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The construct of institutional distance through the lens of different institutional perspectives: Review, analysis, and recommendations

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Listed:
  • Tatiana Kostova

    (University of South Carolina)

  • Sjoerd Beugelsdijk

    (University of Groningen)

  • W. Richard Scott

    (Stanford University)

  • Vincent E. Kunst

    (University of Liverpool)

  • Chei Hwee Chua

    (University of South Carolina)

  • Marc Essen

    (University of South Carolina)

Abstract

This paper presents a review and critique of the 20-year-old literature on institutional distance, which has greatly proliferated. We start with a discussion of the three institutional perspectives that have served as a theoretical foundation for this construct: organizational institutionalism, institutional economics, and comparative institutionalism. We use this as an organizing framework to describe the different ways in which institutional distance has been conceptualized and measured, and to analyze the most common organizational outcomes that have been linked to institutional distance, as well as the proposed explanatory mechanisms of those effects. We substantiate our qualitative review with a meta-analysis, which synthesizes the main findings in this area of research. Building on our review and previous critical work, we note key ambiguities in the institutional distance literature related to underlying theoretical perspectives and associated mechanisms, distance versus profile effects, and measurement. We conclude with actionable recommendations for improving institutional distance research.

Suggested Citation

  • Tatiana Kostova & Sjoerd Beugelsdijk & W. Richard Scott & Vincent E. Kunst & Chei Hwee Chua & Marc Essen, 2020. "The construct of institutional distance through the lens of different institutional perspectives: Review, analysis, and recommendations," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 51(4), pages 467-497, June.
    • Handle: RePEc:pal:jintbs:v:51:y:2020:i:4:d:10.1057_s41267-019-00294-w
    DOI: 10.1057/s41267-019-00294-w
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    1. Rosalie L Tung & Alain Verbeke, 2010. "Beyond Hofstede and GLOBE: Improving the quality of cross-cultural research," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(8), pages 1259-1274, October.
    2. Srilata Zaheer & Margaret Spring Schomaker & Lilach Nachum, 2012. "Distance without direction: Restoring credibility to a much-loved construct," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 43(1), pages 18-27, January.
    3. Dovev Lavie & Stewart R. Miller, 2008. "Alliance Portfolio Internationalization and Firm Performance," Organization Science, INFORMS, vol. 19(4), pages 623-646, August.
    4. Arslan, Ahmad & Tarba, Shlomo Y. & Larimo, Jorma, 2015. "FDI entry strategies and the impacts of economic freedom distance: Evidence from Nordic FDIs in transitional periphery of CIS and SEE," International Business Review, Elsevier, vol. 24(6), pages 997-1008.
    5. Arjen H L Slangen & Sjoerd Beugelsdijk, 2010. "The impact of institutional hazards on foreign multinational activity: A contingency perspective," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(6), pages 980-995, August.
    6. Dikova, Desislava, 2009. "Performance of foreign subsidiaries: Does psychic distance matter?," International Business Review, Elsevier, vol. 18(1), pages 38-49, February.
    7. Lance Eliot Brouthers & Victor B Marshall & Dawn L Keig, 2016. "Solving the single-country sample problem in cultural distance studies," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 47(4), pages 471-479, May.
    8. Desislava Dikova & Padma Rao Sahib & Arjen van Witteloostuijn, 2010. "Cross-border acquisition abandonment and completion: The effect of institutional differences and organizational learning in the international business service industry, 1981–2001," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(2), pages 223-245, February.
    9. Deepak Somaya & Christine A. McDaniel, 2012. "Tribunal Specialization and Institutional Targeting in Patent Enforcement," Organization Science, INFORMS, vol. 23(3), pages 869-887, June.
    10. Robbert Maseland & Douglas Dow & Piers Steel, 2018. "The Kogut and Singh national cultural distance index: Time to start using it as a springboard rather than a crutch," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(9), pages 1154-1166, December.
    11. Bok Baik & Jun-Koo Kang & Jin-Mo Kim & Joonho Lee, 2013. "The liability of foreignness in international equity investments: Evidence from the US stock market," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 44(4), pages 391-411, May.
    12. Henisz Witold J. & Williamson Oliver E., 1999. "Comparative Economic Organization—Within and Between Countries," Business and Politics, De Gruyter, vol. 1(3), pages 261-278, December.
    13. Oded Shenkar, 2001. "Cultural Distance Revisited: Towards a More Rigorous Conceptualization and Measurement of Cultural Differences," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 32(3), pages 519-535, September.
    14. Jingoo Kang & Jeoung Yul Lee & Pervez N. Ghauri, 2017. "The Interplay of Mahalanobis Distance and Firm Capabilities on MNC Subsidiary Exits from Host Countries," Management International Review, Springer, vol. 57(3), pages 379-409, June.
    15. Saul Estrin & Delia Baghdasaryan & Klaus E. Meyer, 2009. "The Impact of Institutional and Human Resource Distance on International Entry Strategies," Journal of Management Studies, Wiley Blackwell, vol. 46(7), pages 1171-1196, November.
    16. William Q Judge & Stav Fainshmidt & J Lee Brown III, 2014. "Which model of capitalism best delivers both wealth and equality?," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 45(4), pages 363-386, May.
    17. Chao, Mike Chen-Ho & Kumar, Vikas, 2010. "The impact of institutional distance on the international diversity-performance relationship," Journal of World Business, Elsevier, vol. 45(1), pages 93-103, January.
    18. Robert Jensen & Gabriel Szulanski, 2004. "Stickiness and the adaptation of organizational practices in cross-border knowledge transfers," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 35(6), pages 508-523, November.
    19. Li, Jizhong & Jiang, Fuming & Shen, Jie, 2016. "Institutional distance and the quality of the headquarters–subsidiary relationship: The moderating role of the institutionalization of headquarters’ practices in subsidiaries," International Business Review, Elsevier, vol. 25(2), pages 589-603.
    20. André van Hoorn & Robbert Maseland, 2016. "How institutions matter for international business: Institutional distance effects vs institutional profile effects," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 47(3), pages 374-381, April.
    21. Rafael La Porta & Florencio Lopez-de-Silanes & Andrei Shleifer & Robert W. Vishny, 1998. "Law and Finance," Journal of Political Economy, University of Chicago Press, vol. 106(6), pages 1113-1155, December.
    22. Vikrant Shirodkar & Palitha Konara, 2017. "Institutional Distance and Foreign Subsidiary Performance in Emerging Markets: Moderating Effects of Ownership Strategy and Host-Country Experience," Management International Review, Springer, vol. 57(2), pages 179-207, April.
    23. Jae C. Jung & Khan-Pyo Lee, 2018. "Host Country Sourcing of Multinational Enterprises: A Corporate Social Responsibility Perspective," Journal of Business Ethics, Springer, vol. 152(3), pages 683-701, October.
    24. Ilhan-Nas, Tulay & Okan, Tarhan & Tatoglu, Ekrem & Demirbag, Mehmet & Wood, Geoffrey & Glaister, Keith W., 2018. "Board composition, family ownership, institutional distance and the foreign equity ownership strategies of Turkish MNEs," Journal of World Business, Elsevier, vol. 53(6), pages 862-879.
    25. Lindner, Thomas & Muellner, Jakob & Puck, Jonas, 2016. "Cost of Capital in an International Context: Institutional Distance, Quality, and Dynamics," Journal of International Management, Elsevier, vol. 22(3), pages 234-248.
    26. Trąpczyński, Piotr & Banalieva, Elitsa R., 2016. "Institutional difference, organizational experience, and foreign affiliate performance: Evidence from Polish firms," Journal of World Business, Elsevier, vol. 51(5), pages 826-842.
    27. Jan Johanson & Jan-Erik Vahlne, 1977. "The Internationalization Process of the Firm—A Model of Knowledge Development and Increasing Foreign Market Commitments," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 8(1), pages 23-32, March.
    28. Henrik Dellestrand & Philip Kappen, 2012. "The effects of spatial and contextual factors on headquarters resource allocation to MNE subsidiaries," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 43(3), pages 219-243, April.
    29. Ana M. Romero-Martínez & Fernando E. García-Muiña & Agnieszka Chidlow & Jorma Larimo, 2019. "Formal and Informal Institutional Differences Between Home and Host Country and Location Choice: Evidence from the Spanish Hotel Industry," Management International Review, Springer, vol. 59(1), pages 41-65, February.
    30. Ruth V. Aguilera & Birgitte Grøgaard, 2019. "The dubious role of institutions in international business: A road forward," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 50(1), pages 20-35, February.
    31. Michael A Sartor & Paul W Beamish, 2014. "Offshoring innovation to emerging markets: Organizational control and informal institutional distance," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 45(9), pages 1072-1095, December.
    32. Bhaumik, Sumon Kumar & Owolabi, Oluwarotimi & Pal, Sarmistha, 2018. "Private information, institutional distance, and the failure of cross-border acquisitions: Evidence from the banking sector in Central and Eastern Europe," Journal of World Business, Elsevier, vol. 53(4), pages 504-513.
    33. Anne-Wil Harzing & Markus Pudelko, 2016. "Do We Need to Distance Ourselves from the Distance Concept? Why Home and Host Country Context Might Matter More Than (Cultural) Distance," Management International Review, Springer, vol. 56(1), pages 1-34, February.
    34. Lahiri, Somnath & Elango, B. & Kundu, Sumit K., 2014. "Cross-border acquisition in services: Comparing ownership choice of developed and emerging economy MNEs in India," Journal of World Business, Elsevier, vol. 49(3), pages 409-420.
    35. Shavin Malhotra & Ajai S Gaur, 2014. "Spatial geography and control in foreign acquisitions," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 45(2), pages 191-210, February.
    36. Heather Berry & Mauro F Guillén & Nan Zhou, 2010. "An institutional approach to cross-national distance," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(9), pages 1460-1480, December.
    37. Bruce Kogut & Harbir Singh, 1988. "The Effect of National Culture on the Choice of Entry Mode," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 19(3), pages 411-432, September.
    38. Ahrens, Carolin & Oehmichen, Jana & Wolff, Michael, 2018. "Expatriates as influencers in global work arrangements: Their impact on foreign-subsidiary employees’ ESOP participation," Journal of World Business, Elsevier, vol. 53(4), pages 452-462.
    39. Bradley L Kirkman & Kevin B Lowe & Cristina B Gibson, 2017. "A retrospective on Culture’s Consequences: The 35-year journey," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 48(1), pages 12-29, January.
    40. Mark F Peterson & Tais S Barreto, 2018. "Interpreting societal culture value dimensions," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(9), pages 1190-1207, December.
    41. Mike W Peng & Denis Y L Wang & Yi Jiang, 2008. "An institution-based view of international business strategy: a focus on emerging economies," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 39(5), pages 920-936, July.
    42. Petrou, Andreas P. & Thanos, Ioannis C., 2014. "The “grabbing hand” or the “helping hand” view of corruption: Evidence from bank foreign market entries," Journal of World Business, Elsevier, vol. 49(3), pages 444-454.
    43. Christian Schwens & Florian B Zapkau & Keith D Brouthers & Lina Hollender, 2018. "Limits to international entry mode learning in SMEs," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(7), pages 809-831, September.
    44. Gregory Jackson & Richard Deeg, 2008. "Comparing capitalisms: understanding institutional diversity and its implications for international business," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 39(4), pages 540-561, June.
    45. Sjoerd Beugelsdijk & Ram Mudambi, 2013. "MNEs as border-crossing multi-location enterprises: The role of discontinuities in geographic space," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 44(5), pages 413-426, June.
    46. Jeffrey H. Dyer, 1996. "Does Governance Matter? Keiretsu Alliances and Asset Specificity as Sources of Japanese Competitive Advantage," Organization Science, INFORMS, vol. 7(6), pages 649-666, December.
    47. Håkanson, Lars & Ambos, Björn, 2010. "The antecedents of psychic distance," Journal of International Management, Elsevier, vol. 16(3), pages 195-210, September.
    48. Siah Hwee Ang & Mirko H. Benischke & Jonathan P. Doh, 2015. "The interactions of institutions on foreign market entry mode," Strategic Management Journal, Wiley Blackwell, vol. 36(10), pages 1536-1553, October.
    49. Robert Salomon & Zheying Wu, 2012. "Institutional distance and local isomorphism strategy," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 43(4), pages 343-367, May.
    50. Bradley L Kirkman & Kevin B Lowe & Cristina B Gibson, 2006. "A quarter century of Culture's Consequences: a review of empirical research incorporating Hofstede's cultural values framework," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 37(3), pages 285-320, May.
    51. Zhu, Hong & Xia, Jun & Makino, Shige, 2015. "How do high-technology firms create value in international M&A? Integration, autonomy and cross-border contingencies," Journal of World Business, Elsevier, vol. 50(4), pages 718-728.
    52. Majid Abdi & Preet S Aulakh, 2012. "Do country-level institutional frameworks and interfirm governance arrangements substitute or complement in international business relationships?," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 43(5), pages 477-497, June.
    53. Sjoerd Beugelsdijk & Björn Ambos & Phillip C Nell, 2018. "Conceptualizing and measuring distance in international business research: Recurring questions and best practice guidelines," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(9), pages 1113-1137, December.
    54. Li, Jiatao & Yao, Fiona Kun, 2010. "The role of reference groups in international investment decisions by firms from emerging economies," Journal of International Management, Elsevier, vol. 16(2), pages 143-153, June.
    55. Gregory Jackson & Richard Deeg, 2019. "Comparing capitalisms and taking institutional context seriously," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 50(1), pages 4-19, February.
    56. Christian Schwens & Julia Eiche & Ruediger Kabst, 2011. "The Moderating Impact of Informal Institutional Distance and Formal Institutional Risk on SME Entry Mode Choice," Journal of Management Studies, Wiley Blackwell, vol. 48(2), pages 330-351, March.
    57. Ilya R P Cuypers & Gokhan Ertug & Pursey P M A R Heugens & Bruce Kogut & Tengjian Zou, 2018. "The making of a construct: Lessons from 30 years of the Kogut and Singh cultural distance index," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(9), pages 1138-1153, December.
    58. Henisz, Witold J. & Williamson, Oliver E., 1999. "Comparative Economic Organization—Within and Between Countries," Business and Politics, Cambridge University Press, vol. 1(3), pages 261-277, November.
    59. Liou, Ru-Shiun & Chao, Mike Chen-Ho & Yang, Monica, 2016. "Emerging economies and institutional quality: Assessing the differential effects of institutional distances on ownership strategy," Journal of World Business, Elsevier, vol. 51(4), pages 600-611.
    60. Magnusson, Peter & Baack, Daniel W. & Zdravkovic, Srdan & Staub, Karin M. & Amine, Lyn S., 2008. "Meta-analysis of cultural differences: Another slice at the apple," International Business Review, Elsevier, vol. 17(5), pages 520-532, October.
    61. Johann Fortwengel, 2017. "Understanding When MNCs can Overcome Institutional Distance: A Research Agenda," Management International Review, Springer, vol. 57(6), pages 793-814, December.
    62. Sathyajit R Gubbi & Preet S Aulakh & Sougata Ray & M B Sarkar & Raveendra Chittoor, 2010. "Do international acquisitions by emerging-economy firms create shareholder value? The case of Indian firms," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 41(3), pages 397-418, April.
    63. Sjoerd Beugelsdijk & Tatiana Kostova & Vincent E. Kunst & Ettore Spadafora & Marc van Essen, 2018. "Cultural Distance and Firm Internationalization," Post-Print hal-02312065, HAL.
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