{"id":28679308,"url":"https://github.com/dpb24/datakind-2025","last_synced_at":"2026-04-24T20:36:09.098Z","repository":{"id":289238079,"uuid":"957919209","full_name":"dpb24/datakind-2025","owner":"dpb24","description":" 📊 Data Analytics: Identifying Actionable Insights to Improve Financial Inclusion in Kenya","archived":false,"fork":false,"pushed_at":"2025-06-02T19:11:07.000Z","size":27331,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-14T01:09:16.820Z","etag":null,"topics":["data-analytics","data-visualization","databricks","datakind","exploratory-data-analysis","financial-data","geopandas","jupyter-notebook","kenya","matplotlib","numpy","python","seaborn"],"latest_commit_sha":null,"homepage":"","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/dpb24.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null,"zenodo":null}},"created_at":"2025-03-31T11:08:32.000Z","updated_at":"2025-06-03T09:07:13.000Z","dependencies_parsed_at":"2025-06-02T14:53:14.724Z","dependency_job_id":"c1420865-e16f-4039-9e69-c51408c776f9","html_url":"https://github.com/dpb24/datakind-2025","commit_stats":null,"previous_names":["dpb24/datakind-2025"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/dpb24/datakind-2025","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dpb24%2Fdatakind-2025","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dpb24%2Fdatakind-2025/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dpb24%2Fdatakind-2025/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dpb24%2Fdatakind-2025/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/dpb24","download_url":"https://codeload.github.com/dpb24/datakind-2025/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/dpb24%2Fdatakind-2025/sbom","scorecard":null,"host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":286080680,"owners_count":32240143,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2026-04-24T13:21:15.438Z","status":"ssl_error","status_checked_at":"2026-04-24T13:21:15.005Z","response_time":64,"last_error":"SSL_read: unexpected eof while reading","robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":false,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["data-analytics","data-visualization","databricks","datakind","exploratory-data-analysis","financial-data","geopandas","jupyter-notebook","kenya","matplotlib","numpy","python","seaborn"],"created_at":"2025-06-14T01:09:14.761Z","updated_at":"2026-04-24T20:36:09.084Z","avatar_url":"https://github.com/dpb24.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"\u003cdiv style=\"text-align: left;\"\u003e\n    \u003cimg src=\"https://www.datakind.org/wp-content/uploads/2023/04/DK_LOGO_R_ORG.svg\" width=\"300\"\u003e\n\u003c/div\u003e\n\n# DataKind: Financial Inclusion \u0026 Economic Opportunity in Kenya 🇰🇪\n\n**Libraries:** `matplotlib`, `seaborn`, `geopandas`, `pandas`, `numpy` \u003cbr\u003e\n**Dataset:** [2024 FinAccess Household Survey](https://finaccess.knbs.or.ke/reports-and-datasets)\n\nWhat are the key factors driving financial inclusion in Kenya today? To find out, I analysed data from 20,871 interviews from the 2024 FinAccess Household Survey.\n\n🔎 **Key Insights:**\n* 🏦 Financial exclusion remains widespread in Kenya\n* Bank account ownership rates vary dramatically, from **92.5%** in Nairobi to just **44.1%** in West Pokot\n* Youth are especially underserved: only **16.7%** of 15–19 year olds have a bank account\n\n**A pathway to Inclusion:**\n* 📈 There is a **strong correlation** between mobile phone ownership and access to financial services\n* ⚡ A high-impact, scalable strategy: **expand** mobile access especially in rural areas and among young people \u003cbr/\u003e \u003cbr/\u003e\n\n📖 Jupyter Notebook: [GitHub](https://github.com/dpb24/datakind-2025/blob/main/notebooks/datakind-finaccess-kenya.ipynb)  | [Kaggle](https://www.kaggle.com/code/davidpbriggs/datakind-finaccess-kenya/notebook) | [DataBricks](https://databricks-prod-cloudfront.cloud.databricks.com/public/4027ec902e239c93eaaa8714f173bcfc/2268439070581912/2935149819780672/6259162958285469/latest.html)\n\u003cbr/\u003e\n\u003cbr/\u003e \u003cbr/\u003e\n\u003cdiv style=\"display: flex; justify-content: center; align-items: center;\"\u003e\n    \u003cimg src=\"reports/finaccess_economic_opportunity.png\" width=\"800\"\u003e\n    \u003cimg src=\"reports/finaccess_account-ownership_vs_opportunity.png\" width=\"800\"\u003e\n    \u003cimg src=\"reports/finaccess_exclusion_maps.png\" width=\"800\"\u003e\n    \u003cimg src=\"reports/finaccess_exclusion_by_age.png\" width=\"800\"\u003e\n\u003c/div\u003e\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdpb24%2Fdatakind-2025","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fdpb24%2Fdatakind-2025","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fdpb24%2Fdatakind-2025/lists"}