Abstract: A system trains a machine-learned model using historical employee spreadsheets and historical modification operations applied to those spreadsheets. The model determines similarity scores between a received employee spreadsheet and each historical employee spreadsheet, and identifies a set of historical employee spreadsheets having highest similarity scores. Based on data modification operations associated with the identified set, the model generates executable scripts configured to apply the data modification operations to the employee spreadsheet. Upon receiving a target employee spreadsheet, the system applies the machine-learned model to generate a target set of executable scripts and executes the scripts on the target employee spreadsheet to produce a target modified spreadsheet. The target modified spreadsheet is transmitted to an employee spreadsheet processing system for further processing.

Abstract: A central database system accesses historical employee spreadsheets along with their modified versions, which have undergone data modification operations. The system creates a training dataset from those spreadsheets to train a machine-learned model. The model is configured to analyze a target employee spreadsheet, identify a historical spreadsheet similar to it, and generate executable scripts based on data modifications performed on the identified historical spreadsheet. The set of scripts is applied to the target spreadsheet to produce a target modified spreadsheet, mimicking historical modification. The modified spreadsheet is sent to an employee spreadsheet processing system for further processing.

Abstract: A central database system accesses historical employee spreadsheets along with their modified versions, which have undergone data modification operations. The system creates a training dataset from those spreadsheets to train a machine-learned model. The model is configured to analyze a target employee spreadsheet, identify a historical spreadsheet similar to it, and generate executable scripts based on data modifications performed on the identified historical spreadsheet. The set of scripts is applied to the target spreadsheet to produce a target modified spreadsheet, mimicking historical modification. The modified spreadsheet is sent to an employee spreadsheet processing system for further processing.