Errors in soil maps: The need for better on-site estimates and soil map predictions
High-quality soil maps are urgently needed by diverse stakeholders, but errors in existing soil maps are often unknown, particularly in countries with limited soil surveys. To address this issue, we used field soil data to assess the accuracy of seven spatial soil databases (Digital Soil Map of the...
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Published in | PloS one Vol. 18; no. 1; p. e0270176 |
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Main Authors | , , , , |
Format | Journal Article |
Language | English |
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Public Library of Science
11.01.2023
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Abstract | High-quality soil maps are urgently needed by diverse stakeholders, but errors in existing soil maps are often unknown, particularly in countries with limited soil surveys. To address this issue, we used field soil data to assess the accuracy of seven spatial soil databases (Digital Soil Map of the World, Namibian Soil and Terrain Digital Database, Soil and Terrain Database for Southern Africa, Harmonized World Soil Database, SoilGrids1km, SoilGrids250m, and World Inventory of Soil Property Estimates) using topsoil texture as an example soil property and Namibia as a case study area. In addition, we visually compared topsoil texture maps derived from these databases. We found that the maps showed the correct topsoil texture in only 13% to 42% of all test sites, with substantial confusion occurring among all texture categories, not just those in close proximity in the soil texture triangle. Visual comparisons of the maps moreover showed that the maps differ greatly with respect to the number, types, and spatial distribution of texture classes. The topsoil texture information provided by the maps is thus sufficiently inaccurate that it would result in significant errors in a number of applications, including irrigation system design and predictions of potential forage and crop productivity, water runoff, and soil erosion. Clearly, the use of these existing maps for policy- and decision-making is highly questionable and there is a critical need for better on-site estimates and soil map predictions. We propose that mobile apps, citizen science, and crowdsourcing can help meet this need. |
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AbstractList | High-quality soil maps are urgently needed by diverse stakeholders, but errors in existing soil maps are often unknown, particularly in countries with limited soil surveys. To address this issue, we used field soil data to assess the accuracy of seven spatial soil databases (Digital Soil Map of the World, Namibian Soil and Terrain Digital Database, Soil and Terrain Database for Southern Africa, Harmonized World Soil Database, SoilGrids1km, SoilGrids250m, and World Inventory of Soil Property Estimates) using topsoil texture as an example soil property and Namibia as a case study area. In addition, we visually compared topsoil texture maps derived from these databases. We found that the maps showed the correct topsoil texture in only 13% to 42% of all test sites, with substantial confusion occurring among all texture categories, not just those in close proximity in the soil texture triangle. Visual comparisons of the maps moreover showed that the maps differ greatly with respect to the number, types, and spatial distribution of texture classes. The topsoil texture information provided by the maps is thus sufficiently inaccurate that it would result in significant errors in a number of applications, including irrigation system design and predictions of potential forage and crop productivity, water runoff, and soil erosion. Clearly, the use of these existing maps for policy- and decision-making is highly questionable and there is a critical need for better on-site estimates and soil map predictions. We propose that mobile apps, citizen science, and crowdsourcing can help meet this need. |
Audience | Academic |
Author | Coetzee, Marina E Kutuahupira, Josephat Buenemann, Michaela Herrick, Jeffrey E Maynard, Jonathan J |
AuthorAffiliation | Indiana State University, UNITED STATES 2 Faculty of Natural Resources and Spatial Sciences, Namibia University of Science and Technology, Windhoek, Namibia 4 Sustainability Innovation Lab, University of Colorado, Boulder, Colorado, United States of America 1 Department of Geography, New Mexico State University, Las Cruces, New Mexico, United States of America 3 Division of Plant Production, Ministry of Agriculture, Water, and Forestry, Windhoek, Namibia 5 Jornada Experimental Range, Agricultural Research Service, United States Department of Agriculture, Las Cruces, New Mexico, United States of America |
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Author_xml | – sequence: 1 givenname: Michaela orcidid: 0000-0002-5139-739X surname: Buenemann fullname: Buenemann, Michaela organization: Department of Geography, New Mexico State University, Las Cruces, New Mexico, United States of America – sequence: 2 givenname: Marina E surname: Coetzee fullname: Coetzee, Marina E organization: Faculty of Natural Resources and Spatial Sciences, Namibia University of Science and Technology, Windhoek, Namibia – sequence: 3 givenname: Josephat surname: Kutuahupira fullname: Kutuahupira, Josephat organization: Division of Plant Production, Ministry of Agriculture, Water, and Forestry, Windhoek, Namibia – sequence: 4 givenname: Jonathan J surname: Maynard fullname: Maynard, Jonathan J organization: Sustainability Innovation Lab, University of Colorado, Boulder, Colorado, United States of America – sequence: 5 givenname: Jeffrey E surname: Herrick fullname: Herrick, Jeffrey E organization: Jornada Experimental Range, Agricultural Research Service, United States Department of Agriculture, Las Cruces, New Mexico, United States of America |
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CitedBy_id | crossref_primary_10_1117_1_JRS_17_044513 crossref_primary_10_5194_soil_9_277_2023 crossref_primary_10_1038_s41467_024_49665_4 crossref_primary_10_1002_saj2_20668 crossref_primary_10_1016_j_jsames_2023_104640 |
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Snippet | High-quality soil maps are urgently needed by diverse stakeholders, but errors in existing soil maps are often unknown, particularly in countries with limited... |
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SubjectTerms | Accuracy Africa, Southern Analysis Applications programs Biology and Life Sciences Carbon Climate Crop production Cultural heritage Databases, Factual Decision making Earth Sciences Ecology and Environmental Sciences Errors Estimates Geospatial data Irrigation systems Land use planning Mapping Mobile computing Namibia Natural resources Online data bases Onsite People and Places Physical Sciences Predictions Runoff Soil Soil Erosion Soil maps Soil properties Soil quality Soil surveys Soil texture Soil water Spatial distribution Systems design Terrain Texture mapping Topography Topsoil |
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Title | Errors in soil maps: The need for better on-site estimates and soil map predictions |
URI | https://www.ncbi.nlm.nih.gov/pubmed/36630410 https://www.proquest.com/docview/2764381722 https://search.proquest.com/docview/2764441168 https://pubmed.ncbi.nlm.nih.gov/PMC9833593 https://doaj.org/article/6dad2b58122f44579eeb7485c52a8830 http://dx.doi.org/10.1371/journal.pone.0270176 |
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