Conduct an in-depth analysis of the earnings per share (EPS) metric for Corporation X, given its net income of $500,000 and outstanding shares numbering 100,000. Provide insights into the significance of EPS as a fundamental indicator of a company's profitability and shareholder value, considering its implications for investment decision-making and financial performance evaluation.