The article creates a way to predict the Austrian Initial Public Offerings Index using the Austrian Traded Index. By analyzing the relationship between the two indices, a neural network and a linear error-correction forecasting model were built. Trading based on these forecasts was found to significantly increase investor returns compared to other trading strategies like Buy and Hold or Moving Average.