GFO

McKinsey Global Institute, 2021

From The Future of Work after COVID-19

The share of employment in low-wage occupations may decline by 2030 for the first time, even as high-wage occupations in healthcare and STEM professions continue to expand.

Credibility?Composite credibility score, weighted blend of Specificity, Accuracy, and Calibration. Higher means more credible.

42/ 100

Evaluated

Specificity?Was the claim falsifiable? 100 means a precise, dated, quantitative prediction. 0 means an unfalsifiable platitude.

40

Accuracy?Did the predicted thing happen by today? 100 means clearly yes, 0 means clearly no, 50 means mixed or partial.

45

Calibration?Was the magnitude and timing right? 100 means right number and date. 0 means off by an order of magnitude or many years.

35

Reasoning

The McKinsey prediction has two components: (1) a decline in the share of low-wage occupations by 2030, and (2) continued expansion of high-wage healthcare and STEM occupations. As of mid-2026, the evidence is mixed. On the high-wage side, the prediction is clearly on track: BLS projects STEM employment to grow at nearly 3x the rate of non-STEM employment (2023–2033), healthcare and social assistance is the fastest-growing sector (projected +8.4% through 2034), and nurse practitioners are among the fastest-growing occupations. However, the core claim — a structural decline in the *share* of low-wage employment — is not yet supported. In fact, 2025 data from EPI shows that low-wage workers saw real wage declines and a softening labor market, with payroll job growth slowing sharply. There is no clear evidence that the share of low-wage occupations is declining; if anything, labor market polarization and AI-driven disruption are creating complex dynamics that do not straightforwardly reduce low-wage employment share. The prediction's target date is 2030, so a definitive verdict is premature, but the mid-trajectory evidence for the low-wage share decline is weak or contradictory. The claim is also moderately vague (no specific percentage decline is given), limiting falsifiability. Overall, the high-wage expansion component is on track, but the low-wage share decline component lacks supporting evidence as of 2026.

Sources

Last evaluated 5/31/2026, 12:28:19 PM, claude-sonnet-4-6