{"id":"https://openalex.org/W3134502249","doi":"https://doi.org/10.3390/su13052786","title":"Exploring Smallholder Farmers\u2019 Preferences for Climate-Smart Seed Innovations: Empirical Evidence from Southern Ethiopia","display_name":"Exploring Smallholder Farmers\u2019 Preferences for Climate-Smart Seed Innovations: Empirical Evidence from Southern Ethiopia","publication_year":2021,"publication_date":"2021-03-04","ids":{"openalex":"https://openalex.org/W3134502249","doi":"https://doi.org/10.3390/su13052786","mag":"3134502249"},"language":"en","primary_location":{"id":"doi:10.3390/su13052786","doi":"https://doi.org/10.3390/su13052786","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su13052786","pdf_url":"https://www.mdpi.com/2071-1050/13/5/2786/pdf?version=1615028663","source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sustainability","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2071-1050/13/5/2786/pdf?version=1615028663","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5036369775","display_name":"Shimelis Araya Geda","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I200763008","display_name":"Justus-Liebig-Universit\u00e4t Gie\u00dfen","ror":"https://ror.org/033eqas34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200763008"]}],"countries":["DE"],"is_corresponding":true,"raw_author_name":"Shimelis Araya Geda","raw_affiliation_strings":["Institute of Agribusiness Management and Food Economics, Justus Liebig University (JLU) Giessen, Senckenbergstr. 3, 35390 Giessen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Agribusiness Management and Food Economics, Justus Liebig University (JLU) Giessen, Senckenbergstr. 3, 35390 Giessen, Germany","institution_ids":["https://openalex.org/I200763008"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5087516363","display_name":"Rainer W. K\u00fchl","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I200763008","display_name":"Justus-Liebig-Universit\u00e4t Gie\u00dfen","ror":"https://ror.org/033eqas34","country_code":"DE","type":"education","lineage":["https://openalex.org/I200763008"]}],"countries":["DE"],"is_corresponding":false,"raw_author_name":"Rainer K\u00fchl","raw_affiliation_strings":["Institute of Agribusiness Management and Food Economics, Justus Liebig University (JLU) Giessen, Senckenbergstr. 3, 35390 Giessen, Germany"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Institute of Agribusiness Management and Food Economics, Justus Liebig University (JLU) Giessen, Senckenbergstr. 3, 35390 Giessen, Germany","institution_ids":["https://openalex.org/I200763008"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":["https://openalex.org/A5036369775"],"corresponding_institution_ids":["https://openalex.org/I200763008"],"apc_list":{"value":1900,"currency":"CHF","value_usd":2052},"apc_paid":{"value":1900,"currency":"CHF","value_usd":2052},"fwci":3.466,"has_fulltext":true,"cited_by_count":16,"citation_normalized_percentile":{"value":0.9288906,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":88,"max":98},"biblio":{"volume":"13","issue":"5","first_page":"2786","last_page":"2786"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10367","display_name":"Agricultural Innovations and Practices","score":0.9071999788284302,"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/T10367","display_name":"Agricultural Innovations and Practices","score":0.9071999788284302,"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/T10439","display_name":"Climate change impacts on agriculture","score":0.033900000154972076,"subfield":{"id":"https://openalex.org/subfields/1105","display_name":"Ecology, Evolution, Behavior and Systematics"},"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/T10841","display_name":"Economic and Environmental Valuation","score":0.01810000091791153,"subfield":{"id":"https://openalex.org/subfields/2002","display_name":"Economics and Econometrics"},"field":{"id":"https://openalex.org/fields/20","display_name":"Economics, Econometrics and Finance"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/smallholder-farmers","display_name":"smallholder farmers","score":0.781000018119812},{"id":"https://openalex.org/keywords/farmer-preferences","display_name":"farmer preferences","score":0.8240000009536743},{"id":"https://openalex.org/keywords/climate-smart-agriculture","display_name":"climate-smart agriculture","score":0.8220000267028809},{"id":"https://openalex.org/keywords/bean-varieties","display_name":"bean varieties","score":0.5379999876022339},{"id":"https://openalex.org/keywords/drought-tolerance","display_name":"drought tolerance","score":0.906000018119812},{"id":"https://openalex.org/keywords/preference-heterogeneity","display_name":"preference heterogeneity","score":0.9110000133514404},{"id":"https://openalex.org/keywords/varietal-release","display_name":"varietal release","score":0.7179999947547913},{"id":"https://openalex.org/keywords/discrete-choice-experiment","display_name":"discrete choice experiment","score":0.5260000228881836},{"id":"https://openalex.org/keywords/southern-ethiopia","display_name":"southern Ethiopia","score":0.7239999771118164}],"concepts":[{"id":"https://openalex.org/C117568660","wikidata":"https://www.wikidata.org/wiki/Q1650843","display_name":"Multinomial logistic regression","level":2,"score":0.8162839412689209},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.6593462228775024},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.6290404796600342},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.5198445916175842},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.49088722467422485},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.44428786635398865},{"id":"https://openalex.org/C2781249084","wikidata":"https://www.wikidata.org/wiki/Q908656","display_name":"Preference","level":2,"score":0.43702393770217896},{"id":"https://openalex.org/C48824518","wikidata":"https://www.wikidata.org/wiki/Q396340","display_name":"Agricultural economics","level":1,"score":0.430373877286911},{"id":"https://openalex.org/C162853370","wikidata":"https://www.wikidata.org/wiki/Q39809","display_name":"Marketing","level":1,"score":0.3739544153213501},{"id":"https://openalex.org/C37621935","wikidata":"https://www.wikidata.org/wiki/Q3606845","display_name":"Agricultural science","level":1,"score":0.35856425762176514},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.353817343711853},{"id":"https://openalex.org/C54286561","wikidata":"https://www.wikidata.org/wiki/Q397350","display_name":"Agroforestry","level":1,"score":0.3420352339744568},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.33685749769210815},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.22554069757461548},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.1587544083595276},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.14643654227256775},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.10542169213294983},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.10442885756492615},{"id":"https://openalex.org/C175444787","wikidata":"https://www.wikidata.org/wiki/Q39072","display_name":"Microeconomics","level":1,"score":0.09945493936538696},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.0},{"id":"https://openalex.org/C10138342","wikidata":"https://www.wikidata.org/wiki/Q43015","display_name":"Finance","level":1,"score":0.0},{"id":"https://openalex.org/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/su13052786","doi":"https://doi.org/10.3390/su13052786","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su13052786","pdf_url":"https://www.mdpi.com/2071-1050/13/5/2786/pdf?version=1615028663","source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sustainability","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:gam:jsusta:v:13:y:2021:i:5:p:2786-:d:510714","doi":null,"is_oa":false,"landing_page_url":"https://www.mdpi.com/2071-1050/13/5/2786/","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:f41cfdc0828b40f1abc3ff9aa83f3d77","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/f41cfdc0828b40f1abc3ff9aa83f3d77","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Sustainability, Vol 13, Iss 2786, p 2786 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/su13052786","doi":"https://doi.org/10.3390/su13052786","is_oa":true,"landing_page_url":"https://doi.org/10.3390/su13052786","pdf_url":"https://www.mdpi.com/2071-1050/13/5/2786/pdf?version=1615028663","source":{"id":"https://openalex.org/S10134376","display_name":"Sustainability","issn_l":"2071-1050","issn":["2071-1050"],"is_oa":true,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","poland-100","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Sustainability","raw_type":"journal-article"},"sustainable_development_goals":[{"score":1.0,"display_name":"Zero hunger","id":"https://metadata.un.org/sdg/2"},{"score":0.5351999998092651,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320320875","display_name":"Deutscher Akademischer Austauschdienst","ror":"https://ror.org/039djdh30"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3134502249.pdf","grobid_xml":"https://content.openalex.org/works/W3134502249.grobid-xml"},"referenced_works_count":46,"referenced_works":["https://openalex.org/W560110010","https://openalex.org/W565204528","https://openalex.org/W1518673584","https://openalex.org/W1541394746","https://openalex.org/W1979258712","https://openalex.org/W1990125348","https://openalex.org/W2027739325","https://openalex.org/W2044675024","https://openalex.org/W2044772696","https://openalex.org/W2058853701","https://openalex.org/W2078186657","https://openalex.org/W2078771477","https://openalex.org/W2097614924","https://openalex.org/W2122707212","https://openalex.org/W2126675576","https://openalex.org/W2133575279","https://openalex.org/W2136250038","https://openalex.org/W2141582663","https://openalex.org/W2146398007","https://openalex.org/W2178091424","https://openalex.org/W2205871979","https://openalex.org/W2222344029","https://openalex.org/W2415898155","https://openalex.org/W2431379224","https://openalex.org/W2489690899","https://openalex.org/W2497195487","https://openalex.org/W2498594724","https://openalex.org/W2503624382","https://openalex.org/W2576396636","https://openalex.org/W2587092172","https://openalex.org/W2591588568","https://openalex.org/W2591912744","https://openalex.org/W2604636997","https://openalex.org/W2767487910","https://openalex.org/W2782347139","https://openalex.org/W2884086991","https://openalex.org/W2895773179","https://openalex.org/W2963703413","https://openalex.org/W2969159521","https://openalex.org/W3026471375","https://openalex.org/W3111132047","https://openalex.org/W3112994111","https://openalex.org/W3124228313","https://openalex.org/W3142158900","https://openalex.org/W3152367353","https://openalex.org/W4256283462"],"related_works":["https://openalex.org/W1932327337","https://openalex.org/W1504189683","https://openalex.org/W2586149673","https://openalex.org/W2124037533","https://openalex.org/W2749956646","https://openalex.org/W4407005302","https://openalex.org/W7061342128","https://openalex.org/W2559258533","https://openalex.org/W2616276059","https://openalex.org/W3136963610"],"abstract_inverted_index":{"Rapid":[0],"plant":[1],"breeding":[2,21,69,161,171],"is":[3],"essential":[4],"to":[5,19,36,64,99,159,178,190],"overcome":[6],"low":[7],"productivity":[8,66],"problems":[9],"in":[10,23,54,96,176,198],"the":[11,138,146,180,192],"face":[12],"of":[13,109,137,148,182],"climatic":[14],"challenges.":[15],"Despite":[16],"considerable":[17],"efforts":[18],"improve":[20],"practices":[22],"Ethiopia,":[24],"increasing":[25],"varietal":[26,38,47,72],"release":[27],"does":[28],"not":[29,43],"necessarily":[30],"imply":[31],"that":[32,126,188],"farmers":[33,127],"have":[34,128],"access":[35],"innovative":[37],"choices.":[39],"Prior":[40],"research":[41,119],"did":[42],"adequately":[44],"address":[45],"whether":[46,101],"attributes":[48,115,139],"are":[49],"compatible":[50,163],"with":[51,164],"farmers\u2019":[52,102],"preferences":[53,104],"harsh":[55],"environmental":[56],"conditions.":[57],"With":[58],"an":[59],"agricultural":[60],"policy":[61],"mainly":[62],"aiming":[63],"achieve":[65,191],"maximization,":[67],"existing":[68],"programs":[70],"prioritize":[71],"development":[73],"based":[74,88],"on":[75,89],"yield":[76],"superiority.":[77],"Against":[78],"this":[79],"background,":[80],"we":[81],"estimated":[82],"a":[83,129],"multinomial":[84],"logit":[85],"(MNL)":[86],"model":[87,142],"choice-experiment":[90],"data":[91],"from":[92,107],"167":[93],"bean":[94,114,186],"growers":[95],"southern":[97],"Ethiopia":[98],"explore":[100],"attribute":[103],"significantly":[105],"diverge":[106],"those":[108],"breeders\u2019":[110],"priorities.":[111],"Four":[112],"important":[113,157],"identified":[116],"through":[117],"participatory":[118],"methods":[120],"were":[121],"used.":[122],"The":[123,141],"results":[124],"demonstrate":[125],"higher":[130],"propensity":[131],"toward":[132],"drought-tolerant":[133],"capability":[134],"than":[135],"any":[136],"considered.":[140],"estimates":[143],"further":[144],"show":[145],"existence":[147],"significant":[149],"preference":[150],"heterogeneity":[151],"across":[152],"farmers.":[153],"These":[154],"findings":[155],"provide":[156],"insight":[158],"design":[160],"profiles":[162],"specific":[165],"producer":[166],"segments.":[167],"We":[168],"suggest":[169],"demand-driven":[170],"innovations":[172,187],"and":[173,184,194],"dissemination":[174],"strategies":[175],"order":[177],"accelerate":[179],"adoption":[181],"climate-smart":[183],"higher-yielding":[185],"contribute":[189],"national":[193],"global":[195],"sustainability":[196],"goals":[197],"Ethiopia.":[199]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":4},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":1}],"updated_date":"2026-10-16T09:59:22.235173","created_date":"2021-03-15T00:00:00"}