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A research project compares machine learning with rule-based portfolio allocation

Atlas Support’s Economic Research team introduces research testing whether machine learning adds value over equal weighting and risk parity when allocating across investment strategies.

Validating the Value-Add of Machine Learning in Multi-Strategy Portfolio Management

The study uses daily returns for 10 strategies from February 2022 through November 2025 and compares three portfolios with monthly allocations based on equal weighting, risk parity, and machine learning.