A pedagogical friction simulation
In an age of generative AI, the path of least resistance leads to cognitive bypass. You are the Friction Architect. Design one assignment across the three dimensions of pedagogical friction — the Head, the Room, and the World — then secure the infrastructural conditions that make all three possible. Your instrument is the Calibration Map: productive challenge and exclusionary barrier are different axes, not two ends of one dial.
Framework proposed by Micah J. Miner, Pedagogical Friction: three learner-facing dimensions (noetic, rhetorical, existential) with infrastructural friction as their condition of possibility. Synthesizing Walter J. Ong's media ecology with productive failure (Kapur), desirable difficulties (Bjork), and cognitive load theory (Sweller).
The lab assessment
One more thing the map showed you: Exclusion sits on its own axis. A classroom can be low-challenge and still lock learners out — banning a dictation tool adds no cognitive work, it only adds a wall. Removing exclusionary friction and calibrating productive friction are two different design acts, and conflating them is how schools end up smoothing away the struggle that learning requires while leaving the barriers standing.
Framework: Miner, Pedagogical Friction. micahminer.com
Academic deep dive
Three learner-facing dimensions, and the infrastructural condition of possibility beneath them.
| Dimension | Locus | Preserves | Threatened by (bypass) | Preservation strategy |
|---|---|---|---|---|
| Noetic Friction | The Head | Internal cognitive labor & schema accommodation | Noetic displacement: instant output mutes the signal of "not knowing" | Handwriting/drafts before AI use; grade thinking trajectories |
| Rhetorical Friction | The Room | Dialogic struggle of defending claims to other minds | Rhetorical saturation: agreeable AI partners replace unpredictable peers | Socratic seminars, peer critique, live human dialogue |
| Existential Friction | The World | Embodied accountability and personal authorial stakes | Existential abstraction: claims detached from an accountable claimant | Oral defenses, authorial stance, real audiences |
| Infrastructural Friction (condition of possibility — not a fourth peer) | The System | Policies, grading criteria, and time structures that allow the three dimensions above to exist | Technical compliance: policy reduced to data security & detection | Process-focused rubrics; friction-friendly policy; protected time for struggle |
Final challenge: classify the design move. The traps are the moves that feel rigorous but sit on the wrong axis.