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Analyzing the Long Term Cohesive Effect of Sector Specific Driving Forces
Yonatan Berman1, Eshel Ben-Jacob1, Xin Zhang2
1School of Physics and Astronomy, Tel-Aviv University, Tel-Aviv, Israel.
Plos One
|April 1, 2016
Summary
This study introduces a new model to understand how external forces, like commodity prices, affect financial markets. The model successfully explains long-term market behavior and quantifies the link between stock prices and driving forces.
Area of Science:
- Quantitative Finance
- Financial Market Analysis
- Econometrics
Background:
- Financial markets exhibit sectors influenced by external drivers such as commodity prices and infrastructure indices.
- Understanding the statistical properties of these sectors is crucial for risk assessment.
Purpose of the Study:
- To develop and validate a novel model for the coupling between stock prices and dominant external driving forces.
- To explain the long-term behavior of market sectors and quantify the coupling strength.
Main Methods:
- Characterization of statistical properties of market sectors.
- Development of a novel model inspired by mean-reverting stochastic processes.
- Application and validation of the model on specific markets (shipping, gold mining, food production).
Main Results:
- The proposed model successfully explains the long-term behavior of market sectors.
- Quantified the coupling strength between stock prices and sector-specific driving forces.
- Demonstrated successful application to the shipping market (influenced by Baltic Dry Index), gold mining, and food production markets.
Conclusions:
- The model provides a generalizable tool for characterizing the coupling between external forces and financial variables.
- Enables estimation of sector-specific risk and vulnerability to external economic stress.
- Offers insights into market dynamics driven by external factors.
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