Risk-to-Reward Ratio
Win-to-Loss Ratio
Cost-to-Profit Ratio
are three basic universal stats that you need to understand. Other than that, there are infinite other parameters each important in different circumstances.
Every trader must understand key statistical concepts like probability, standard deviation, correlation, and regression analysis to assess risk, predict trends, and make informed decisions.