“…Stratified random sampling was used to select a representative national population: strata were created based on location (state), program type (e.g., electrical, chemical, industrial, etc. ), and program size (small, medium, and large, determined based on number of Ph.D.'s previously awarded) [24]. Data from approximately 2300 EGSs was collected until spring 2018, and confirmatory factor and missingness analyses were conducted before beginning analyses detailed in the section below [19], [25], [26].…”