IDEAS home Printed from https://ideas.repec.org/a/hin/complx/6271017.html
   My bibliography  Save this article

Hybrid Unsupervised Exploratory Plots: A Case Study of Analysing Foreign Direct Investment

Author

Listed:
  • Álvaro Herrero
  • Alfredo Jiménez
  • Secil Bayraktar

Abstract

The curse of dimensionality has been an open issue for many years and still is, as finding nonobvious and previously unknown patterns in ever-increasing amounts of high-dimensional data is not an easy task. Advancing in descriptive data analysis, the present paper proposes Hybrid Unsupervised Exploratory Plots (HUEPs) as a new visualization technique to combine the outputs of Exploratory Projection Pursuit and Clustering methods in a novel and informative way. As a case study, HUEPs are validated in a real-world context for analysing the internationalization strategy of companies, by taking into account bilateral distance between home and host countries. As a multifaceted concept, distance encompasses multiple dimensions. Together with data from both the countries and the companies, various psychic distances are analysed by means of HUEPs, to gain deep knowledge of the internationalization strategy of large Spanish companies. Informative visualizations are obtained from the analysed dataset, leading to useful business implications and decision making.

Suggested Citation

  • Álvaro Herrero & Alfredo Jiménez & Secil Bayraktar, 2019. "Hybrid Unsupervised Exploratory Plots: A Case Study of Analysing Foreign Direct Investment," Complexity, Hindawi, vol. 2019, pages 1-14, June.
    • Handle: RePEc:hin:complx:6271017
    DOI: 10.1155/2019/6271017
    as

    Download full text from publisher

    File URL: http://downloads.hindawi.com/journals/8503/2019/6271017.pdf
    Download Restriction: no
    File URL: http://downloads.hindawi.com/journals/8503/2019/6271017.xml
    Download Restriction: no
    File URL: https://libkey.io/10.1155/2019/6271017?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
    ---><---

    References listed on IDEAS

    as
    1. 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.
    2. Andrew Delios & Witold J. Henisz, 2003. "Political hazards, experience, and sequential entry strategies: the international expansion of Japanese firms, 1980–1998," Strategic Management Journal, Wiley Blackwell, vol. 24(11), pages 1153-1164, November.
    3. Jiménez, Alfredo & Luis-Rico, Isabel & Benito-Osorio, Diana, 2014. "The influence of political risk on the scope of internationalization of regulated companies: Insights from a Spanish sample," Journal of World Business, Elsevier, vol. 49(3), pages 301-311.
    4. 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.
    5. Guy L. F. Holburn & Bennet A. Zelner, 2010. "Political capabilities, policy risk, and international investment strategy: evidence from the global electric power generation industry," Strategic Management Journal, Wiley Blackwell, vol. 31(12), pages 1290-1315, December.
    6. Yannis Yatracos, 2013. "Detecting Clusters in the Data from Variance Decompositions of Its Projections," Journal of Classification, Springer;The Classification Society, vol. 30(1), pages 30-55, April.
    7. Lawton, Thomas & Rajwani, Tazeeb & Doh, Jonathan, 2013. "The antecedents of political capabilities: A study of ownership, cross-border activity and organization at legacy airlines in a deregulatory context," International Business Review, Elsevier, vol. 22(1), pages 228-242.
    8. 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.
    9. 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.
    10. Jiménez, Alfredo & Benito-Osorio, Diana & Puck, Jonas & Klopf, Patricia, 2018. "The multi-faceted role of experience dealing with policy risk: The impact of intensity and diversity of experiences," International Business Review, Elsevier, vol. 27(1), pages 102-112.
    11. 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.
    12. 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.
    13. Alfredo Jiménez & David Fuente, 2016. "Learning from Others: the Impact of Vicarious Experience on the Psychic Distance and FDI Relationship," Management International Review, Springer, vol. 56(5), pages 633-664, October.
    14. Li, Baibing & Martin, Elaine B. & Morris, A. Julian, 2002. "On principal component analysis in L1," Computational Statistics & Data Analysis, Elsevier, vol. 40(3), pages 471-474, September.
    15. Vichi, Maurizio & Kiers, Henk A. L., 2001. "Factorial k-means analysis for two-way data," Computational Statistics & Data Analysis, Elsevier, vol. 37(1), pages 49-64, July.
    16. 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.
    17. Tarpey, Thaddeus, 2007. "Linear Transformations and the k-Means Clustering Algorithm: Applications to Clustering Curves," The American Statistician, American Statistical Association, vol. 61, pages 34-40, February.
    18. Klaus E Meyer & Evis Sinani, 2009. "When and where does foreign direct investment generate positive spillovers? A meta-analysis," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 40(7), pages 1075-1094, September.
    Full references (including those not matched with items on IDEAS)

    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. Sjoerd Beugelsdijk & Tatiana Kostova & Vincent E. Kunst & Ettore Spadafora & Marc van Essen, 2018. "Cultural Distance and Firm Internationalization," Post-Print hal-02312065, HAL.
    2. Popli, Manish & Akbar, Mohammad & Kumar, Vikas & Gaur, Ajai, 2016. "Reconceptualizing cultural distance: The role of cultural experience reserve in cross-border acquisitions," Journal of World Business, Elsevier, vol. 51(3), pages 404-412.
    3. Giovanna Magnani & Antonella Zucchella & Dinorà Eliete Floriani, 2015. "Relativity and asymmetry in distance. The role of strategic distance in the internationalization decisions of Brazilian and Italian firms," DEM Working Papers Series 111, University of Pavia, Department of Economics and Management.
    4. 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.
    5. Magnani, Giovanna & Zucchella, Antonella & Floriani, Dinorá Eliete, 2018. "The logic behind foreign market selection: Objective distance dimensions vs. strategic objectives and psychic distance," International Business Review, Elsevier, vol. 27(1), pages 1-20.
    6. 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.
    7. Nebus, James & Chai, Kah Hin, 2014. "Putting the “psychic” Back in Psychic Distance: Awareness, Perceptions, and Understanding as Dimensions of Psychic Distance," Journal of International Management, Elsevier, vol. 20(1), pages 8-24.
    8. 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.
    9. Sasaki, Innan & Yoshikawa, Katsuhiko, 2014. "Going beyond national cultures – Dynamic interaction between intra-national, regional, and organizational realities," Journal of World Business, Elsevier, vol. 49(3), pages 455-464.
    10. Rosalie L Tung & Günter K Stahl, 2018. "The tortuous evolution of the role of culture in IB research: What we know, what we don’t know, and where we are headed," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 49(9), pages 1167-1189, December.
    11. 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.
    12. Jiménez, Alfredo & Benito-Osorio, Diana & Puck, Jonas & Klopf, Patricia, 2018. "The multi-faceted role of experience dealing with policy risk: The impact of intensity and diversity of experiences," International Business Review, Elsevier, vol. 27(1), pages 102-112.
    13. Goudarz Azar & Rian Drogendijk, 2019. "Ex-post Performance Implications of Divergence of Managers’ Perceptions of ‘Distance’ From ‘Reality’ in International Business," Management International Review, Springer, vol. 59(1), pages 67-92, February.
    14. Oded Shenkar & Stephen B Tallman & Hao Wang & Jie Wu, 2022. "National culture and international business: A path forward," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 53(3), pages 516-533, April.
    15. Lindner, Thomas & Puck, Jonas, 2024. "Information distance: Conceptual development and empirical tests of a novel measure of cross-national distance," Journal of International Management, Elsevier, vol. 30(2).
    16. Belderbos, René & Du, Helen S. & Slangen, Arjen, 2020. "When do firms choose global cities as foreign investment locations within countries? The roles of contextual distance, knowledge intensity, and target-country experience," Journal of World Business, Elsevier, vol. 55(1).
    17. van Hoorn, André, 2020. "Cross-national distance as an explanatory variable in international management: Fundamental challenge and solution," Journal of International Management, Elsevier, vol. 26(3).
    18. Sjoerd Beugelsdijk & Tatiana Kostova & Kendall Roth, 2017. "An overview of Hofstede-inspired country-level culture research in international business since 2006," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 48(1), pages 30-47, January.
    19. de Jong, Gjalt & van Dut, Vo & Jindra, Björn & Marek, Philipp, 2015. "Does country context distance determine subsidiary decision-making autonomy? Theory and evidence from European transition economies," International Business Review, Elsevier, vol. 24(5), pages 874-889.
    20. Günter K Stahl & Rosalie L Tung & Tatiana Kostova & Mary Zellmer-Bruhn, 2016. "Widening the lens: Rethinking distance, diversity, and foreignness in international business research through positive organizational scholarship," Journal of International Business Studies, Palgrave Macmillan;Academy of International Business, vol. 47(6), pages 621-630, August.

    More about this item

    Statistics

    Access and download statistics

    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:hin:complx:6271017. 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: Mohamed Abdelhakeem (email available below). General contact details of provider: https://www.hindawi.com .

    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.