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Measuring local competitiveness: comparing and integrating two methods PCA and AHP

Author

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  • Katarzyna A. Kurek

    (Wageningen University and Research)

  • Wim Heijman

    (Wageningen University and Research
    Czech University of Life Sciences)

  • Johan Ophem

    (Wageningen University and Research)

  • Stanisław Gędek

    (Rzeszów University of Technology)

  • Jacek Strojny

    (Rzeszów University of Technology)

Abstract

This article discusses two methods to measure the concept of local competitiveness: Principal Component Analysis (PCA) and Analytical Hierarchy Process (AHP). The goal of this analysis is to determine whether these two methods used in social sciences research lead to comparable model results. By non-parametric tests we show that there is a significant correlation between the PCA and AHP local competitiveness indexes. Thereafter, a developed mixed method examination of whether the methods can be used interchangeably is presented and illustrated with detailed examples of two mixed approaches. The mixed method confirms the correlation between the PCA and AHP models. However, the mixed modelling results indicate the utility of the PCA in the situation of a multicriteria local competitiveness data examination.

Suggested Citation

  • Katarzyna A. Kurek & Wim Heijman & Johan Ophem & Stanisław Gędek & Jacek Strojny, 2022. "Measuring local competitiveness: comparing and integrating two methods PCA and AHP," Quality & Quantity: International Journal of Methodology, Springer, vol. 56(3), pages 1371-1389, June.
    • Handle: RePEc:spr:qualqt:v:56:y:2022:i:3:d:10.1007_s11135-021-01181-z
    DOI: 10.1007/s11135-021-01181-z
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    1. Urszula Bronisz & Wim Heijman & Andrzej Miszczuk, 2008. "Regional competitiveness in Poland: Creating an index," Review of Regional Research: Jahrbuch für Regionalwissenschaft, Springer;Gesellschaft für Regionalforschung (GfR), vol. 28(2), pages 133-143, September.
    2. Roberto Camagni & Roberta Capello, 2013. "Regional Competitiveness and Territorial Capital: A Conceptual Approach and Empirical Evidence from the European Union," Regional Studies, Taylor & Francis Journals, vol. 47(9), pages 1383-1402, October.
    3. Janne Huovari & Aki Kangasharju & Aku Alanen, 2002. "Constructing an Index for Regional Competitiveness," Advances in Spatial Science, in: Zoltan J. Acs & Henri L. F. Groot & Peter Nijkamp (ed.), The Emergence of the Knowledge Economy, chapter 7, pages 121-138, Springer.
    4. Edward Malecki, 2004. "Jockeying for Position: What It Means and Why It Matters to Regional Development Policy When Places Compete," Regional Studies, Taylor & Francis Journals, vol. 38(9), pages 1101-1120.
    5. Macharis, Cathy & Springael, Johan & De Brucker, Klaas & Verbeke, Alain, 2004. "PROMETHEE and AHP: The design of operational synergies in multicriteria analysis.: Strengthening PROMETHEE with ideas of AHP," European Journal of Operational Research, Elsevier, vol. 153(2), pages 307-317, March.
    6. Alphonce, Christian B., 1997. "Application of the analytic hierarchy process in agriculture in developing countries," Agricultural Systems, Elsevier, vol. 53(1), pages 97-112, January.
    7. Sung-Ho Kil & Dong Kun Lee & Jun-Hyun Kim & Ming-Han Li & Galen Newman, 2016. "Utilizing the Analytic Hierarchy Process to Establish Weighted Values for Evaluating the Stability of Slope Revegetation based on Hydroseeding Applications in South Korea," Sustainability, MDPI, vol. 8(1), pages 1-17, January.
    8. Boulanger, Paul-Marie & Brechet, Thierry, 2005. "Models for policy-making in sustainable development: The state of the art and perspectives for research," Ecological Economics, Elsevier, vol. 55(3), pages 337-350, November.
    9. Hamed Taherdoost & Shamsul Sahibuddin & Neda Jalaliyoon, 2014. "Exploratory Factor Analysis; Concepts and Theory," Post-Print hal-02557344, HAL.
    10. Metin Ozaslan & Bulent Dincer & Huseyin Ozgur, 2006. "Regional Disparities and Territorial Indicators in Turkey: Socio-Economic Development Index (SEDI)," ERSA conference papers ersa06p858, European Regional Science Association.
    11. Anna M. Cox & Jeffrey Alwang & Thomas G. Johnson, 2000. "Local Preferences for Economic Development Outcomes: Analytical Hierarchy Procedure," Growth and Change, Wiley Blackwell, vol. 31(3), pages 341-366.
    12. Kamila Pawluszek & Andrzej Borkowski, 2017. "Impact of DEM-derived factors and analytical hierarchy process on landslide susceptibility mapping in the region of Rożnów Lake, Poland," Natural Hazards: Journal of the International Society for the Prevention and Mitigation of Natural Hazards, Springer;International Society for the Prevention and Mitigation of Natural Hazards, vol. 86(2), pages 919-952, March.
    13. Imre Lengyel & János Rechnitzer, 2013. "Drivers of Regional Competitiveness in the Central European Countries," Transition Studies Review, Springer;Central Eastern European University Network (CEEUN), vol. 20(3), pages 421-435, November.
    14. Kukula, Karol & Bogocz, Danuta, 2014. "Zero Unitarization Method And Its Application In Ranking Research In Agriculture," Economic and Regional Studies (Studia Ekonomiczne i Regionalne), John Paul II University of Applied Sciences in Biala Podlaska, vol. 7(3), July.
    15. Melih Bulu, 2011. "Measuring competitiveness of cities: Turkish experience," International Journal of Knowledge-Based Development, Inderscience Enterprises Ltd, vol. 2(3), pages 267-281.
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    2. Sezer, Muruvvet Deniz & Kazancoglu, Yigit & Mangla, Sachin Kumar, 2024. "Analysing of the territorial competitiveness index in Izmir through dynamic model," Resources Policy, Elsevier, vol. 88(C).

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