IDEAS home Printed from https://ideas.repec.org/a/eee/respol/v49y2020i1s0048733319301830.html
   My bibliography  Save this article

Platform skills and the value of new hires in the software industry

Author

Listed:
  • Ge, Chunmian
  • Huang, Ke-Wei
  • Kankanhalli, Atreyi

Abstract

The software industry is unique in terms of its “platform economics” where many firms build their products based on dominant software platforms. Hiring workers from firms with high platform knowledge may thus create externalities for the recipient software firms. Yet, while prior studies have shown that hiring IT workers creates value for recipient firms, the sources of such hiring and the characteristics of recipients that increase value in the software industry are unclear. This paper contributes to the literature by uncovering that the value created through hiring IT workers in the software industry stems largely from firms that are high in platform human capital. Using a large dataset derived from an online professional network, we show that hiring platform-skilled workers from firms that are high in platform human capital is associated with a statistically and economically significant increase in financial performance of the recipient software firms. Further, the value of hiring derives from platform-skilled workers with tenure long enough at the source firms, and for recipient firms that are innovative and have high R&D intensity. We thus explicate the sources of hiring and recipient characteristics that increase value for software firms, and derive implications from the findings.

Suggested Citation

  • Ge, Chunmian & Huang, Ke-Wei & Kankanhalli, Atreyi, 2020. "Platform skills and the value of new hires in the software industry," Research Policy, Elsevier, vol. 49(1).
  • Handle: RePEc:eee:respol:v:49:y:2020:i:1:s0048733319301830
    DOI: 10.1016/j.respol.2019.103864
    as

    Download full text from publisher

    File URL: http://www.sciencedirect.com/science/article/pii/S0048733319301830
    Download Restriction: Full text for ScienceDirect subscribers only

    File URL: https://libkey.io/10.1016/j.respol.2019.103864?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    As the access to this document is restricted, you may want to search for a different version of it.

    References listed on IDEAS

    as
    1. Wai Fong Boh & Sandra A. Slaughter & J. Alberto Espinosa, 2007. "Learning from Experience in Software Development: A Multilevel Analysis," Management Science, INFORMS, vol. 53(8), pages 1315-1331, August.
    2. Boothby, Daniel & Dufour, Anik & Tang, Jianmin, 2010. "Technology adoption, training and productivity performance," Research Policy, Elsevier, vol. 39(5), pages 650-661, June.
    3. Moretti, Enrico, 2004. "Estimating the social return to higher education: evidence from longitudinal and repeated cross-sectional data," Journal of Econometrics, Elsevier, vol. 121(1-2), pages 175-212.
    4. Jasjit Singh & Ajay Agrawal, 2011. "Recruiting for Ideas: How Firms Exploit the Prior Inventions of New Hires," Management Science, INFORMS, vol. 57(1), pages 129-150, January.
    5. Michele Battisti & Filippo Belloc & Massimo Del Gatto, 2015. "Unbundling Technology Adoption and tfp at the Firm Level: Do Intangibles Matter?," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 24(2), pages 390-414, June.
    6. Ackerberg, Daniel & Lanier Benkard, C. & Berry, Steven & Pakes, Ariel, 2007. "Econometric Tools for Analyzing Market Outcomes," Handbook of Econometrics, in: J.J. Heckman & E.E. Leamer (ed.), Handbook of Econometrics, edition 1, volume 6, chapter 63, Elsevier.
    7. Filatotchev, Igor & Liu, Xiaohui & Lu, Jiangyong & Wright, Mike, 2011. "Knowledge spillovers through human mobility across national borders: Evidence from Zhongguancun Science Park in China," Research Policy, Elsevier, vol. 40(3), pages 453-462, April.
    8. Teece, David J., 2018. "Profiting from innovation in the digital economy: Enabling technologies, standards, and licensing models in the wireless world," Research Policy, Elsevier, vol. 47(8), pages 1367-1387.
    9. Keongtae Kim & Sunil Mithas & Jonathan Whitaker & Prasanto K. Roy, 2014. "Research Note —Industry-Specific Human Capital and Wages: Evidence from the Business Process Outsourcing Industry," Information Systems Research, INFORMS, vol. 25(3), pages 618-638, September.
    10. O'Mahony, Mary & Vecchi, Michela, 2009. "R&D, knowledge spillovers and company productivity performance," Research Policy, Elsevier, vol. 38(1), pages 35-44, February.
    11. Stephan Kudyba & Romesh Diwan, 2002. "Research Report: Increasing Returns to Information Technology," Information Systems Research, INFORMS, vol. 13(1), pages 104-111, March.
    12. Olley, G Steven & Pakes, Ariel, 1996. "The Dynamics of Productivity in the Telecommunications Equipment Industry," Econometrica, Econometric Society, vol. 64(6), pages 1263-1297, November.
    13. Jennifer P. Poole, 2013. "Knowledge Transfers from Multinational to Domestic Firms: Evidence from Worker Mobility," The Review of Economics and Statistics, MIT Press, vol. 95(2), pages 393-406, May.
    14. Amit Jain, 2016. "Learning by hiring and change to organizational knowledge: Countering obsolescence as organizations age," Strategic Management Journal, Wiley Blackwell, vol. 37(8), pages 1667-1687, August.
    15. Paul Almeida & Bruce Kogut, 1999. "Localization of Knowledge and the Mobility of Engineers in Regional Networks," Management Science, INFORMS, vol. 45(7), pages 905-917, July.
    16. Annabelle Gawer, 2009. "Platforms, Markets and Innovation: An Introduction," Chapters, in: Annabelle Gawer (ed.), Platforms, Markets and Innovation, chapter 1, Edward Elgar Publishing.
    17. Pierpaolo Parrotta & Dario Pozzoli, 2012. "The effect of learning by hiring on productivity," RAND Journal of Economics, RAND Corporation, vol. 43(1), pages 167-185, March.
    18. James Levinsohn & Amil Petrin, 2003. "Estimating Production Functions Using Inputs to Control for Unobservables," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 70(2), pages 317-341.
    19. Fonseca, Tiago & Lima, Francisco & Pereira, Sonia C., 2018. "Understanding productivity dynamics: A task taxonomy approach," Research Policy, Elsevier, vol. 47(1), pages 289-304.
    20. Amrit Tiwana, 2015. "Evolutionary Competition in Platform Ecosystems," Information Systems Research, INFORMS, vol. 26(2), pages 266-281, June.
    21. Chondrakis, George, 2016. "Unique synergies in technology acquisitions," Research Policy, Elsevier, vol. 45(9), pages 1873-1889.
    22. Aoyama, Yuko & Izushi, Hiro, 2003. "Hardware gimmick or cultural innovation? Technological, cultural, and social foundations of the Japanese video game industry," Research Policy, Elsevier, vol. 32(3), pages 423-444, March.
    23. Mark Armstrong, 2006. "Competition in two‐sided markets," RAND Journal of Economics, RAND Corporation, vol. 37(3), pages 668-691, September.
    24. Nile W. Hatch & Jeffrey H. Dyer, 2004. "Human capital and learning as a source of sustainable competitive advantage," Strategic Management Journal, Wiley Blackwell, vol. 25(12), pages 1155-1178, December.
    25. Ragnhild Balsvik, 2011. "Is Labor Mobility a Channel for Spillovers from Multinationals? Evidence from Norwegian Manufacturing," The Review of Economics and Statistics, MIT Press, vol. 93(1), pages 285-297, February.
    26. Gawer, Annabelle, 2014. "Bridging differing perspectives on technological platforms: Toward an integrative framework," Research Policy, Elsevier, vol. 43(7), pages 1239-1249.
    27. Hagedoorn, John & Wang, Ning, 2012. "Is there complementarity or substitutability between internal and external R&D strategies?," Research Policy, Elsevier, vol. 41(6), pages 1072-1083.
    28. Ravi Bapna & Nishtha Langer & Amit Mehra & Ram Gopal & Alok Gupta, 2013. "Human Capital Investments and Employee Performance: An Analysis of IT Services Industry," Management Science, INFORMS, vol. 59(3), pages 641-658, November.
    29. Geoffrey G. Parker & Marshall W. Van Alstyne, 2005. "Two-Sided Network Effects: A Theory of Information Product Design," Management Science, INFORMS, vol. 51(10), pages 1494-1504, October.
    30. Ji Youn (Rose) Kim & H. Kevin Steensma, 2017. "Employee mobility, spin-outs, and knowledge spill-in: How incumbent firms can learn from new ventures," Strategic Management Journal, Wiley Blackwell, vol. 38(8), pages 1626-1645, August.
    31. Blundell, Richard & Bond, Stephen, 1998. "Initial conditions and moment restrictions in dynamic panel data models," Journal of Econometrics, Elsevier, vol. 87(1), pages 115-143, August.
    32. Rodolphe Durand & Robert M. Grant & Tammy L. Madsen & David P. McIntyre & Arati Srinivasan, 2017. "Networks, platforms, and strategy: Emerging views and next steps," Strategic Management Journal, Wiley Blackwell, vol. 38(1), pages 141-160, January.
    33. Mas-Colell, Andreu & Whinston, Michael D. & Green, Jerry R., 1995. "Microeconomic Theory," OUP Catalogue, Oxford University Press, number 9780195102680, Decembrie.
    34. Helfat, Constance E. & Raubitschek, Ruth S., 2018. "Dynamic and integrative capabilities for profiting from innovation in digital platform-based ecosystems," Research Policy, Elsevier, vol. 47(8), pages 1391-1399.
    35. David S. Evans & Andrei Hagiu & Richard Schmalensee, 2005. "A Survey of the Economic Role of Software Platforms in Computer-based Industries," CESifo Economic Studies, CESifo, vol. 51(2-3), pages 189-224.
    36. Gomez, Jaime & Vargas, Pilar, 2009. "The effect of financial constraints, absorptive capacity and complementarities on the adoption of multiple process technologies," Research Policy, Elsevier, vol. 38(1), pages 106-119, February.
    37. Spithoven, André & Teirlinck, Peter, 2015. "Internal capabilities, network resources and appropriation mechanisms as determinants of R&D outsourcing," Research Policy, Elsevier, vol. 44(3), pages 711-725.
    38. Prasanna Tambe & Lorin M. Hitt, 2014. "Job Hopping, Information Technology Spillovers, and Productivity Growth," Management Science, INFORMS, vol. 60(2), pages 338-355, February.
    39. Lori Rosenkopf & Paul Almeida, 2003. "Overcoming Local Search Through Alliances and Mobility," Management Science, INFORMS, vol. 49(6), pages 751-766, June.
    40. Tzabbar, Daniel & Aharonson, Barak S. & Amburgey, Terry L., 2013. "When does tapping external sources of knowledge result in knowledge integration?," Research Policy, Elsevier, vol. 42(2), pages 481-494.
    41. Andrey Stoyanov & Nikolay Zubanov, 2012. "Productivity Spillovers across Firms through Worker Mobility," American Economic Journal: Applied Economics, American Economic Association, vol. 4(2), pages 168-198, April.
    42. Liu, Xiaohui & Buck, Trevor, 2007. "Innovation performance and channels for international technology spillovers: Evidence from Chinese high-tech industries," Research Policy, Elsevier, vol. 36(3), pages 355-366, April.
    43. Veugelers, Reinhilde, 1997. "Internal R & D expenditures and external technology sourcing," Research Policy, Elsevier, vol. 26(3), pages 303-315, October.
    44. de Jong, Jeroen P.J. & Freel, Mark, 2010. "Absorptive capacity and the reach of collaboration in high technology small firms," Research Policy, Elsevier, vol. 39(1), pages 47-54, February.
    45. Soon Ang & Sandra Slaughter & Kok Yee Ng, 2002. "Human Capital and Institutional Determinants of Information Technology Compensation: Modeling Multilevel and Cross-Level Interactions," Management Science, INFORMS, vol. 48(11), pages 1427-1445, November.
    46. Jaeyong Song & Paul Almeida & Geraldine Wu, 2003. "Learning--by--Hiring: When Is Mobility More Likely to Facilitate Interfirm Knowledge Transfer?," Management Science, INFORMS, vol. 49(4), pages 351-365, April.
    47. Arbussa, Anna & Coenders, Germa, 2007. "Innovation activities, use of appropriation instruments and absorptive capacity: Evidence from Spanish firms," Research Policy, Elsevier, vol. 36(10), pages 1545-1558, December.
    48. Wooldridge, Jeffrey M., 2009. "On estimating firm-level production functions using proxy variables to control for unobservables," Economics Letters, Elsevier, vol. 104(3), pages 112-114, September.
    49. Corradini, Carlo & De Propris, Lisa, 2017. "Beyond local search: Bridging platforms and inter-sectoral technological integration," Research Policy, Elsevier, vol. 46(1), pages 196-206.
    50. Manuel Arellano & Stephen Bond, 1991. "Some Tests of Specification for Panel Data: Monte Carlo Evidence and an Application to Employment Equations," The Review of Economic Studies, Review of Economic Studies Ltd, vol. 58(2), pages 277-297.
    51. Chun, Hyunbae & Kim, Jung-Wook & Lee, Jason, 2015. "How does information technology improve aggregate productivity? A new channel of productivity dispersion and reallocation," Research Policy, Elsevier, vol. 44(5), pages 999-1016.
    52. Vernon Henderson, J., 2007. "Understanding knowledge spillovers," Regional Science and Urban Economics, Elsevier, vol. 37(4), pages 497-508, July.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Shi, Jing & Wang, Jiajie & Kang, Lele & Sun, Jianjun, 2023. "How to poach the talents? Role of social capital and contextual knowledge base," Technological Forecasting and Social Change, Elsevier, vol. 197(C).

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Marino, Marianna & Parrotta, Pierpaolo & Pozzoli, Dario, 2016. "Educational diversity and knowledge transfers via inter-firm labor mobility," Journal of Economic Behavior & Organization, Elsevier, vol. 123(C), pages 168-183.
    2. Bastian Stockinger & Katja Wolf, 2019. "The Productivity Effects of Worker Mobility Between Heterogeneous Firms," German Economic Review, Verein für Socialpolitik, vol. 20(4), pages 492-522, November.
    3. Stoyanov, Andrey & Zubanov, Nikolay, 2014. "The distribution of the gains from spillovers through worker mobility between workers and firms," European Economic Review, Elsevier, vol. 70(C), pages 17-35.
    4. Serafinelli, Michel, 2013. "Good Firms, Worker Flows and Productivity," MPRA Paper 49055, University Library of Munich, Germany, revised 12 Aug 2013.
    5. Jaana Rahko, 2017. "Knowledge spillovers through inventor mobility: the effect on firm-level patenting," The Journal of Technology Transfer, Springer, vol. 42(3), pages 585-614, June.
    6. Andrey Stoyanov & Nikolay Zubanov, 2012. "Productivity Spillovers across Firms through Worker Mobility," American Economic Journal: Applied Economics, American Economic Association, vol. 4(2), pages 168-198, April.
    7. Zsolt Csáfordi & László Lőrincz & Balázs Lengyel & Károly Miklós Kiss, 2020. "Productivity spillovers through labor flows: productivity gap, multinational experience and industry relatedness," The Journal of Technology Transfer, Springer, vol. 45(1), pages 86-121, February.
    8. Gidehag, Anton & Lodefalk, Magnus, 2016. "Recruiting for Small Business Growth: Micro-level Evidence," Working Papers 2016:6, Örebro University, School of Business.
    9. Jürgen Bitzer & Erkan Gören & Sanne Hiller, 2015. "Absorption of Foreign Knowledge: Firms’ Benefits of Employing Immigrants," Working Papers V-386-15, University of Oldenburg, Department of Economics, revised Oct 2015.
    10. Michel Serafinelli, 2015. "'Good' Firms, Worker Flows and Local Productivity," Working Paper series 15-29, Rimini Centre for Economic Analysis.
    11. Burak Dindaroglu, 2010. "Intra-Industry Knowledge Spillovers and Scientific Labor Mobility," Discussion Papers 10-01, University at Albany, SUNY, Department of Economics.
    12. Stoyanov, Andrey & Zubanov, Nick, 2013. "Money on the Table? Firms' and Workers' Gains from Productivity Spillovers through Worker Mobility," IZA Discussion Papers 7702, Institute of Labor Economics (IZA).
    13. Braunerhjelm, Pontus & Ding, Ding & Thulin, Per, 2020. "Labour market mobility, knowledge diffusion and innovation," European Economic Review, Elsevier, vol. 123(C).
    14. Jan Frederic Nerbel & Markus Kreutzer, 2023. "Digital platform ecosystems in flux: From proprietary digital platforms to wide-spanning ecosystems," Electronic Markets, Springer;IIM University of St. Gallen, vol. 33(1), pages 1-20, December.
    15. Mohamed Amara & Khaled Thabet, 2019. "Firm and regional factors of productivity: a multilevel analysis of Tunisian manufacturing," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 63(1), pages 25-51, August.
    16. Bournakis, Ioannis & Tsionas, Mike G., 2023. "A Non-Parametric Estimation of Productivity with Idiosyncratic and Aggregate Shocks: The Role of Research and Development (R&D) and Corporate Tax," MPRA Paper 118100, University Library of Munich, Germany.
    17. Dietmar Harhoff & Elisabeth Mueller & John Van Reenen, 2014. "What are the Channels for Technology Sourcing? Panel Data Evidence from German Companies," Journal of Economics & Management Strategy, Wiley Blackwell, vol. 23(1), pages 204-224, March.
    18. Sergey Lychagin & Joris Pinkse & Margaret E. Slade & John Van Reenen, 2016. "Spillovers in Space: Does Geography Matter?," Journal of Industrial Economics, Wiley Blackwell, vol. 64(2), pages 295-335, June.
    19. Katariina Nilsson Hakkala & Alessandro Sembenelli, 2018. "Multinationals, competition and productivity spillovers through worker mobility," Review of World Economics (Weltwirtschaftliches Archiv), Springer;Institut für Weltwirtschaft (Kiel Institute for the World Economy), vol. 154(2), pages 401-426, May.
    20. Dobbelaere, Sabien & Kiyota, Kozo & Mairesse, Jacques, 2015. "Product and labor market imperfections and scale economies: Micro-evidence on France, Japan and the Netherlands," Journal of Comparative Economics, Elsevier, vol. 43(2), pages 290-322.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:eee:respol:v:49:y:2020:i:1:s0048733319301830. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Catherine Liu (email available below). General contact details of provider: http://www.elsevier.com/locate/respol .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.