Forecasting stock market returns and sales is one of the most effective tools for corporate managers. There are several forecasting techniques in the literature for obtaining accurate forecasts that facilitate corporate managers in investment decision making. Consider the sales of any Pakistani listed company from 2010 to 2020 and forecast the sales of 2021 using 3-MA, 3-WMA, and EWMA. Using absolute deviation describe the best method for forecasting