Improving the prediction of firm performance using nonfinancial disclosures: A machine learning approach

Keyphrases

• Firm Performance 100%
• Machine Learning Approach 100%
• Non-financial Disclosure 100%
• Predictive Model 75%
• Machine Learning Techniques 50%
• Narrative Disclosure Tone 50%
• Corporate Governance Index 50%
• Pakistan 25%
• Corporate Governance 25%
• Design Methodology 25%
• Non-financial Firms 25%
• Investment Decisions 25%
• Random Forest 25%
• Pakistani 25%
• Stochastic Gradient Boosting 25%
• Non-financial Information 25%
• Two-machine 25%
• Future Firm Performance 25%
• Investor Confidence 25%

Social Sciences

• Firm Performance 100%
• Machine Learning 100%
• Learning System 100%
• Corporate Governance 60%
• Learning Method 40%
• Pakistan 20%
• Annual Report 20%
• Neglect 20%
• Stochastics 20%
• Investors 20%
• Investment Decision 20%
• Investor Confidence 20%
• Design Methodology 20%
• Random Forest 20%

Economics, Econometrics and Finance

• Firm Performance 100%
• Machine Learning 100%
• Corporate Governance 60%
• Investors 40%
• Investment Decision 20%