A Deep Dive into the Drivers of Cryptocurrency Prices
Cryptocurrency News
In their July 2024 working paper titled “What Drives Crypto Asset Prices?”, researchers Austin Adams, Markus Ibert, and Gordon Liao deliver a nuanced and data-rich examination of the complex forces that influence cryptocurrency markets—especially Bitcoin.

Using a sign- and magnitude-restricted structural vector autoregressive (SVAR) model, Adams, Ibert, and Liao seek to disentangle the daily price movements of Bitcoin from broader financial market shocks, introducing a clearer picture of crypto’s evolving role within the global financial ecosystem.
Core Insights: Monetary Policy and Risk Sentiment Drive Bitcoin’s Major Swings
The paper’s most striking finding is that traditional financial market dynamics—namely contractionary monetary policy and broader risk sentiment—play a significant role in crypto price behavior. According to their model, over two-thirds of Bitcoin’s dramatic drop in 2022 can be traced to rising interest rates and tighter monetary conditions, not crypto-native events. By contrast, the rally in 2023 was largely fueled by a compression in crypto-specific risk premia, not necessarily by broader bullish trends in equity markets.
Four Categories of Shocks Unpacked
Adams, Ibert, and Liao segment crypto price influences into four categories:
- Conventional Monetary Policy Shocks: e.g., rate hikes by the Fed.
- Conventional Risk Premium Shocks: driven by changes in investor risk appetite.
- Crypto Risk Premium Shocks: market perceptions of crypto’s inherent riskiness.
- Crypto Adoption Shocks: shifts in demand due to sentiment or regulation.
By incorporating stablecoin market cap as a key variable, the study innovatively uses changes in safe crypto assets (like USDC or Tether) to proxy market behavior. A spike in stablecoin market cap during turmoil, for example, suggests crypto investors are moving to safety, much like cash inflows to money market funds.
Case Studies Anchor the Model
To reinforce their methodology, the paper evaluates crypto behavior during high-impact moments: the COVID-19 crash, FTX’s collapse, and the launch of BlackRock’s Bitcoin ETF. These events helped validate the structural model, especially in showing how crypto-specific shocks dominate short-term volatility, while traditional economic forces shape longer-term trends.
Implications and Future Directions?
For investors, this paper underscores that crypto isn’t as insulated from macroeconomic conditions as some assume. Central banks still loom large over Bitcoin. For policymakers, it suggests spillover monitoring between asset classes is increasingly necessary. In addition, for researchers, the framework opens new possibilities for modeling other cryptocurrencies or testing the impacts of regulation and sentiment shifts.
In conclusion, by separating signal from noise, Adams, Ibert, and Liao provide a fresh lens on crypto’s price mechanics.
Offering a roadmap for understanding how much of Bitcoin’s behavior is macro spillover, vs how much is crypto’s own story.
Read the full paper: What Drives Crypto Asset Prices? by Austin Adams, Markus Ibert, Gordon Liao :: SSRN


