{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,1]],"date-time":"2026-06-01T21:55:57Z","timestamp":1780350957746,"version":"3.54.1"},"reference-count":43,"publisher":"MDPI AG","issue":"12","license":[{"start":{"date-parts":[[2020,12,2]],"date-time":"2020-12-02T00:00:00Z","timestamp":1606867200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"funder":[{"DOI":"10.13039\/501100004281","name":"Narodowe Centrum Nauki","doi-asserted-by":"publisher","award":["UMO-2018\/29\/B\/ST10\/00114"],"award-info":[{"award-number":["UMO-2018\/29\/B\/ST10\/00114"]}],"id":[{"id":"10.13039\/501100004281","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IJGI"],"abstract":"<jats:p>This paper presents an approach to geodiversity assessment based on spatial multicriteria analysis. Instead of relying solely on weighted linear combination (WLC) for aggregating factor ratings and weights to compute a synthetic measure of geodiversity, the approach employs WLC in concert with its local version called L-WLC to provide a more comprehensive assessment approach. As part of the approach, the assessment input data comprised of geodiversity factor ratings and weights were obtained through crowdsourcing. A geoinformation crowdsourcing tool called the geo-questionnaire was used to obtain data from 57 Earth science researchers worldwide. These data served as the bases for a group assessment of geodiversity. The reliability of assessment was evaluated by means of spatially explicit uncertainty analysis. The results showed the efficacy of local spatial multicriteria analysis techniques (L-WLC) used in concert with a global technique (WLC) on the example of geodiversity assessment for Karkonosze National Park in southwestern Poland.<\/jats:p>","DOI":"10.3390\/ijgi9120716","type":"journal-article","created":{"date-parts":[[2020,12,2]],"date-time":"2020-12-02T07:49:54Z","timestamp":1606895394000},"page":"716","update-policy":"https:\/\/doi.org\/10.3390\/mdpi_crossmark_policy","source":"Crossref","is-referenced-by-count":33,"title":["Geodiversity Assessment with Crowdsourced Data and Spatial Multicriteria Analysis"],"prefix":"10.3390","volume":"9","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6303-6217","authenticated-orcid":false,"given":"Piotr","family":"Jankowski","sequence":"first","affiliation":[{"name":"Department of Geography, San Diego State University, San Diego, CA 92182-4493, USA"},{"name":"Institute of Geoecology and Geoinformation, Adam Mickiewicz University, 61-680 Pozna\u0144, Poland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alicja","family":"Najwer","sequence":"additional","affiliation":[{"name":"Institute of Geoecology and Geoinformation, Adam Mickiewicz University, 61-680 Pozna\u0144, Poland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3252-3143","authenticated-orcid":false,"given":"Zbigniew","family":"Zwoli\u0144ski","sequence":"additional","affiliation":[{"name":"Institute of Geoecology and Geoinformation, Adam Mickiewicz University, 61-680 Pozna\u0144, Poland"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0965-0301","authenticated-orcid":false,"given":"Jacek","family":"Niesterowicz","sequence":"additional","affiliation":[{"name":"Institute of Geoecology and Geoinformation, Adam Mickiewicz University, 61-680 Pozna\u0144, Poland"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1968","published-online":{"date-parts":[[2020,12,2]]},"reference":[{"key":"ref_1","first-page":"37","article-title":"Geoconservation in forest management\u2014Principles and procedures","volume":"7","author":"Sharples","year":"1995","journal-title":"Tasforests"},{"key":"ref_2","unstructured":"Gray, M. (2013). Geodiversity: Valuing and Conserving Abiotic Nature, John Wiley & Sons Ltd.. [2nd ed.]."},{"key":"ref_3","unstructured":"Gray, M. (2004). Geodiversity: Valuing and Conserving Abiotic Nature, Wiley."},{"key":"ref_4","first-page":"417","article-title":"Geodiversity","volume":"Volume 1","author":"Goudie","year":"2004","journal-title":"Encyclopedia of Geomorphology"},{"key":"ref_5","doi-asserted-by":"crossref","first-page":"525","DOI":"10.1007\/s12371-018-0333-9","article-title":"Geodiversity and Geoheritage: Crossing Disciplines and Approaches","volume":"10","author":"Coratza","year":"2018","journal-title":"Geoheritage"},{"key":"ref_6","doi-asserted-by":"crossref","first-page":"41","DOI":"10.1144\/sjg2011-465","article-title":"The role of geodiversity in delivering ecosystem services and benefits in Scotland","volume":"49","author":"Barron","year":"2013","journal-title":"Scott. J. Geol."},{"key":"ref_7","doi-asserted-by":"crossref","unstructured":"Reynard, E., and Brilha, J. (2018). Methods for Assessing Geodiversity. Geoheritage: Assessment, Protection, and Management, Elsevier.","DOI":"10.1016\/B978-0-12-809531-7.00030-7"},{"key":"ref_8","first-page":"5","article-title":"Geodiversity and Biodiversity of the Postglacial Landscape (D\u0119bnica River Catchment, Poland)","volume":"35","author":"Najwer","year":"2016","journal-title":"Quaest. Geogr."},{"key":"ref_9","doi-asserted-by":"crossref","unstructured":"Malczewski, J., and Rinner, C. (2015). Multi-Criteria Decision Analysis in Geographic Information Science, Springer.","DOI":"10.1007\/978-3-540-74757-4"},{"key":"ref_10","first-page":"77","article-title":"The routine of landform geodiversity map design for the Polish Carpathian Mts","volume":"11","year":"2009","journal-title":"Landf. Anal."},{"key":"ref_11","first-page":"99","article-title":"Geodiversity map of the Tatra National Park for geotourism","volume":"31","author":"Stachowiak","year":"2012","journal-title":"Quaest. Geogr."},{"key":"ref_12","doi-asserted-by":"crossref","first-page":"12","DOI":"10.1016\/j.ecolind.2017.03.056","article-title":"Weights and importance in composite indicators: Closing the gap","volume":"80","author":"Becker","year":"2017","journal-title":"Ecol. Indic."},{"key":"ref_13","doi-asserted-by":"crossref","first-page":"703","DOI":"10.1080\/13658810600661508","article-title":"GIS-based multi-criteria decision analysis: A survey of the literature","volume":"20","author":"Malczewski","year":"2006","journal-title":"Int. J. Geogr. Inf. Sci."},{"key":"ref_14","doi-asserted-by":"crossref","first-page":"439","DOI":"10.1111\/j.1467-9671.2011.01275.x","article-title":"Local weighted linear combination","volume":"15","author":"Malczewski","year":"2011","journal-title":"Trans. GIS"},{"key":"ref_15","doi-asserted-by":"crossref","first-page":"551","DOI":"10.1080\/15230406.2016.1230520","article-title":"Geo-questionnaires in urban planning: Recruitment methods, participant engagement, and data quality","volume":"44","author":"Czepkiewicz","year":"2017","journal-title":"Cartogr. Geogr. Inf. Sci."},{"key":"ref_16","doi-asserted-by":"crossref","first-page":"903","DOI":"10.1111\/tgis.12191","article-title":"Geo-questionnaire: A Method and Tool for Public Preference Elicitation in Land Use Planning","volume":"20","author":"Jankowski","year":"2016","journal-title":"Trans. GIS"},{"key":"ref_17","doi-asserted-by":"crossref","unstructured":"See, L., Mooney, P., Foody, G., Bastin, L., Comber, A., Estima, J., Fritz, S., Kerle, N., Jiang, B., and Laakso, M. (2016). Crowdsourcing, Citizen Science or Volunteered Geographic Information? The Current State of Crowdsourced Geographic Information. ISPRS Int. J. Geo-Inf., 5.","DOI":"10.3390\/ijgi5050055"},{"key":"ref_18","unstructured":"Surowiecki, J. (2004). The Wisdom of Crowds, Doubleday."},{"key":"ref_19","unstructured":"Rackham, H. (1932). Politics, Harvard University Press."},{"key":"ref_20","first-page":"9","article-title":"Public Participation GIS for sustainable urban mobility planning: Methods, applications and challenges","volume":"35","author":"Czepkiewicz","year":"2016","journal-title":"Rozw. Reg. i Polityka Reg."},{"key":"ref_21","doi-asserted-by":"crossref","unstructured":"Geertman, S., and Stillwell, J. (2009). SoftGIS as a bridge-builder in collaborative urban planning. Planning Support Systems Best Practice and New Methods, Springer.","DOI":"10.1007\/978-1-4020-8952-7"},{"key":"ref_22","doi-asserted-by":"crossref","first-page":"1","DOI":"10.1016\/j.landurbplan.2011.03.003","article-title":"Public Participation GIS: A new method for national park planning","volume":"102","author":"Brown","year":"2011","journal-title":"Landsc. Urban Plan."},{"key":"ref_23","doi-asserted-by":"crossref","first-page":"440","DOI":"10.1016\/j.amepre.2012.06.026","article-title":"An interactive mapping tool to assess individual mobility patterns in neighborhood studies","volume":"43","author":"Chaix","year":"2012","journal-title":"Am. J. Prev. Med."},{"key":"ref_24","doi-asserted-by":"crossref","first-page":"511","DOI":"10.1177\/2399808317719709","article-title":"Evaluating the scalability of public participation in urban land use planning: A comparison of Geoweb methods with face-to-face meetings","volume":"46","author":"Jankowski","year":"2019","journal-title":"Environ. Plan. B Urban Anal. City Sci."},{"key":"ref_25","first-page":"127","article-title":"Selected modern methods and tools for public participation in urban planning\u2014A review","volume":"37","author":"Haklay","year":"2018","journal-title":"Quaest. Geogr."},{"key":"ref_26","doi-asserted-by":"crossref","first-page":"252","DOI":"10.1006\/obhd.1995.1048","article-title":"Range sensitivity of attribute weights in multiattribute value models","volume":"62","author":"Fischer","year":"1995","journal-title":"Organ. Behav. Hum. Decis. Process."},{"key":"ref_27","unstructured":"Knapik, R., and Migo\u0144, P. (2011). Atlas. Geor\u00f3\u017cnorodno\u015b\u0107 i Geoturystyczne Atrakcje Karkonoskiego Parku Narodowego i Otuliny, Karkonoski Park Narodowy."},{"key":"ref_28","unstructured":"KNP (Karkonosze National Park) (2019). Dane GIS z terenu KNP, Umowa nr GIS\/4\/2019 z dn. 16.04.2019."},{"key":"ref_29","unstructured":"CLC (CORINE Land Cover) (2020, October 26). Projekt Corine Land Cover 2018 w Polsce, Available online: https:\/\/clc.gios.gov.pl."},{"key":"ref_30","unstructured":"ESRI (Environmental Systems Research Institute) (2020). Arc Hydro Tools 2.0\u2014Facilitate the Creation, Manipulation, and Display of Arc Hydro Features, Informer Technologies, Inc.. Available online: https:\/\/arc-hydro-tools.software.informer.com\/2.0\/."},{"key":"ref_31","doi-asserted-by":"crossref","first-page":"115","DOI":"10.12657\/landfana.026.011","article-title":"Semantyka i metodyka oceny geor\u00f3\u017cnorodno\u015bci\u2014Przegl\u0105d i propozycja badawcza","volume":"26","author":"Najwer","year":"2014","journal-title":"Landf. Anal."},{"key":"ref_32","doi-asserted-by":"crossref","unstructured":"Crofts, R., Gordon, J.E., Brilha, J., Gray, M., Gunn, J., Larwood, J., Santucci, V.L., Tormey, D., and Worboys, G.L. (2020). Guidelines for Geoconservation in Protected and Conserved Areas, IUCN. Best Practice Protected Area Guidelines Series No. 31.","DOI":"10.2305\/IUCN.CH.2020.PAG.31.en"},{"key":"ref_33","unstructured":"GeoServer Development Team (2020). GeoServer Software, Open Source Geospatial Foundation. Available online: http:\/\/geoserver.org."},{"key":"ref_34","unstructured":"Recoded GitLab (2020, October 26). Geoankieta. Available online: https:\/\/recoded.co\/geoplan\/geoankieta."},{"key":"ref_35","first-page":"1","article-title":"A Technique for the Measurement of Attitudes","volume":"140","author":"Likert","year":"1932","journal-title":"Arch. Psychol."},{"key":"ref_36","unstructured":"GRASS Development Team (2020). Geographic Resources Analysis Support System (GRASS) Software, Open Source Geospatial Foundation. Available online: http:\/\/grass.osgeo.org."},{"key":"ref_37","first-page":"19","article-title":"Methods for generating land suitability maps: A comparative evaluation","volume":"34","author":"Hopkins","year":"1977","journal-title":"J. Am. Inst. Plan."},{"key":"ref_38","first-page":"12","article-title":"MCDA4ArcMap: An open-source multi-criteria decision analysis and geovisualization tool for ArcGIS 10","volume":"86","author":"Rinner","year":"2013","journal-title":"Cartouche"},{"key":"ref_39","unstructured":"Voss, S. (2020, October 26). MCDA4ArcMap 1.1A for ArcMap 10.2 or Later rev36981. Available online: https:\/\/github.com\/steffanv\/mcda4arcmap\/releases\/tag\/1.1Anew."},{"key":"ref_40","unstructured":"Voss, S. (2020, October 26). MCDA4ArcMap version 1.1A. Available online: https:\/\/github.com\/steffanv\/mcda4arcmap\/releases\/download\/1.1Anew\/MCDA4ArcMap.User.Guide.pdf."},{"key":"ref_41","doi-asserted-by":"crossref","first-page":"235","DOI":"10.1016\/j.envsoft.2014.03.007","article-title":"Spatially-explicit integrated uncertainty and sensitivity analysis of criteria weights in multicriteria land suitability evaluation","volume":"57","author":"Jankowski","year":"2014","journal-title":"Environ. Model Softw."},{"key":"ref_42","unstructured":"Tomlin, C.D. (1990). Geographical Information Systems and Cartographic Modeling, Prentice-Hall."},{"key":"ref_43","doi-asserted-by":"crossref","first-page":"630","DOI":"10.1111\/cobi.12510","article-title":"Why geodiversity matters in valuing nature\u2019s stage","volume":"29","author":"Hjort","year":"2015","journal-title":"Conserv. 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