Statistical Inference for the Beta Coefficient
The beta coefficient plays a crucial role in finance as a risk measure of a portfolio in comparison to the benchmark portfolio. In the paper, we investigate statistical properties of the sample estimator for the beta coefficient. Assuming that both the holding portfolio and the benchmark portfolio c...
Main Authors: | , , , |
---|---|
Format: | Article |
Language: | English |
Published: |
MDPI AG
2019-05-01
|
Series: | Risks |
Subjects: | |
Online Access: | https://www.mdpi.com/2227-9091/7/2/56 |
id |
doaj-8e84f105188c4899bfc5f2416b54ad00 |
---|---|
record_format |
Article |
spelling |
doaj-8e84f105188c4899bfc5f2416b54ad002020-11-25T01:31:22ZengMDPI AGRisks2227-90912019-05-01725610.3390/risks7020056risks7020056Statistical Inference for the Beta CoefficientTaras Bodnar0Arjun K. Gupta1Valdemar Vitlinskyi2Taras Zabolotskyy3Department of Mathematics, Stockholm University, Roslagsvägen 101, SE-10691 Stockholm, SwedenDepartment of Mathematics and Statistics, Bowling Green State University, Bowling Green, OH 43403, USADepartment of Economic and Mathematical Modelling, Kyiv National Economic University, Peremoga Avenue 54/1, 03680 Kyiv, UkraineDepartment of Programming, Ivan Franko Lviv National University, Universytetska str. 1, 79000 Lviv, UkraineThe beta coefficient plays a crucial role in finance as a risk measure of a portfolio in comparison to the benchmark portfolio. In the paper, we investigate statistical properties of the sample estimator for the beta coefficient. Assuming that both the holding portfolio and the benchmark portfolio consist of the same assets whose returns are multivariate normally distributed, we provide the finite sample and the asymptotic distributions of the sample estimator for the beta coefficient. These findings are used to derive a statistical test for the beta coefficient and to construct a confidence interval for the beta coefficient. Moreover, we show that the sample estimator is an unbiased estimator for the beta coefficient. The theoretical results are implemented in an empirical study.https://www.mdpi.com/2227-9091/7/2/56beta coefficientsampling distributiontest theoryWishart distribution |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Taras Bodnar Arjun K. Gupta Valdemar Vitlinskyi Taras Zabolotskyy |
spellingShingle |
Taras Bodnar Arjun K. Gupta Valdemar Vitlinskyi Taras Zabolotskyy Statistical Inference for the Beta Coefficient Risks beta coefficient sampling distribution test theory Wishart distribution |
author_facet |
Taras Bodnar Arjun K. Gupta Valdemar Vitlinskyi Taras Zabolotskyy |
author_sort |
Taras Bodnar |
title |
Statistical Inference for the Beta Coefficient |
title_short |
Statistical Inference for the Beta Coefficient |
title_full |
Statistical Inference for the Beta Coefficient |
title_fullStr |
Statistical Inference for the Beta Coefficient |
title_full_unstemmed |
Statistical Inference for the Beta Coefficient |
title_sort |
statistical inference for the beta coefficient |
publisher |
MDPI AG |
series |
Risks |
issn |
2227-9091 |
publishDate |
2019-05-01 |
description |
The beta coefficient plays a crucial role in finance as a risk measure of a portfolio in comparison to the benchmark portfolio. In the paper, we investigate statistical properties of the sample estimator for the beta coefficient. Assuming that both the holding portfolio and the benchmark portfolio consist of the same assets whose returns are multivariate normally distributed, we provide the finite sample and the asymptotic distributions of the sample estimator for the beta coefficient. These findings are used to derive a statistical test for the beta coefficient and to construct a confidence interval for the beta coefficient. Moreover, we show that the sample estimator is an unbiased estimator for the beta coefficient. The theoretical results are implemented in an empirical study. |
topic |
beta coefficient sampling distribution test theory Wishart distribution |
url |
https://www.mdpi.com/2227-9091/7/2/56 |
work_keys_str_mv |
AT tarasbodnar statisticalinferenceforthebetacoefficient AT arjunkgupta statisticalinferenceforthebetacoefficient AT valdemarvitlinskyi statisticalinferenceforthebetacoefficient AT taraszabolotskyy statisticalinferenceforthebetacoefficient |
_version_ |
1725087005434445824 |