Synthetic Media, Deepfakes, and Digital Trust
An evidence-based account of what fails, what holds, and how each claim can be checked
What each chapter provides
- Five discussion questions, written for seminar use rather than comprehension checking.
- Three assessment questions with indicative marks, totalling 35 to 55 marks per chapter.
- One practical exercise that requires the student to measure something in a real organisation.
- One research assignment that requires tracing a claim to its source and reporting evidence quality.
- One seminar topic phrased as a proposition to argue either side of.
A suggested twelve-week module
| Weeks | Chapters | Learning focus |
|---|---|---|
| 1 to 3 | Chapters 1 to 3 | How synthetic media is generated, how campaigns are structured, and what the documented attacks actually did |
| 4 to 7 | Chapters 4 to 7 | Detection: what it measures, why benchmark scores do not transfer, and what an adversary does to it |
| 8 to 9 | Chapters 8 and 9 | Text, where detection fails for reasons of principle, and the threats still arriving |
| 10 to 12 | Chapters 10 to 12 | Provenance, law, and assembling an organisational response |
A shorter six-week version can use Foundations of Synthetic Media Generation, Deepfakes as a Cybersecurity Threat Vector, Deep Learning and Multimodal Deepfake Detection, LLM-Generated and Multimodal Disinformation, Content Provenance and Watermarking and Building an Organisational Defence Framework, which preserves the argument while dropping the specialist detection chapters.
Teaching the evidence method
The evidence ledger is itself a teaching artefact. Each claim records its status, its source, and what the source does not establish, including two claims marked Emerging because their sources cannot be improved. Asking students to audit a published report against that standard is more instructive than asking them to summarise it.
Reuse
The material may be used in teaching with attribution to the author and a link to the chapter used. Please do not present analytical claims as established findings; the status markers exist precisely so that the difference is visible to students.