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Tell the truth.
An experiment in encouraging transparency
— and critical thinking
TL;DR
● I experimented with a new form of assessment.
● It worked.
● Mostly.
Journalism I&E* in 2024
● 3rd year BA Journalism & Sports Journalism
● Data journalism module, 10 sessions
● Session 9: Using genAI to reflect and improve
● Getting the best marks (vs plagiarism)
● Employability: prompt design
*Journalism Innovation and Entrepreneurship
GenAI tool use not
mentioned
If you’ve used GenAI tools
without saying so, this is
considered Category A
plagiarism and a zero mark
0%
● Attribute any use of AI
● Make it clear what is your
work, and what is not
● Include evidence to clarify
● Identify what you did well
— and could do better
Evaluation includes
evidence
E.g. “I used ChatGPT to
generate ideas around my
dataset (see Appendix A)”
52-8%
● Copy and paste the
prompt(s) and
response(s) in full
● Use a different appendix
for each example
● Reflect on them
Evidence and
references
E.g. “I used ChatGPT to
generate ideas (see Appendix
A) using techniques outlined by
Marconi (2023)”
62-8%
● Draw on original sources
used in lectures
● Focus on practical
literature — don’t quote
facts and stats
● Identify next steps
+ critical reflection
and experimentation
E.g. “I added prompts to guard
against bias in terms of
ethnicity, gender etc. (Heikkilä
2023. See Appendix B)”
72%+
● Read about good practice
and try those techniques
● Don’t settle for the first
results: experiment
● Reflect on what works
and what doesn’t
Different levels of use/evaluation
Note: grades indicate credit for use of genAI only, not the overall grade
View chart ‘story’ at https://public.flourish.studio/story/2594313/
Good, but not good enough
● Lack of transparency about editing
● Lack of use for review
● Students could reflect more critically
● Students reading to pass, not to learn
● Not having the ‘codes’ to access industry
What I did in 2025
● Replace evaluation with AI diary
● AI in almost all classes
● Requirement for proof of interviews
● AI opt-out option
● Formative feedback in classes & via email
● CustomGPT ‘Paul’s mini editor’
Using an AI diary in journalism education: an experiment in encouraging transparency  — and critical thinking
“Students can articulate
prompts that reflect their
grasp of a subject,
showcasing their
comprehension.”
Prompting Change: Exploring Prompt
Engineering in Large Language Model AI and Its
Potential to Transform Education (Cain 2023)
“Those who trust AI more
tend to engage in less critical
thinking, while those who
have greater confidence in
their own abilities are more
likely to scrutinise
AI-generated outputs” The Impact of Generative AI on Critical
Thinking: Self-Reported Reductions in Cognitive
Effort and Confidence Effects From a Survey of
Knowledge Workers
Week Lecture Workshop
1 Assessment/genAI Prompt design & AI diary (ideas)
2 Data-driven stories RAG, 'teaching' AI (7 angles)
3 Visualisation Writing about numbers/Datavis
4 Sorting and filtering Pivot tables
5 FOI
Sending an FOI/
Using NotebookLM to dig into docs
7 -
Diversity & inclusion: football club
boards/Eid ideas + AI
8 Critical thinking & AI Interviewees: PEER + AI
9 Drafting data news stories Drafting data features
10 Reviewing with AI Story surgery/diary review
11 Assignment checklist Images, customGPTs
● Improved transparency around editing
● Improved use for review
● Students reflected more critically
● New employable cross-disciplinary skillset
Successes
https://public.flourish.studio/visualisation/23784406/
Li’s high level categories of journalism
“At the start of the module I was more naive and
close-minded to the possibilities of AI and how
useful it can be for journalists - particularly for idea
development.”
“I used to be a fan of AI but after finding out how
misleading it can be I work towards using it
less.”
“I thought it was more reliable than it was and
would believe the majority of what it would say. I
didn't know that you could inject information into
AI and get more out of AI through professional
techniques.”
Using an AI diary in journalism education: an experiment in encouraging transparency  — and critical thinking
Using an AI diary in journalism education: an experiment in encouraging transparency  — and critical thinking
● No word limit (one diary was 21,000 words!)
● Iterative rather than summative (+ feedback)
● A ‘moment of reflection’ made room for…
● Better planning and more reviewing
● Applied knowledge, not recited
● Employability and motivation?
Why did it work?
End of module survey (n = 19)
End of module survey (n = 19)
What next?
● Require each story to indicate how AI was used
● Industry transparency practices (when/how)
● Teach editing AI-generated material
● Build confidence to correct AI quirks
● Tackle token references in diary (tasks? Tests?)
● A summary at the end of the diary
Templates, checklists?
● A risk assessment of genAI + measures taken
● A requirement to ask genAI for feedback
● “Breaking the illusion of explanatory depth” by
choosing from multiple responses (Mollick &
Mollick 2022)
Questions?

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Using an AI diary in journalism education: an experiment in encouraging transparency — and critical thinking

  • 1. Tell the truth. An experiment in encouraging transparency — and critical thinking
  • 2. TL;DR ● I experimented with a new form of assessment. ● It worked. ● Mostly.
  • 3. Journalism I&E* in 2024 ● 3rd year BA Journalism & Sports Journalism ● Data journalism module, 10 sessions ● Session 9: Using genAI to reflect and improve ● Getting the best marks (vs plagiarism) ● Employability: prompt design *Journalism Innovation and Entrepreneurship
  • 4. GenAI tool use not mentioned If you’ve used GenAI tools without saying so, this is considered Category A plagiarism and a zero mark 0% ● Attribute any use of AI ● Make it clear what is your work, and what is not ● Include evidence to clarify ● Identify what you did well — and could do better Evaluation includes evidence E.g. “I used ChatGPT to generate ideas around my dataset (see Appendix A)” 52-8% ● Copy and paste the prompt(s) and response(s) in full ● Use a different appendix for each example ● Reflect on them Evidence and references E.g. “I used ChatGPT to generate ideas (see Appendix A) using techniques outlined by Marconi (2023)” 62-8% ● Draw on original sources used in lectures ● Focus on practical literature — don’t quote facts and stats ● Identify next steps + critical reflection and experimentation E.g. “I added prompts to guard against bias in terms of ethnicity, gender etc. (Heikkilä 2023. See Appendix B)” 72%+ ● Read about good practice and try those techniques ● Don’t settle for the first results: experiment ● Reflect on what works and what doesn’t Different levels of use/evaluation Note: grades indicate credit for use of genAI only, not the overall grade
  • 5. View chart ‘story’ at https://public.flourish.studio/story/2594313/
  • 6. Good, but not good enough ● Lack of transparency about editing ● Lack of use for review ● Students could reflect more critically ● Students reading to pass, not to learn ● Not having the ‘codes’ to access industry
  • 7. What I did in 2025 ● Replace evaluation with AI diary ● AI in almost all classes ● Requirement for proof of interviews ● AI opt-out option ● Formative feedback in classes & via email ● CustomGPT ‘Paul’s mini editor’
  • 9. “Students can articulate prompts that reflect their grasp of a subject, showcasing their comprehension.” Prompting Change: Exploring Prompt Engineering in Large Language Model AI and Its Potential to Transform Education (Cain 2023)
  • 10. “Those who trust AI more tend to engage in less critical thinking, while those who have greater confidence in their own abilities are more likely to scrutinise AI-generated outputs” The Impact of Generative AI on Critical Thinking: Self-Reported Reductions in Cognitive Effort and Confidence Effects From a Survey of Knowledge Workers
  • 11. Week Lecture Workshop 1 Assessment/genAI Prompt design & AI diary (ideas) 2 Data-driven stories RAG, 'teaching' AI (7 angles) 3 Visualisation Writing about numbers/Datavis 4 Sorting and filtering Pivot tables 5 FOI Sending an FOI/ Using NotebookLM to dig into docs 7 - Diversity & inclusion: football club boards/Eid ideas + AI 8 Critical thinking & AI Interviewees: PEER + AI 9 Drafting data news stories Drafting data features 10 Reviewing with AI Story surgery/diary review 11 Assignment checklist Images, customGPTs
  • 12. ● Improved transparency around editing ● Improved use for review ● Students reflected more critically ● New employable cross-disciplinary skillset Successes
  • 14. “At the start of the module I was more naive and close-minded to the possibilities of AI and how useful it can be for journalists - particularly for idea development.”
  • 15. “I used to be a fan of AI but after finding out how misleading it can be I work towards using it less.”
  • 16. “I thought it was more reliable than it was and would believe the majority of what it would say. I didn't know that you could inject information into AI and get more out of AI through professional techniques.”
  • 19. ● No word limit (one diary was 21,000 words!) ● Iterative rather than summative (+ feedback) ● A ‘moment of reflection’ made room for… ● Better planning and more reviewing ● Applied knowledge, not recited ● Employability and motivation? Why did it work?
  • 20. End of module survey (n = 19)
  • 21. End of module survey (n = 19)
  • 22. What next? ● Require each story to indicate how AI was used ● Industry transparency practices (when/how) ● Teach editing AI-generated material ● Build confidence to correct AI quirks ● Tackle token references in diary (tasks? Tests?) ● A summary at the end of the diary
  • 23. Templates, checklists? ● A risk assessment of genAI + measures taken ● A requirement to ask genAI for feedback ● “Breaking the illusion of explanatory depth” by choosing from multiple responses (Mollick & Mollick 2022)