We have been talking about robot acceptance as if it is a job-security problem. Workers fear displacement, so they resist the robot. Give them time, make the benefits visible, and the resistance fades. That is the working theory behind most rollout communication plans right now.
New research suggests the resistance is coming from somewhere else entirely.
Cornelia Niessen at Friedrich-Alexander University in Erlangen-Nurnberg recently published a qualitative study in Frontiers in Robotics and AI. She and her team interviewed 20 workers across hospitality, manufacturing, and care industries. The question was simple: what do you actually expect from the robots you will work alongside? Not in the abstract. In your specific role, in your specific workspace.
The answers did not centre on job security.
Workers, it turns out, have two clear expectations that shape whether a robot is accepted or quietly resisted. The first is social skill. Not warmth or personality. Something more basic than that. Functional courtesy: acknowledge shared space, respond to the people in the room, signal that you register their presence. A robot that moves through a workspace without any of that reads as unsettling, even when it does its job perfectly.
The second expectation is about autonomy, and this one is more counterintuitive. Workers do not want robots that make independent decisions. They actively resist it. The autonomy level, in Niessen's framing, needs to be "finely tuned to the context and its task." Too much independence and workers stop trusting the robot. Not because they fear it will take their job. Because they feel they have lost control of the environment they work in.
Two failure modes, then. Too little social skill: unsettling. Too much autonomy: workers feel cut out of their own environment. The acceptance window sits between those two, and most deployment plans do not measure either.
We know how to handle this with people. A technically strong new hire who makes unilateral calls and never reads the room creates friction fast. We call it a culture fit problem and we onboard differently. Robots get no equivalent treatment, because it has not occurred to most organisations to apply it.
Niessen's sample is small: 20 workers, three sectors, one round of interviews. It does not tell us what the numbers look like at scale across industries. But the framework is concrete enough to be useful now. Workers arrive at a robot rollout with pre-existing expectations about social behaviour and decision authority. Those expectations do not disappear because the deployment plan did not account for them.
Workers arrive with expectations already formed: how much social acknowledgment feels right, how much independent decision-making feels comfortable. They could tell you what those expectations are if you asked. Most organisations just do not ask before the robot shows up. The rejection that follows is predictable, and for that reason, preventable.
Your next robot deployment probably has a technical readiness checklist. The question worth asking is whether it also has a social one.
Source: Niessen, C. et al. (2026). Workers expect basic social skills but limited autonomy from future robots: a qualitative interview study and taxonomy for robot social skills. Frontiers in Robotics and AI, Vol. 13. Read the study →