Surge Pricing on a Service Platform Under Spatial Spillovers: Evidence From Uber

Ride-sharing platforms employ surge pricing to match anticipated capacity spillover with demand. We develop an optimization model to characterize the relationship between surge price and spillover. We test predicted relationships using a spatial panel model on a dataset from Uber’s operation. Results reveal that Uber’s pricing accounts for both capacity and price spillover. There is a debate in the management community on the efficacy of labor welfare mechanisms associated with shared capacity. We conduct counterfactual analysis to provide guidance in regards to the debate, for managing congestion, while accounting for consumer and labor welfare through this online platform.

[1]  M. Keith Chen,et al.  Dynamic Pricing in a Labor Market: Surge Pricing and Flexible Work on the Uber Platform , 2016, EC.

[2]  Gérard P. Cachon,et al.  Competing Retailers and Inventory: An Empirical Investigation of General Motors' Dealerships in Isolated U.S. Markets , 2009, Manag. Sci..

[3]  Mark E. Ferguson,et al.  PRODUCTION AND OPERATIONS MANAGEMENT , 2008 .

[4]  T. Oum,et al.  CONCEPTS OF PRICE ELASTICITIES OF TRANSPORT DEMAND AND RECENT EMPIRICAL ESTIMATES: AN INTERPRETATIVE SURVEY. IN: URBAN TRANSPORT , 1992 .

[5]  Mark E. Ferguson,et al.  Would You Like to Upgrade to a Premium Room? Evaluating the Benefit of Offering Standby Upgrades , 2016, Manuf. Serv. Oper. Manag..

[6]  Claudio Ferrari,et al.  Ports and regional development: A spatial analysis on a panel of European regions , 2014 .

[7]  Kostas Bimpikis,et al.  Spatial pricing in ride-sharing networks , 2016, NetEcon@EC.

[8]  Gérard P. Cachon,et al.  The Role of Surge Pricing on a Service Platform with Self-Scheduling Capacity , 2016, Manuf. Serv. Oper. Manag..

[9]  Christopher S. Tang,et al.  Coordinating Supply and Demand on an On-Demand Service Platform with Impatient Customers , 2017, Manuf. Serv. Oper. Manag..

[10]  M. Lariviere,et al.  Operations in the On-Demand Economy: Staffing Services with Self-Scheduling Capacity , 2016 .

[11]  Badi H. Baltagi,et al.  Testing Panel Data Regression Models with Spatial Error Correlation , 2002 .

[12]  Yina Lu,et al.  Measuring the Effect of Queues on Customer Purchases , 2012, Manag. Sci..

[13]  H. Farber,et al.  Why You Can&Apos;T Find a Taxi in the Rain and Other Labor Supply Lessons from Cab Drivers , 2014 .

[14]  Saif Benjaafar,et al.  Labor Welfare in On-Demand Service Platforms , 2019, Manuf. Serv. Oper. Manag..

[15]  Rainer Alt,et al.  Sharing Economy , 2016, Bus. Inf. Syst. Eng..

[16]  J. Paul Elhorst,et al.  Applied Spatial Econometrics: Raising the Bar , 2010 .

[17]  Lung-fei Lee,et al.  Estimation of spatial autoregressive panel data models with fixed effects , 2010 .

[18]  Antonio Moreno,et al.  Strategically Giving Service: The Effect of Real-Time Information on Service Efficiency , 2018 .

[19]  Steven D. Levitt,et al.  Using Big Data to Estimate Consumer Surplus: The Case of Uber , 2016 .

[20]  Ming Hu,et al.  Under the Same Roof: Value of Shared Living in Airbnb , 2018 .

[21]  Geoffrey G. Parker,et al.  Two-Sided Network Effects: A Theory of Information Product Design , 2010, Manag. Sci..

[22]  Antonio Moreno,et al.  Pricing and Production Flexibility: An Empirical Analysis of the U.S. Automotive Industry , 2015, Manuf. Serv. Oper. Manag..

[23]  M. D. Ugarte,et al.  Introduction to Spatial Econometrics , 2011 .

[24]  Federico Belotti,et al.  Spatial Panel-data Models Using Stata , 2016 .

[25]  Peter S. Fader,et al.  Multiattribute Loss Aversion and Reference Dependence: Evidence from the Performing Arts Industry , 2017, Manag. Sci..

[26]  Jun Li,et al.  Are Consumers Strategic? Structural Estimation from the Air-Travel Industry , 2014, Manag. Sci..

[27]  Michael Pfaffermayr,et al.  The Hausman Test in a Cliff and Ord Panel Model , 2008 .

[28]  Adrian Pagan,et al.  The Lagrange Multiplier Test and its Applications to Model Specification in Econometrics , 1980 .

[29]  J. Ou,et al.  Performance Bounds for Scheduling Queueing Networks , 1992 .

[30]  Jun Li,et al.  Pros vs Joes: Agent Pricing Behavior in the Sharing Economy , 2016 .

[31]  R. Thaler,et al.  Labor Supply of New York City Cabdrivers: One Day at a Time , 1997 .

[32]  Christo Wilson,et al.  Peeking Beneath the Hood of Uber , 2015, Internet Measurement Conference.

[33]  L. Anselin.  Spatial Econometrics: Methods and Models , 1988 .

[34]  Rouba Ibrahim,et al.  Managing Queueing Systems Where Capacity Is Random and Customers Are Impatient , 2017 .

[35]  Aysegul Can.  Specification and estimation of hedonic housing price models , 1992 .