Big Tech: hiring vs. revenue
This chart relates annual headcount growth to revenue growth across Apple, Microsoft, Alphabet, Amazon, and Meta from 2013 onward. Four pooled fits show a strong pre-pandemic relationship that weakened and then disappeared, but the slopes remain descriptive associations rather than estimates of hiring’s causal effect.
What does it show?
Hiring and revenue growth moved together across Big Tech before the pandemic, weakened during 2020–2021, and show essentially no pooled relationship from 2022 onward.
Methodology
Uses annual observations for Apple, Microsoft, Alphabet, Amazon, and Meta from 2012–2025, providing a prior-year baseline for changes from 2013 through 2025. Each dot is one company-year. The x-axis is 100 times the natural-log change in reported fiscal year-end headcount. Ordinary least-squares lines are fitted separately for 2013–2016, 2017–2019, 2020–2021, and 2022–2025; each chart reports the slope, R², and observation count. Google Inc. observations through 2014 are joined to Alphabet Inc. from 2015 onward using the dashboard's reviewed SEC annual-report history. The pooled company-year changes are descriptive associations, not causal hiring effects or forecasts. The periods are editorial breakouts, samples are small, observations are not independent macro experiments, and omitted factors include prices, acquisitions, outsourcing, capital investment, business mix, fiscal calendars, and differing workforce definitions. Revenue growth is the same natural-log change calculation applied to annual whole-company revenue.