IDEAS home Printed from https://ideas.repec.org/a/ers/journl/vxxivy2021i4-part2p548-569.html
   My bibliography  Save this article

Typology and Development of Local Administrative Units: Spatial Discriminant Analysis

Author

Listed:
  • Jacek Batog
  • Barbara Batog

Abstract

Purpose: The aim is the evaluation of the consistency of typology of local administrative units (LAU) with their level of socio-economic development. The authors identified also the impact of the incorporation of spatial relations on the stability of such consistency. Design/Methodology/Approach: The spatial linear discriminant analysis with various weights matrices has been applied. Introducing the spatial relationship between observations in different locations to the classical classification method allows to identify non-measurable spatial factors differentiating different locations as well as the directions of their development. Findings: The results confirmed a high discrepancy between the administrative type and the level of development of Polish communes in 2006-2018. The higher compliance of official typology of examined units with their actual level of development was found when spatial relations were incorporated. The obtained results indicated the marginalisation of medium-sized cities, and underdevelopment of urban-rural communes. The following predictors, new dwellings, employment rate, population density, and registered entities, had the highest power of discrimination in the classification process. Practical Implications: Proposed models could have the practical application for determining the actual type of local administrative unit and designing regional policy. Especially in the case when some intervention is needed in the area of financial external support. Such policy may reduce disparities between the levels of development of the various regions, especially addressing the problems of less developed areas. Originality/Value: This research presents a concept of spatial linear discriminant analysis with a spatial component of regional structure integrated in form of spatial weights matrices. The proposed method was applied to identify the meaning of neighbouring regions characteristics in classification of territorial units, as well as to indicate the group of Polish voivodeships characterized by a high and low degree of correspondence between the actual and expected type of the territorial unit.

Suggested Citation

  • Jacek Batog & Barbara Batog, 2021. "Typology and Development of Local Administrative Units: Spatial Discriminant Analysis," European Research Studies Journal, European Research Studies Journal, vol. 0(4 - Part ), pages 548-569.
    • Handle: RePEc:ers:journl:v:xxiv:y:2021:i:4-part2:p:548-569
    as

    Download full text from publisher

    File URL: https://ersj.eu/journal/2675/download
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. Elias Giannakis & Adriana Bruggeman, 2020. "Regional disparities in economic resilience in the European Union across the urban–rural divide," Regional Studies, Taylor & Francis Journals, vol. 54(9), pages 1200-1213, September.
    2. Daniel Nigohosyan & Albena Vutsova, 2018. "The 2014–2020 European Regional Development Fund Indicators: The Incomplete Evolution," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 137(2), pages 559-577, June.
    3. Frank Corvers & Maud Hensen & Dion Bongaerts, 2009. "Delimitation and Coherence of Functional and Administrative Regions," Regional Studies, Taylor & Francis Journals, vol. 43(1), pages 19-31.
    4. Martin Hedlund, 2016. "Mapping the Socioeconomic Landscape of Rural Sweden: Towards a Typology of Rural Areas," Regional Studies, Taylor & Francis Journals, vol. 50(3), pages 460-474, March.
    5. Roberto Ezcurra & Vicente Rios, 2019. "Quality of government and regional resilience in the European Union. Evidence from the Great Recession," Papers in Regional Science, Wiley Blackwell, vol. 98(3), pages 1267-1290, June.
    6. Todtling, Franz & Trippl, Michaela, 2005. "One size fits all?: Towards a differentiated regional innovation policy approach," Research Policy, Elsevier, vol. 34(8), pages 1203-1219, October.
    7. Salvatore Greco & Alessio Ishizaka & Benedetto Matarazzo & Gianpiero Torrisi, 2018. "Stochastic multi-attribute acceptability analysis (SMAA): an application to the ranking of Italian regions," Regional Studies, Taylor & Francis Journals, vol. 52(4), pages 585-600, April.
    8. Mark Partridge & Ray D. Bollman & M. Rose Olfert & Alessandro Alasia, 2007. "Riding the Wave of Urban Growth in the Countryside: Spread, Backwash, or Stagnation?," Land Economics, University of Wisconsin Press, vol. 83(2), pages 128-152.
    9. Cutillo, L. & Amato, U., 2008. "Localized empirical discriminant analysis," Computational Statistics & Data Analysis, Elsevier, vol. 52(11), pages 4966-4978, July.
    10. Rita Silva & Alexandra Ferreira-Lopes, 2014. "A Regional Development Index for Portugal," Social Indicators Research: An International and Interdisciplinary Journal for Quality-of-Life Measurement, Springer, vol. 118(3), pages 1055-1085, 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. repec:ers:journl:v:xxiv:y:2021:i:4b:p:548-569 is not listed on IDEAS
    2. Vitor Klein Schmidt & Aurora Carneiro Zen & Bernardo Fernandes Soares & Bruno Anicet Bittencourt, 2023. "Trajectory and cluster resilience elements: The case of the Brazilian wine cluster of the Serra Gaúcha," Growth and Change, Wiley Blackwell, vol. 54(2), pages 596-624, June.
    3. Liangang Li & Pingyu Zhang & Chengxin Wang, 2022. "What Affects the Economic Resilience of China’s Yellow River Basin Amid Economic Crisis—From the Perspective of Spatial Heterogeneity," IJERPH, MDPI, vol. 19(15), pages 1-20, July.
    4. Giuseppe Terzo, 2021. "Social capital, social economy and economic resilience of Italian provinces," Papers in Regional Science, Wiley Blackwell, vol. 100(5), pages 1113-1135, October.
    5. Luisa Alamá-Sabater & Miguel Ángel Márquez & Emili Tortosa-Ausina & Júlia Cravo, 2022. "Are semi-urban spillovers the answer to left-behind places in rural Europe? The case of the Portuguese municipalities," Working Papers 2022/14, Economics Department, Universitat Jaume I, Castellón (Spain).
    6. Vinko Muštra & Blanka Šimundić & Zvonimir Kuliš, 2020. "Does innovation matter for regional labour resilience? The case of EU regions," Regional Science Policy & Practice, Wiley Blackwell, vol. 12(5), pages 955-970, October.
    7. Alina Botezat & Mihaela David & Cristian Incaltarau & Peter Nijkamp, 2021. "The Illusion of Urbanization: Impact of Administrative Reform on Communities’ Resilience," International Regional Science Review, , vol. 44(1), pages 33-84, January.
    8. Nicola Francesco Dotti & André Spithoven, 2017. "Spatial perspectives on knowledge brokers: Evidence from Brussels," Environment and Planning A, , vol. 49(10), pages 2203-2222, October.
    9. Elias Giannakis & Christos T. Papadas, 2021. "Spatial Connectivity and Regional Economic Resilience in Turbulent Times," Sustainability, MDPI, vol. 13(20), pages 1-12, October.
    10. Yuxin Li & Pingyu Zhang & Kevin Lo & Juntao Tan & Qifeng Yang, 2022. "Borderland Economic Resilience under COVID-19: Evidence from China–Russia Border Regions," IJERPH, MDPI, vol. 19(20), pages 1-22, October.
    11. Boto-García, David & Mayor, Matías, 2022. "Domestic tourism and the resilience of hotel demand," Annals of Tourism Research, Elsevier, vol. 93(C).
    12. Elias Giannakis & Theofanis P. Mamuneas, 2022. "Labour productivity and regional labour markets resilience in Europe," The Annals of Regional Science, Springer;Western Regional Science Association, vol. 68(3), pages 691-712, June.
    13. Butters, Roger & Thompson, Eric C. & Zheng, Ziwen, 2012. "Destination Choices of Michigan Micropolitan Outmigrants: Key Determinants and Implications for Community Marketing," Journal of Regional Analysis and Policy, Mid-Continent Regional Science Association, vol. 42(01), pages 1-11.
    14. David Doloreux & David Rangdrol & Émilie Dionne, 2010. "Francophone Minority Economic Development in Canada: Addressing Political or Economic Issues?," Economic Development Quarterly, , vol. 24(2), pages 143-153, May.
    15. Cristina Chaminade & Monica Plechero, 2015. "Do Regions Make a Difference? Regional Innovation Systems and Global Innovation Networks in the ICT Industry," European Planning Studies, Taylor & Francis Journals, vol. 23(2), pages 215-237, February.
    16. Niembro, Andrés & Calá, Carla Daniela, 2024. "Regional structural change in Argentina (1996-2019): Concepts, measurements and unequal trajectories over the business cycle," Nülan. Deposited Documents 4106, Universidad Nacional de Mar del Plata, Facultad de Ciencias Económicas y Sociales, Centro de Documentación.
    17. Alessandro STERLACCHINI, 2006. "Innovation, Knowledge and Regional Economic Performances: Regularities and Differences in the EU," Working Papers 260, Universita' Politecnica delle Marche (I), Dipartimento di Scienze Economiche e Sociali.
    18. de Bellefon, Marie-Pierre & Combes, Pierre-Philippe & Duranton, Gilles & Gobillon, Laurent & Gorin, Clément, 2021. "Delineating urban areas using building density," Journal of Urban Economics, Elsevier, vol. 125(C).
    19. Barge-Gil, Andrés & López, Alberto, 2014. "R&D determinants: Accounting for the differences between research and development," Research Policy, Elsevier, vol. 43(9), pages 1634-1648.
    20. Nils Grashof, 2020. "Sinking or swimming in the cluster labour pool? A firm-specific analysis of the effect of specialized labour," Jena Economics Research Papers 2020-006, Friedrich-Schiller-University Jena.
    21. Serhat Burmaoglu & Ozcan Saritas, 2019. "An evolutionary analysis of the innovation policy domain: Is there a paradigm shift?," Scientometrics, Springer;Akadémiai Kiadó, vol. 118(3), pages 823-847, March.

    More about this item

    Keywords

    Regional typology; local administrative units; discriminant spatial analysis.;
    All these keywords.

    JEL classification:

    • R11 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Regional Economic Activity: Growth, Development, Environmental Issues, and Changes
    • R12 - Urban, Rural, Regional, Real Estate, and Transportation Economics - - General Regional Economics - - - Size and Spatial Distributions of Regional Economic Activity; Interregional Trade (economic geography)
    • C21 - Mathematical and Quantitative Methods - - Single Equation Models; Single Variables - - - Cross-Sectional Models; Spatial Models; Treatment Effect Models
    • C38 - Mathematical and Quantitative Methods - - Multiple or Simultaneous Equation Models; Multiple Variables - - - Classification Methdos; Cluster Analysis; Principal Components; Factor Analysis

    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:ers:journl:v:xxiv:y:2021:i:4-part2:p:548-569. 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: Marios Agiomavritis (email available below). General contact details of provider: https://ersj.eu/ .

    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.