Table 4 GenAI integration: other... | Emerald Publishing

Table 4

GenAI integration: other emerging themes

Theme	Categories
Integrating GenAI in Work	Effective strategies at work
	In department-level collaboration
	As administrator
	As counsellor
Challenges Using GenAI	More difficult to assess student learning
	Embedded biases in AI
	Typical machine-style responses
	Hallucinations
	Ensuring ethical use of AI
	Check accuracy for AI generated information
Lessons Learned	Use it with strategy
	AI integration useful for some courses but not others
	GenAI may become “beyond a tool”
	Emphasize ethical use
	Check accuracy of all AI-generated information
	Faculty need to be open to AI
	PD to learn to use and “teach AI”
	Encourage both faculty and students to learn to use it
	Difficult for faculty to keep up with rapid advances

Theme	Categories
Integrating GenAI in Work	Effective strategies at work
	In department-level collaboration
	As administrator
	As counsellor
Challenges Using GenAI	More difficult to assess student learning
	Embedded biases in AI
	Typical machine-style responses
	Hallucinations
	Ensuring ethical use of AI
	Check accuracy for AI generated information
Lessons Learned	Use it with strategy
	AI integration useful for some courses but not others
	GenAI may become “beyond a tool”
	Emphasize ethical use
	Check accuracy of all AI-generated information
	Faculty need to be open to AI
	PD to learn to use and “teach AI”
	Encourage both faculty and students to learn to use it
	Difficult for faculty to keep up with rapid advances

Note(s): All eight interviewees reported being users of GenAI