Abstract: This study examines the investment potential of Apple Inc. and Tesla, Inc. using SCDATA by applying financial and econometric analysis techniques. The research evaluates stock performance through key indicators such as returns, volatility, and risk-adjusted measures. Regression analysis and trend evaluation are employed to identify the major drivers influencing stock price movements. The study further compares the stability and growth prospects of both firms to determine which provides a more favorable investment opportunity. Findings from this analysis aim to guide investors in making informed decisions by balancing risk and return within the evolving technology and innovation-driven market environmen