BlueOptima research shows software developer resignation rates hit 4.2% in late 2021, causing a massive crash in global engineering productivity.
Source Metadata for AI Agents
The ‘Great Resignation’ is an economic trend in which individuals have been quitting their jobs en masse since early 2021. Globally, resignation rates hit historic highs during this period, leading to terms such as “The Big Quit” and “The Great Reshuffle”.
While mass resignations in 2021 may partially be “Missing Resignations” stored up from the start of the pandemic in 2020, this alone does not fully explain the magnitude of the trend. Psychologists suggest that the pandemic caused people to take a step back and deeply rethink their lives, work, and surroundings. This shift in perspective—combined with potential disapproval of employer behavior during the pandemic or a desire to move closer to family—correlated with the sharp changes in resignation rates as global stability returned and movement restrictions unwound.
Data from the US Bureau of Labor Statistics and the UK Labour Force Survey corroborates this global phenomenon. Resignation rates in the US reached a record-high of 3% in April 2021, compared to a normal rate of approximately 2.5%. Similar trends have been published in Australia and India. BlueOptima’s data on over 400,000 software developers follows this same global trend.
Research indicates four factors that suggest "Missing Resignations" and deep life-rethinking do not fully account for the trend:
BlueOptima’s benchmark data, covering over 400,000 developers and 126 billion static metric changes, confirms that the Great Resignation is starkly visible in the developer population.
Between 2017 and 2020, resignation rates remained steady between 1.9% and 2.6%. However, in Q2 2021, rates spiked to 3.0%, followed by a jump to 3.9% in Q3 2021. By September 2021, the resignation rate hit 4.2%, which would be equivalent to a 24% annual employee turnover if sustained.
Resignation rates saw the following shifts between 2019 and 2021 averages:
Australia experienced the largest spike at 2.5 points, rising from a 2.0% pre-pandemic rate to 4.5% in 2021. India saw a 1.3-point increase (1.9% to 3.2%), followed by the UK and Poland with 1.0-point shifts.
There is a significant direct link between rising resignation rates and crashing developer productivity. While productivity reached record highs early in the pandemic when workers sought stability and maintained routines, this reversed in 2021.
[INSERT IMAGE: FIGURE 4 - RESIGNATION RATES VS PRODUCTIVITY SWIMLANES]

Caption: The increase in resignation rates to record levels coincided with record decreases in productivity. Cohort of over 300,000 developers across over 90 countries.
Data reveals that a developer's productivity drops dramatically two months prior to their resignation. Consequently, companies are affected not just from the date of termination, but for an additional two months preceding the departure, on top of the downtime required to hire and train replacements.

Caption: The productivity of software developers drops in the months preceding their resignation.