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Main Authors: Gkolemis, Georgios M., Lee, Adwin Richie, Roudani, Amine
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2412.12350
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author Gkolemis, Georgios M.
Lee, Adwin Richie
Roudani, Amine
author_facet Gkolemis, Georgios M.
Lee, Adwin Richie
Roudani, Amine
contents This report presents a systematic market-neutral, multi-factor investment strategy for New York Stock Exchange equities with the objective of delivering steady returns while minimizing correlation with the market. A robust feature set is integrated combining momentum-based indicators, fundamental factors, and analyst recommendations. Using various statistical tests for feature selection, the strategy identifies key drivers of equity performance and ranks stocks to build a balanced portfolio of long and short positions. Portfolio construction methods, including equally weighted, risk parity, and minimum variance beta-neutral approaches, were evaluated through rigorous backtesting. Risk parity demonstrated superior performance with a higher Sharpe ratio, lower beta, and smaller maximum drawdown compared to the Standard and Poor's 500 index. Risk parity's market neutrality, combined with its ability to maintain steady returns and mitigate large drawdowns, makes it a suitable approach for managing significant capital in equity markets.
format Preprint
id arxiv_https___arxiv_org_abs_2412_12350
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle A multi-factor market-neutral investment strategy for New York Stock Exchange equities
Gkolemis, Georgios M.
Lee, Adwin Richie
Roudani, Amine
Trading and Market Microstructure
91
This report presents a systematic market-neutral, multi-factor investment strategy for New York Stock Exchange equities with the objective of delivering steady returns while minimizing correlation with the market. A robust feature set is integrated combining momentum-based indicators, fundamental factors, and analyst recommendations. Using various statistical tests for feature selection, the strategy identifies key drivers of equity performance and ranks stocks to build a balanced portfolio of long and short positions. Portfolio construction methods, including equally weighted, risk parity, and minimum variance beta-neutral approaches, were evaluated through rigorous backtesting. Risk parity demonstrated superior performance with a higher Sharpe ratio, lower beta, and smaller maximum drawdown compared to the Standard and Poor's 500 index. Risk parity's market neutrality, combined with its ability to maintain steady returns and mitigate large drawdowns, makes it a suitable approach for managing significant capital in equity markets.
title A multi-factor market-neutral investment strategy for New York Stock Exchange equities
topic Trading and Market Microstructure
91
url https://arxiv.org/abs/2412.12350