The Role of APIs in the Economy

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Transcription:

The Role of APIs in the Economy Seth Benzell, Guillermo Lagarda, Marshall Van Allstyne Boston University and MIT July 12, 2016 July 12, 2016 1 / 16

Introduction We construct a novel data set combining API proxy statistics with firm financial outcomes Firms adopting API strategies are concentrated in Retail We find that firms that adopt APIs are significantly more profitable in years after adoption We find weaker suggestion that the intensity of API use correlates with net income In future work we seek to establish causality and the contribution of APIs to changes in the nature of the firm and macroeconomic trends like SBTC July 12, 2016 2 / 16

Context Application programming interface Ease access to data, internal and external Increase programmer productivity, information security, lower maintenance costs, modularity/re-usability July 12, 2016 3 / 16

Context We work with API management firms Some have specific strategy in mind, others simply go digital and put info out there Clearly APIs necessary for platform/ecosystem approach Lots of API success stories July 12, 2016 4 / 16

Web API Growth (Source: ProgrammableWeb.com) July 12, 2016 5 / 16

Data Currently we have data corresponding to roughly 10 percent of the API management industry We are working towards: Collecting another about 40 percent of industry Integrating OSIRIS Finding employment by job title data Firm survey July 12, 2016 6 / 16

Sample Firms Using API Management July 12, 2016 7 / 16

API data - Quarterly July 12, 2016 8 / 16

Financial Characteristics of API Adopting Firms July 12, 2016 9 / 16

Preliminary Data Analysis Three Current Approaches to Ascertaining Impact on Net Income Firm FEs Nearest Neighbor General Difference in Difference July 12, 2016 10 / 16

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Treatment Effect Estimation Outcome Variable: Net Income Treatment Variable: Adoption of API (Binary, adjusted in time) Regression (IPW) Regression (IPW) Propensity Nearest Baseline Leverage Baseline Leverage Match Neighbor ATE 162.46 ** 186.22* 267.78** 222.59** (12.89) (17.13) (6.85) (7.39) ATE (Open Platform) 52.35+ 52.29* (6.89) (7.13) Capital Exp. -0.0864-0.0229+ -0.0484-0.0200+ (6.32) (6.79) (6.32) (6.79) Leverage -0.0461+ -0.0461+ (7.54) (7.54) Constant 22.49** 32.28** 17.49** 16.28** (9.01) (19.21) (11.93) (23.75) Std. Errors statistics in parentheses + p<0.10, * p<0.05, ** p<0.01 July 12, 2016 14 / 16

Log Net Income Grouped by Adoption Date 11 10 9 2013Q1-Q3 2013Q4-2014Q1 2014Q2-2014Q4 2015 8 7 6 5 Mar-10 May-11 Jul-12 Sep-13 Nov-14 Jan-16 July 12, 2016 15 / 16

Future Goals Future Directions for Research With time series employment data, very interesting SBTC paper. Allows us to study programmer productivity as accumulating asset. With more information about firm ecosystem policies, structural IO paper estimating elasticities around platform strategy With a better instrument (or perhaps only more data), a strong business oriented paper about consequences of API strategy adoption Advice? July 12, 2016 16 / 16