Restricted access | Chapter | First published July 10, 2026 | Part of Sustainable Value Creation: Integrating Marketing and Finance for SDG Achievement

8. DECODING THE FUTURE OF HEDGE FUNDS: QUANTITATIVE MODELS VS. CONVENTIONAL APPROACH

Sustainable Value Creation: Integrating Marketing and Finance for SDG Achievement  |  https://doi.org/https://doi.org/10.67103/IRG.SVC.2026.9788168516441.8

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Abstract

In modern financial markets, hedge funds play a vital role in delivering superior riskadjusted
returns through complex strategies. A central question persists: should hedge
funds adopt data-driven algorithmic models (quantitative strategies) or rely on human
judgment and discretionary decision-making (qualitative strategies)? This paper
systematically analyzes the efficiency of both approaches—examining historical case studies
including the GameStop short squeeze (2021), LTCM collapse (1998), the Medallion Fund's
record, and Bill Ackman's 2020 COVID hedge—alongside new case analyses of Bridgewater's
All-Weather Portfolio, Citadel Wellington, and Two Sigma's AI-driven strategies. Through
quantitative performance analysis spanning 2014–2024, risk evaluation, and behavioral
finance assessment, we conclude that hybrid models integrating both methodologies
consistently deliver superior risk-adjusted returns and structural resilience.
Keywords

Hedge Funds Quantitative Strategies Qualitative Analysis Hybrid Models Risk- Adjusted Returns Alpha Generation Behavioral Finance

Chapter information

Chapter title DECODING THE FUTURE OF HEDGE FUNDS: QUANTITATIVE MODELS VS. CONVENTIONAL APPROACH
Author(s) Rahil Abbas*, Saman Khan*, Rakesh Sharma* | *Sharda School of Business Studies Sharda University Greater Noida
Book title Sustainable Value Creation: Integrating Marketing and Finance for SDG Achievement
Book Doi https://doi.org/10.67103/IRG.SVC.2026.9788168516441
DOI https://doi.org/https://doi.org/10.67103/IRG.SVC.2026.9788168516441.8
Publication date July 10, 2026
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How to cite

Rahil Abbas*, Saman Khan*, Rakesh Sharma* | *Sharda School of Business Studies Sharda University Greater Noida. 2026. DECODING THE FUTURE OF HEDGE FUNDS: QUANTITATIVE MODELS VS. CONVENTIONAL APPROACH. In: Sustainable Value Creation: Integrating Marketing and Finance for SDG Achievement. Book Doi https://doi.org/10.67103/IRG.SVC.2026.9788168516441. https://doi.org/https://doi.org/10.67103/IRG.SVC.2026.9788168516441.8

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