Workforce programs are measured against the wrong things. Completion rates measure persistence, not outcomes. Satisfaction scores measure experience, not impact. Neither tells a funder, an employer, or a learner whether the program actually changed someone's career trajectory.
The metrics that matter are the ones tied to economic mobility: job placement within 90 days, wage at placement, wage growth at 12 months, and employment retention at 12 months. These are harder to collect and they take longer to report — which is exactly why so few programs collect them.
Programs serious about outcomes invest in the data infrastructure to follow learners after the program ends. This is unglamorous work, but it's the difference between a program that can prove its value and a program that hopes funders take its word for it.
Outcome measurement also changes program design. When you commit to measuring 12-month wage growth, you start designing the program around what produces it: employer relationships, durable technical skills, and the soft skills that determine whether someone keeps a job once they get it.
