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    68065
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    All substantive content in Managing Outsourcing – A Practicum was developed by the human author based on professional experience, subject-matter expertise, original instructional materials, and teaching practice. Artificial intelligence tools were used under the author's direction as editing and instructional-production aids.

    AI Tools Used

    The primary AI tool used in the development of this book was ChatGPT by OpenAI.

    How AI Was Used

    AI assisted with editing and refining author-developed content; improving clarity, organization, consistency, and presentation; and supporting the formatting and refinement of instructional materials such as scenarios, student instructions, templates, examples, reflection questions, and assessment materials.

    The author established the subject matter, instructional approach, learning objectives, project context, and pedagogical direction of the book.

    Guardrails

    AI use was limited to author-created materials, materials the author had permission to use, and appropriately licensed Open Educational Resources (OER). AI was not used to independently reproduce or substitute copyrighted textbook content.

    All AI-assisted material was reviewed, revised as appropriate, and approved by the author before publication. AI output was not treated as an authoritative source or as a substitute for subject-matter expertise or professional judgment. The author retained full editorial control and responsibility for the accuracy, instructional design, and final content of the book.

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