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Why Static Factor Models Can Struggle

During Changing Market Regimes

Traditional quantitative investment models often rely on fixed factor relationships.


The assumption is that certain characteristics consistently explain investment returns over time, including value, momentum, quality, growth, size and volatility.


The challenge is that markets are not static.


Relationships between financial variables change as economic conditions evolve. A factor that performs well during one market regime may become significantly less effective—or even unstable—during another.


This becomes particularly visible during periods of:

  • inflation shocks 
  • interest rate transitions 
  • liquidity contractions 
  • sector rotations 
  • elevated market volatility 


PoMaTo's Hybrid Relative Value (HRV) Framework was designed with this reality in mind.

Rather than relying on a single static factor structure, the framework allows the relative importance of financial drivers to evolve throughout the investment process.


Different analytical components contribute at different stages, including:

  • relative value analysis 
  • balance sheet evaluation 
  • financial forecasting 
  • portfolio construction support 
  • portfolio risk management 


The objective is not to chase every new market signal.


The objective is to maintain a disciplined analytical framework while allowing the underlying models to adapt as market conditions change.


Adaptability should enhance discipline—not replace it.


That distinction becomes increasingly important in complex and rapidly changing investment environments.


Disclaimer

For information purposes only. PoMaTo is a software platform and does not provide investment advice or recommendations. The value of investments can fall as well as rise. You may get back less than you originally invested.


#PoMaTo #PortfolioConstruction #InvestmentAnalysis #PortfolioOptimisation #QuantitativeFinance #WealthTech #RiskManagement #AIinFinance #FinancialTechnology



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