Application of the Pearson and Shapiro — Wilk Tests to Assess the distribution of Stock Returns of Large Oil and Gas Issuers
Abstract
This article presents the results of applying statistical tests to verify the distribution of market returns on common stocks of four large Russian blue-chip companies. The conformity of the market return distribution to the normal law was assessed using the Pearson and Shapiro — Wilk tests. Returns over a monthly interval are characterized by a normal distribution. Among the statistical indicators of the companies studied, the data from PAO Tatneft proved to be the most significant.
Fields of Study & Subjects
Financial Markets and Investment Strategies
Financial Risk and Volatility Modeling
Financial Analysis and Corporate Governance
Publication details
- Journal / source
- Scientific Research and Development Economics
- Volume
- 14
- Issue
- 1
- Pages
- 43–46
- Publication date
- 2 February 2026
- Language
- EN