What can you tell in overall given the following information about the companies: Barnes & Noble, Pearson and Wiley? which are their strengths and which are their weaknesses? Which one is better?: To evaluate the financial health of the three companies with the data analyzed so far: First of all we have the averages, higher averages (mean) are generally better, they indicate profitability. Secondly we have the standard deviation. A lower standard deviation suggests stability in performance. Thirdly, asymmetry or “Skewness”. Skewness close to zero is ideal, extreme values ​​indicate skewness in the data. Lastly, kurtosis. A lower kurtosis (closer to 3) is preferable for financial returns as it indicates fewer outliers and less extreme risk. Summarizing our analysis we can say that Pearson appears to be the healthiest financially among the three companies with a mean positive, a lower standard deviation, and moderate skewness and kurtosis. Barnes & Noble shows higher risk with higher standard deviation and significant right skew. Finally we have John Wiley and Sons which could be concerning due to its negative mean and left skew, despite having a low standard deviation.
Systemic risk is primarily indicated by Beta and R-squared values: When we look at Barnes & Noble's data, it has the highest systemic risk due to its high Beta, which indicates significant volatility compared to the market. However, its low R-squared suggests that its price movements are not closely linked to market movements. In the case of Person, it has the lowest systemic risk, with the lowest Beta, indicating much lower volatility. Its low R-squared further suggests a low correlation with market movements. Meanwhile, Wiley has moderate systemic risk, with its Beta close to 1, suggesting its volatility is similar to that of the market.
We can say that when comparing the systemic risk of the three companies, Barnes & Noble bookstore exhibits the highest systemic risk due to its higher Beta values. Pearson shows the lowest systemic risk: Pearson has a significantly lower Beta. Wiley has moderate systemic risk, with its Beta measure close to the market average.