# iaa-aitf/actuarial-ai-case-studies architecture

> Architecture diagram of the GitHub repository iaa-aitf/actuarial-ai-case-studies, generated by GitDiagram from its file tree, README and a sample of source files (last updated 2026-09-28). It is an AI-made overview: check details against the source.

- Interactive diagram: https://gitdiagram.com/iaa-aitf/actuarial-ai-case-studies
- Repository: https://github.com/iaa-aitf/actuarial-ai-case-studies

## Overview

This repository is a curated collection of actuarial AI case studies, rather than a single application. The principal workflow is for an actuary or practitioner to browse the catalog, choose a hosted study, and use its notebook, data, and accompanying materials to explore an actuarial problem and its AI-based analysis. The collection spans market comparison, damage classification, claim-cost prediction, multi-agent data analysis, and legacy-code migration; templates support creating additional studies. The README documents these capabilities, but implementation details and precise runtime connections are not available from the sampled source.

Main entry points: [`case-studies/README.md`](https://github.com/iaa-aitf/actuarial-ai-case-studies/blob/main/case-studies/README.md) (Study Catalog), [`README.md`](https://github.com/iaa-aitf/actuarial-ai-case-studies/blob/main/README.md) (Repository Overview), [`case-studies/2025/GenAI-driven_market_comparison`](https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies/2025/GenAI-driven_market_comparison) (Market Comparison), [`case-studies/2025/car_damage_classification_and_localization`](https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies/2025/car_damage_classification_and_localization) (Damage Classification)

## Diagram (Mermaid)

```mermaid
flowchart TD

subgraph group_catalog["Collection"]
  node_overview["Repository Overview<br/>[README.md]"]
  node_catalog_index["Study Catalog<br/>[README.md]"]
end

subgraph group_studies["Case Studies"]
  node_market["Market Comparison"]
  node_damage["Damage Classification"]
  node_claim_cost["Claim Cost Prediction"]
  node_multi_agent["Multi-Agent Analysis"]
  node_migration["Legacy Code Migration"]
  node_study_materials["Study Materials"]
end

subgraph group_templates["Contributions"]
  node_templates["Submission Templates"]
end

node_practitioner(("Practitioner"))

node_practitioner -->|"explores"| node_overview
node_overview -->|"directs to"| node_catalog_index
node_practitioner -->|"browses"| node_catalog_index
node_catalog_index -->|"lists"| node_market
node_catalog_index -->|"lists"| node_damage
node_catalog_index -->|"lists"| node_claim_cost
node_catalog_index -->|"lists"| node_multi_agent
node_catalog_index -->|"lists"| node_migration
node_practitioner -->|"runs or reviews"| node_study_materials
node_practitioner -->|"uses to contribute"| node_templates

click node_overview "https://github.com/iaa-aitf/actuarial-ai-case-studies/blob/main/README.md"
click node_catalog_index "https://github.com/iaa-aitf/actuarial-ai-case-studies/blob/main/case-studies/README.md"
click node_market "https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies/2025/GenAI-driven_market_comparison"
click node_damage "https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies/2025/car_damage_classification_and_localization"
click node_claim_cost "https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies/2025/claim_cost_prediction_with_LLM-extracted_features"
click node_multi_agent "https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies/2025/data_analysis_multi-agent_system"
click node_migration "https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies/2026/actuarial_legacy_code_migration_multi-agent_system"
click node_study_materials "https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies"
click node_templates "https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/templates"

classDef toneNeutral fill:#f8fafc,stroke:#334155,stroke-width:1.5px,color:#0f172a
classDef toneBlue fill:#dbeafe,stroke:#2563eb,stroke-width:1.5px,color:#172554
classDef toneAmber fill:#fef3c7,stroke:#d97706,stroke-width:1.5px,color:#78350f
classDef toneMint fill:#dcfce7,stroke:#16a34a,stroke-width:1.5px,color:#14532d
classDef toneRose fill:#ffe4e6,stroke:#e11d48,stroke-width:1.5px,color:#881337
classDef toneIndigo fill:#e0e7ff,stroke:#4f46e5,stroke-width:1.5px,color:#312e81
classDef toneTeal fill:#ccfbf1,stroke:#0f766e,stroke-width:1.5px,color:#134e4a
class node_overview,node_catalog_index toneBlue
class node_market,node_damage,node_claim_cost,node_multi_agent,node_migration,node_study_materials toneAmber
class node_templates toneMint
class node_practitioner toneIndigo
```

## Components

### Collection

- [Repository Overview](https://github.com/iaa-aitf/actuarial-ai-case-studies/blob/main/README.md): `README.md`
- [Study Catalog](https://github.com/iaa-aitf/actuarial-ai-case-studies/blob/main/case-studies/README.md): `case-studies/README.md`

### Case Studies

- [Market Comparison](https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies/2025/GenAI-driven_market_comparison): `case-studies/2025/GenAI-driven_market_comparison`
- [Damage Classification](https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies/2025/car_damage_classification_and_localization): `case-studies/2025/car_damage_classification_and_localization`
- [Claim Cost Prediction](https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies/2025/claim_cost_prediction_with_LLM-extracted_features): `case-studies/2025/claim_cost_prediction_with_LLM-extracted_features`
- [Multi-Agent Analysis](https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies/2025/data_analysis_multi-agent_system): `case-studies/2025/data_analysis_multi-agent_system`
- [Legacy Code Migration](https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies/2026/actuarial_legacy_code_migration_multi-agent_system): `case-studies/2026/actuarial_legacy_code_migration_multi-agent_system`
- [Study Materials](https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/case-studies): `case-studies`

### Contributions

- [Submission Templates](https://github.com/iaa-aitf/actuarial-ai-case-studies/tree/main/templates): `templates`

### Other components

- **Practitioner**

## Connections

- Practitioner → Repository Overview: explores
- Repository Overview → Study Catalog: directs to
- Practitioner → Study Catalog: browses
- Study Catalog → Market Comparison: lists
- Study Catalog → Damage Classification: lists
- Study Catalog → Claim Cost Prediction: lists
- Study Catalog → Multi-Agent Analysis: lists
- Study Catalog → Legacy Code Migration: lists
- Practitioner → Study Materials: runs or reviews
- Practitioner → Submission Templates: uses to contribute