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The weight of the current evidence favors the skeptical reading of the proposition as stated: McKinsey's flat 6% high-performer share and 37% any-impact share, corroborated directionally by MIT's…
AI tools make individual workers faster almost everywhere they're deployed, but that speed only becomes company earnings when the surrounding workflow, headcount, and handoffs are redesigned around…
The 88% figure is a real, well-sourced statistic that answers a narrow question: has any part of this large organization touched AI.
88% of organizations use AI in at least one business function (Stanford HAI AI Index 2026 / McKinsey), but only 6% attribute 5%+ of EBIT to AI with significant impact — a 82-point gap between…
The largest and most durable dollars — federal Title II-A formula grants, state residency-grant programs, and staffing-agency contracts — flow to recruitment and stopgap coverage, while…
The weight of the evidence favors a genuinely interdependent diagnosis rather than a clean win for either side: the supply-side contraction of the 2010s is real and well-documented, but California's…
The national teacher shortage is best understood as primarily a retention crisis layered on top of a real but secondary pipeline decline: the specialist literature, led by Ingersoll's…
Teachers earned 74.8 cents on the dollar in 2025 versus comparable college graduates (a 25.2% pay penalty) — EPI/CEPR, August 2026 — while prep-program completions have fallen from ~214,000 to…
The U.S. teacher shortage is real but concentrated — driven overwhelmingly by attrition rather than production shortfall, evidenced by a stagnant-to-worsening wage penalty that a genuine broad-based…
Salesforce changed the definition of its flagship AI metric in the same quarter it reported over 240% growth on it: Agentforce revenue now counts Slackbot and Headless 360, so the number is not…
Mortgage relief during a federal shutdown is opt-in and paperwork-triggered, not automatic: the household has to call the servicer and supply proof of furlough or benefit delay before a payment is…
If the debt limit ever binds hard, nearly 71 million Social Security recipients are not automatically protected: the constraint is cash in Treasury's account that day, not whether Congress guaranteed…
No one has decided who gets paid first if the U.S. runs out of cash under the debt limit — for 71 million Social Security recipients, exposure is set by birth-date payment cycles, not by any policy…
Credit-card rates are pegged to the Prime Rate rather than to Treasury yields, so the 20.94% average card APR stays flat through a bond-market yield surge and only resets once the Fed actually moves…
When the rating agency S&P cut the U.S. credit rating for the first time in August 2011, Treasury yields and mortgage rates fell rather than rose — borrowing got cheaper for the country just marked…
The core dispute is not whether Washington could pay bondholders first, but who gets to decide: a 1985 government watchdog opinion says the Treasury may pay obligations in any order, and the Treasury…
If the US hits the debt ceiling with no cash left, the choice of which bills go unpaid falls to the Treasury office that runs the payment rails — and its systems were built to pay in the order…
28% of adult Social Security recipients report the program as their entire income, and 45% get at least three-quarters of their income from that one monthly check (Census survey data, 2021).