# Capital Efficiency in DeFi - Sishir Varghese

- Channel: [Ethereum Denver](https://streameth.org/ethereum-denver)
- Date: 2023-10-07
- Duration: 18:03
- Watch: https://streameth.org/watch/yt-SrLXJBVteBY
- YouTube: https://www.youtube.com/watch?v=SrLXJBVteBY

## Description

How can we achieve capital efficiency in DeFi? What are benefits and immediate monetary gains as well as the technical and business hurdles to adoption? We share what our team of Data Scientists learned from analyzing over five years of on-chain transactions.and the answers to burning questions: How can risk be predicted, evaluated and managed by end-users and DeFi services?

https://twitter.com/__sishir
Sishir Varghese
CEO
Spectral Finance
Sishir Varghese is the Founder and CEO of Spectral which is building critical infrastructure for the development of the web3 ecosystem and bridging the gap to on-chain risk insights. Spectral provides financial institutions and consumers the tools they need to continuously assess on-chain risk behavior through data aggregation, analysis, and machine-learning