Rural Attractiveness Index and Its Visualization as Tools to Support Local and Regional Decision-Making

DOI 10.7160/aol.2024.160303
No 3/2024, September
pp. 33-43

Čerba, O. and Velten, S. (2024) "Rural Attractiveness Index and Its Visualization as Tools to Support Local and Regional Decision-Making", AGRIS on-line Papers in Economics and Informatics, Vol. 16, No. 3, pp. 33-43. ISSN 1804-1930. DOI 10.7160/aol.2024.160303.

Abstract

Promoting rural regions is crucial for societies all over the world. Prosperous and vital rural regions can contribute to solving many pressing problems that threaten humanity, such as climate change, poverty, hunger, health or clean energy. The attractiveness of rural regions can be improved through targeted measures and support. For the design of such targeted interventions, high-quality assessments of rural attractiveness can provide a solid information basis. However, the attractiveness of rural regions is a complex construct and therefore difficult to assess. Thus, in this paper, we present tools for the assessment of rural attractiveness that address these complexities and support use and interpretation of the results of rural attractiveness assessments by stakeholders: First, we develop a Rural Attractiveness Index (RAI) which provides a general blueprint for assessing rural attractiveness, yet still is flexible and adaptable to each specific context. As integrated measure of rural attractiveness it also facilitates interpretation by stakeholders. Second, to further enhance interpretation and communication, we propose to visualize the RAI in map-based form. We demonstrate the application of these tools through an illustrative showcase in a European context. We discuss strengths, limitations and challenges of the presented tools and highlight directions for future research.

Keywords

Rural regions, rural attractiveness, thematic map, spatial analysis, clustering, spatial data.

References

  1. Abu Abbas, O. (2008) "Comparisons Between Data Clustering Algorithms", International Arab Journal of Information Technology , Vol. 5, No. 3, p. 320-325. ISSN 2309-4524.
  2. Argent, N., Smailes, P. and Griffin, T. (2007) "The Amenity Complex: Towards a Framework for Analysing and Predicting the Emergence of a Multifunctional Countryside in Australia", Geographical Research, Vol. 45, No. 3, p. 217-232. ISSN:1745-5863, E-ISSN:1745-5871. DOI 10.1111/j.1745-5871.2007.00456.x.
  3. Barborič, B., Baloh, M., Zuti, B., Podani, K., Udvari, B., Lukovics, M., Burzacchini, A., Philipp, A. and Winter, M. (2018) "Territorial Attractiveness Monitoring Platform: A Handbook for Policy Planneers", Interreg: Bucharest. ISBN 978-973-0-27980-1.
  4. Brandmueller, T., Schäfer, G., Ekkehard, P., Müller, O. and Angelova-Tosheva, V. (2017) "Territorial Indicators for Policy Purposes: NUTS Regions and Beyond", Regional Statistics, Vol. 7, No. 1, pp. 78-89. ISSN 2063-9538, E-ISSN 2064-8243. DOI 10.15196/RS07105.
  5. Brereton, F., Bullock, C., Clinch, J. P. and Scott, M. (2011) "Rural Change and Individual Well-Being: The Case of Ireland and Rural Quality of Life", European Urban and Regional Studies, Vol. 18, No. 2, pp. 203-227. ISSN 0969-7764, E-ISSN 1461-7145. DOI 10.1177/0969776411399346.
  6. Dax, T., Fischer, M. (2018) "An Alternative Policy Approach to Rural Development in Regions Facing Population Decline", European Planning Studies, Vol. 26, No. 2, pp. 297-315. E-ISSN 1469-5944. DOI 10.1080/09654313.2017.1361596.
  7. Détang-Dessendre, C., Goffette-Nagot, F. and Piguet, V. (2008) "Life Cycle and Migration to Urban and Rural Areas: Estimation of a Mixed Logit Modell on French Data", Journal of Regional Science, Vol. 48, No. 4, pp. 789-824. ISSN 0022-4146, E-ISSN 1467-9787. DOI 10.1111/j.1467-9787.2008.00571.x.
  8. Dijkstra, L., Florczyk, A. J., Freire, S., Kemper, T., Melchiorri, M., Pesaresi, M. and Schiavina, M. (2021) "Applying the Degree of Urbanisation to the Globe: A New Harmonised Definition Reveals a Different Picture of Global Urbanisation", Journal of Urban Economics, Vol. 125, p. 103312. E-ISSN 1095-9068. DOI 10.1016/j.jue.2020.103312.
  9. Eimermann, M. (2015) "Promoting Swedish Countryside in the Netherlands: International Rural Place Marketing to Attract New Residents", European Urban and Regional Studies, Vol. 22, No. 4, pp. 398-415. ISSN 0969-7764, E-ISSN 1461-7145. DOI 10.1177/0969776413481370.
  10. Ferreira, L. and Hitchcock, D. B. A. (2009) "Comparison of Hierarchical Methods for Clustering Functional Data", Communications in Statistics - Simulation and Computation, Vol. 38, No. 9, pp. 1925–1949. ISSN 1532-4141. DOI 10.1080/03610910903168603.
  11. Foa, R. and Tanner, J. C. (2012) "Methodology of the Indices of Social Development", ISD Working Paper Series 2012-04, International Institute of Social Studies of Erasmus University Rotterdam (ISS), The Hague. ISSN 2213-6614.
  12. Gartner, G. (2014) "The Relevance of Cartography", ArcNews. [Online]. Available: https://www.esri.com/about/newsroom/arcnews/the-relevance-of-cartography/?srsltid=AfmBOooD1GPuQ3f_RJWKhFKRpixBOSuZyBOdGXy_UYBBGyX2eEVV2Rjq [Accessed: May 15, 2024].
  13. Grieve, J., Lukesch, R., Weinspach, U., Alfonso, P. F., Brakalova, M., Cristiano, S., Geissendorfer, M., Nemes, G., O’Gready, S., Ortiz Sepulveda, R., Ortiz, R. (2011) "Capturing Impacts of Leader and of Measures to Improve Quality of Life in Rural Area", 122nd Seminar, February 17-18, 2011, Ancona, Italy., European Association of Agricultural Economists. DOI 10.22004/ag.econ.99363.
  14. Hamri, H. M., Zerouali Ouariti, O. and Sadiqui, A. (2014) "Territory Attractiveness: Case of Souss-Massa-Draa Region", International Journal of Research in Management & Business Studies, Vol. 1, No. 4. pp. 27-31. ISSN 2394-5923, E-ISSN 2394-5931.
  15. Hodge, I. and Monk, S. (2004) "The Economic Diversity of Rural England: Stylised Fallacies and Uncertain Evidence", Journal of Rural Studies, Vol. 20, No. 3, pp. 263-272. ISSN 0743-0167. DOI 10.1016/j.jrurstud.2003.11.004.
  16. Jain, A. K., Murty, M. N. and Flynn, P. J. (1999) "Data Clustering: A Review", ACM Computation Surveys, Vol. 31, No. 3, p. 264–323. ISSN 0360-0300, E-ISSN 1557-7341. DOI 10.1145/331499.331504.
  17. Jenks, G. F. and Caspall, F. C. (1971) "Error on Choroplethic Maps: Definitopm, Measurement, Reduction", Annals of the Association of American Geographers, Vol. 61, No. 2, pp. 217-244. ISSN 0004-5608, E-ISSN 1467-8306. DOI 10.1111/j.1467-8306.1971.tb00779.x.
  18. Jonard, F., Lambotte, M., Terres, J. M. and Bamps, C. (2009) "Delimitations of Rural Areas in Europeusing Criteria of Population Density, Remoteness and Land Cover", JRC Scientific and Technical Reports, European Commission, Joint Research Centre, Institute for Environment and Sustainability: Ispra, Italy. ISSN 1018-5593.
  19. Kowalczyk, A. M., Bajerowski, T. and Czyża, S. (2019) "Data Sources for the Identification and Modelling of Open Space Structures in Urban Areas", In Conference Proceedings: 26th Geographic Information Systems Conference and Exhibition "GIS ODYSSEY 2019", Split, Croatia; Cerklje, Slovenia; Kielce, Poland, September 2019, pp. 121-131. ISSN 2623-5714.
  20. Lange, A., Piorr, A., Siebert, R. and Zasada, I. (2013) "Spatial Differentiation of Farm Diversification: How Rural Attractiveness and Vicinity to Cities Determine Farm Households’ Response to the CAP", Land Use Policy, Vol. 31, pp. 136-144. ISSN 0264-837. DOI 10.1016/j.landusepol.2012.02.010.
  21. Lindberg, M. (2017) "Promoting and Sustaining Rural Social Innovation", EPSIR, Vol. 2. ISSN 2529-9824. DOI 10.31637/epsir.17-2.3.
  22. Lloyd, S. (1982) "Least Squares Quantization in PCM", IEEE Transactions on Information Theory, Vol. 28, No. 2, pp. 129-137. ISSN 1557-9654. DOI 10.1109/TIT.1982.1056489.
  23. Lysgård, H. K. and Cruickshank, J. (2013) "Creating Attractive Places for Whom? A Discourse-Theoretical Approach to Knowledge and Planning", Environment and Planning A: Economy and Space, Vol. 45, No. 12, pp. 2868-2883. ISSN 1472-3409. DOI 10.1068/a45607.
  24. Melece, L., Kogut, P. and Shena, I. (2020) "Attractiveness of Rural Areas: Development of Initial Definition", Engineering for Rural Development. ISSN 1691-5976. DOI 10.22616/ERDev.2020.19.TF522.
  25. Mohibullah, M., Hossain, M. Z. and Hasan, M. (2015) "Comparison of Euclidean Distance Function and Manhattan Distance Function Using K-Mediods", International Journal of Computer Science and Information Security, Vol. 13, No. 10, pp. 61-71. ISSN 1947-5500.
  26. Murtagh, F. and Legendre, P. (2014) "Ward’s Hierarchical Agglomerative Clustering Method: Which Algorithms Implement Ward’s Criterion?", Journal of Classification, Vol. 31, pp. 274-295. DOI 10.1007/s00357-014-9161-z.
  27. Pászto, V., Brychtová, A., Tuček, P., Marek, L. and Burian, J. (2015) "Using a Fuzzy Inference System to Delimit Rural and Urban Municipalities in the Czech Republic in 2010", Journal of Maps, Vol. 11, No. 2. pp. 231-239. ISSN 1744-5647. DOI 10.1080/17445647.2014.944942.
  28. Perlín, R. (2010) "Theoretical Approaches of Methods to Delimitate Rural and Urban Areas", European Countryside, Vol. 2, No. 4. E-ISSN 1803-8417. DOI 10.2478/v10091-010-0013-5.
  29. Perpiña Castillo, C., Kavalov, B., Ribeiro Barranco, R., Diogo, V., Jacobs-Crisioni, C., Batista e Silva, F., Baranzelli, C. and Lavalle, C. (2018) "Territorial Facts and Trends in the EU Rural Areas within 2015-2030", European Commission. Joint Research Centre: LU. ISBN 978-92-79-98121-0. ISBN 978-92-79-98121-0.
  30. Pettersson, Ö. (2001) "Contemporary Population Changes in North Swedish Rural Areas", Fennia - International Journal of Geography, Vol. 179, No. 2, pp. 159-173. ISSN 0015-0010.
  31. Puška, A., Šadić, S., Maksimović, A. and Stojanović, I. (2020) "Decision Support Model in the Determination of Rural Touristic Destination Attractiveness in the Brčko District of Bosnia and Herzegovina", Tourism and Hospitality Research, Vol. 20, pp. 387-405. E-ISSN 1742-9692, ISSN 1467-3584. DOI 10.1177/1467358420904100.
  32. Rousseeuw, P. J. (1987) "Silhouettes: A Graphical Aid to the Interpretation and Validation of Cluster Analysis", Journal of Computational and Applied Mathematics, Vol. 20, pp. 53-65. ISSN 0377-0427, E- ISSN 1879-177. DOI 10.1016/0377-0427(87)90125-7.
  33. Russo, A. P., Smith, I., Atkinson, R., Servillo, L., Madsen, B., van der Borg, J. (2012) "ATTREG: The Attractiveness of European Regions and Cities for Residents and Visitors", Scientific Reportr, ESPON & University Rovira i Virgili: Tarragona, Spain. ISBN: 978-2-919777-26-6.
  34. Scott, A. J., Shorten, J., Owen, R. and Owen, I. (2011) "What Kind of Countryside Do the Public Want: Community Visions from Wales UK?", GeoJournal, Vol. 76, pp. 417-436. E-ISSN 1572-9893, ISSN 0343-2521. DOI 10.1007/s10708-009-9256-y.
  35. Servillo, L., Atkinson, R., Russo, A. P. (2012) "Territorial Attractiveness in EU Urban and Spatial Policy: A Critical Review and Future Research Agenda", European Urban and Regional Studies, Vol. 19, No. 4, pp. 349-365. ISSN 1461-7145. DOI 10.1177/0969776411430289.
  36. Singh, A., Yadav, A. and Rana, A. (2013) "K-Means with Three Different Distance Metrics", IJCA, Vol. 67, pp. 13-17. ISSN 0975-8887. DOI 10.5120/11430-6785.
  37. Sinwar, D. and Kaushik, R. (2014) "Study of Euclidean and Manhattan Distance Metrics Using Simple K-Means Clustering", International Journal for Research in Applied Science and Engineering Technology, Vol. 2, No. 5, pp. 270-274. ISSN 2321-9653.
  38. Sládeková Madajová, M. and Hurbánek, P. (2016) "Areálová transformácia geografických dát: princípy, metódy a aplikácia" (Areal transformation of geographical data: principles, methods and application), Geographia Slovaca, Geografický ústav Slovenkej akadémie vied: Bratislava, 2016, ISBN 978-80-89548-03-3. (In Slovakian).
  39. Straka, J. and Tuzová, M. (2017) "Factors Affecting Development of Rural Areas in the Czech Republic: A Literature Review", Acta Universitatis Agriculturae et Silviculturae Mendelianae Brunensis, Vol. 64, pp. 2141-2150. E-ISSN 2464-8310. DOI 10.1016/j.sbspro.2016.05.525.
  40. Świdyńska, N. and Witkowska-Dąbrowska, M. (2021) "Indicators of the Tourist Attractiveness of Urban–Rural Communes and Sustainability of Peripheral Areas", Sustainability, Vol. 13, p. 6968, ISSN 2071-1050. DOI 10.3390/su13126968.
  41. Šimek, P., Vaněk, J., Jarolímek, J., Stočes, M. and Vogeltanzová, T. (2013) "Using Metadata Formats and AGROVOC Thesaurus for Data Description in the Agrarian Sector", Plant, Soil and Environment, Vol. 59, pp. 378-384. E-ISSN 1805-9368, ISSN 1214-1178. DOI 10.17221/261/2013-PSE.
  42. Van Huylenbroeck, G., Vanslembrouck, I., Calus, M. and Van de Velde, L. (2006) "Synergies between Farming and Rural Tourism: Evidence from Flanders", EuroChoices, Vol. 5, pp. 14-21. E-ISSN 1478-0917. DOI 10.1111/j.1746-692X.2006.00021.x.
  43. Vannoppen, A., Degerickx, J. and Gobin, A. (2021) "Evaluating Landscape Attractiveness with Geospatial Data, A Case Study in Flanders, Belgium", Land, Vol. 10, No. 7, p. 703. ISSN 2073-445X. DOI 10.3390/land10070703.
  44. Vidickienė, D.(2017) "Attractiveness of Rural Areas for Young, Educated Women in Post-Industrial Society", Eastern European Countryside, Vol. 23, No. 1, pp. 171-190. ISSN 2300-8717. DOI 10.1515/eec-2017-0008.
  45. Vuin, A., Carson, D. A., Carson, D. B. and Garrett, J. (2016) "The Role of Heritage Tourism in Attracting “Active” in-Migrants to “Low Amenity” Rural Areas", Rural Society, Vol. 25, pp. 134-153. E-ISSN 2204-0536. DOI 10.1080/10371656.2016.1194324.
  46. Živković, L., Marani, S., Berk, S., Dežman Kete, V., Trapani, F., Esposito, G., Špeh, N., Milić, Đ., Živanović, T. and Barborič, B. (2015) "Towards a Monitoring Information System for Territorial Attractiveness and Policy Management in South East Europe", Geodetski vestnik, Vol. 59, No. 4, pp. 752-766. E-ISSN 1581-1328. DOI 10.15292/geodetski-vestnik.2015.04.752-766.

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