The Incredible Structural Alpha

The Incredible Structural Alpha

Larry Swedroe on Substack
Larry Swedroe on SubstackMar 26, 2026

Key Takeaways

  • Alpha persists via refined portfolio construction, not new factors
  • Study uses 60-year US stock dataset, 1963‑2023
  • Four simple design tweaks boost risk‑adjusted returns
  • Traditional size‑value grid remains powerful analytical tool
  • Mutual and hedge fund alpha decline underscores need for approach

Summary

The study “The Incredible Structural Alpha” by Andrew Berkin and Christine Wang argues that alpha is not dead but hidden in portfolio construction. Using a 60‑year U.S. equity sample (July 1963‑June 2023) they re‑examined the classic 5 × 5 size‑value grid popularized by Fama and French. By applying four straightforward design adjustments, they showed measurable improvements in both raw returns and risk‑adjusted alpha. Their findings suggest that modest, systematic tweaks can revive performance even as traditional factor‑based alpha wanes.

Pulse Analysis

The relentless hunt for alpha has produced a sprawling "factor zoo," yet the past decade has seen a steady erosion of excess returns for both mutual and hedge funds. Traditional approaches that once delivered outsized performance now struggle against market efficiency and data saturation. This backdrop has forced investors to question whether alpha is a relic of a bygone era or simply mismeasured. Understanding the structural underpinnings of portfolio construction offers a fresh lens through which to assess where true skill may still reside.

Berkin and Wang’s paper revisits the iconic 5 × 5 size‑value matrix, the analytical workhorse of Fama and French’s 1993 model. Leveraging six decades of U.S. equity data, they introduced four incremental design levers—ranging from dynamic weighting schemes to refined rebalancing frequencies—each tested in isolation and combination. The results consistently demonstrated that modest, rule‑based adjustments produced statistically significant lifts in risk‑adjusted alpha, without relying on exotic data sets or novel factor discoveries. Their methodology underscores that the architecture of a portfolio can be as consequential as the securities it holds.

For practitioners, the study’s implications are immediate and actionable. Portfolio managers can integrate the identified levers into existing equity strategies, potentially recapturing lost performance without incurring substantial research costs. Moreover, the findings challenge the industry’s prevailing emphasis on factor proliferation, suggesting a shift toward deeper scrutiny of construction mechanics. As investors seek sustainable sources of outperformance, structural alpha may become a cornerstone of next‑generation investment frameworks, prompting both academic inquiry and practical adoption across the asset‑management spectrum.

The Incredible Structural Alpha

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