Monetary Analysts Journal, This autumn 2026, Vol. 82 No. 4


Volatility-Managed Goal Date Funds
Byounghyo Lim, CFA
A volatility-managed goal date fund adjusts fairness publicity primarily based on market volatility fairly than age alone, bettering threat management and retirement wealth outcomes whereas remaining sensible to implement.

Regimes Matter: Regime-Primarily based Dynamic Asset Allocation Utilizing Neural Networks
Uri Carl, Yaacov Kopeliovich, Michael Pokojovy, and Kevin Shea, CFA
Synthetic neural networks might help traders adapt portfolios to altering market circumstances. This research exhibits that regime-aware allocation methods primarily based on neural networks outperform conventional dynamic portfolios.

Machine Studying Classification and Portfolio Development: Does the Loss Perform Matter?
Yang Bai and Kuntara Pukthuanthong
Classification-based machine studying outperforms matched regression fashions in portfolio building, highlighting how loss-function alternative can enhance return classification and portfolio efficiency.

International Sign Radar
Wei Jiao
Machine studying can uncover international market alerts that predict US inventory returns, revealing world linkages throughout each home and multinational corporations and increasing the investable universe for portfolio managers to use international info.

Volatility Carry Methods Throughout World Asset Courses
Walid Khalfallah, CFA, and Nikolaos Tessaromatis
Volatility carry predicts volatility threat premia throughout equities, currencies, mounted earnings, and commodities. Diversified carry and timing methods ship sturdy efficiency, with volatility swaps proving most resilient to buying and selling prices.



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