DATA FEEDBACK INTERFACE

In an embodiment, a first level of confidence corresponding to a first data set presented in a pre-populated form is computed. A visualization suggesting a need for user review in association with the first data set is displayed when the first level of confidence is determined to not meet a first threshold value. In addition, a second level of confidence corresponding to a second data set presented in the pre-populated form is computed. No visualization is presented when the second level of confidence is determined to meet the second threshold value. In an embodiment, an impact associated with an academic course modification is determined and identified according to a user selection from a displayed set of scheduled courses. The impact may include a financial impact, a graduation timeline impact, or a workload impact associated with the modification.