[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"doc-detail-18377":3,"doc-seo-18377":27},{"code":4,"msg":5,"data":6},0,"success",{"doc_id":7,"user_id":8,"nickname":9,"user_avatar":10,"doc_module":4,"category_id":11,"category_name":12,"doc_title":13,"doc_description":14,"file_id":15,"file_url":16,"file_type":17,"file_size":18,"view_count":19,"is_deleted":4,"is_public":20,"is_downloadable":20,"audit_status":20,"page_count":21,"language":22,"language_code":23,"table_of_contents":24,"faqs":24,"seo_title":13,"seo_description":14,"update_tm":25,"read_time":26},18377,13056703019404,"Miles","https://ap-avatar.wpscdn.com/davatar_29158cc5080c5b710cf443261637dec0",8,"Research & Report","Principal Component and Cluster Analysis of Key Factors Influencing IoT Adoption in the Cassava Value Chain","Principal component analysis and cluster analysis identify key factors influencing Internet of Things adoption in Rwanda’s cassava value chain. A structured survey of 204 stakeholders across four districts evaluates six areas spanning quality monitoring, safety controls, value-chain challenges, technologies used, improvement factors, and cassava management. Results highlight young stakeholders in processing, rural 4G coverage, and the Kinazi Cassava Plant in Ruhango as significant strengths. Stakeholders largely support IoT–AI integration for precision farming, emphasizing training and monitoring technology investments.","cbCaimuCY1GqKFW6","https://ap.wps.com/l/cbCaimuCY1GqKFW6","pdf",1999119,6,1,21,"English","en","",1776718900,53,{"code":4,"msg":28,"data":29},"ok",{"site_id":30,"language":23,"slug":31,"title":13,"keywords":24,"description":14,"schema_data":32,"social_meta":67,"head_meta":70,"extra_data":72,"updated_unix":25},105,"principal-component-and-cluster-analysis-of-key-factors-influencing-iot-adoption-in-the-cassava-value-chain",{"@graph":33,"@context":66},[34,51],{"@type":35,"itemListElement":36},"BreadcrumbList",[37,41,45,48],{"item":38,"name":39,"@type":40,"position":20},"https://docshare.wps.com","Home","ListItem",{"item":42,"name":43,"@type":40,"position":44},"https://docshare.wps.com/document/","Document",2,{"item":46,"name":12,"@type":40,"position":47},"https://docshare.wps.com/document/research-report/",3,{"item":49,"name":13,"@type":40,"position":50},"https://docshare.wps.com/document/principal-component-and-cluster-analysis-of-key-factors-influencing-iot-adoption-in-the-cassava-value-chain/18377/",4,{"url":49,"name":13,"@type":52,"author":53,"headline":13,"publisher":55,"fileFormat":58,"description":14,"dateModified":59,"datePublished":60,"encodingFormat":58,"isAccessibleForFree":61,"interactionStatistic":62},"DigitalDocument",{"name":9,"@type":54},"Person",{"url":38,"name":56,"@type":57},"DocShare","Organization","application/pdf","2026-06-05","2026-04-20",true,{"@type":63,"interactionType":64,"userInteractionCount":19},"InteractionCounter",{"@type":65},"ViewAction","https://schema.org",{"og:url":68,"og:type":69,"og:title":13,"og:site_name":56,"og:description":14},"https://docshare.wps.com/document/principal-component-and-cluster-analysis-of-key-factors-influencing-iot-adoption-in-the-cassava-value-chain/18377","article",{"robots":71,"canonical":68},"index,follow",{"doc_id":7,"site_id":30}]