Abstract
This paper studies a new aspect of firms’ expectation formation by asking whether expectations primarily reflect aggregate, industry-wide information (e.g., industry trends) or disaggregate information (e.g., firm-specific information). First, we show that disaggregate information is strongly associated with expectations even when controlling for aggregate information at high-dimensional industry levels. Moreover, aggregate and disaggregate information explain comparable shares of the variance in expectations. Second, we exploit a natural experiment to identify the causal effect of new information on expectations. The predictable demand effects for durable goods due to the German VAT increase of 2007 implied that, at the time, durable goods retailers had access to more reliable information about their future demand than non-durable goods retailers. Utilizing this observation in a difference-in-differences design, we find that “treated” firms were significantly more forward-looking ahead of the VAT-induced demand shifts. Overall, our results suggest that firms rationally incorporate disagreggate information into their expectations.
Item Type: | Paper |
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Keywords: | Expectation Formation, Firm Behavior, Survey Data, Natural Experiments in Macroeconomics, Heterogeneity in Expectations |
Faculties: | Economics > Munich Discussion Papers in Economics |
Subjects: | 300 Social sciences > 330 Economics |
JEL Classification: | D84, D22, E20, E32, E65 |
URN: | urn:nbn:de:bvb:19-epub-41214-3 |
Language: | English |
Item ID: | 41214 |
Date Deposited: | 13. Nov 2017, 09:02 |
Last Modified: | 08. Nov 2020, 11:19 |
References: | Abberger, K., M. Birnbrich, and C. Seiler (2009): “Der »Test des Tests« im Handel–eine Metaumfrage zum ifo Konjunkturtest,” ifo Schnelldienst, 62(21), 34–41. Andrade, P., and H. Le Bihan (2013): “Inattentive Professional Forecasters,” Journal of Monetary Economics, 60(8), 967–982. Ang, A., G. Bekaert, and M. Wei (2007): “Do Macro Variables, Asset Markets, or Surveys Forecast Inflation Better?,” Journal of Monetary Economics, 54(4), 1163–1212. Angeletos, G.-M., and J. La’O (2013): “Sentiments,” Econometrica, 81(2), 739–779. Angrist, J. D., and J.-S. Pischke (2008): Mostly Harmless Econometrics: An Empiricist’s Companion. Princeton University Press. Armantier, O., S. Nelson, G. Topa, W. van der Klaauw, and B. Zafar (2016): “The Price Is Right: Updating Inflation Expectations in a Randomized Price Information Experiment,” Review of Economics and Statistics, 98(3), 503–523. Armona, L. C., A. Fuster, and B. Zafar (2016): “Home Price Expectations and Behavior: Evidence from a Randomized Information Experiment,” FED New York Staff Report, 798. Bacchetta, P., E. Mertens, and E. Van Wincoop (2009): “Predictability in Financial Markets: What Do Survey Expectations Tell Us?,” Journal of International Money and Finance, 28(3), 406–426. Bachmann, R., and S. Elstner (2015): “Firm Optimism and Pessimism,” European Economic Review, 79, 297–325. Bachmann, R., S. Elstner, and A. Hristov (2017): “Surprise, Surprise–Measuring Firm-level Investment Innovations,” Journal of Economic Dynamics and Control, 83, 107–148. Bachmann, R., S. Elstner, and E. R. Sims (2013): “Uncertainty and Economic Activity: Evidence from Business Survey Data,” American Economic Journal: Macroeconomics, 5(2), 217–249. Beaudry, P., and F. Portier (2014): “News-driven Business Cycles: Insights and Challenges,” Journal of Economic Literature, 52(4), 993–1074. Becker, S. O., and K. Wohlrabe (2008): “Micro Data at the Ifo Institute for Economic Research - The ‘Ifo Business Survey’ Usage and Access,” Schmollers Jahrbuch-Zeitschrift für Wirtschafts- und Sozialwissenschaften, 128(2), 307–319. Ben-David, I., J. R. Graham, and C. R. Harvey (2013): “Managerial Miscalibration,” Quarterly Journal of Economics, 128(4), 1547–1584. Bundesbank (2008): “Price and Volume Effects of VAT Increase on 1 January 2007,” in Monthly Report April 2008, pp. 29–46. Cameron, A. C., J. B. Gelbach, and D. L. Miller (2011): “Robust Inference with Multiway Clustering,” Journal of Business & Economic Statistics, 29(2), 238–249. Carare, A., and S. Danninger (2008): “Inflation Smoothing and the Modest Effect of VAT in Germany,” IMF Working Papers, 08/175. Cavallo, A., G. Cruces, and R. Perez-Truglia (2017): “Inflation Expectations, Learning, and Supermarket Prices: Evidence from Survey Experiments,” American Economic Journal: Macroeconomics, 9(3), 1–35. CDU/CSU (2005): “Deutschlands Chancen nutzen. Wachstum. Arbeit. Sicherheit.,” Electoral Manifest. Coibion, O., and Y. Gorodnichenko (2012): “What Can Survey Forecasts Tell Us about Information Rigidities?,” Journal of Political Economy, 120(1), 116–159. (2015): “Information Rigidity and the Expectations Formation Process: A Simple Framework and New Facts,” American Economic Review, 105(8), 2644–2678. Coibion, O., Y. Gorodnichenko, and S. Kumar (2015): “How Do Firms Form Their Expectations? New Survey Evidence,” NBER Working Paper 21092. D’Acunto, F., D. Hoang, and M. Weber (2016): “Unconventional Fiscal Policy, Inflation Expectations, and Consumption Expenditure,” Working Paper. Destatis (2003): “German Classification of Economic Activities, Edition 2003 (WZ 2003),” . Dovern, J., U. Fritsche, P. Loungani, and N. Tamirisa (2015): “Information Rigidities: Comparing Average and Individual Forecasts for a Large International Panel,” International Journal of Forecasting, 31(1), 144–154. Dube, A., T. W. Lester, and M. Reich (2010): “Minimum Wage Effects Across State Borders: Estimates Using Contiguous Counties,” Review of Economics and Statistics, 92(4), 945–964. Ehrmann, M., and P. Tzamourani (2012): “Memories of High Inflation,” European Journal of Political Economy, 28(2), 174–191. Faust, J., and J. H. Wright (2013): “Forecasting Inflation,” Handbook of Economic Forecasting, 2(Part A), 3–56. Fernández-Val, I., and M. Weidner (2016): “Individual and Time Effects in Nonlinear Panel Models with Large N, T,” Journal of Econometrics, 192(1), 291–312. Fuhrer, J. C. (2015): “Expectations as a Source of Macroeconomic Persistence: An Exploration of Firms’ and Households’ Expectation Formation,” FRB of Boston Working Paper, 15-5. Gabaix, X. (2011): “The Granular Origins of Aggregate Fluctuations,” Econometrica, 79(3), 733–772. Gennaioli, N., Y. Ma, and A. Shleifer (2015): “Expectations and Investment,” NBER Macroeconomics Annual, 30(1), 379–431. Greenwood, R., and A. Shleifer (2014): “Expectations of Returns and Expected Returns,” Review of Financial Studies, 27(3), 714–746. Hellwig, C., and L. Veldkamp (2009): “Knowing What Others Know: Coordination Motives in Information Acquisition,” Review of Economic Studies, 76(1), 223–251. Huettner, F., and M. Sunder (2012): “Axiomatic Arguments for Decomposing Goodness of Fit According to Shapley and Owen Values,” Electronic Journal of Statistics, 6, 1239–1250. IBS-IND (2015): Ifo Business Survey Industry 1/1980 - 12/2015. LMU-ifo Economics & Business Data Center, Munich, doi: 10.7805/ebdc-ibs-ind-2015b. IBS-SERV (2015): Ifo Business Survey Service Sector 10/2004 - 12/2015. LMU-ifo Economics & Business Data Center, Munich, doi: 10.7805/ebdc-ibs-serv-2015b. IBS-TRA (2015): Ifo Business Survey Trade 1/1990 - 12/2015. LMU-ifo Economics & Business Data Center, Munich, doi: 10.7805/ebdc-ibs-tra-2015b. Ito, T. (1990): “Foreign Exchange Rate Expectations: Micro Survey Data,” American Economic Review, 80(3), 434–449. König, H., M. Nerlove, and G. Oudiz (1981): “On the Formation of Price Expectations: An Analysis of Business Test Data by Log-linear Probability Models,” European Economic Review, 16(1), 103–138. Kuchler, T., and B. Zafar (2015): “Personal Experiences and Expectations about Aggregate Outcomes,” Federal Reserve Bank of New York Staff Reports, 748. Link, S. (2017): “Harmonization and Interpretation of the Ifo Business Survey’s Micro Data,” Working Paper. Mackowiak, B., and M. Wiederholt (2009): “Optimal Sticky Prices under Rational Inattention,” American Economic Review, 99(3), 769–803. (2015): “Business Cycle Dynamics under Rational Inattention,” Review of Economic Studies, 82(4), 1502–1532. Malmendier, U., and S. Nagel (2016): “Learning from Inflation Experiences,” Quarterly Journal of Economics, 131(1), 53–87. Mankiw, N. G., and R. Reis (2002): “Sticky Information versus Sticky Prices: A Proposal to Replace the New Keynesian Phillips Curve,” Quarterly Journal of Economics, 117(4), 1295–1328. Mankiw, N. G., R. Reis, and J. Wolfers (2004): “Disagreement About Inflation Expectations,” in NBER Macroeconomics Annual 2003, Volume 18, pp. 209–270. The MIT Press. Massenot, B., and Y. Pettinicchi (forthcoming): “Can Firms See Into the Future? Survey Evidence from Germany,” Journal of Economic Behavior and Organization. McFadden, D. (1973): “Conditional Logit Analysis of Qualitative Choice Behavior,” Frontiers in Econometrics, pp. 105–142. Nerlove, M. (1983): “Expectations, Plans, and Realizations in Theory and Practice,” Econometrica, 51(5), 1251–1279. Neyman, J., and E. L. Scott (1948): “Consistent Estimates Based on Partially Consistent Observations,” Econometrica: Journal of the Econometric Society, pp. 1–32. Patton, A. J., and A. Timmermann (2010): “Why Do Forecasters Disagree? Lessons from the Term Structure of Cross-sectional Dispersion,” Journal of Monetary Economics, 57(7), 803–820. Pesaran, M. H., and M. Weale (2006): “Survey Expectations,” Handbook of Economic Forecasting, 1, 715–776. Ravn, M. O., and H. Uhlig (2002): “On Adjusting the Hodrick-Prescott Filter for the Frequency of Observations,” Review of Economics and Statistics, 84(2), 371–376. Riedl, M., and I. Geishecker (2014): “Keep It Simple: Estimation Strategies for Ordered Response Models with Fixed Effects,” Journal of Applied Statistics, 41(11), 2358–2374. Shorrocks, A. F. (2013): “Decomposition Procedures for Distributional Analysis: a Unified Framework Based on the Shapley Value,” Journal of Economic Inequality, 11(1), 99–126. Sims, C. A. (2003): “Implications of Rational Inattention,” Journal of Monetary Economics, 50(3), 665–690. SPD (2005): “Vertrauen in Deutschland. Das Wahlmanifest der SPD,” Electoral Manifest. Triebs, T. P., and J. Tumlinson (2016): “Learning Capitalism the Hard Way – Evidence from German Reunification,” CESifo Working Paper, 6260. Veldkamp, L., and J. Wolfers (2007): “Aggregate Shocks or Aggregate Information? Costly Information and Business Cycle Comovement,” Journal of Monetary Economics, 54, 37–55. Woodford, M. (2003): “Imperfect Common Knowledge and the Effects of Monetary Policy,” Knowledge, Information, and Expectations in Modern Macroeconomics: In Honor of Edmund S. Phelps, edited by P. Aghion, R. Frydman, J. Stiglitz, and M. Woodford. Princeton, NJ: Princeton Univ. Press. |