On-chain data analysis refers to the process of studying and interpreting data directly from a blockchain network. This analysis involves examining transaction histories, smart contract interactions, wallet addresses, and other information recorded on the blockchain to gain insights into network activity, user behavior, and overall trends within the blockchain ecosystem.