More Jobs Does Not Mean the Same Future for Everyone

A projected opening can be real, reachable, and still lead to a very different future from another opening in the same sector. This chapter adds two filters to the labor-market measures already established: the quality of the job and the pathway through which a worker reaches it. The Georgetown University Center on Education and the Workforce’s evidence is useful here because it compares good-job outcomes across educational pathways and then shows why a bachelor’s degree, a middle-skills credential, or a major produces different results at different career stages.

The question is no longer only “How many jobs will there be?” It is “How much of the opportunity will be good for this worker, through this route, at this point in their career?” That wording prevents a fast-growing occupation from receiving credit for outcomes the evidence does not establish.

Availability needs a quality filter

CEW defines a good job using an earnings threshold: at least $43,000 nationally for workers ages 25–44 and at least $55,000 for workers ages 45–64, with a median of $82,000 for all good jobs. The report adjusts the threshold for differences in state cost of living and for inflation. This gives readers a clear, reproducible meaning for “good” within the analysis. It is more useful than leaving the word to intuition.

It is also incomplete. An earnings threshold does not tell us whether a job has predictable hours, benefits, physical safety, autonomy, advancement, a manageable commute, or a schedule compatible with care responsibilities. It does not measure debt incurred to qualify, the probability of retaining the job, discrimination, or whether the work fits a person’s abilities and preferences. The threshold is therefore a filter, not a full theory of job quality. It can identify an important economic outcome while leaving other outcomes open.

The filter changes the interpretation of the labor market. CEW projects 87.8 million good jobs in 2031. Sixty-six percent of those good jobs are on the bachelor’s pathway, 19 percent on the middle-skills pathway, and 15 percent on the high-school pathway. These shares describe the distribution of good jobs, not the percentage of all jobs that require each route. They should not be read as saying that every bachelor’s graduate will obtain a good job or that a high-school worker has no path to one. They show where good-job opportunities are concentrated in the CEW model.

A second measure asks a different question: within a pathway, what share of jobs are good? CEW reports that about 79 percent of jobs on the bachelor’s pathway are good in 2031, compared with 52 percent on the middle-skills pathway and 36 percent on the high-school pathway. The first measure is the distribution of good jobs across pathways. The second is the likelihood that a job on a given pathway meets the threshold. Mixing them produces misleading conclusions.