analyzing-auto-insurance-data
CommunityUnlock insights from insurance data, detect anomalies.
Data & Analytics#reporting#data analysis#business intelligence#Pandas#anomaly detection#insurance data#KPI monitoring
Authoralongor666
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill specializes in analyzing vehicle insurance daily reports and signing lists, transforming raw data into actionable business insights. It helps users monitor performance, identify trends, and detect anomalies, enabling data-driven decision-making.
Core Features & Use Cases
- 7-Step Analysis Workflow: Guides through data loading, cleaning, metric calculation, dimensional analysis, anomaly detection, and report generation.
- AI-Friendly Data Handling: Prioritizes CSV/JSON for efficient AI processing, with robust Excel conversion support.
- Business Rule Integration: Incorporates specific rules for negative premiums, zero commissions, and staff-institution mapping for accurate attribution.
- Anomaly Detection: Identifies critical business anomalies like daily premium fluctuations, weekend surges, and institution concentration risks.
- Use Case: A business analyst needs a weekly performance review of insurance data. This skill can process the latest data, compare daily trends across weeks, highlight top-performing institutions, and flag any unusual business activities.
Quick Start
Analyze the attached 'daily_insurance_report.csv' to generate a summary of total premium, policy count, and any detected anomalies.
Dependency Matrix
Required Modules
pandasopenpyxl
Components
scriptsreferences
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: analyzing-auto-insurance-data Download link: https://github.com/alongor666/daylyreport/archive/main.zip#analyzing-auto-insurance-data Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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