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Model uncertainty on commodity portfolios, the role of convenience yield
This paper investigates the effect of model uncertainty on the performance of commodity-based portfolios. We consider a constant relative risk aversion (CRRA) utility maximizer investor in a complete market, with independent ambiguity-aversion levels for the three factors explaining the term structu...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8260352/ http://dx.doi.org/10.1007/s10436-021-00393-5 |
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author | Chen, Junhe Escobar-Anel, Marcos |
author_facet | Chen, Junhe Escobar-Anel, Marcos |
author_sort | Chen, Junhe |
collection | PubMed |
description | This paper investigates the effect of model uncertainty on the performance of commodity-based portfolios. We consider a constant relative risk aversion (CRRA) utility maximizer investor in a complete market, with independent ambiguity-aversion levels for the three factors explaining the term structure of future prices, namely, spot prices, convenience yield (CY) and interest rates (IRs), as proposed in the seminal work of Schwartz (J Finance 52(3): 923–973, 1997). This generic investor is interested in the speculative component of the investment rather than possessing/consuming the physical commodity. We obtain closed-form solutions for optimal investments, optimal perturbations (alternative model) and value functions in line with the robust portfolio setting of Maenhout (Rev Financial Stud 17(4): 951–983, 2004). Our main focus is on the effect of convenience yield’s uncertainty on the optimal analysis. We estimate the model by applying a combination of maximum likelihood estimation (MLE) and Kalman Filter (KF) techniques, to two commodities: West Texas Intermediate (WTI) and copper future prices. The analysis demonstrates that uncertainty on the CY factor could be the largest contributor to the under-performance of a commodities portfolio, with wealth equivalent losses (WELs) in the ranges of 33% to 88% (WTI), and 7% to 31% (copper). Moreover, small variations, of up 25%, on CY’s covariance parameters could lead to a WEL of up to 40% (WTI, lesser volatility of CY). |
format | Online Article Text |
id | pubmed-8260352 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-82603522021-07-07 Model uncertainty on commodity portfolios, the role of convenience yield Chen, Junhe Escobar-Anel, Marcos Ann Finance Research Article This paper investigates the effect of model uncertainty on the performance of commodity-based portfolios. We consider a constant relative risk aversion (CRRA) utility maximizer investor in a complete market, with independent ambiguity-aversion levels for the three factors explaining the term structure of future prices, namely, spot prices, convenience yield (CY) and interest rates (IRs), as proposed in the seminal work of Schwartz (J Finance 52(3): 923–973, 1997). This generic investor is interested in the speculative component of the investment rather than possessing/consuming the physical commodity. We obtain closed-form solutions for optimal investments, optimal perturbations (alternative model) and value functions in line with the robust portfolio setting of Maenhout (Rev Financial Stud 17(4): 951–983, 2004). Our main focus is on the effect of convenience yield’s uncertainty on the optimal analysis. We estimate the model by applying a combination of maximum likelihood estimation (MLE) and Kalman Filter (KF) techniques, to two commodities: West Texas Intermediate (WTI) and copper future prices. The analysis demonstrates that uncertainty on the CY factor could be the largest contributor to the under-performance of a commodities portfolio, with wealth equivalent losses (WELs) in the ranges of 33% to 88% (WTI), and 7% to 31% (copper). Moreover, small variations, of up 25%, on CY’s covariance parameters could lead to a WEL of up to 40% (WTI, lesser volatility of CY). Springer Berlin Heidelberg 2021-07-07 2021 /pmc/articles/PMC8260352/ http://dx.doi.org/10.1007/s10436-021-00393-5 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2021 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Research Article Chen, Junhe Escobar-Anel, Marcos Model uncertainty on commodity portfolios, the role of convenience yield |
title | Model uncertainty on commodity portfolios, the role of convenience yield |
title_full | Model uncertainty on commodity portfolios, the role of convenience yield |
title_fullStr | Model uncertainty on commodity portfolios, the role of convenience yield |
title_full_unstemmed | Model uncertainty on commodity portfolios, the role of convenience yield |
title_short | Model uncertainty on commodity portfolios, the role of convenience yield |
title_sort | model uncertainty on commodity portfolios, the role of convenience yield |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8260352/ http://dx.doi.org/10.1007/s10436-021-00393-5 |
work_keys_str_mv | AT chenjunhe modeluncertaintyoncommodityportfoliostheroleofconvenienceyield AT escobaranelmarcos modeluncertaintyoncommodityportfoliostheroleofconvenienceyield |