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Constructing Daily Economic Sentiment Indices Based on Google Trends

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Abstract

Google Trends have become a popular data source for social science research. We show that for small countries or sub-national regions like U.S. states, underlying sampling noise in Google Trends can be substantial. The data may therefore be unreliable for time series analysis and is furthermore frequency-inconsistent: daily data differs from weekly or monthly data. We provide a novel sampling technique along with the R-package trendecon in order to generate stable daily Google search results that are consistent with weekly and monthly queries of Google Trends. We use this new approach to construct long and consistent daily economic indices for the (mainly) German-speaking countries Germany, Austria, and Switzerland. The resulting indices are significantly correlated with traditional leading indicators, with the advantage that they are available much earlier.

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  • Vera Eichenauer & Ronald Indergand & Isabel Z. Martínez & Christoph Sax, 2020. "Constructing Daily Economic Sentiment Indices Based on Google Trends," KOF Working papers 20-484, KOF Swiss Economic Institute, ETH Zurich.
    • Handle: RePEc:kof:wpskof:20-484
    DOI: 10.3929/ethz-b-000423548
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    as
    1. Cecchetti, Stephen & Kharroubi, Enisse, 2015. "Why does financial sector growth crowd out real economic growth?," CEPR Discussion Papers 10642, C.E.P.R. Discussion Papers.
    2. Jesús Fernández-Villaverde & Luis Garicano & Tano Santos, 2013. "Political Credit Cycles: The Case of the Eurozone," Journal of Economic Perspectives, American Economic Association, vol. 27(3), pages 145-166, Summer.
    3. Davide Furceri & Prakash Loungani & Jonathan D. Ostry, 2019. "The Aggregate and Distributional Effects of Financial Globalization: Evidence from Macro and Sectoral Data," Journal of Money, Credit and Banking, Blackwell Publishing, vol. 51(S1), pages 163-198, December.
    4. Luigi Guiso & Tullio Jappelli & Mario Padula & Marco Pagano, 2004. "Financial market integration and economic growth in the EU [‘International measures of schooling years and schooling quality’]," Economic Policy, CEPR, CESifo, Sciences Po;CES;MSH, vol. 19(40), pages 524-577.
    5. Niklas Potrafke, 2010. "Does government ideology influence deregulation of product markets? Empirical evidence from OECD countries," Public Choice, Springer, vol. 143(1), pages 135-155, April.
    6. Matteo Bugamelli & Fabiano Schivardi & Roberta Zizza, 2010. "The Euro and Firm Restructuring," NBER Chapters, in: Europe and the Euro, pages 99-138, National Bureau of Economic Research, Inc.
    7. Kalemli-Ozcan, Sebnem & Papaioannou, Elias & Peydró, José-Luis, 2010. "What lies beneath the euro's effect on financial integration? Currency risk, legal harmonization, or trade?," Journal of International Economics, Elsevier, vol. 81(1), pages 75-88, May.
    8. Ferreira-Lopes, Alexandra, 2010. "In or out? The welfare costs of EMU membership," Economic Modelling, Elsevier, vol. 27(2), pages 585-594, March.
    9. Bekaert, Geert & Harvey, Campbell R. & Lundblad, Christian T. & Siegel, Stephan, 2013. "The European Union, the Euro, and equity market integration," Journal of Financial Economics, Elsevier, vol. 109(3), pages 583-603.
    10. Andrés, Javier & Arce, Óscar & Thomas, Carlos, 2017. "Structural reforms in a debt overhang," Journal of Monetary Economics, Elsevier, vol. 88(C), pages 15-34.
    11. Zoe Adams & Louise Bishop & Simon Deakin & Colin Fenwick & Sara Martinsson Garzelli & Giudy Rusconi & Centre for Business Research, 2018. "The Economic Significance of Laws Relating to Employment Protection & Different Forms of Employment: Analysis of a Panel of 117 Countries, 1990-2013," Working Papers wp500, Centre for Business Research, University of Cambridge.
    12. Richard Baldwin, 1989. "The Growth Effects of 1992," NBER Working Papers 3119, National Bureau of Economic Research, Inc.
    13. Helge Berger & Stephan Danninger, 2007. "The Employment Effects of Labor and Product Market Deregulation and Their Implications for Structural Reform," IMF Staff Papers, Palgrave Macmillan, vol. 54(3), pages 591-619, July.
    14. Elżbieta Bednarek-Sekunda & Richard Jong-A-Pin & Jakob de Haan, 2010. "The European Economic and Monetary Union and Labour Market Reform," European Union Politics, , vol. 11(1), pages 3-27, March.
    15. Philippon, Thomas & Gutierrez, German, 2018. "How EU Markets Became More Competitive Than US Markets: A Study of Institutional Drift," CEPR Discussion Papers 12983, C.E.P.R. Discussion Papers.
    16. Renaud Bourlès & Gilbert Cette & Jimmy Lopez & Jaques Mairesse & Giuseppe Nicoletti, 2010. "The Impact on Growth of Easing Regulation in Upstream Sectors," ifo DICE Report, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 8(03), pages 8-12, October.
    17. Peter Blair Henry, 2007. "Capital Account Liberalization: Theory, Evidence, and Speculation," Journal of Economic Literature, American Economic Association, vol. 45(4), pages 887-935, December.
    18. Romain Duval & Jørgen Elmeskov, 2005. "The Effects of EMU on Structural Reforms in Labour and Product Markets," OECD Economics Department Working Papers 438, OECD Publishing.
    19. Abiad, Abdul & Oomes, Nienke & Ueda, Kenichi, 2008. "The quality effect: Does financial liberalization improve the allocation of capital?," Journal of Development Economics, Elsevier, vol. 87(2), pages 270-282, October.
    20. Anderson, Derek & Hunt, Benjamin & Snudden, Stephen, 2014. "Fiscal consolidation in the euro area: How much pain can structural reforms ease?," Journal of Policy Modeling, Elsevier, vol. 36(5), pages 785-799.
    21. Rajan, Raghuram G & Zingales, Luigi, 1998. "Financial Dependence and Growth," American Economic Review, American Economic Association, vol. 88(3), pages 559-586, June.
    22. Alberto Alesina & Silvia Ardagna & Vincenzo Galasso, 2011. "The Euro and Structural Reforms," Review of Economics and Institutions, Università di Perugia, vol. 2(1).
    23. Berger, Helge & Nitsch, Volker, 2008. "Zooming out: The trade effect of the euro in historical perspective," Journal of International Money and Finance, Elsevier, vol. 27(8), pages 1244-1260, December.
    24. Peter Henry, 2007. "Capital Account Liberalization: Theory, Evidence, and Speculation," Discussion Papers 07-004, Stanford Institute for Economic Policy Research.
    25. Era Dabla-Norris & Si Guo & Vikram Haksar & Minsuk Kim & Kalpana Kochhar & Kevin Wiseman & Aleksandra Zdzienicka, 2015. "The New Normal; A Sector-level Perspective on Productivity Trends in Advanced Economies," IMF Staff Discussion Notes 15/3, International Monetary Fund.
    26. Larch, Mario & Wanner, Joschka & Yotov, Yoto V., 2018. "Bi- and Unilateral trade effects of joining the Euro," Economics Letters, Elsevier, vol. 171(C), pages 230-234.
    27. Alessandra Bonfiglioli & Gino Gancia, 2015. "Economic Uncertainty and Structural Reforms," Working Papers 847, Barcelona School of Economics.
    28. Niklas Potrafke, 2010. "Labor market deregulation and globalization: empirical evidence from OECD countries," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 146(3), pages 545-571, September.
    29. Andrea Bassanini & Romain Duval, 2009. "Unemployment, institutions, and reform complementarities: re-assessing the aggregate evidence for OECD countries," Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 25(1), pages 40-59, Spring.
    30. Ms. Era Dabla-Norris & Mr. Si Guo & Mr. V. Haksar & Minsuk Kim & Ms. Kalpana Kochhar & Kevin Wiseman & Ms. Aleksandra Zdzienicka, 2015. "The New Normal: A Sector-level Perspective on Productivity Trends in Advanced Economies," IMF Staff Discussion Notes 2015/003, International Monetary Fund.
    31. Harald Badinger, 2007. "Has the EU's Single Market Programme Fostered Competition? Testing for a Decrease in Mark‐up Ratios in EU Industries," Oxford Bulletin of Economics and Statistics, Department of Economics, University of Oxford, vol. 69(4), pages 497-519, August.
    32. Abdul Abiad & Enrica Detragiache & Thierry Tressel, 2010. "A New Database of Financial Reforms," IMF Staff Papers, Palgrave Macmillan, vol. 57(2), pages 281-302, June.
    33. Gilles Saint Paul & Samuel Bentolila, 2000. "Will EMU increase eurosclerosis?," Economics Working Papers 449, Department of Economics and Business, Universitat Pompeu Fabra.
    34. Campos, Nauro F. & Coricelli, Fabrizio & Moretti, Luigi, 2019. "Institutional integration and economic growth in Europe," Journal of Monetary Economics, Elsevier, vol. 103(C), pages 88-104.
    35. Mary O'Mahony & Marcel P. Timmer, 2009. "Output, Input and Productivity Measures at the Industry Level: The EU KLEMS Database," Economic Journal, Royal Economic Society, vol. 119(538), pages 374-403, June.
    36. Kutan, Ali M. & Yigit, Taner M., 2007. "European integration, productivity growth and real convergence," European Economic Review, Elsevier, vol. 51(6), pages 1370-1395, August.
    37. Andrea Bassanini & Romain Duval, 2006. "Employment Patterns in OECD Countries: Reassessing the Role of Policies and Institutions," OECD Social, Employment and Migration Working Papers 35, OECD Publishing.
    38. Friedrich, Christian & Schnabel, Isabel & Zettelmeyer, Jeromin, 2013. "Financial integration and growth — Why is Emerging Europe different?," Journal of International Economics, Elsevier, vol. 89(2), pages 522-538.
    39. Baldwin, Richard E. & Skudelny, Frauke & Taglioni, Daria, 2005. "Trade effects of the euro: evidence from sectoral data," Working Paper Series 446, European Central Bank.
    40. Christiansen, Lone & Schindler, Martin & Tressel, Thierry, 2013. "Growth and structural reforms: A new assessment," Journal of International Economics, Elsevier, vol. 89(2), pages 347-356.
    41. Eggertsson, Gauti & Ferrero, Andrea & Raffo, Andrea, 2014. "Can structural reforms help Europe?," Journal of Monetary Economics, Elsevier, vol. 61(C), pages 2-22.
    42. Robert Vergeer & Steven Dhondt & Alfred Kleinknecht & Karolus Kraan, 2015. "Will ‘structural reforms’ of labour markets reduce productivity growth? A firm-level investigation," European Journal of Economics and Economic Policies: Intervention, Edward Elgar Publishing, vol. 12(3), pages 300—317-3, December.
    43. Axel Dreher, 2006. "Does globalization affect growth? Evidence from a new index of globalization," Applied Economics, Taylor & Francis Journals, vol. 38(10), pages 1091-1110.
    44. Potrafke, Niklas, 2013. "Globalization and labor market institutions: International empirical evidence," Journal of Comparative Economics, Elsevier, vol. 41(3), pages 829-842.
    45. Saia, Alessandro, 2017. "Choosing the open sea: The cost to the UK of staying out of the euro," Journal of International Economics, Elsevier, vol. 108(C), pages 82-98.
    46. Henrekson, Magnus & Torstensson, Johan & Torstensson, Rasha, 1997. "Growth effects of European integration," European Economic Review, Elsevier, vol. 41(8), pages 1537-1557, August.
    47. Baldwin, Richard & Seghezza, Elena, 1996. "Growth and European Integration: Towards an Empirical Assessment," CEPR Discussion Papers 1393, C.E.P.R. Discussion Papers.
    48. Guglielmo Barone & Federico Cingano, 2011. "Service Regulation and Growth: Evidence from OECD Countries," Economic Journal, Royal Economic Society, vol. 121(555), pages 931-957, September.
    49. Sinn, Hans-Werner, . "The New Systems Competition: YRJÖ Jahnsson Lectures," Monographs in Economics, University of Munich, Department of Economics, number 19614, November.
    50. André Sapir, 2011. "European Integration at the Crossroads: A Review Essay on the 50th Anniversary of Bela Balassa's Theory of Economic Integration," Journal of Economic Literature, American Economic Association, vol. 49(4), pages 1200-1229, December.
    51. Roel Beetsma & Massimo Giuliodori, 2010. "The Macroeconomic Costs and Benefits of the EMU and Other Monetary Unions: An Overview of Recent Research," Journal of Economic Literature, American Economic Association, vol. 48(3), pages 603-641, September.
    52. Gehringer, Agnieszka, 2015. "Uneven effects of financial liberalization on productivity growth in the EU: Evidence from a dynamic panel investigation," International Journal of Production Economics, Elsevier, vol. 159(C), pages 334-346.
    53. Drazen, Allan & Grilli, Vittorio, 1993. "The Benefit of Crises for Economic Reforms," American Economic Review, American Economic Association, vol. 83(3), pages 598-607, June.
    54. Alberto Alesina & Francesco Giavazzi, 2010. "Europe and the Euro," NBER Books, National Bureau of Economic Research, Inc, number ales08-1, February.
    55. repec:ces:ifodic:v:8:y:2010:i:3:p:14566919 is not listed on IDEAS
    56. Jens Høj & Vincenzo Galasso & Giuseppe Nicoletti & Thai-Thanh Dang, 2006. "The Political Economy of Structural Reform: Empirical Evidence from OECD Countries," OECD Economics Department Working Papers 501, OECD Publishing.
    57. Puzzello, Laura & Gomis-Porqueras, Pedro, 2018. "Winners and losers from the €uro," European Economic Review, Elsevier, vol. 108(C), pages 129-152.
    58. Bris, Arturo & Koskinen, Yrjö & Nilsson, Mattias, 2014. "The euro and corporate financing before the crisis," Journal of Financial Economics, Elsevier, vol. 114(3), pages 554-575.
    59. Philip R. Lane, 2006. "The Real Effects of European Monetary Union," Journal of Economic Perspectives, American Economic Association, vol. 20(4), pages 47-66, Fall.
    60. Oliver Denk & Gabriel Gomes, 2017. "Financial re-regulation since the global crisis?: An index-based assessment," OECD Economics Department Working Papers 1396, OECD Publishing.
    61. Renaud Bourlès & Gilbert Cette & Jimmy Lopez & Jaques Mairesse & Giuseppe Nicoletti, 2010. "The Impact on Growth of Easing Regulation in Upstream Sectors," ifo DICE Report, ifo Institute - Leibniz Institute for Economic Research at the University of Munich, vol. 8(3), pages 8-12, October.
    62. Assar Lindbeck & Dennis J. Snower, 2001. "Insiders versus Outsiders," Journal of Economic Perspectives, American Economic Association, vol. 15(1), pages 165-188, Winter.
    63. Balázs Égert & Peter Gal & Isabelle Wanner, 2017. "Structural policy indicators database for economic research (SPIDER)," OECD Economics Department Working Papers 1429, OECD Publishing.
    64. A. Craig MacKinlay, 1997. "Event Studies in Economics and Finance," Journal of Economic Literature, American Economic Association, vol. 35(1), pages 13-39, March.
    65. Campos,Nauro F. & De Grauwe,Paul & Ji,Yuemei (ed.), 2020. "Economic Growth and Structural Reforms in Europe," Cambridge Books, Cambridge University Press, number 9781108479110, November.
    66. Mr. Fabian Valencia & Mr. Luc Laeven, 2012. "Systemic Banking Crises Database: An Update," IMF Working Papers 2012/163, International Monetary Fund.
    67. Antonelli, Cristiano & Fassio, Claudio, 2014. "The economics of the light economy," Technological Forecasting and Social Change, Elsevier, vol. 87(C), pages 89-107.
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    Cited by:

    1. Mihaela Simionescu & Javier Cifuentes-Faura, 2022. "Forecasting National and Regional Youth Unemployment in Spain Using Google Trends," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 164(3), pages 1187-1216, December.
    2. Santiago E. Alvarez & Sarah M. Lein, 2020. "Tracking inflation on a daily basis," Swiss Journal of Economics and Statistics, Springer;Swiss Society of Economics and Statistics, vol. 156(1), pages 1-13, December.
    3. Simionescu, Mihaela & Cifuentes-Faura, Javier, 2022. "Can unemployment forecasts based on Google Trends help government design better policies? An investigation based on Spain and Portugal," Journal of Policy Modeling, Elsevier, vol. 44(1), pages 1-21.

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    More about this item

    Keywords

    Google Trends; measurement; high frequency; forecasting; Covid-19 Market; Euro; sectoral heterogeneity;
    All these keywords.

    JEL classification:

    • E01 - Macroeconomics and Monetary Economics - - General - - - Measurement and Data on National Income and Product Accounts and Wealth; Environmental Accounts
    • E32 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Business Fluctuations; Cycles
    • E37 - Macroeconomics and Monetary Economics - - Prices, Business Fluctuations, and Cycles - - - Forecasting and Simulation: Models and Applications

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