Skip to content

Latest commit

 

History

History
71 lines (47 loc) · 2.52 KB

File metadata and controls

71 lines (47 loc) · 2.52 KB

📊 Analysis: Wallet Credit Score Distribution & Behavior

This document provides insights into the distribution of credit scores and the behavioral patterns of wallets in different score segments based on their interactions with the Aave V2 protocol.


📌 Score Distribution

We group scores into bins of 100 and count the number of wallets in each range:

Score Range Number of Wallets
0–100 ████▌
100–200 ███████▉
200–300 █████████▎
300–400 ██████████▍
400–500 ███████████▎
500–600 ███████████
600–700 █████████▉
700–800 ████████▍
800–900 ██████▎
900–1000 ██▉

A histogram of this distribution is plotted in the notebook.


🔍 Low Score Wallets (0–200)

Characteristics:

  • High number of borrows without corresponding repays
  • One or more liquidationcall events
  • Very short active durations (often single-day usage)
  • Low deposit frequency

Interpretation: These wallets show risk-seeking behavior, poor repayment discipline, and often exit the protocol early—potential indicators of bots, airdrop farmers, or malicious actors.


🏅 High Score Wallets (800–1000)

Characteristics:

  • Consistent deposit and repay behavior
  • Little to no liquidation events
  • Long active duration (weeks or months)
  • Low borrow-to-repay ratio (indicating responsible borrowing)

Interpretation: These are likely to be long-term users, potentially using Aave for stable collateral management or yield generation. Their activity indicates trustworthiness and protocol-friendly behavior.


🧠 Observations

  • The score distribution is center-heavy, indicating most wallets fall into the 300–700 range.
  • Outliers on the low-end often show high liquidation and sparse activity.
  • Outliers on the high-end often show very regular deposits and consistent repayments.

📈 Recommendations

  • Score can be used for user segmentation: e.g., flag risky wallets under 300, reward top-tier wallets over 800.
  • Incorporate temporal velocity features (how quickly a wallet repays or borrows) in future versions.

Generated from ~100K raw transaction records on the Aave V2 protocol.