Handouts and slides
Printable, editable, and accessible materials
Each handout has these forms:
- an accessible web page, which works with a screen reader and on a phone,
- a PDF for print in A4, tagged for screen readers (PDF/UA-1),
- a Word file for each worksheet that you fill in, so that you can type your answers on a laptop,
- an editable source: the Quarto file in the repository folder
contents/handouts/, and the SVG diagrams or the Markdown file below.
All exercises work on paper or in a Word file on a laptop. No exercise needs an online whiteboard or an account.
Worksheets for the four lenses
| Handout | Purpose | Downloads | License |
|---|---|---|---|
| Lens 1: material-and-provenance map | Known, unknown, and avoidable costs from data to use | PDF · Word | CC BY 4.0 |
| Lens 2: representation and harm pathway | Decisions, exclusions, and harms along a dataset pathway | PDF · Word | CC BY 4.0 |
| Lens 3: lifecycle risk matrix | Who works, who carries the risk, who has recourse | PDF · Word | CC BY 4.0 |
| Lens 4: stakeholder and incentive map | Gains, costs, leverage, and one governance change | PDF · Word | CC BY 4.0 |
Panarchy and Ecocycle
These materials adapt Liberating Structures. They carry CC BY-SA 4.0. Keep this license when you adapt them.
| Handout | Purpose | Downloads | Editable diagram | License |
|---|---|---|---|---|
| Panarchy chart | Blank chart with five levels, for A4 or a wall sheet | SVG | CC BY-SA 4.0 | |
| Panarchy example | A fictional completed chart | SVG | CC BY-SA 4.0 | |
| Ecocycle sheet | Phases, traps, and a diagnosis table | PDF · Word | SVG | CC BY-SA 4.0 |
| Sticky notes and action plan | Notes by level, and the action plan | PDF · Word | — | CC BY-SA 4.0 |
For the wall, print the Panarchy chart in A1 or A0, or draw it on flip-chart paper. The facilitator guide lists all materials.
Follow-up task
| Handout | Purpose | Downloads | License |
|---|---|---|---|
| Use Statement template | Seven headings with guiding questions | Markdown · Word · PDF | CC BY 4.0 |
Slide decks
The decks are Reveal.js presentations. Use the arrow keys to move. Press S for the presenter notes, F for full screen, and ? for all keyboard shortcuts. The decks contain no dates or venues, so they serve every edition.
| Deck | Topic | License |
|---|---|---|
| Orientation | The question of the day, four lenses, research-use cards | CC BY 4.0 |
| Lens 1: Scale and environment | Footprint and provenance, the BLOOM case | CC BY 4.0 |
| Lens 2: Representation and Pygmalion | Datasets and stereotypes, the LAION-5B case | CC BY 4.0 |
| Lens 3: Lifecycle and labor | Hidden labor, the Kenyan labeling case | CC BY 4.0 |
| Lens 4: Political economy | Power, “open” claims, the EU AI Act | CC BY 4.0 |
| Panarchy and Ecocycle | The afternoon session | CC BY-SA 4.0 |
The decks are available as HTML only. PDF versions follow after a check of their legibility and accessibility.
Figures
The case figures are original drawings under CC BY 4.0. Each SVG file holds a title and a description for screen readers. You can edit it in any vector editor or text editor.
