{"id":"https://openalex.org/W7204104331","doi":"https://doi.org/10.2139/ssrn.7347221","title":"Rapid soybean expansion in South Africa (2018\u20132025): land sources, spatial drivers, and potential areas","display_name":"Rapid soybean expansion in South Africa (2018\u20132025): land sources, spatial drivers, and potential areas","publication_year":2026,"publication_date":"2026-01-01","ids":{"openalex":"https://openalex.org/W7204104331","doi":"https://doi.org/10.2139/ssrn.7347221"},"language":null,"primary_location":{"id":"doi:10.2139/ssrn.7347221","doi":"https://doi.org/10.2139/ssrn.7347221","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7347221","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"volume":null,"type":"preprint","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://doi.org/10.2139/ssrn.7347221","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Xin Huang","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":true,"raw_author_name":"Xin Huang","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5065495217","display_name":"Yue Dou","orcid":"https://orcid.org/0000-0001-6320-5482","observed_orcids":["https://orcid.org/0000-0001-6320-5482"]},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Yue Dou","raw_affiliation_strings":["University of Twente"],"raw_orcid":"https://orcid.org/0000-0001-6320-5482","affiliations":[{"raw_affiliation_string":"University of Twente","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037139982","display_name":"Anton Vrieling","orcid":"https://orcid.org/0000-0002-7979-1540","observed_orcids":["https://orcid.org/0000-0002-7979-1540"]},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Anton Vrieling","raw_affiliation_strings":["University of Twente"],"raw_orcid":"https://orcid.org/0000-0002-7979-1540","affiliations":[{"raw_affiliation_string":"University of Twente","institution_ids":["https://openalex.org/I94624287"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041741317","display_name":"L. Dlamini","orcid":"https://orcid.org/0000-0001-9923-0153","observed_orcids":["https://orcid.org/0000-0001-9923-0153"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Luleka Dlamini","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059260394","display_name":"Terry Newby","orcid":"https://orcid.org/0000-0003-4850-1659","observed_orcids":["https://orcid.org/0000-0003-4850-1659"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Terry Newby","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0003-4850-1659","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077482285","display_name":"Adeniyi Adeyemi","orcid":"https://orcid.org/0000-0001-7006-4032","observed_orcids":["https://orcid.org/0000-0001-7006-4032"]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Adeniyi Adeyemi","raw_affiliation_strings":[],"raw_orcid":"https://orcid.org/0000-0001-7006-4032","affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5147968168","display_name":"Fanie Ferreira","orcid":null,"observed_orcids":[]},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Fanie Ferreira","raw_affiliation_strings":[],"raw_orcid":null,"affiliations":[]},{"author_position":"middle","author":{"id":"https://openalex.org/A5022647639","display_name":"Tlou Elizabeth Mogale","orcid":"https://orcid.org/0000-0001-6249-4905","observed_orcids":["https://orcid.org/0000-0001-6249-4905"]},"institutions":[{"id":"https://openalex.org/I90546491","display_name":"University of Limpopo","ror":"https://ror.org/017p87168","country_code":"ZA","type":"education","lineage":["https://openalex.org/I90546491"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Elizabeth Mogale","raw_affiliation_strings":["University of Limpopo, Polokwane, 0727, South Africa"],"raw_orcid":"https://orcid.org/0000-0001-6249-4905","affiliations":[{"raw_affiliation_string":"University of Limpopo, Polokwane, 0727, South Africa","institution_ids":["https://openalex.org/I90546491"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078281638","display_name":"Kingsley Kwabena Ayisi","orcid":"https://orcid.org/0000-0002-3647-8730","observed_orcids":["https://orcid.org/0000-0002-3647-8730","https://orcid.org/0000-0002-6097-8954"]},"institutions":[{"id":"https://openalex.org/I90546491","display_name":"University of Limpopo","ror":"https://ror.org/017p87168","country_code":"ZA","type":"education","lineage":["https://openalex.org/I90546491"]}],"countries":["ZA"],"is_corresponding":false,"raw_author_name":"Kingsley  kwabena Ayisi","raw_affiliation_strings":["University of Limpopo, Polokwane, 0727, South Africa"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"University of Limpopo, Polokwane, 0727, South Africa","institution_ids":["https://openalex.org/I90546491"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5108909908","display_name":"Andrew Nelson","orcid":"https://orcid.org/0000-0002-7249-3778","observed_orcids":["https://orcid.org/0000-0002-7249-3778"]},"institutions":[{"id":"https://openalex.org/I94624287","display_name":"University of Twente","ror":"https://ror.org/006hf6230","country_code":"NL","type":"education","lineage":["https://openalex.org/I94624287"]}],"countries":["NL"],"is_corresponding":false,"raw_author_name":"Andrew Nelson","raw_affiliation_strings":["University of Twente"],"raw_orcid":"https://orcid.org/0000-0002-7249-3778","affiliations":[{"raw_affiliation_string":"University of Twente","institution_ids":["https://openalex.org/I94624287"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11862","display_name":"Agriculture, Land Use, Rural Development","score":0.5541999936103821,"subfield":{"id":"https://openalex.org/subfields/1100","display_name":"General Agricultural and Biological Sciences"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},"topics":[{"id":"https://openalex.org/T11862","display_name":"Agriculture, Land Use, Rural Development","score":0.5541999936103821,"subfield":{"id":"https://openalex.org/subfields/1100","display_name":"General Agricultural and Biological Sciences"},"field":{"id":"https://openalex.org/fields/11","display_name":"Agricultural and Biological Sciences"},"domain":{"id":"https://openalex.org/domains/1","display_name":"Life Sciences"}},{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.396699994802475,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.013500000350177288,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/soybean-expansion","display_name":"soybean expansion","score":0.9779999852180481},{"id":"https://openalex.org/keywords/land-use-change","display_name":"land use change","score":0.6489999890327454},{"id":"https://openalex.org/keywords/cropland-expansion","display_name":"cropland expansion","score":0.6639999747276306},{"id":"https://openalex.org/keywords/south-africa","display_name":"South Africa","score":0.6129999756813049},{"id":"https://openalex.org/keywords/spatial-drivers","display_name":"spatial drivers","score":0.4490000009536743},{"id":"https://openalex.org/keywords/crop-rotation","display_name":"crop rotation","score":0.6819999814033508},{"id":"https://openalex.org/keywords/storage-facilities","display_name":"storage facilities","score":0.49799999594688416},{"id":"https://openalex.org/keywords/smallholder-farming","display_name":"smallholder farming","score":0.6190000176429749},{"id":"https://openalex.org/keywords/large-scale-farming","display_name":"large-scale farming","score":0.8610000014305115},{"id":"https://openalex.org/keywords/protected-areas","display_name":"protected areas","score":0.7059999704360962},{"id":"https://openalex.org/keywords/cropland-intensification","display_name":"cropland intensification","score":0.7789999842643738},{"id":"https://openalex.org/keywords/agricultural-infrastructure","display_name":"agricultural infrastructure","score":0.5090000033378601},{"id":"https://openalex.org/keywords/ecosystem-conservation","display_name":"ecosystem conservation","score":0.4620000123977661},{"id":"https://openalex.org/keywords/soybean-production","display_name":"soybean production","score":0.4129999876022339}],"concepts":[{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.6705999970436096},{"id":"https://openalex.org/C4792198","wikidata":"https://www.wikidata.org/wiki/Q1165944","display_name":"Land use","level":2,"score":0.6050000190734863},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.6047999858856201},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.5548999905586243},{"id":"https://openalex.org/C2780648208","wikidata":"https://www.wikidata.org/wiki/Q3001793","display_name":"Land cover","level":3,"score":0.5072000026702881},{"id":"https://openalex.org/C502990516","wikidata":"https://www.wikidata.org/wiki/Q3395383","display_name":"Agricultural land","level":3,"score":0.41819998621940613},{"id":"https://openalex.org/C122690726","wikidata":"https://www.wikidata.org/wiki/Q3348639","display_name":"Land use, land-use change and forestry","level":3,"score":0.3407999873161316},{"id":"https://openalex.org/C58941895","wikidata":"https://www.wikidata.org/wiki/Q295865","display_name":"Ecosystem services","level":3,"score":0.33230000734329224},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.3181000053882599},{"id":"https://openalex.org/C526734887","wikidata":"https://www.wikidata.org/wiki/Q832237","display_name":"Environmental protection","level":1,"score":0.30709999799728394},{"id":"https://openalex.org/C184603391","wikidata":"https://www.wikidata.org/wiki/Q60738778","display_name":"Land-use planning","level":3,"score":0.2962000072002411},{"id":"https://openalex.org/C158709400","wikidata":"https://www.wikidata.org/wiki/Q3578586","display_name":"Spatial ecology","level":2,"score":0.296099990606308},{"id":"https://openalex.org/C175760724","wikidata":"https://www.wikidata.org/wiki/Q191258","display_name":"Crop rotation","level":3,"score":0.2937999963760376},{"id":"https://openalex.org/C27548731","wikidata":"https://www.wikidata.org/wiki/Q88272","display_name":"Investment (military)","level":3,"score":0.2809999883174896},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.27459999918937683},{"id":"https://openalex.org/C2778691696","wikidata":"https://www.wikidata.org/wiki/Q14096331","display_name":"Dairy farming","level":3,"score":0.25290000438690186}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.2139/ssrn.7347221","doi":"https://doi.org/10.2139/ssrn.7347221","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7347221","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"}],"best_oa_location":{"id":"doi:10.2139/ssrn.7347221","doi":"https://doi.org/10.2139/ssrn.7347221","is_oa":true,"landing_page_url":"https://doi.org/10.2139/ssrn.7347221","pdf_url":null,"source":{"id":"https://openalex.org/S4210172589","display_name":"SSRN Electronic Journal","issn_l":"1556-5068","issn":["1556-5068"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1318003438","host_organization_name":"RELX Group (Netherlands)","host_organization_lineage":["https://openalex.org/I1318003438"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"acceptedVersion","is_accepted":true,"is_published":false,"raw_source_name":null,"raw_type":"posted-content"},"sustainable_development_goals":[{"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2","score":0.958299994468689},{"display_name":"Life on land","id":"https://metadata.un.org/sdg/15","score":0.8518999814987183},{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4943999946117401}],"sustainable_development_goals_aurora":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":54,"referenced_works":["https://openalex.org/W396639428","https://openalex.org/W1521899345","https://openalex.org/W1995635465","https://openalex.org/W1996634339","https://openalex.org/W2019508170","https://openalex.org/W2029945928","https://openalex.org/W2031587865","https://openalex.org/W2039294942","https://openalex.org/W2046145751","https://openalex.org/W2056495063","https://openalex.org/W2057928252","https://openalex.org/W2083482386","https://openalex.org/W2099121763","https://openalex.org/W2103842878","https://openalex.org/W2110065044","https://openalex.org/W2137039721","https://openalex.org/W2151444560","https://openalex.org/W2159601295","https://openalex.org/W2168339025","https://openalex.org/W2313517850","https://openalex.org/W2314052803","https://openalex.org/W2558073744","https://openalex.org/W2573416862","https://openalex.org/W2607058053","https://openalex.org/W2612260661","https://openalex.org/W2614926995","https://openalex.org/W2730314671","https://openalex.org/W2763709449","https://openalex.org/W2783065878","https://openalex.org/W2786764113","https://openalex.org/W2804520636","https://openalex.org/W2910295117","https://openalex.org/W2911964244","https://openalex.org/W2954047878","https://openalex.org/W2955593274","https://openalex.org/W2986565415","https://openalex.org/W2990739816","https://openalex.org/W3036442820","https://openalex.org/W3089440935","https://openalex.org/W3127405675","https://openalex.org/W3167131540","https://openalex.org/W3182186442","https://openalex.org/W3207200417","https://openalex.org/W4200236397","https://openalex.org/W4224268080","https://openalex.org/W4386647640","https://openalex.org/W4390600181","https://openalex.org/W4400427064","https://openalex.org/W4402066757","https://openalex.org/W4408286661","https://openalex.org/W4415660369","https://openalex.org/W7106499073","https://openalex.org/W7128436717","https://openalex.org/W7156770537"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-10-12T09:40:04.860316","created_date":"2026-08-25T00:00:00"}
