Statistical tests verify normal distribution of market returns for major oil and gas companies, suggesting reliability in data analysis.
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.
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Averina et al. (2026) studied this question.
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