Soft Information and Investment: Evidence from Plant-Level Data

A reduction in travel time between headquarters and plants makes it easier for headquarters to monitor plants and gather “soft” information--i.e., information that cannot be transmitted through non-personal means. Using a difference-in-differences methodology, I find that the introduction of new airline routes that reduce the travel time between headquarters and plants leads to an increase in plant-level investment of 8% to 9% and an increase in plants’ total factor productivity of 1.3% to 1.4%. Consistent with the notion that a reduction in travel time makes it easier for headquarters to monitor plants and gather soft information, I find that my results are stronger: i) for plants whose headquarters are more time constrained; ii) for plants operating in soft-information industries; iii) during the earlier years of my sample period, when alternative, non-personal, means of monitoring and transmitting information were less developed; iv) for plants where information uncertainty is likely to be greater and soft information is likely to be more valuable, such as smaller plants and peripheral plants operating in industries that are not the firm’s main industry.

[1]  Ron S. Jarmin,et al.  The Longitudinal Business Database , 2002 .

[2]  Allen N. Berger,et al.  Does Function Follow Organizational Form? Evidence from the Lending Practices of Large and Small Banks , 2002 .

[3]  Marco Pagano,et al.  Collateral Versus Project Screening: A Model of Lazy Banks , 2001 .

[4]  Chad Syverson,et al.  Reallocation, Firm Turnover, and Efficiency: Selection on Productivity or Profitability? , 2005 .

[5]  Chad Syverson,et al.  Market Structure and Productivity: A Concrete Example , 2004, Journal of Political Economy.

[6]  Daniel A. Ackerberg,et al.  Structural identification of production functions , 2006 .

[7]  Steven A. Sharpe Asymmetric Information, Bank Lending, and Implicit Contracts: A Stylized Model of Customer Relationships , 1990 .

[8]  Raghuram G. Rajan,et al.  Insiders and Outsiders: The Choice between Informed and Arm's-Length Debt , 1992 .

[9]  M. Petersen,et al.  Does Distance Still Matter? The Information Revolution in Small Business Lending , 2000 .

[10]  Sumit Agarwal,et al.  Distance and Private Information in Lending , 2010 .

[11]  William F. Micarelli History of the 1992 economic census , 1996 .

[12]  Atif R. Mian Distance Constraints: The Limits of Foreign Lending in Poor Economies , 2004 .

[13]  F. Lichtenberg Corporate Takeovers and Productivity , 1992 .

[14]  Vojislav Maksimovic,et al.  Do Conglomerate Firms Allocate Resources Inefficiently Across Industries? Theory and Evidence , 2002 .

[15]  The Effect of Trade on the Demand for Skill - Evidence from the Interstate Highway System , 2006 .

[16]  Holger M. Mueller,et al.  Informed Lending and Security Design , 2005 .

[17]  E. Duflo,et al.  How Much Should We Trust Differences-in-Differences Estimates? , 2001 .

[18]  J. Stein,et al.  Information Production and Capital Allocation: Decentralized vs. Hierarchical Firms , 2000 .

[19]  Edward E. Leamer,et al.  Econometric Tools for Analyzing Market Outcomes , 2007 .

[20]  Amir Sufi Information Asymmetry and Financing Arrangements: Evidence from Syndicated Loans , 2007 .

[21]  Daniela Damian,et al.  Does distance still matter , 2008 .

[22]  Guy Michaels,et al.  The Effect of Trade on the Demand for Skill: Evidence from the Interstate Highway System , 2006, The Review of Economics and Statistics.

[23]  D. Scharfstein,et al.  Evidence on the Dark Side of Internal Capital Markets , 2009 .

[24]  D. Scharfstein,et al.  Internal Versus External Capital Markets , 1994 .

[25]  Andrew R. Goetz,et al.  The Geography of Deregulation in the U.S. Airline Industry , 1997 .

[26]  James C. Davis,et al.  Spatial organization of firms: the decision to split production and administration , 2007 .

[27]  Kevin Caves,et al.  Structural Identi…cation of Production Functions , 2006 .

[28]  S. Mullainathan,et al.  Enjoying the Quiet Life? Corporate Governance and Managerial Preferences , 2003, Journal of Political Economy.

[29]  Julie Wulf,et al.  Tradeoffs in Staying Close: Corporate Decision-Making and Geographic Dispersion , 2006 .

[30]  J. Stein,et al.  Internal Capital Markets and the Competition for Corporate Resources , 1995 .

[31]  A. Pakes,et al.  The Dynamics of Productivity in the Telecommunications Equipment Industry , 1992 .

[32]  Russell L. Ivy,et al.  Variations in hub service in the US domestic air transportation network , 1993 .