{"id":"https://openalex.org/W7225733078","doi":"https://doi.org/10.59256/indjcst.20260503088","title":"Farm Market: A Review of Digital Agricultural Marketing, Crop-Price Prediction and Transparent Offer Scoring with an Implemented Farmer Decision-Support Prototype","display_name":"Farm Market: A Review of Digital Agricultural Marketing, Crop-Price Prediction and Transparent Offer Scoring with an Implemented Farmer Decision-Support Prototype","publication_year":2026,"publication_date":"2026-11-10","ids":{"openalex":"https://openalex.org/W7225733078","doi":"https://doi.org/10.59256/indjcst.20260503088"},"language":"en","primary_location":{"id":"doi:10.59256/indjcst.20260503088","doi":"https://doi.org/10.59256/indjcst.20260503088","is_oa":false,"landing_page_url":"https://doi.org/10.59256/indjcst.20260503088","pdf_url":null,"source":{"id":"https://openalex.org/S4387997510","display_name":"Indian Journal of Computer Science and Technology","issn_l":"2583-5300","issn":["2583-5300"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Indian Journal of Computer Science and Technology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5161414379","display_name":"Khandagale Ishan","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405285359","display_name":"Sanjay Ghodawat Institute","ror":"https://ror.org/0597zvr30","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405285359"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Khandagale Ishan","raw_affiliation_strings":["Department of Computer Science & Engineering, Sanjay Ghodawat Institute, Atigre, Maharashtra, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, Sanjay Ghodawat Institute, Atigre, Maharashtra, India","institution_ids":["https://openalex.org/I4405285359"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161374057","display_name":"Kumbhar Swarnim","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405285359","display_name":"Sanjay Ghodawat Institute","ror":"https://ror.org/0597zvr30","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405285359"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Kumbhar Swarnim","raw_affiliation_strings":["Department of Computer Science & Engineering, Sanjay Ghodawat Institute, Atigre, Maharashtra, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, Sanjay Ghodawat Institute, Atigre, Maharashtra, India","institution_ids":["https://openalex.org/I4405285359"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161396854","display_name":"Shindevale Suraj","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405285359","display_name":"Sanjay Ghodawat Institute","ror":"https://ror.org/0597zvr30","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405285359"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Shindevale Suraj","raw_affiliation_strings":["Department of Computer Science & Engineering, Sanjay Ghodawat Institute, Atigre, Maharashtra, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, Sanjay Ghodawat Institute, Atigre, Maharashtra, India","institution_ids":["https://openalex.org/I4405285359"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5161416295","display_name":"Jagadale Pranavraj","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405285359","display_name":"Sanjay Ghodawat Institute","ror":"https://ror.org/0597zvr30","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405285359"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Jagadale Pranavraj","raw_affiliation_strings":["Department of Computer Science & Engineering, Sanjay Ghodawat Institute, Atigre, Maharashtra, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, Sanjay Ghodawat Institute, Atigre, Maharashtra, India","institution_ids":["https://openalex.org/I4405285359"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5161403702","display_name":"Bhalkikar N. J.","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4405285359","display_name":"Sanjay Ghodawat Institute","ror":"https://ror.org/0597zvr30","country_code":"IN","type":"education","lineage":["https://openalex.org/I4405285359"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Bhalkikar N. J.","raw_affiliation_strings":["Department of Computer Science & Engineering, Sanjay Ghodawat Institute, Atigre, Maharashtra, India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Computer Science & Engineering, Sanjay Ghodawat Institute, Atigre, Maharashtra, India","institution_ids":["https://openalex.org/I4405285359"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4405285359"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.0,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"734","last_page":"734"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10616","display_name":"Smart Agriculture and AI","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"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/T10616","display_name":"Smart Agriculture and AI","score":0.9965999722480774,"subfield":{"id":"https://openalex.org/subfields/1110","display_name":"Plant Science"},"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/T11898","display_name":"Economics of Agriculture and Food Markets","score":0.0012000000569969416,"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"}},{"id":"https://openalex.org/T12662","display_name":"Digitalization and Economic Development in Agriculture","score":0.0007999999797903001,"subfield":{"id":"https://openalex.org/subfields/1408","display_name":"Strategy and Management"},"field":{"id":"https://openalex.org/fields/14","display_name":"Business, Management and Accounting"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[],"concepts":[{"id":"https://openalex.org/C77019957","wikidata":"https://www.wikidata.org/wiki/Q2689057","display_name":"Dependability","level":2,"score":0.6906999945640564},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6348999738693237},{"id":"https://openalex.org/C53016008","wikidata":"https://www.wikidata.org/wiki/Q620167","display_name":"Front and back ends","level":2,"score":0.5138999819755554},{"id":"https://openalex.org/C118518473","wikidata":"https://www.wikidata.org/wiki/Q11451","display_name":"Agriculture","level":2,"score":0.41019999980926514},{"id":"https://openalex.org/C2777551076","wikidata":"https://www.wikidata.org/wiki/Q842332","display_name":"Front (military)","level":2,"score":0.4065999984741211},{"id":"https://openalex.org/C2780586882","wikidata":"https://www.wikidata.org/wiki/Q7520643","display_name":"Simple (philosophy)","level":2,"score":0.3950999975204468},{"id":"https://openalex.org/C113843644","wikidata":"https://www.wikidata.org/wiki/Q901882","display_name":"Interface (matter)","level":4,"score":0.36730000376701355},{"id":"https://openalex.org/C42475967","wikidata":"https://www.wikidata.org/wiki/Q194292","display_name":"Operations research","level":1,"score":0.3483999967575073},{"id":"https://openalex.org/C2776760102","wikidata":"https://www.wikidata.org/wiki/Q5139990","display_name":"Code (set theory)","level":3,"score":0.3312999904155731},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.31349998712539673},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.2766000032424927},{"id":"https://openalex.org/C91262260","wikidata":"https://www.wikidata.org/wiki/Q528074","display_name":"End user","level":2,"score":0.2655999958515167},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.2581999897956848},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.25459998846054077},{"id":"https://openalex.org/C182306322","wikidata":"https://www.wikidata.org/wiki/Q1779371","display_name":"Order (exchange)","level":2,"score":0.2540000081062317}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.59256/indjcst.20260503088","doi":"https://doi.org/10.59256/indjcst.20260503088","is_oa":false,"landing_page_url":"https://doi.org/10.59256/indjcst.20260503088","pdf_url":null,"source":{"id":"https://openalex.org/S4387997510","display_name":"Indian Journal of Computer Science and Technology","issn_l":"2583-5300","issn":["2583-5300"],"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":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Indian Journal of Computer Science and Technology","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":[],"abstract_inverted_index":{"Small":[0],"farmers":[1],"frequently":[2],"make":[3],"selling":[4],"decisions":[5],"without":[6],"reliable":[7],"information":[8,26],"about":[9],"market":[10,42],"prices,":[11],"buyer":[12],"dependability":[13],"or":[14],"transport":[15],"costs.":[16],"Digital":[17],"marketplaces":[18],"and":[19,36,50,53,68,106,123,143,153,180],"machine-learning":[20,52],"models":[21],"may":[22],"help":[23],"address":[24],"this":[25],"gap.":[27],"This":[28],"review":[29],"examines":[30],"14":[31],"published":[32],"studies":[33],"from":[34],"2007\u20132025":[35],"one":[37],"government-commissioned":[38],"report":[39],"covering":[40],"mobile-phone":[41],"information,":[43],"India\u2019s":[44],"electronic":[45],"National":[46],"Agriculture":[47],"Market":[48],"(e-NAM),":[49],"statistical,":[51],"deep-learning":[54],"approaches":[55],"to":[56,147],"crop-price":[57,118],"forecasting.":[58],"Forecasting":[59],"results":[60],"vary":[61],"with":[62,102],"the":[63,95,134,148,162],"commodity,":[64],"prediction":[65],"horizon,":[66],"dataset":[67],"evaluation":[69],"method;":[70],"in":[71,140],"some":[72],"cases,":[73],"simple":[74],"baselines":[75],"perform":[76],"competitively.":[77],"A":[78],"single":[79],"score":[80],"therefore":[81,176],"cannot":[82,175],"establish":[83],"whether":[84],"a":[85,88,99,109,113,116,120,124,167],"model":[86,164],"suits":[87],"particular":[89],"mandi.":[90],"The":[91,128,150,171],"paper":[92],"also":[93,156],"analyses":[94],"supplied":[96],"FarmMarket":[97],"project:":[98],"React/TypeScript":[100],"interface":[101],"farmer,":[103],"dealer,":[104],"transporter":[105],"administrator":[107],"workflows,":[108],"five-factor":[110],"dealer-offer":[111],"score,":[112],"net-return":[114],"calculation,":[115],"rule-based":[117],"estimator,":[119],"PHP/MySQL":[121],"API":[122],"scikit-learn":[125],"ridge-regression":[126],"script.":[127],"code":[129],"contains":[130],"these":[131],"components,":[132],"but":[133],"front":[135,151],"end":[136,152,155],"currently":[137],"stores":[138],"data":[139],"browser":[141],"localStorage":[142],"is":[144],"not":[145],"connected":[146],"API.":[149],"back":[154],"use":[157],"different":[158],"scoring":[159],"formulas,":[160],"while":[161],"price":[163],"relies":[165],"on":[166],"21-row":[168],"demonstration":[169],"dataset.":[170],"quoted":[172],"accuracy":[173],"figures":[174],"be":[177],"independently":[178],"verified,":[179],"neither":[181],"predictive":[182],"performance":[183],"nor":[184],"practical":[185],"benefit":[186],"has":[187],"yet":[188],"been":[189],"established.":[190]},"counts_by_year":[],"updated_date":"2026-11-11T12:16:26.678958","created_date":"2026-11-11T00:00:00"}