Demand forecasting, signal precision, and collusion with hidden actions
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DOI: 10.1016/j.ijindorg.2023.103036
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- Jean Tirole, 1988. "The Theory of Industrial Organization," MIT Press Books, The MIT Press, edition 1, volume 1, number 0262200716, April.
- K. Sudhir & Vrinda Kadiyali & Vithala R. Rao, 2001. "Structural Analysis of Manufacturer Pricing in the Presence of a Strategic Retailer," Yale School of Management Working Papers ysm229, Yale School of Management.
- Normann, Hans-Theo, 2009.
"Vertical integration, raising rivals' costs and upstream collusion,"
European Economic Review, Elsevier, vol. 53(4), pages 461-480, May.
- Hans-Theo Normann, 2008. "Vertical Integration, Raising Rivals’ Costs and Upstream Collusion," Discussion Paper Series of the Max Planck Institute for Research on Collective Goods 2008_30, Max Planck Institute for Research on Collective Goods.
- Schultz, Christian, 2005. "Transparency on the consumer side and tacit collusion," European Economic Review, Elsevier, vol. 49(2), pages 279-297, February.
- Calzolari, Giacomo & Calvano, Emilio & Denicolo, Vincenzo & Pastorello, Sergio, 2021. "Algorithmic collusion with imperfect monitoring," CEPR Discussion Papers 15738, C.E.P.R. Discussion Papers.
- Jehiel, Philippe, 1992. "Product differentiation and price collusion," International Journal of Industrial Organization, Elsevier, vol. 10(4), pages 633-641, December.
- Volker Nocke & Lucy White, 2007.
"Do Vertical Mergers Facilitate Upstream Collusion?,"
American Economic Review, American Economic Association, vol. 97(4), pages 1321-1339, September.
- Volker Nocke & Lucy White, 2003. "Do Vertical Mergers Facilitate Upstream Collusion?," PIER Working Paper Archive 03-033, Penn Institute for Economic Research, Department of Economics, University of Pennsylvania.
- Nocke, Volker & White, Lucy, 2004. "Do Vertical Mergers Facilitate Upstream Collusion?," CEPR Discussion Papers 4186, C.E.P.R. Discussion Papers.
- Lucy White & Volker Nocke, 2004. "Do Vertical Mergers Facilitate Upstream Collusion?," 2004 Meeting Papers 45, Society for Economic Dynamics.
- Glenn Ellison, 1994. "Theories of Cartel Stability and the Joint Executive Committee," RAND Journal of Economics, The RAND Corporation, vol. 25(1), pages 37-57, Spring.
- Stephanie Assad & Emilio Calvano & Giacomo Calzolari & Robert Clark & Vincenzo Denicolò & Daniel Ershov & Justin Johnson & Sergio Pastorello & Andrew Rhodes & Lei Xu & Matthijs Wildenbeest, 2021.
"Autonomous algorithmic collusion: economic research and policy implications,"
Oxford Review of Economic Policy, Oxford University Press and Oxford Review of Economic Policy Limited, vol. 37(3), pages 459-478.
- Stephanie Assad & Emilio Calvano & Giacomo Calzolari & Robert Clark & Vincenzo Denicolo & Daniel Ershov & Justin Pappas Johnson & Sergio Pastorello & Andrew Rhodes & Lei Xu & Matthijs Wildenbeest, 2021. "Autonomous algorithmic collusion: Economic research and policy implications," Post-Print hal-03360129, HAL.
- Assad, Stephanie & Calvano, Emilio & Calzolari, Giacomo & Clark, Robert & Ershov, Daniel & Johnson, Justin & Pastorello, Sergio & Rhodes, Andrew & XU, Lei & Wildenbeest, Matthijs & Denicolò, Vincenzo, 2021. "Autonomous algorithmic collusion: Economic research and policy implications," TSE Working Papers 21-1210, Toulouse School of Economics (TSE).
- James W. Friedman, 1971. "A Non-cooperative Equilibrium for Supergames," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 38(1), pages 1-12.
- Green, Edward J & Porter, Robert H, 1984.
"Noncooperative Collusion under Imperfect Price Information,"
Econometrica, Econometric Society, vol. 52(1), pages 87-100, January.
- Green, Edward J. & Porter, Robert H., 1982. "Noncooperative Collusion Under Imperfect Price Information," Working Papers 367, California Institute of Technology, Division of the Humanities and Social Sciences.
- Edward J Green & Robert H Porter, 1997. "Noncooperative Collusion Under Imperfect Price Information," Levine's Working Paper Archive 1147, David K. Levine.
- Michael R. Baye & John Morgan & Patrick Scholten, 2006. "Information, Search, and Price Dispersion," Working Papers 2006-11, Indiana University, Kelley School of Business, Department of Business Economics and Public Policy.
- K. Sudhir, 2001. "Structural Analysis of Manufacturer Pricing in the Presence of a Strategic Retailer," Marketing Science, INFORMS, vol. 20(3), pages 244-264, October.
- Stefano Colombo, 2013. "Product Differentiation and Collusion Sustainability When Collusion Is Costly," Marketing Science, INFORMS, vol. 32(4), pages 669-674, July.
- Biancini, Sara & Ettinger, David, 2017.
"Vertical integration and downstream collusion,"
International Journal of Industrial Organization, Elsevier, vol. 53(C), pages 99-113.
- Sara Biancini & David Ettinger, 2016. "Vertical Integration and Downstream Collusion," CESifo Working Paper Series 5933, CESifo.
- Sara Biancini & David Ettinger, 2017. "Vertical integration and downstream collusion," Post-Print halshs-01615103, HAL.
- Sara Biancini & David Ettinger, 2016. "Vertical Integration and Downstream Collusion," Economics Working Paper Archive (University of Rennes & University of Caen) 2016-09, Center for Research in Economics and Management (CREM), University of Rennes, University of Caen and CNRS.
- Fischer, Christian & Normann, Hans-Theo, 2019.
"Collusion and bargaining in asymmetric Cournot duopoly—An experiment,"
European Economic Review, Elsevier, vol. 111(C), pages 360-379.
- Fischer, Christian & Normann, Hans-Theo, 2018. "Collusion and bargaining in asymmetric Cournot duopoly: An experiment," DICE Discussion Papers 283, Heinrich Heine University Düsseldorf, Düsseldorf Institute for Competition Economics (DICE), revised 2018.
- Andres, Maximilian & Bruttel, Lisa & Friedrichsen, Jana, 2023.
"How communication makes the difference between a cartel and tacit collusion: A machine learning approach,"
European Economic Review, Elsevier, vol. 152(C).
- Andres, Maximilian & Bruttel, Lisa & Friedrichsen, Jana, 2023. "How communication makes the difference between a cartel and tacit collusion: A machine learning approach," EconStor Open Access Articles and Book Chapters, ZBW - Leibniz Information Centre for Economics, vol. 152, pages 1-1.
- Maximilian Andres & Lisa Bruttel & Jana Friedrichsen, 2022. "How Communication Makes the Difference between a Cartel and Tacit Collusion: A Machine Learning Approach," CESifo Working Paper Series 10024, CESifo.
- Maximilian Andres & Lisa Bruttel & Jana Friedrichsen, 2022. "How communication makes the difference between a cartel and tacit collusion: a machine learning approach," CEPA Discussion Papers 53, Center for Economic Policy Analysis.
- Maximilian Andres & Lisa Bruttel & Jana Friedrichsen, 2022. "How Communication Makes the Difference between a Cartel and Tacit Collusion: A Machine Learning Approach," Discussion Papers of DIW Berlin 2000, DIW Berlin, German Institute for Economic Research.
- Richard Staelin, 2008. "Commentary—An Industry Equilibrium Analysis of Downstream Vertical Integration: Twenty-Five Years Later," Marketing Science, INFORMS, vol. 27(1), pages 111-114, 01-02.
- Fonseca, Miguel A. & Normann, Hans-Theo, 2012.
"Explicit vs. tacit collusion—The impact of communication in oligopoly experiments,"
European Economic Review, Elsevier, vol. 56(8), pages 1759-1772.
- Fonseca, Miguel A. & Normann, Hans-Theo, 2012. "Explicit vs. tacit collusion: The impact of communication in oligopoly experiments," DICE Discussion Papers 65, Heinrich Heine University Düsseldorf, Düsseldorf Institute for Competition Economics (DICE).
- John Haltiwanger & Joseph E. Harrington Jr., 1991. "The Impact of Cyclical Demand Movements on Collusive Behavior," RAND Journal of Economics, The RAND Corporation, vol. 22(1), pages 89-106, Spring.
- Roos, Nicolas de & Smirnov, Vladimir, 2021.
"Collusion, price dispersion, and fringe competition,"
European Economic Review, Elsevier, vol. 132(C).
- de Roos, Nicolas & Smirnov, Vladimir, 2019. "Collusion, price dispersion, and fringe competition," Working Papers 2019-13, University of Sydney, School of Economics.
- O’Connor, Jason & Wilson, Nathan E., 2021. "Reduced demand uncertainty and the sustainability of collusion: How AI could affect competition," Information Economics and Policy, Elsevier, vol. 54(C).
- Ivaldi, Marc & Jullien, Bruno & Rey, Patrick & Seabright, Paul & Tirole, Jean, 2003. "The Economics of Tacit Collusion," IDEI Working Papers 186, Institut d'Économie Industrielle (IDEI), Toulouse.
- Fabra, Natalia, 2006.
"Collusion with capacity constraints over the business cycle,"
International Journal of Industrial Organization, Elsevier, vol. 24(1), pages 69-81, January.
- Fabra, Natlia, 2003. "Collusion with Capacity Constraints over the Business Cycle," Department of Economics, Working Paper Series qt1cv2d2ww, Department of Economics, Institute for Business and Economic Research, UC Berkeley.
- Natalia Fabra, 2003. "Collusion with Capacity Constraints over the Business Cycle," Industrial Organization 0308001, University Library of Munich, Germany.
- Spagnolo, Giancarlo, 2005.
"Managerial incentives and collusive behavior,"
European Economic Review, Elsevier, vol. 49(6), pages 1501-1523, August.
- Spagnolo, Giancarlo, 2004. "Managerial Incentives and Collusive Behaviour," CEPR Discussion Papers 4506, C.E.P.R. Discussion Papers.
- Compte, Olivier & Jenny, Frederic & Rey, Patrick, 2002. "Capacity constraints, mergers and collusion," European Economic Review, Elsevier, vol. 46(1), pages 1-29, January.
- Marcel Wieting & Geza Sapi, 2021. "Algorithms in the Marketplace: An Empirical Analysis of Automated Pricing in E-Commerce," Working Papers 21-06, NET Institute.
- Joseph E. Harrington, 2022. "The Effect of Outsourcing Pricing Algorithms on Market Competition," Management Science, INFORMS, vol. 68(9), pages 6889-6906, September.
- Justin P. Johnson & Andrew Rhodes & Matthijs Wildenbeest, 2023.
"Platform Design When Sellers Use Pricing Algorithms,"
Econometrica, Econometric Society, vol. 91(5), pages 1841-1879, September.
- Johnson, Justin Pappas & Rhodes, Andrew & Wildenbeest, Matthijs, 2020. "Platform Design when Sellers Use Pricing Algorithms," TSE Working Papers 20-1146, Toulouse School of Economics (TSE).
- Justin Pappas Johnson & Andrew Rhodes & Matthijs Wildenbeest, 2023. "Platform design when sellers use pricing algorithms," Post-Print hal-04226232, HAL.
- Rhodes, Andrew & Johnson, Justin & Wildenbeest, Matthijs, 2020. "Platform Design When Sellers Use Pricing Algorithms," CEPR Discussion Papers 15504, C.E.P.R. Discussion Papers.
- Normann, Hans-Theo & Sternberg, Martin, 2023. "Human-algorithm interaction: Algorithmic pricing in hybrid laboratory markets," European Economic Review, Elsevier, vol. 152(C).
- Timo Klein, 2021. "Autonomous algorithmic collusion: Q‐learning under sequential pricing," RAND Journal of Economics, RAND Corporation, vol. 52(3), pages 538-558, September.
- Emilio Calvano & Giacomo Calzolari & Vincenzo Denicolò & Sergio Pastorello, 2020.
"Artificial Intelligence, Algorithmic Pricing, and Collusion,"
American Economic Review, American Economic Association, vol. 110(10), pages 3267-3297, October.
- Calzolari, Giacomo & Calvano, Emilio & Denicolo, Vincenzo & Pastorello, Sergio, 2018. "Artificial intelligence, algorithmic pricing and collusion," CEPR Discussion Papers 13405, C.E.P.R. Discussion Papers.
- Nocke, Volker & White, Lucy, 2010.
"Vertical merger, collusion, and disruptive buyers,"
International Journal of Industrial Organization, Elsevier, vol. 28(4), pages 350-354, July.
- Nocke, Volker & White, Lucy, 2010. "Vertical Merger, Collusion, and Disruptive Buyers," CEPR Discussion Papers 7722, C.E.P.R. Discussion Papers.
- MiguelA. Fonseca & Hans-Theo Normann, 2008.
"Mergers, Asymmetries and Collusion: Experimental Evidence,"
Economic Journal, Royal Economic Society, vol. 118(527), pages 387-400, March.
- Miguel A. Fonseca & Hans‐Theo Normann, 2008. "Mergers, Asymmetries and Collusion: Experimental Evidence," Economic Journal, Royal Economic Society, vol. 118(527), pages 387-400, March.
- Arnab Mitra & Arnav Jain & Avinash Kishore & Pravin Kumar, 2022. "A Comparative Study of Demand Forecasting Models for a Multi-Channel Retail Company: A Novel Hybrid Machine Learning Approach," SN Operations Research Forum, Springer, vol. 3(4), pages 1-22, December.
- Michael R. Baye & John Morgan, 2001. "Information Gatekeepers on the Internet and the Competitiveness of Homogeneous Product Markets," American Economic Review, American Economic Association, vol. 91(3), pages 454-474, June.
- Timothy W. McGuire & Richard Staelin, 2008. "An Industry Equilibrium Analysis of Downstream Vertical Integration," Marketing Science, INFORMS, vol. 27(1), pages 115-130, 01-02.
- Hackner, Jonas, 1994. "Collusive pricing in markets for vertically differentiated products," International Journal of Industrial Organization, Elsevier, vol. 12(2), pages 155-177, June.
- Stephanie Assad & Robert Clark & Daniel Ershov & Lei Xu, 2020.
"Algorithmic Pricing and Competition: Empirical Evidence from the German Retail Gasoline Market,"
Working Paper
1438, Economics Department, Queen's University.
- Stephanie Assad & Robert Clark & Daniel Ershov & Lei Xu, 2020. "Algorithmic Pricing and Competition: Empirical Evidence from the German Retail Gasoline Market," CESifo Working Paper Series 8521, CESifo.
- Rotemberg, Julio J & Saloner, Garth, 1986. "A Supergame-Theoretic Model of Price Wars during Booms," American Economic Review, American Economic Association, vol. 76(3), pages 390-407, June.
- John Asker & Chaim Fershtman & Ariel Pakes, 2021.
"Artificial Intelligence and Pricing: The Impact of Algorithm Design,"
NBER Working Papers
28535, National Bureau of Economic Research, Inc.
- Fershtman, Chaim & Asker, John & Pakes, Ariel, 2021. "Artificial intelligence and Pricing: The Impact of Algorithm Design," CEPR Discussion Papers 15880, C.E.P.R. Discussion Papers.
- Anirut Kantasa-ard & Maroua Nouiri & Abdelghani Bekrar & Abdessamad Ait el cadi & Yves Sallez, 2021. "Machine learning for demand forecasting in the physical internet: a case study of agricultural products in Thailand," International Journal of Production Research, Taylor & Francis Journals, vol. 59(24), pages 7491-7515, December.
- Qi Feng & J. George Shanthikumar, 2018. "How Research in Production and Operations Management May Evolve in the Era of Big Data," Production and Operations Management, Production and Operations Management Society, vol. 27(9), pages 1670-1684, September.
- Jeanine Miklós-Thal & Catherine Tucker, 2019. "Collusion by Algorithm: Does Better Demand Prediction Facilitate Coordination Between Sellers?," Management Science, INFORMS, vol. 65(4), pages 1552-1561, April.
- Bet, Germán & Cui, Shana & Sappington, David E.M., 2021. "The impact of vertical integration on losses from collusion," International Journal of Industrial Organization, Elsevier, vol. 77(C).
- Garrod, Luke & Olczak, Matthew, 2018. "Explicit vs tacit collusion: The effects of firm numbers and asymmetries," International Journal of Industrial Organization, Elsevier, vol. 56(C), pages 1-25.
- Emilio Calvano & Giacomo Calzolari & Vincenzo Denicolò & Sergio Pastorello, 2019. "Algorithmic Pricing What Implications for Competition Policy?," Review of Industrial Organization, Springer;The Industrial Organization Society, vol. 55(1), pages 155-171, August.
- Raphael Thomadsen & Ki-Eun Rhee, 2007. "Costly Collusion in Differentiated Industries," Marketing Science, INFORMS, vol. 26(5), pages 660-665, 09-10.
- Kris Johnson Ferreira & Bin Hong Alex Lee & David Simchi-Levi, 2016. "Analytics for an Online Retailer: Demand Forecasting and Price Optimization," Manufacturing & Service Operations Management, INFORMS, vol. 18(1), pages 69-88, February.
- Argenton, Cédric & Müller, Wieland, 2012. "Collusion in experimental Bertrand duopolies with convex costs: The role of cost asymmetry," International Journal of Industrial Organization, Elsevier, vol. 30(6), pages 508-517.
- Xiao Liu & Param Vir Singh & Kannan Srinivasan, 2016. "A Structured Analysis of Unstructured Big Data by Leveraging Cloud Computing," Marketing Science, INFORMS, vol. 35(3), pages 363-388, May.
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More about this item
Keywords
Algorithm; Collusion; Demand forecasting; Hidden actions; Signal precision;All these keywords.
JEL classification:
- L41 - Industrial Organization - - Antitrust Issues and Policies - - - Monopolization; Horizontal Anticompetitive Practices
- L13 - Industrial Organization - - Market Structure, Firm Strategy, and Market Performance - - - Oligopoly and Other Imperfect Markets
- D43 - Microeconomics - - Market Structure, Pricing, and Design - - - Oligopoly and Other Forms of Market Imperfection
Statistics
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