Concern 705 · Working draft · editorial review in progress
Right-to-explanation for workers
A worker explanation gap exists when someone cannot understand how an automated system influenced their pay, tasks or evaluation.
Understanding the concern
Knowing that AI is used is only a start. A worker may need to know which records mattered, how errors can be corrected and who is responsible for the result. A vague statement that 'the system decided' leaves little basis for responding, even if the decision was made partly by a manager.
Some legal frameworks provide information and review rights in defined settings, but their scope and implementation vary. An explanation should work like a useful receipt: enough detail to understand the outcome and identify a mistake. It need not expose every line of software to be meaningful, but it should describe the actual reasons that affected the person.
An example
A worker receives a lower performance rating but is told only that it came from an automated assessment.
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
EU data-protection and platform-work provisions have conditions and implementation details. They are not a universal unconditional right to every algorithm's source code.
European Union 2024 · Legislation
Directive (EU) 2024/2831 on improving working conditions in platform work ↗ (opens in a new tab)Automated-management information, oversight and review provisions. National transposition deadline is 2 December 2026; implementation must be checked locally.
European Data Protection Board · Regulatory explainer
Respect individuals' rights ↗ (opens in a new tab)EU GDPR rights have conditions and exceptions; not a universal right to human review for every algorithmic output.
Broader frameworks and background
These resources provide context. They do not establish every claim in this concern.
A question to discuss
What explanation would let the worker identify an error and make a meaningful response?
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.
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?
Solidarity
Solidarity means standing with people whose lives are affected, especially when they have less power to protect their interests. It turns concern into a willingness to share responsibility.
Include affected people in decisions and support practical remedies when something goes wrong. Do not leave the cost of learning or repair entirely with those who were harmed.
Ask together: What would it mean to stand with the people carrying the greatest burden?
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?
Editorial ratings
These are editorial judgments from the register, not measured probabilities or predictions about your situation.
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