," Economic Modelling, Elsevier, vol. 79(C), pages 242-246.
    8. Axel Dreher & Andreas Fuchs, 2011. "Does terror increase aid?," Public Choice, Springer, vol. 149(3), pages 337-363, December.
    9. Benchimol, Jonathan, 2016. "Money and monetary policy in Israel during the last decade," Journal of Policy Modeling, Elsevier, vol. 38(1), pages 103-124.
    10. Frederic S. Mishkin, 2011. "Over the Cliff: From the Subprime to the Global Financial Crisis," Journal of Economic Perspectives, American Economic Association, vol. 25(1), pages 49-70, Winter.
    11. Eldor, Rafi & Melnick, Rafi, 2004. "Financial markets and terrorism," European Journal of Political Economy, Elsevier, vol. 20(2), pages 367-386, June.
    12. West, Kenneth D & McCracken, Michael W, 1998. "Regression-Based Tests of Predictive Ability," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 39(4), pages 817-840, November.
    13. Elster, Yael & Zussman, Asaf & Zussman, Noam, 2017. "Rockets: The housing market effects of a credible terrorist threat," Journal of Urban Economics, Elsevier, vol. 99(C), pages 136-147.
    14. Fielding, David, 2003. "Counting the Cost of the Intifada: Consumption, Saving and Political Instability in Israel," Public Choice, Springer, vol. 116(3-4), pages 297-312, September.
    15. Rigobon, Roberto & Sack, Brian, 2005. "The effects of war risk on US financial markets," Journal of Banking & Finance, Elsevier, vol. 29(7), pages 1769-1789, July.
    16. Chen, Andrew H. & Siems, Thomas F., 2004. "The effects of terrorism on global capital markets," European Journal of Political Economy, Elsevier, vol. 20(2), pages 349-366, June.
    17. Anna Pavlova & Roberto Rigobon, 2007. "Asset Prices and Exchange Rates," The Review of Financial Studies, Society for Financial Studies, vol. 20(4), pages 1139-1180.
    18. Dreher, Axel & Gassebner, Martin, 2008. "Does political proximity to the U.S. cause terror?," Economics Letters, Elsevier, vol. 99(1), pages 27-29, April.
    19. Berrebi, Claude & Klor, Esteban F., 2008. "Are Voters Sensitive to Terrorism? Direct Evidence from the Israeli Electorate," American Political Science Review, Cambridge University Press, vol. 102(3), pages 279-301, August.
    20. El-Shagi, Makram, 2011. "Inflation expectations: Does the market beat econometric forecasts?," The North American Journal of Economics and Finance, Elsevier, vol. 22(3), pages 298-319.
    21. Eckstein, Zvi & Tsiddon, Daniel, 2004. "Macroeconomic consequences of terror: theory and the case of Israel," Journal of Monetary Economics, Elsevier, vol. 51(5), pages 971-1002, July.
    22. Scotti, Chiara, 2016. "Surprise and uncertainty indexes: Real-time aggregation of real-activity macro-surprises," Journal of Monetary Economics, Elsevier, vol. 82(C), pages 1-19.
    23. Newey, Whitney & West, Kenneth, 2014. "A simple, positive semi-definite, heteroscedasticity and autocorrelation consistent covariance matrix," Applied Econometrics, Russian Presidential Academy of National Economy and Public Administration (RANEPA), vol. 33(1), pages 125-132.
    24. Bec, Frédérique & De Gaye, Annabelle, 2016. "How do oil price forecast errors impact inflation forecast errors? An empirical analysis from US, French and UK inflation forecasts," Economic Modelling, Elsevier, vol. 53(C), pages 75-88.
    25. Denis Larocque & Genevieve Lincourt & Michel Normandin, 2010. "Macroeconomic Effects Of Terrorist Shocks In Israel," Defence and Peace Economics, Taylor & Francis Journals, vol. 21(4), pages 317-336.
    26. Benchimol, Jonathan & Fourçans, André, 2017. "Money And Monetary Policy In The Eurozone: An Empirical Analysis During Crises," Macroeconomic Dynamics, Cambridge University Press, vol. 21(3), pages 677-707, April.
    27. Axel Dreher & Justina A. V. Fischer, 2010. "Government Decentralization As A Disincentive For Transnational Terror? An Empirical Analysis," International Economic Review, Department of Economics, University of Pennsylvania and Osaka University Institute of Social and Economic Research Association, vol. 51(4), pages 981-1002, November.
    28. Asaf Zussman & Noam Zussman & Morten Ørregaard Nielsen, 2008. "Asset Market Perspectives on the Israeli–Palestinian Conflict," Economica, London School of Economics and Political Science, vol. 75(297), pages 84-115, February.
    29. Caraiani, Petre, 2016. "The role of money in DSGE models: a forecasting perspective," Journal of Macroeconomics, Elsevier, vol. 47(PB), pages 315-330.
    30. repec:bla:econom:v:70:y:2003:i:277:p:159-186 is not listed on IDEAS
    31. Ruiz Estrada, Mario Arturo & Koutronas, Evangelos, 2016. "Terrorist attack assessment: Paris November 2015 and Brussels March 2016," Journal of Policy Modeling, Elsevier, vol. 38(3), pages 553-571.
    32. Jacob A. Mincer & Victor Zarnowitz, 1969. "The Evaluation of Economic Forecasts," NBER Chapters, in: Economic Forecasts and Expectations: Analysis of Forecasting Behavior and Performance, pages 3-46, National Bureau of Economic Research, Inc.
    33. Raffaella Giacomini & Halbert White, 2006. "Tests of Conditional Predictive Ability," Econometrica, Econometric Society, vol. 74(6), pages 1545-1578, November.
    34. Keefer,Philip & Loayza,Norman (ed.), 2008. "Terrorism, Economic Development, and Political Openness," Cambridge Books, Cambridge University Press, number 9780521887588, September.
    35. Barbara Rossi & Tatevik Sekhposyan, 2016. "Forecast Rationality Tests in the Presence of Instabilities, with Applications to Federal Reserve and Survey Forecasts," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 31(3), pages 507-532, April.
    36. Stephen G. Cecchetti, 2009. "Crisis and Responses: The Federal Reserve in the Early Stages of the Financial Crisis," Journal of Economic Perspectives, American Economic Association, vol. 23(1), pages 51-75, Winter.
    37. Dmitri Romanov & Asaf Zussman & Noam Zussman, 2012. "Does Terrorism Demoralize? Evidence from Israel," Economica, London School of Economics and Political Science, vol. 79(313), pages 183-198, January.
    38. Diebold, Francis X & Mariano, Roberto S, 2002. "Comparing Predictive Accuracy," Journal of Business & Economic Statistics, American Statistical Association, vol. 20(1), pages 134-144, January.
    39. Gerlach, Jeffrey R. & Yook, Youngsuk, 2016. "Political conflict and foreign portfolio investment: Evidence from North Korean attacks," Pacific-Basin Finance Journal, Elsevier, vol. 39(C), pages 178-196.
    40. Kollias, Christos & Papadamou, Stephanos & Stagiannis, Apostolos, 2011. "Terrorism and capital markets: The effects of the Madrid and London bomb attacks," International Review of Economics & Finance, Elsevier, vol. 20(4), pages 532-541, October.
    41. Emmanuel Farhi & Xavier Gabaix, 2016. "Editor's Choice Rare Disasters and Exchange Rates," The Quarterly Journal of Economics, President and Fellows of Harvard College, vol. 131(1), pages 1-52.
    42. Jacob A. Mincer, 1969. "Economic Forecasts and Expectations: Analysis of Forecasting Behavior and Performance," NBER Books, National Bureau of Economic Research, Inc, number minc69-1.
    43. Rachel Adeney & Ivailo Arsov & Richard Evans, 2017. "Inflation Expectations in Advanced Economies," RBA Bulletin (Print copy discontinued), Reserve Bank of Australia, pages 31-44, March.
    44. James H. Stock & Mark W.Watson, 2003. "Forecasting Output and Inflation: The Role of Asset Prices," Journal of Economic Literature, American Economic Association, vol. 41(3), pages 788-829, September.
    45. Dorsett, Richard, 2013. "The effect of the Troubles on GDP in Northern Ireland," European Journal of Political Economy, Elsevier, vol. 29(C), pages 119-133.
    46. Benchimol, Jonathan & Fourçans, André, 2017. "Money And Monetary Policy In The Eurozone: An Empirical Analysis During Crises," Macroeconomic Dynamics, Cambridge University Press, vol. 21(3), pages 677-707, April.
    47. Roberts Bryan W, 2009. "The Macroeconomic Impacts of the 9/11 Attack: Evidence from Real-Time Forecasting," Peace Economics, Peace Science, and Public Policy, De Gruyter, vol. 15(2), pages 341-367, July.
    48. Nicole Crain & W. Crain, 2006. "Terrorized economies," Public Choice, Springer, vol. 128(1), pages 317-349, July.
    49. Raffaella Giacomini & Barbara Rossi, 2010. "Forecast comparisons in unstable environments," Journal of Applied Econometrics, John Wiley & Sons, Ltd., vol. 25(4), pages 595-620.
    50. Alejandro Badel & Joseph McGillicuddy, 2015. "Oil Prices and Inflation Expectations: Is There a Link?," The Regional Economist, Federal Reserve Bank of St. Louis, issue July.
    51. Subhayu Bandyopadhyay & Todd Sandler & Javed Younas, 2014. "Foreign direct investment, aid, and terrorism," Oxford Economic Papers, Oxford University Press, vol. 66(1), pages 25-50, January.
    52. Blomberg, S. Brock & Hess, Gregory D. & Orphanides, Athanasios, 2004. "The macroeconomic consequences of terrorism," Journal of Monetary Economics, Elsevier, vol. 51(5), pages 1007-1032, July.
    53. Marion Karl & Gordon Winder & Alexander Bauer, 2017. "Terrorism and tourism in Israel," Tourism Economics, , vol. 23(6), pages 1343-1352, September.
    54. Jeffrey R. Gerlach & Youngsuk Yook, 2016. "Political Conflict and Foreign Portfolio Investment : Evidence from North Korean Attacks," Finance and Economics Discussion Series 2016-037, Board of Governors of the Federal Reserve System (U.S.).
    55. Matthias Fleckenstein & Francis A. Longstaff & Hanno Lustig, 2014. "The TIPS-Treasury Bond Puzzle," Journal of Finance, American Finance Association, vol. 69(5), pages 2151-2197, October.
    56. Caruso Raul & Klor Esteban F., 2012. "Political Economy Studies on the Israeli-Palestinian Conflict: Introduction," Peace Economics, Peace Science, and Public Policy, De Gruyter, vol. 18(2), pages 1-10, August.
    57. de Haan, Leo & van den End, Jan Willem, 2018. "The signalling content of asset prices for inflation: Implications for quantitative easing," Economic Systems, Elsevier, vol. 42(1), pages 45-63.
    58. Shoham Amir & Rosenboim Mosi & Malul Miki & Saadon Yossi, 2011. "Core and Periphery -- The Dual Effect of Terror," Peace Economics, Peace Science, and Public Policy, De Gruyter, vol. 17(1), pages 1-15, September.
    59. Shahbaz, Muhammad, 2013. "Linkages between inflation, economic growth and terrorism in Pakistan," Economic Modelling, Elsevier, vol. 32(C), pages 496-506.
    60. Axel Dreher & Martin Gassebner & Lars-H. Siemers, 2010. "Does Terrorism Threaten Human Rights? Evidence from Panel Data," Journal of Law and Economics, University of Chicago Press, vol. 53(1), pages 65-93, February.
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    1. Y a-t-il un lien entre les prévisions économiques et les actes terroristes ?
      by john in Economie & Finance on 2017-12-24 20:19:23

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    1. Timothy Wilson & Ilan Noy, 2023. "Fifty years of peril: A comprehensive comparison of the impact of terrorism and disasters linked to natural hazards (1970–2019)," Global Policy, London School of Economics and Political Science, vol. 14(5), pages 647-662, November.
    2. Benchimol, Jonathan & El-Shagi, Makram & Saadon, Yossi, 2022. "Do expert experience and characteristics affect inflation forecasts?," Journal of Economic Behavior & Organization, Elsevier, vol. 201(C), pages 205-226.
    3. El-Shagi, Makram, 2019. "Rationality tests in the presence of instabilities in finite samples," Economic Modelling, Elsevier, vol. 79(C), pages 242-246.
    4. Liu, Yiye & Han, Liyan & Wu, You & Yin, Libo, 2022. "Do terrorist attacks matter for currency excess returns?," Finance Research Letters, Elsevier, vol. 49(C).

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    More about this item

    JEL classification:

    • C53 - Mathematical and Quantitative Methods - - Econometric Modeling - - - Forecasting and Prediction Models; Simulation Methods
    • E37 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Forecasting and Simulation: Models and Applications
    • F37 - International Economics - - International Finance - - - International Finance Forecasting and Simulation: Models and Applications
    • F51 - International Economics - - International Relations, National Security, and International Political Economy - - - International Conflicts; Negotiations; Sanctions

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