{"title":"Harnessing Sunshine: A Dynamic Spillover Analysis of the Diversification Effects of China's Photovoltaic Weather Index","authors":"Yu Wei, Yue Shang, Qian Wang, Xiaodan Chen","doi":"10.1002/fut.70087","DOIUrl":null,"url":null,"abstract":"<div>\n \n <p>This paper investigates the diversification effects of China's new photovoltaic weather index (PVWI) on commodity portfolios. Using a TVP-VAR spillover analysis, we find the PVWI is highly insulated from the commodity system, acting as a net shock receiver and confirming its diversification potential. We then construct novel “minimum-connectedness portfolios” (MCoP). Results show that portfolios incorporating the PVWI, particularly the MCoP, significantly enhance risk-adjusted returns and demonstrably outperform traditional minimum-variance benchmarks. This study validates the practical benefits of well-designed weather derivatives and the superiority of spillover-aware asset allocation frameworks.</p>\n </div>","PeriodicalId":15863,"journal":{"name":"Journal of Futures Markets","volume":"46 5","pages":"843-862"},"PeriodicalIF":2.8000,"publicationDate":"2026-04-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Futures Markets","FirstCategoryId":"96","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1002/fut.70087","RegionNum":4,"RegionCategory":"经济学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2026/2/12 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"BUSINESS, FINANCE","Score":null,"Total":0}
引用次数: 0
Abstract
This paper investigates the diversification effects of China's new photovoltaic weather index (PVWI) on commodity portfolios. Using a TVP-VAR spillover analysis, we find the PVWI is highly insulated from the commodity system, acting as a net shock receiver and confirming its diversification potential. We then construct novel “minimum-connectedness portfolios” (MCoP). Results show that portfolios incorporating the PVWI, particularly the MCoP, significantly enhance risk-adjusted returns and demonstrably outperform traditional minimum-variance benchmarks. This study validates the practical benefits of well-designed weather derivatives and the superiority of spillover-aware asset allocation frameworks.
期刊介绍:
The Journal of Futures Markets chronicles the latest developments in financial futures and derivatives. It publishes timely, innovative articles written by leading finance academics and professionals. Coverage ranges from the highly practical to theoretical topics that include futures, derivatives, risk management and control, financial engineering, new financial instruments, hedging strategies, analysis of trading systems, legal, accounting, and regulatory issues, and portfolio optimization. This publication contains the very latest research from the top experts.