Parking‑Lot Pulpit
Real power is when policy cushions the fall before the algorithm pulls the rug; leave clerks and secretaries bare and the “future of work” is just eviction with better charts.
Kitchen Table Equations
This is like when… your broke cousin swears they “got it if they really needed to”… because the second the car breaks down, you find out that “safety net” is three dollars and a MetroCard from 2019.
- Real-life mess: They talk big in the group chat, but when the tow truck quote hits, it’s GoFundMe links, borrowing gas money, and calling Auntie to ask if she can “float something till Friday.”
- Real concept match: On paper, a bunch of workers look “highly exposed to AI” but safe anyway—’cause they’ve got savings, in-demand skills, big-city job markets. Then you check clerical and admin folks with no cushion in small metros and realize: if AI hits them, there is no soft landing, just a hard drop.
This is like when… the whole club look fly, but only some people got Uber money home… because the lights come on and you realize who’s really stranded when the DJ cuts the music.
- Real-life mess: Everybody posing for IG, bottles on the table, but when it’s time to leave, the folks with steady checks and savings tap out early, and the ones living paycheck to paycheck are outside doing math on surge pricing.
- Real concept match: AI exposure is the “everybody in the club” part—lawyers, software devs, managers, clerks. Adaptive capacity is the Uber money. The high-paid, highly skilled, big-city workers can usually catch another ride. The 6.1 million in clerical/admin roles—mostly women in smaller metros—are the ones stuck on the sidewalk if their job disappears.
This is like… living in a flood zone where only some houses are on the hill… because when the water rises, the same storm hits everybody, but it doesn’t drown everybody the same.
- Real-life mess: Storm comes through, rain hits every roof, but the folks with higher ground, insurance, and a car can relocate, rebuild, or at least stay in a hotel. Down the hill, people are bailing out their own living room with a plastic bucket.
- Real concept match: AI exposure is the storm: tasks across occupations getting hit by LLM capabilities. Adaptive capacity is the elevation—savings, transferable skills, dense job markets, age. High-exposure, high-capacity workers (tech, finance, pro jobs) ride it out; high-exposure, low-capacity clerical workers in smaller metros are the ones standing in the water.
