Concern 568 · Working draft · editorial review in progress
Erosion of professional judgment
Erosion of professional judgment is the risk that workers complete tasks with AI without developing the experience needed to handle exceptions.
Understanding the concern
Professional judgment grows through making decisions, receiving feedback and learning why an apparently sensible answer failed. If junior staff only pass along automated recommendations, they may miss those learning opportunities. The issue can remain hidden while routine work goes smoothly.
Survey research reports changes in cognitive effort, but self-reports do not prove permanent loss of expertise. Workplaces can preserve supervised practice, discussion of difficult cases and time to question recommendations. The goal is not to recreate every old task; it is to ensure that people still acquire the understanding needed when the tool is wrong or the situation is unusual.
An example
A junior professional produces acceptable routine work but has little practice reasoning through an exception.
Illustrative unless identified as a documented case.
Words in plain English
- AI
- Software that learns patterns from examples or uses rules to perform tasks such as recognizing images or generating text. It can make mistakes and does not understand every situation as a person would.
Evidence and its limits
The evidence includes self-reported effort and a bounded learning experiment. Applying it across professions is a concern to investigate, not a settled universal effect.
Lee and colleagues · CHI 2025 · Worker survey
The Impact of Generative AI on Critical Thinking ↗ (opens in a new tab)Self-reported effort and confidence; not a causal test of permanent cognitive decline.
Anthropic · January 2026 · Provider research experiment
How AI assistance impacts the formation of coding skills ↗ (opens in a new tab)Randomized study of 52 mostly junior developers learning a Python library; short-term quiz results do not establish long-term industry-wide decline.
Broader frameworks and background
These resources provide context. They do not establish every claim in this concern.
A question to discuss
Which experiences must remain part of training so future professionals can exercise independent judgment?
Keep track of different views, what needs checking, and any next step in your own discussion notes.
Open discussion notes →Principles for the conversation
Before you finish · reflect together
Virtues and principles to consider
Virtues are qualities we practice in how we treat people and make choices. They are not scores for judging someone. Use these ideas to explore what a thoughtful response could look like.
Dignity
Dignity means recognizing each person's worth regardless of usefulness, status, or a system's score. People deserve respect and a voice in matters that affect them.
Explain important decisions, avoid humiliating treatment, and keep room for a person's story. Do not treat a prediction as a complete account of who someone is.
Ask together: Does this use treat each person as someone whose experience matters?
Listening
Listening means trying to understand someone's experience before preparing an answer. People who use a service, work with it, or are judged by it may notice problems its designers miss.
Invite people to describe what happened in their own words. Repeat back what you understood and let them correct it. A quiet person or a complaint that is hard to measure may still reveal something important.
Ask together: Whose experience have we not heard yet?
Seeing potential
Seeing potential means recognizing people's capacity to learn, contribute, and grow. It resists reducing someone to a score or to the tasks a machine can perform faster.
Use tools to support people's development. Give learners time, feedback, and real opportunities to practice. A prediction about someone's performance should not close off their future.
Ask together: How could this help people develop abilities they value?
Editorial ratings
These are editorial judgments from the register, not measured probabilities or predictions about your situation.
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