Abstract: A data generation system for a secure synthetic data generation is provided. The system includes at least one processor and a memory device in operable communication with the at least one processor. The memory device includes computer-executable instructions stored therein, which, when executed by the processor, cause the at least one processor to receive a plurality of historical data including one or more trends; train a data generator with the plurality of historical data and a plurality of noise data to generate data to simulate the one or more trends; receive one or more user input parameters; execute the data generator with the one or more user input parameters to generate a plurality of synthetic data, wherein the plurality of synthetic data includes the one or more trends; and output the plurality of synthetic data to a user.