Methods, systems and articles of manufacture for analyzing a government form for a filer to be filed with an appropriate government agency. A computerized form analysis system receives a plurality of data values for completing the government form. The system creates a first feature vector using the plurality of data values representing the first government form. The form analysis system compares the first feature vector to a set of training set feature vectors for previously filed government forms. Each of the training set feature vectors is associated with a respective known outcome in filing the form, such as a positive outcome or negative outcome. The system determines that the first feature vector is similar to one or more training set feature vectors and based upon this determination, and the likelihood of an expected outcome in filing the first government form based on this determination.