Research — neverapply.ai

When your career actually grows

Most of the money you’ll ever gain from moving up, you gain early — and mostly by moving, not by being promoted in place.

Career earnings do not rise smoothly — they are front-loaded, move-driven, and bent by timing. Most real wage growth is packed into the first decade of work, a large share of it comes from changing employers rather than raises in place, a recession or a gap at the start leaves a mark that takes years to fade, and after about 50 hiring discrimination bends the curve back down. The shape should change what "advancement" means at each stage.

01 — The front-loaded curve

Topel and Ward's classic study of young men's wages found that roughly 60 percent of lifetime real wage growth happens in the first ten years of a career. After that, wage growth slows sharply and is fairly flat for most workers for the next two decades. The early years set the base that everything later compounds on.

02 — Growth comes from moving

Much of that early growth is job-to-job. Workers who change employers more often see larger lifetime wage gains, and the moves are typically toward higher-paying firms — climbing a "job ladder" of employer quality rather than a ladder of titles at one company. Before the pandemic a job switch bought roughly a 10 percent raise; that spiked to around 20 percent in 2021–22 and settled near 13 percent. Staying put and waiting for internal raises is, on average, the slower track — though the switching premium has narrowed recently and is not guaranteed in every market.

03 — A bad start scars

Graduating into a recession carries a persistent cost. Lisa Kahn's study of workers who entered during the early-1980s downturn found an initial wage loss of about 6 to 7 percent for every percentage point of graduation-year unemployment, still measurable 15 years later. Oreopoulos, von Wachter and Heisz identified the mechanism: in downturns, large high-paying employers freeze hiring first, so entrants take jobs at smaller, lower-paying firms and then have to climb back up. The losses are largest and most permanent for graduates at the bottom of the distribution; near the top they are small and fade fast. The catch-up route is deliberate job-switching once hiring recovers.

Move early and on purpose; a recession-entry or a career gap takes years, not months, to close; and after 50, assume the cold-application market is working against you and route around it.

04 — The motherhood inflection

Kleven, Landais and Søgaard, tracking Danish administrative data, found that men's and women's earnings move together until the first child, then diverge sharply — women's earnings fall about 20 percent relative to men's and do not recover. Much of it runs through reduced hours and a persistent shift toward part-time work. The size varies by country and prevailing norms, but the "child penalty" shows up almost everywhere it is measured, and its timing is specific and predictable.

05 — The back half, and the age wall

After about 50 the curve flattens and then hiring friction rises. Neumark, Burn and Button ran a correspondence audit — thousands of near-identical applications differing only by implied age. Callback rates were uniformly lower for older applicants: older women applying for administrative roles received about 47 percent fewer callbacks than younger women, and about 36 percent fewer for sales roles. State age-discrimination laws did little to move the numbers. The practical implication: later-career transitions lean more on being approached and on networks, because the cold-application channel is exactly where the discrimination concentrates.

06 — The limits

These are population averages with wide individual variance. The job-switching premium is smaller now than in the 2021–22 window. The recession-scar and child-penalty magnitudes differ across countries and cohorts. And "front-loaded" describes the typical path, not every path — some careers inflect upward late.

Why neverapply publishes this. Since most lifetime wage growth comes from job-to-job moves, and recruiters are the mechanism for the best of those moves, being findable is not something you do only when you are unemployed. It is something that compounds across an entire career.

Sources

  1. Topel, R. & Ward, M. (1992). "Job Mobility and the Careers of Young Men." Quarterly Journal of Economics.
  2. von Wachter, T. "The Persistent Effects of Initial Labor Market Conditions for Young Adults and their Sources." Journal of Economic Perspectives. PDF
  3. Kahn, L. (2010). "The long-term labor market consequences of graduating from college in a bad economy." Labour Economics.
  4. Oreopoulos, P., von Wachter, T. & Heisz, A. (2012). "The Short- and Long-Term Career Effects of Graduating in a Recession." American Economic Journal: Applied Economics. PDF
  5. Pew Research Center (2022). "Majority of U.S. Workers Changing Jobs Are Seeing Real Wage Gains." Link · Atlanta Fed Wage Growth Tracker (switchers vs stayers).
  6. Kleven, H., Landais, C. & Søgaard, J. (2019). "Children and Gender Inequality: Evidence from Denmark." American Economic Journal: Applied Economics.
  7. Neumark, D., Burn, I. & Button, P. (2019). "Is It Harder for Older Workers to Find Jobs? New and Improved Evidence from a Field Experiment." Journal of Political Economy. SF Fed summary

A plain-language review of published research. Figures are population averages from the cited studies; the job-switching premium in particular is time-varying and has compressed since 2022.

The through-line: being found for good work is a lever the evidence takes seriously.

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