{"id":22481596,"url":"https://github.com/rlvtick/churn-analysis-simulation","last_synced_at":"2025-03-27T18:48:18.947Z","repository":{"id":264667393,"uuid":"894028582","full_name":"Rlvtick/Churn-Analysis-Simulation","owner":"Rlvtick","description":"Churn Analysis - Data Science Job Simulation","archived":false,"fork":false,"pushed_at":"2024-11-25T16:29:50.000Z","size":1028,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-02-01T21:46:19.774Z","etag":null,"topics":["churn-analysis","random-forest"],"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/Rlvtick.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}},"created_at":"2024-11-25T16:15:47.000Z","updated_at":"2024-11-25T16:31:23.000Z","dependencies_parsed_at":"2024-11-25T17:38:44.320Z","dependency_job_id":null,"html_url":"https://github.com/Rlvtick/Churn-Analysis-Simulation","commit_stats":null,"previous_names":["rlvtick/churn-analysis-simulation"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Rlvtick%2FChurn-Analysis-Simulation","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Rlvtick%2FChurn-Analysis-Simulation/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Rlvtick%2FChurn-Analysis-Simulation/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/Rlvtick%2FChurn-Analysis-Simulation/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/Rlvtick","download_url":"https://codeload.github.com/Rlvtick/Churn-Analysis-Simulation/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":245905794,"owners_count":20691848,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","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":["churn-analysis","random-forest"],"created_at":"2024-12-06T16:14:32.107Z","updated_at":"2025-03-27T18:48:18.923Z","avatar_url":"https://github.com/Rlvtick.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Churn-Analysis-Simulation\n\nI recently took a Data Science Job Simulation hosted by Forage. This job simulation focuses on analyzing customer churn for a major gas and electricity utility provider, and investigates how price sensitivity impacts customer retention. As the energy market evolves and more options become available for customers, retaining customers has become a critical issue. \n\nGeneral Overview of this simulation:\n\n1. Completed a customer churn analysis simulation for XYZ Analytics,\n   demonstrating advanced data analytics skills, identifying essential client\n   data and outlining a strategic investigation approach.\n2. Conducted efficient data analysis using Python, including Pandas and NumPy.\n   Employed data visualization techniques for insightful trend interpretation.\n3. Completed the engineering and optimization of a random forest model,\n   achieving an 85% accuracy rate in predicting customer churn.\n4. Completed a concise executive summary for the Associate Director, delivering\n   actionable insights for informed decision-making based on the analysis.\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frlvtick%2Fchurn-analysis-simulation","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Frlvtick%2Fchurn-analysis-simulation","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Frlvtick%2Fchurn-analysis-simulation/lists"}