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---
license: cc-by-nc-sa-4.0
task_categories:
- tabular-classification
- tabular-regression
- feature-extraction
- image-feature-extraction
- text-classification
language:
- en
tags:
- agentic-ai
- synthetic-data
- data-science
- benchmark
- human-AI-collaboration
pretty_name: AgentDS-Insurance
---

# ๐Ÿ›ก๏ธ AgentDS-Insurance

This dataset is part of the **AgentDS Benchmark** โ€” a multi-domain benchmark for evaluating human-AI collaboration in real-world, domain-specific data science.

**AgentDS-Insurance** includes structured policyholder and claims data for 3 challenges:

- Claims complexity prediction  
- Next-year loss estimation for pricing  
- Fraud detection from claim patterns  

๐Ÿ‘‰ Files are organized in the `Insurance/` folder and reused across challenges.  
Refer to the included `description.md` for:
- File usage and challenge mappings  
- Task descriptions and data schema notes  
- Submission format expectations  

---

๐Ÿ“– **More info & challenge details**: https://agentds.org/domains  
๐Ÿ” **Get your API key**: https://agentds.org/dashboard  
๐Ÿง  **Submit predictions via SDK**: `pip install agentds-bench` (see main AgentDS README for usage)