The Variable Shift
Layers Used: Layer 4 (Contradiction Challenge), Layer 6 (Iterative Drafts)
You will use the same skill from Chapter 2's Contradiction Test — handling changing information — applied to systems rather than arguments.
What You Do
The instructor changes one variable: "Now the bank is in a country where 60% of customers are unbanked and rely on personal relationships with loan officers." You must revise your merged cascade map into Draft 3. You cannot start from scratch — you must show which connections changed, which new ones appeared, and which old ones became irrelevant. Then ask AI to re-analyze with the new variable and compare its adaptation to yours.
Your revised cascade map (Draft 3) with every change visually marked: new connections (green), removed connections (red/strikethrough), modified connections (yellow). A "change log" listing every modification with a one-sentence explanation of why the variable shift caused this change. A comparison of your adaptation vs. AI's adaptation: where did you adapt better? Where did AI adapt better?
I am learning to adapt systems thinking when conditions change. The original scenario was: "A major bank replaces all loan officers with AI agents." The variable shift is: "The bank is now in a country where 60% of customers are unbanked and rely on personal relationships with loan officers."
I have revised my cascade map. Please: (1) Did I correctly identify the most important changes caused by the variable shift? (2) Are there cascading consequences of this variable shift that I missed? (3) Did I incorrectly keep any connections that should have changed? (4) Rate how well I adapted vs. how well I would need to adapt -- on a percentage scale, how much of the necessary revision did I capture? (5) Does my change log show genuine systems thinking (understanding WHY things changed) or surface-level adjustment (just swapping labels)?
Original merged map:
Variable shift:
Revised map (Draft 3):
Change log:
Finally, complete the Thinking Score Card for this exercise: Independent Thinking (1-10), Critical Evaluation (1-10), Reasoning Depth (1-10), Originality (1-10), Self-Awareness (1-10). For each score, give a one-sentence justification.
Discuss with an AI. Question your scores.
Come back when you have your BEST evaluation.
What This Teaches You
You learn the difference between static analysis and dynamic systems thinking. A student who derived their original map from principles can adapt when conditions change because they understand WHY each connection exists. A student who copied AI's output has to start over because they never understood the mechanisms. The variable shift makes this difference undeniable.