> For the complete documentation index, see [llms.txt](https://docs.markovlabs.xyz/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://docs.markovlabs.xyz/resources/research-and-insight.md).

# Research & Insight

Markov publishes research and insights to increase transparency around its due diligence and parameterization processes. This work is shared through a series of dedicated research papers and analytical reports that provide deeper visibility into the mechanisms driving DeFi credit markets.

These publications cover areas such as market liquidity dynamics, price and rate behavior, collateral risk assessment, and capital efficiency across lending markets. The objective is to establish a transparent research foundation that clearly outlines the quantitative models and assumptions underlying Markov’s vault strategies.

Through this effort, Markov aims to both contribute to the broader DeFi research ecosystem and provide users with a clearer understanding of the analytical framework guiding its strategies.