AI isn't just taking the 'boring' parts of your job; it’s actually coming for the tasks that give you the most joy and sense of agency.
April 17, 2026
Original Paper
Are We Automating the Joy Out of Work? Designing AI to Augment Work, Not Meaning
SSRN · 6298920
The Takeaway
We’re often promised that AI will handle the 'busywork' so we can focus on 'meaningful work.' However, this study found that the tasks most likely to be automated are the ones workers actually find most rewarding and associate with their own happiness. By taking over these high-agency tasks, AI might inadvertently leave us with a job that feels hollow and mechanical. We aren't being freed from drudgery; we're being stripped of the parts of our work that make us feel human and effective. It's a warning that 'efficiency' might be the enemy of job satisfaction.
From the abstract
Prior work has mapped which workplace tasks are exposed to AI, but less is known about whether workers perceive these tasks as meaningful or as busywork. We examined: (1) which dimensions of meaningful work do workers associate with tasks exposed to AI; and (2) how do the traits of existing AI systems compare to the traits workers want. We surveyed workers and developers on a representative sample of 171 tasks and use language models (LMs) to scale ratings to 10,131 computer-assisted tasks acros