LESSON 2 OF 6 · ADVANCED
Protect information in prompts
Use fictional, minimized or approved information in learning exercises. Do not paste résumés, identity details, borrower files or confidential employer material into public tools without authorization and appropriate controls. Removing a name may not make a record anonymous if other details identify the person. Review vendor data handling rather than assuming a paid account is automatically suitable.
Rewrite a real-world task as a fictional prompt without personal or confidential data.
About 2 minutes reading + 12 minutes practice. Take longer when needed.
Apply the method
Minimize inputs and use fictional data for academy exercises. For professional use, confirm authorization, vendor handling, access, retention and the organization’s approved process before entering information. Removing a name may leave identifying details such as a rare project, employer and location. Do not include borrower files, identity information, health details or confidential employer documents in public prompts. Ask whether the task can be performed with a generalized description instead. A paid subscription or attractive privacy slogan is not itself evidence of an appropriate configuration.
A worked application
Fictional example: A prompt says senior engineer at a small employer who led a uniquely named project. Even without a name, the person may be recognizable. The training version becomes a fictional engineer responsible for a generic system migration. The learning objective remains intact while identifying specifics are removed. The team still treats real-world use as approval-dependent.
Common mistake to avoid
Do not label information anonymous solely because one direct identifier was deleted.
Work through the case
FICTIONAL SCENARIO
A résumé with employer, rare project and exact location can remain identifiable even after the candidate’s name is removed.
Make it practical
Rewrite a real-world task as a fictional prompt without personal or confidential data.
Compare your reasoning with a worked response
Preserve the task structure and remove identifying specifics. The prompt should still be useful without exposing a person or employer.
Takeaway
Use the method to explain your decision, identify what you still need to verify and choose an accountable next step.
Treat the response as a model for reasoning, not the only possible wording. Adapt it to the role, evidence and appropriate organizational guidance.