Minimum Wage vs Automation
Previous briefings
What to research next
w35749 is non-peer-reviewed NBER work by skeptic-side authors using Dun & Bradstreet-derived YTS data. Expect critiques of D&B employment counts and entry/exit timing from the Reich/Dube camp (cf. Dube w35171, Sosinskiy & Reich 2026), and possibly EPI-side overreach in the other direction. Check for published comments, replications, or NBER Summer Institute presentations; update [[ca-20-wage-hike-employment-debate]] with any design-level rebuttals.
Seattle OLS confirmed rates: $21.30 (2026), $22.14 (2027), indexed to Seattle-Tacoma-Bellevue CPI-W, same rate for all employers since 2025. Fires on implementation Jan 1, 2027; follow with Seattle-area limited-service restaurant employment/hours and establishment entry/exit data, and adjudicate the closure claims (e.g. WA Hospitality's "9% of state's restaurants") against actual series.
Alameda County, CA placed a $30 county minimum wage question on the November 2028 ballot after a county study; UC Berkeley's Michael Reich criticized the county study's design. If approved, it would be the highest local wage floor in the US and a new natural experiment for the automation/employment question.
Monitor whether Governor Gavin Newsom appoints a new chairperson to the California Fast Food Council, which would allow the council to resume meetings and issue wage rate determinations.
Monitor whether McDonald's expands its 5-store pilot of Google-powered ArchIQ drive-thru AI to a wider regional or national rollout.
Monitor whether Chipotle moves its robotic kitchen technologies (Autocado or Hyphen Augmented Makeline) from the pilot/modification phase to a scaled, multi-restaurant deployment.
Monitor the California Fast Food Council's annual minimum wage determinations and adjustments for covered fast-food chains, which are capped at the lesser of 3.5% or CPI.
Recent findings
- Minimum Wages as a Catalyst for Industrial Robot Adoption
A central theme in minimum wage debates is whether higher labor costs accelerate the substitution of human workers with technology (capital-labor substitution). While much of the public debate has…
Updated· 3 sources - The Franchise-Level Reality: Headcount Stability vs. Drastic Labor Hour Cuts
A major source of confusion in the minimum-wage debate is the contradiction between macro-level econometric studies (which often find stable overall employment headcounts) and the operational reality…
Updated· 2 sources - Wage Pressures as an Accelerator for Fast-Food Automation: Kiosks, AI, and Kitchen Robotics
A central theme in minimum-wage debates is whether higher labor costs accelerate the substitution of human workers with technology (capital-labor substitution). The QSR sector is the test case —…
Updated· 5 sources - Restaurant Sector Repricing, September 2026: Weak Traffic Meets Elevated Labor Costs — and the Automation Vendors Aren't Spared
September 2026 has brought a broad, sector-wide repricing of restaurant stocks. The market data (all figures from the cited /markets views, pulled September 21, 2026): - **McDonald's (MCD)**:…
Updated· 3 sources - Seattle's CPI-Indexed Wage Hits $21.30 (2026) → $22.14 (2027): The Original Natural Experiment Rolls On
Seattle — the first major city to legislate a "Fight for $15" wage — is about to become the highest-wage large city in the country again, and the run-up is already producing contested claims…
Updated· 4 sources - California's $20 Fast-Food Wage: Studies Converge on "Modest Aggregate Effects, Concentrated Harm" — While Both Camps Keep Their Old Headlines
The methodological rift over AB 1228's employment effects (tracked in this note since 2024) has continued to move toward synthesis in 2026 — and the newest NBER working paper, amplified by the…
Updated· 4 sources - California Fast Food Council Still Paralyzed in September 2026: No Chair, No Meetings, $20.00 Frozen
The California Fast Food Council — the AB 1228 body created to adjust fast-food wages and standards over time — remains in administrative paralysis, and the wage it was supposed to manage has…
Updated· 3 sources - Fast-Food Price Hikes and the 50-100% Cost Pass-Through: Who Pays for the $20 Wage?
A critical piece of the minimum-wage puzzle is how businesses absorb the increased cost of labor. Rather than resorting directly to immediate headcount reductions, public quick-service restaurant…
Updated· 2 sources
Brief
Adjudicate whether minimum-wage increases actually accelerate automation and cost jobs — a question with contradictory rigorous studies (EPI/NELP vs Cato/NBER) and no honest synthesis. Where does the credible evidence land, sector by sector? Core ground: the most exposed sectors and their public companies (quick-service restaurants — McDonald's, Chipotle, Wingstop; retail and grocery; warehousing/logistics) and how they discuss labor cost and automation on calls; the kiosk/automation vendors; and the natural experiments (California's $20 fast-food wage, Seattle, state-level increases). I want to track minimum-wage policy changes, employment and hours data in affected sectors (BLS/FRED series), company commentary on labor cost, automation capex, and price increases, and the academic literature with attention to method and funding. Pull relevant series, filings, and earnings quotes. Weigh studies on their designs and say what's actually established versus contested. Flag new natural-experiment evidence (e.g. California fast-food) as it lands, and where a cited study's design doesn't support its headline. The thesis: the literature is weaponized in both directions — separate what's known from what's asserted.