위험척도별 균형위험 포트폴리오 전략 분석
Risk Parity Strategies with Various Risk Measures
김수현(숭실대학교)
38권 8호, 1555~1570쪽
초록
본 연구는 한국 주식시장에서 다양한 위험척도(변동성, VaR, CVaR, MDD)를 활용한 균형위험(Risk Parity, RP) 포트폴리오 전략의 성과를 실증적 유효성을 평가하였다. 전통적인 평균-분산 기반의 자산배분 방식이 기대수익률 추정의 불확실성과 자산 집중 문제에 직면한 가운데, 본 연구는 사전적으로 정의된 위험지표를 바탕으로 총위험 및 잔차위험 기준의 5분위 포트폴리오와 위험균형 포트폴리오를 구성하고, 이들의 성과를 시가총액 가중 및 동일가중포트폴리오와 비교하였다. 분석 결과, 첫째, 각 위험척도는 미래 위험 수준에 대한 유의미한 예측력을 가지며, 서로 다른 위험지표 간에도 교차예측력이 존재함이 확인되었다. 둘째, VaR 및 CVaR 기반의 RP 포트폴리오가 가장 우수한 수익률과 위험 대비성과를 나타냈으며, MDD 기반 전략은 총위험 기준에서는 열위하였으나 잔차위험 기준에서는 통계적으로 유의한 개선을 보였다. 셋째, 리밸런싱 주기가 짧을수록 전략의 성과 차별성이 더욱 뚜렷하게 나타났으며, 이는 동적 운용의 중요성을 시사한다. 본 연구는 국내 주식시장에서도 Risk Parity 전략이 실질적인 대안이 될 수 있음을 실증적으로 제시하며, 다차원적위험관리의 필요성과 현실적인 리밸런싱 전략의 설계에 관한 함의를 제공한다. 향후 연구에서는 거래비용, 유동성, 자산간 상관구조, 대체자산 포함 등 현실적 요소를 고려한 확장 연구가 필요하다.
Abstract
This study conducts an empirical analysis of Risk Parity (RP) portfolio strategies in the Korean equity market, focusing on various risk measures, including Volatility, Value-at-Risk (VaR), Conditional Value-at-Risk (CVaR), and Maximum Drawdown (MDD). The portfolios were constructed based on both total risk and residual (idiosyncratic) risk, using quintile-based and risk parity weighting schemes. The performance of these strategies was compared against value-weighted and equal-weighted market portfolios over different rebalancing cycles (six-month and one-year). The results yield several key insights. First, predefined risk measures exhibited strong predictive power for ex-post realized risk, supporting the validity of risk-based portfolio construction. Notably, the ordering of portfolios based on ex-ante risk estimates was consistent with observed risk outcomes, even across alternative risk metrics. This consistency reinforces the robustness of risk measure-based classification for asset allocation. Second, meaningful cross-predictive power was observed across different risk measures. For instance, portfolios sorted by CVaR also exhibited systematic ordering in terms of MDD and VaR, suggesting the existence of shared informational content among these risk metrics. This finding implies that multidimensional risk management, incorporating multiple measures concurrently, may be more effective than relying on a single risk dimension. Third, in terms of returns, RP portfolios based on VaR and CVaR generated superior average returns and lower volatility compared to traditional benchmarks. Interestingly, while MDD-based portfolios underperformed under total risk settings, they showed statistically significant performance improvements when residual risk was used as the basis. This result indicates that downside-focused risk measures like MDD may be more effective when applied to idiosyncratic volatility rather than market-driven total risk. Fourth, the length of the rebalancing cycle significantly influenced strategy effectiveness. The six-month rebalancing schedules yielded stronger excess returns and statistical significance compared to one-year cycles. This suggests that RP strategies require dynamic reallocation to maintain their risk-targeting efficacy, particularly in fast-changing market environments. These findings collectively demonstrate the practical viability of Risk Parity strategies in the Korean stock market, with important implications for asset managers seeking more stable and risk-aware allocation frameworks. Beyond portfolio construction, the study also highlights the potential for enhanced downside protection and return efficiency through nuanced applications of risk metrics. Nevertheless, the study has certain limitations. The analysis assumes frictionless trading and excludes transaction costs, taxes, and liquidity constraints. Additionally, the study is confined to equities, leaving the applicability of RP strategies to multi-asset portfolios unexplored. Future research could expand the current framework by integrating alternative asset classes, incorporating real-world constraints, or utilizing machine learning techniques to enhance risk forecasting and allocation precision. In conclusion, this study enriches the academic and practical understanding of risk-based investing by providing empirical evidence on the performance of Risk Parity portfolios constructed under diverse risk metrics in an emerging market context. It also emphasizes the need for multidimensional, dynamically managed risk frameworks in modern portfolio management.
- 발행기관:
- 대한경영학회
- 분류:
- 경영학