[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-en-105":3,"doc-seo-293092-105":59,"doc-detail-293092-en":123},{"code":4,"msg":5,"data":6},0,"success",[7,13,18,23,28,33,38,43,48,51,55],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},1,"Document","Story & Novel",90,"story-novel",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":16,"slug":17},2,"Literature",80,"literature",{"id":19,"doc_module":4,"doc_module_name":9,"category_name":20,"show_sort_weight":21,"slug":22},4,"Exam",70,"exam",{"id":24,"doc_module":4,"doc_module_name":9,"category_name":25,"show_sort_weight":26,"slug":27},5,"Comic",60,"comic",{"id":29,"doc_module":4,"doc_module_name":9,"category_name":30,"show_sort_weight":31,"slug":32},6,"Technology",50,"technology",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":36,"slug":37},7,"Healthcare",40,"healthcare",{"id":39,"doc_module":4,"doc_module_name":9,"category_name":40,"show_sort_weight":41,"slug":42},8,"Research & Report",30,"research-report",{"id":44,"doc_module":4,"doc_module_name":9,"category_name":45,"show_sort_weight":46,"slug":47},9,"Religion & Spirituality",20,"religion-spirituality",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":49,"show_sort_weight":46,"slug":50},"World Cup","world-cup",{"id":52,"doc_module":4,"doc_module_name":9,"category_name":53,"show_sort_weight":52,"slug":54},10,"Lifestyle","lifestyle",{"id":56,"doc_module":4,"doc_module_name":9,"category_name":57,"show_sort_weight":24,"slug":58},19,"General","general",{"code":4,"msg":60,"data":61},"ok",{"site_id":62,"language":63,"slug":64,"title":65,"keywords":66,"description":67,"schema_data":68,"social_meta":116,"head_meta":118,"extra_data":120,"updated_unix":122},105,"en","leveraging-data-communication-systems-to-empower-local-innovations-in-marginalized-slum-communities-through-behavioral-profiling","Leveraging Data Communication Systems to Empower Local Innovations in Marginalized Slum Communities through Behavioral Profiling","","This paper examines Community Data Empowerment (CDE) as a framework for enabling marginalized slum communities to use data for locally led problem-solving and innovation. While open-data initiatives often fail due to resource barriers and technical complexity, many slum communities are digitally connected and seek actionable information. Focusing on Campana-Altamira in northern Mexico, the study uses participatory behavioral profiling with teenagers. Students’ essays are analyzed with thematic coding and automated tools, identifying motivational archetypes and using them as design heuristics for narrative, visual, and interactive data communication. Findings show CDE requires participatory, context-sensitive design, clear action pathways, and incentives for collective problem-solving.",{"@graph":69,"@context":115},[70,84,106],{"@type":71,"itemListElement":72},"BreadcrumbList",[73,77,79,82],{"item":74,"name":75,"@type":76,"position":8},"https://docshare.wps.com","Home","ListItem",{"item":78,"name":9,"@type":76,"position":14},"https://docshare.wps.com/document/",{"item":80,"name":40,"@type":76,"position":81},"https://docshare.wps.com/document/research-report/",3,{"item":83,"name":65,"@type":76,"position":19},"https://docshare.wps.com/document/leveraging-data-communication-systems-to-empower-local-innovations-in-marginalized-slum-communities-through-behavioral-profiling/293092/",{"url":83,"name":65,"@type":85,"image":86,"author":91,"headline":65,"publisher":94,"fileFormat":97,"inLanguage":63,"description":67,"dateModified":98,"datePublished":99,"encodingFormat":97,"isAccessibleForFree":100,"interactionStatistic":101},"DigitalDocument",{"url":87,"@type":88,"width":89,"height":90},"https://docshare.wps.com/thumbnails/leveraging-data-communication-systems-to-empower-local-innovations-in-marginalized-slum-communities-through-behavioral-profiling/293092.png","ImageObject",300,407,{"name":92,"@type":93},"Sophia Brooks","Person",{"url":74,"name":95,"@type":96},"DocShare","Organization","application/pdf","2026-11-03","2026-09-17",true,{"@type":102,"interactionType":103,"userInteractionCount":105},"InteractionCounter",{"@type":104},"ViewAction",11,{"@type":107,"mainEntity":108},"FAQPage",[109],{"name":110,"@type":111,"acceptedAnswer":112},"What design requirements does the paper conclude are necessary for effective CDE?","Question",{"text":113,"@type":114},"Effective CDE needs more than attractive visuals or dashboards. It requires participatory, context-sensitive design that respects local motivations, provides clear pathways to act, and offers incentives for collective problem-solving.","Answer","https://schema.org",{"og:url":83,"og:type":117,"og:title":65,"og:site_name":95,"og:description":67},"article",{"robots":119,"canonical":83},"index,follow",{"doc_id":121,"site_id":62},293092,1789659493,{"code":4,"msg":5,"data":124},{"doc_id":121,"user_id":125,"nickname":92,"user_avatar":126,"doc_module":4,"category_id":39,"category_name":40,"doc_title":65,"doc_description":67,"doc_content":127,"file_id":128,"file_url":129,"file_type":130,"file_size":131,"view_count":105,"is_deleted":4,"is_public":8,"is_downloadable":8,"audit_status":8,"page_count":132,"language":133,"language_code":63,"site_id":62,"html_lang":63,"table_of_contents":134,"faqs":135,"seo_title":136,"seo_description":67,"update_tm":122,"read_time":137,"preview_page_count":4},962084925636,"https://ap-avatar.wpscdn.com/davatar_994ba38a5ba835b3df7d355c54d3ed8d","Received: August 19 , 2025  \nAccepted: September 29 , 2025  \nPublished: October 19 , 2025  \nCorrespondence email: *  \n23wd8306@student.gs.chiba-u.jp  \nCopyright: © 2025 by theauthor(s) . Published byMichelangelo ScholarPublishing Ltd.  \nThis article is published underthe Creative CommonsAttribution-NonCommercial -NoDerivs 4.0 International(CC BY-NC-ND, version 4.0)license, which permits non -commercial use, distribution,and reproduction in anymedium, provided the originalwork is properly cited and notmodified in any way.  \nPublication Statement:  \nJournalofDesign Service and  \n# Leveraging Data Communication\n\nSystems to Empower LocalInnovations in Marginalized SlumCommunities through BehavioralProfiling  \nSavira Aristi  1 *, Hisa Martinez Nimi 2, Juan Carlos Chacon Quintero 2,Alejandro Martinez Baca 3, Kenta Ono 4  \n1 Graduate School of Science and Engineering, Chiba University, Chiba, Japan  \n2 Faculty of Data Science , Chiba University, Chiba, Japan  \n3 School of Architecture, Art and Design , Tecnológico de Monterrey, Monterrey, México  \n4 Faculty of Science and Engineering, Chiba University, Chiba, Japan  \nAbstract: This paper examines Community Data Empowerment (CDE) as a framework forsupporting marginalized slum communities to use data in ways that drive locally led problem -solving and innovation. While open data initiatives often fail to reach or empower low-incomeneighborhoods due to resource barriers and technical complexity, many marginalized slumcommunities are in fact digitally connected and eager for relevant, actionable information.Focusing on the Campana-Altamira community in northern Mexico, this study uses workshopsand school-based activities with teenagers to explore motivational patterns through participatorybehavioral profiling and speculative mapping. Students’ short essays about role models wereanalyzed using thematic coding and automated tools such as Apply Magic Sauce and LargeLanguage Models Artificial Intelligence (ChatGPT), revealing diverse motivational archetypesincluding Achievers, Competitors, Socializers, and Explorers. Rather than treating these profilesas fixed categories, the study uses them as design heuristics for tailoring data communicationstrategies that align with local values and preferences. This includes developing narrative, visual,and interactive formats that make data more engaging, relatable, and actionable.  \nThe findings suggest that effective CDE requires more than attractive visuals or technicaldashboards. It demands participatory, context-sensitive design that respects local motivations,provides clear pathways to act, and offers incentives for collective problem-solving. Bycentering community voices and creating tools that invite meaningful engagement, CDE canhelp seed grassroots innovation, strengthen local governance, and empower residents as agentsof change.  \nKeywords: Community data empowerment; Marginalized communities; Data communication;Local innovation; Local governance  \nhttps://doi.org/10.59528/ms.jdssi2025.1019a40  \n## Introduction\n\nCommunity Data Empowerment (CDE) refers to the process of enabling local communitiesto collect, access, and use data in ways that empower them to drive positive change [1] . Inessence, CDE shifts data-driven innovation from elite institutions directly into the hands of  \ncommunity members. The core idea is that when marginalized groups can generate andanalyze data about their own lives and surroundings, they gain the knowledge and agencyto advocate for themselves. This approach aligns with principles of epistemic justice ,seeking to make knowledge production more equitable and inclusive [2] . CDE aims totransform passive data subjects into active problem-solvers within their communities.  \nHowever, marginalized communities often lack access to usable data for innovation, dueto both resource and systemic barriers. Simply making data “open” or available is notenough if people don’t have the tools, skills, or power to leverage it [3] . ","cbCaiaYkM5Ptmci6","https://ap.wps.com/l/cbCaiaYkM5Ptmci6","pdf",6685970,26,"English","# Introduction\n## Community Data Empowerment (CDE)\n## Barriers to open data and empowerment\n## Digital connectivity among urban poor\n## Core obstacle: data communication channels","[{\"question\":\"What design requirements does the paper conclude are necessary for effective CDE?\",\"answer\":\"Effective CDE needs more than attractive visuals or dashboards. It requires participatory, context-sensitive design that respects local motivations, provides clear pathways to act, and offers incentives for collective problem-solving.\"}]","Leveraging Data Communication Systems to Empower Local Innovations in Marginalized Slum Communities through Behavioral Profiling | PDF",66]