Table 2.1.The Industry Classification Systems19
Table 2.2.Summary of Missing Values in the Original Datasets20
Table 2.3.Summary of Missing Values After Cleaning the Datasets25
Table 3.1.Shares of Missing Values for Each Performance Variable by Geographical Area31
Table 3.2.Number of Firms and Their Lifespan Across Different Treatments and Regions32
Table 3.3.Skewness and Kurtosis of ROA Distribution across Treatments and Regions36
Table 3.4.Outliers and Extreme Outliers of ROA across Treatments and Regions40
Table 4.1.Comparing Original European and North American Data with the Complete Dataset50
Table 4.2.The Persistence of Outliers (Based on ROA) in the European and North American Complete Case Datasets55
Table 4.3.ROA Outliers in the North American and European Datasets Across Different Company Sizes59
Table 4.4.Needed Decrease in Share of Observations and Companies Per Industry to Make the ROA Distribution Normal61
Table 5.1.Comparing Performance and Risk-Return Studies in Management and Finance77
Table 6.1a.Descriptive Statistics on Key Performance Variables for Manufacturing Firms 1995–201987
Table 6.1b.Statistics on Leadership and Accounting Variables for Manufacturing Firms 1995–201990
Table 6.2a.Statistics for Firms Performing Above and Below Median ROA 1995–201991
Table 6.2b.Accounting and Leadership Statistics for Firms Above and Below Median ROA 1995–201991
Table 6.3a.Risk-Return Correlations (ROA) of Manufacturing Firms 1995–201993
Table 6.3b.Risk-Return Correlations (NI) of Manufacturing Firms 1995–201993
Table 6.4a.Performance Outcomes of Manufacturing Firms by Subperiods95
Table 6.4b.Risk-Return Correlations of Manufacturing Firms by Subperiods95
Table 7.1.The Performance and Risk-Return Outcomes in Different Subsamples 1995–2019114
Table 8.1.Financial Returns (ROA) of Firms in Manufacturing Industries 1995–2019123
Table 8.2.Return Outcomes and Risk Correlations of Manufacturing Firms by Subperiods124
Table 8.3.Description of Negative and Positive Outliers from Sampled Manufacturing Firms 1995–2019126

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