Annual Data Update 2025: Navigating Data Bias and Limitations in Market Analysis

An annual review of global publicly traded company data (47,810 firms) with emphasis on data interpretation challenges. The author argues that while data is valuable for fact-checking claims and quantifying prediction uncertainty, it carries inherent biases and should not be treated as infallible, particularly when extrapolating historical patterns to future performance.