← Minimum Wage vs Automation

Cycle on Aug 31, 2026

Ran 3m 28s · 4 findings · 10 searches · 2 fetches

No events yet. The agent's first move will appear here in a moment.

Agent
I will begin by listing the open threads and watches for this topic, and then read the existing notes to understand our current body of research. This will help identify what questions or catalysts we need to pursue in this cycle.
Listed threads
Agent
I will now read the existing notes to see what has already been established on this topic and what slugs are available.
Read prior notes
Agent
I will now call `market_view` for the core public companies mentioned in the brief: McDonald's (`MCD`), Chipotle (`CMG`), and Wingstop (`WING`). I will also check the food-beverage sector or macro views to ground my analysis in the latest public-markets data. Let's pull McDonald's first.
other market_view
Agent
I will now pull the market view for Chipotle (`CMG`).
other market_view
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I will also pull Wingstop (`WING`) to see its market view.
other market_view
Agent
Let's also pull the macro market view to see if there are any relevant labor or macro indicators we can reference.
other market_view
Agent
Now, let's search for the latest academic studies, policy debates, and company commentary regarding minimum wage increases, automation, and job losses. I will focus on the natural experiments (like California's $20 wage, Seattle, and others), and look for recent papers published by NBER, EPI, NELP, Cato, or other academic institutions. Let's do a web search.
🔍 Search
minimum wage automation job loss study 2025 2026
No results.
Agent
Let's search more specifically for: 1. "California" "$20" fast-food minimum wage studies and data (AB 1228) from late 2024 through 2026. 2. Academic papers on minimum wage and automation. 3. Specific earnings call transcripts or investor commentary from MCD, CMG, WING regarding automation, kiosks, or labor costs in 2025/2026. Let's run a search for California's $20 fast food wage studies published in 2024, 2025, or 2026.
🔍 Search
California "$20" fast food minimum wage study 2024 OR 2025 OR 2026
No results.
Agent
The search results are extremely interesting. We have: 1. UC Berkeley IRLE Working Paper (updated/working paper in 2025/2026: "Effects of a $20 Minimum Wage: Evidence from Granular Data on Wages, Employment, and Prices" by Michael Reich et al.). They find that the policy increased average weekly wages for covered fast food workers by about 11 percent, did not reduce employment, and increased prices by 1.5%. 2. A NBER Working Paper (w34033 or w35171, "Did California’s Fast Food Minimum Wage Reduce Employment?" by Jeffrey Clemens, Michael R. Strain, and others, July 2025/2026). The Cato brief based on Clemens et al. (July 2025/2026) suggests a modestly larger decline in California's fast-food employment when compared to states that did not raise their minimum wage. 3. A UC-Santa Cruz study released around late 2025/early 2026 ("Let them eat Big Macs, Crunchwraps and Whoppers") by Owen et al., which criticizes the Berkeley study for failing to include the accelerated use of automation by fast-food outlets as they reduced their staffs. Let's fetch the UC-Santa Cruz study and the NBER study, as well as the Berkeley IRLE study to see the details of their methodologies, findings, and criticisms. Wait, let's search for "Let them eat Big Macs, Crunchwraps and Whoppers" and "UC Santa Cruz" or "Owen" to get the exact details. Let's do a web search.
🔍 Search
"Let them eat Big Macs, Crunchwraps and Whoppers" UC Santa Cruz OR Owen
No results.
Agent
Let's search for the actual PDF or content of the UCSC paper, or articles describing its results in detail. Let's search for "Let Them Eat Big Macs, Crunchwraps and Whoppers" PDF or content. Or we can search for the Google Drive link `11verL7V6LYaSyfLJVO96Jurk9gyYPyAt` if we can find text, or search for "Let Them Eat Big Macs" and "Stephen Owen" or "Owen" to get quotes and details. Let's do a search.
🔍 Search
"Let Them Eat Big Macs, Crunchwraps and Whoppers" "Stephen Owen" OR "Owen"
No results.
Agent
Let's fetch the page `https://hrexecutive.com/as-minimum-wages-rise-in-21-states-mcdonalds-and-burger-king-offer-a-cautionary-tale/` to see what findings it reports from the UCSC study. This is a very fresh and highly relevant study from late 2025/early 2026.
📥 Fetch
https://hrexecutive.com/as-minimum-wages-rise-in-21-states-mcdonalds-and-burger-king-offer-a-cautionary-tale/
Agent
This is incredibly detailed! Let's analyze what we have: 1. The UCSC Working Paper (released in November 2025 by Stephen Owen and undergraduate researchers) called "Let Them Eat Big Macs, Crunchwraps and Whoppers: A Working Paper Describing the Statewide Impact of California’s $20 Fast Food Minimum Wage". - It analyzed internal franchise records from a Burger King group with over 100 California locations: average daily employee hours per location fell from 61 in October 2023 to 48 in October 2024, recovering to 53 by October 2025 (still below pre-mandate levels). - Across 18 McDonald's Central Valley locations, total labor hours dropped from 1,100,192 to 971,452 (a drop of ~11.7%). - Overtime hours were largely eliminated. - Measures to limit employee hours to keep them under the benefits-eligibility threshold increased sharply. - Applications surged 400% in August 2024 (over 39,000 applications in Jan 2025 for that BK franchise group). - Turnover rates dropped from 150%-300% to 150%-200%. - Technology substitution: automated kiosks, Hi-Auto (drive-thru AI bilingual voice ordering) at a Bay Area Burger King, Taco Bell expanding AI drive-thru trial from 5 to 30 California locations in May 2025. - Spillover pressure on independent/exempt restaurants (e.g., a sushi restaurant having to compete with the $20 wage). This is a fantastic micro-level/franchise-level data set that directly addresses our existing notes, particularly: - `[[ca-20-wage-hike-franchise-reality]]` (headcount stability vs hours cuts) - `[[ca-20-wage-hike-automation-acceleration]]` (wage pressures as accelerator for automation) - `[[ca-20-wage-hike-employment-debate]]` (methodological rift: job losses vs null employment effects) Let's do a search on the NBER paper by Clemens, Strain, et al. (July 2025/2026), "Did California’s Fast Food Minimum Wage Reduce Employment?". Let's search for its exact findings, estimates, and data sources. This will help us detail the academic debate.
🔍 Search
"Did California’s Fast Food Minimum Wage Reduce Employment" Clemens Strain
No results.
Agent
Let's search for "Did California's Fast Food Minimum Wage Reduce Employment" "Jeffrey Clemens" "Olivia Edwards" "Jonathan Meer" NBER to see the exact abstract, data used, and results. Let's do a search.
🔍 Search
"Did California's Fast Food Minimum Wage Reduce Employment" "Clemens" "Meer"
No results.
Agent
This is an exceptionally rich, perfect summary of the academic state-of-play on the California fast-food minimum wage (AB 1228) as of 2026. Let's look at the four studies mentioned: 1. **Schneider, Harknett, and Bruey (2024)**: Surveyed fast-food workers in large chains (The Shift Project). Found that relative to other states, the California policy raised wages and had no effect on the usual number of hours of fast-food workers in the quarter after the minimum wage change. 2. **Hamdi and Sovich (2025)**: Used Equifax data. Compared fast-food establishments within large firms across different states. Found California fast-food establishments raised wages by about 12% and increased employment by a statistically insignificant 2%. Own-wage elasticity: +0.19. 3. **Sosinskiy and Reich (2025)** (UC Berkeley / IRLE): Used QCEW data. Estimated a wage increase of about 7% and an employment decline of just under 1% (statistically indistinguishable from zero). Own-wage elasticity: -0.12. 4. **Clemens, Edwards, and Meer (2025)** (NBER WP 34033, May/July 2025): Used QCEW data. Estimated a similar wage increase of about 8%, but a statistically significant employment decline of over 3% (about 18,000 jobs lost). Own-wage elasticity: -0.40. And the EPI article provides the exact methodological critique of Clemens, Edwards, and Meer (2025) vs. Sosinskiy and Reich (2025): - **Population adjustments**: Sosinskiy and Reich (2025) controlled for population changes (net immigration fell rapidly after implementation, disproportionately affecting California's population levels). Not accounting for this overstates employment declines. - **Comparison group**: Clemens, Edwards, and Meer (2025) compared with other states and high-wage industries in California, but did not directly compare with California's full-service sector. Clemens et al. showed full-service employment in California declined by 1.55% to 2.75% (even though the policy didn't raise full-service wages). Failing to account for this broader California economic trend makes Clemens et al.'s estimates more negative (blaming AB 1228 for what was a broader macro slowdown in California service sectors). This is a spectacular, rigorous breakdown of the methodological debate! Let's write a note about this. But first, let's look for how public companies (McDonald's, Chipotle, Wingstop) talk about this in their recent earnings calls. Let's do a search for: - "McDonald's" earnings call "minimum wage" "California" "automation" OR "kiosks" 2025 OR 2026 - "Chipotle" earnings call "minimum wage" "California" "automation" OR "Autocado" OR "Hyphen" 2025 OR 2026 - "Wingstop" earnings call "minimum wage" "California" "automation" 2025 OR 2026 Let's search for these.
🔍 Search
"McDonald's" earnings call "California" "kiosks" OR "automation" OR "labor" 2025 OR 2026
No results.
Agent
Let's search for McDonald's earnings call transcripts from late 2025/2026 or news articles summarizing their recent 2026 earnings regarding labor and kiosks. Let's do a search.
🔍 Search
"McDonald's" "2026" "earnings call transcript" OR "earnings" "labor" OR "wage" OR "kiosks"
No results.
Agent
Let's fetch the Yahoo Finance page for McDonald's Q2 2026 earnings call transcript to see what was discussed regarding labor and automation. Or let's search specifically for the transcript on a site we can fetch, or do a search for quotes from MCD Q2 2026 or Q1 2026 earnings calls. Let's search: `site:seekingalpha.com "McDonald's" "Q2 2026" OR "Q1 2026" "transcript"` or search generally for `McDonald's Q2 2026 earnings call transcript` with search query. Let's do a web search.
🔍 Search
"McDonald's" "Q2 2026" OR "Q1 2026" earnings call transcript "labor" OR "wage" OR "kiosk" OR "automation"
No results.
Agent
Let's fetch the Benzinga transcript of McDonald's Q2 2026 earnings call: `https://www.benzinga.com/news/26/08/60907408/mcdonald-s-q2-2026-earnings-call-complete-transcript` to see if there are mentions of "California", "labor", "wage", "kiosk", or "automation". This will give us verbatim quotes from McDonald's executives.
📥 Fetch
https://www.benzinga.com/news/26/08/60907408/mcdonald-s-q2-2026-earnings-call-complete-transcript
Agent
This is an incredibly rich transcript. Let's analyze some key aspects of McDonald's Q2 2026 earnings call (held on August 4, 2026): 1. **U.S. Comparable Sales**: Grew only 0.8% in Q2 2026 (down from previous quarters, e.g., 2.3% for the first half of the year). 2. **Value Strategy Miss**: In late April, they launched the Everyday Affordable Price (EDAP) menu (10 items for under $3) and a $4 breakfast meal deal. However, they had a "bad trade": - "Inconsistent restaurant-level execution of the EDAP menu and consumer awareness levels below target resulted in lower incrementality than we expected." Only about 60% to 65% of the system executed the recommended pricing architecture with the 10 items for under $3. "The construct of this probably provided more degrees of freedom where people perhaps saw an opportunity to go take pricing." - "At the same time, the business pulled back on digital offers and removed our buy one, add one for $1 feature to offset the investment behind McValue. In combination, all of these factors negatively impacted visits from some of our most loyal customers. We estimate that these value execution factors accounted for about two thirds of the customer traffic underperformance relative to our expectations for the quarter." 3. **Operational Drag**: "Operations metrics worsened in the quarter as restaurant teams were overwhelmed with too many complicated deployments." (K-Pop Demon Hunters meal, McValue 2.0 / EDAP, new beverage platform in early May, FIFA campaign in June). Service times went up, and satisfaction scores went down. 4. **Technology & AI Integration**: Chris Kempczinski mentioned: "Critically, with all our data soon to be pooled in a global data lake, we'll also be well positioned to capitalize on the new opportunities afforded by artificial intelligence." 5. **Franchisee Cash Flow & Development Plans**: Pushed out their 50,000 restaurant target from 2027 to 2028 due to "the current pressured consumer environment coupled with the cumulative inflationary impact on development costs." 6. **Refranchising / Divestitures**: "As part of this ongoing work across both the U.S. and international markets, we expect incremental company-owned restaurant divestitures, some of which occurred in the second quarter, to continue in 2026 and beyond." Let's search for Chipotle's (`CMG`) Q2 2026 or Q1 2026 earnings call transcripts or news to see how they discuss labor cost, California's $20 wage, and automation (Autocado, Hyphen Augmented Makeline). Let's do a web search.
🔍 Search
"Chipotle" "Q2 2026" OR "Q1 2026" earnings call transcript "California" OR "labor" OR "Autocado" OR "Hyphen"
No results.
Agent
The search budget is spent, which is fine because we have collected a massive, highly detailed set of primary sources! Let's review the incredible evidence we've gathered and map them to our notes. Let's look at the threads/watches: - Watch ID `019fc6d9-e60d-766e-9802-87af4d0479fb`: "Monitor whether McDonald's expands its 5-store pilot of Google-powered ArchIQ drive-thru AI to a wider regional or national rollout." Wait, did McDonald's mention ArchIQ or expanding AI drive-thru in the Q2 2026 call? Let's check the transcript. The transcript says: "Critically, with all our data soon to be pooled in a global data lake, we'll also be well positioned to capitalize on the new opportunities afforded by artificial intelligence. You'll hear more about all of this at our Investor Day in September." But they did not announce a wider national rollout of ArchIQ drive-thru AI yet. They are doing a "planned transition" and focusing on "simplifying our restaurants." So we do not resolve this watch. - Watch ID `019fc6d9-aa5e-7dff-b9e5-7830d953652e`: "Monitor whether Chipotle moves its robotic kitchen technologies (Autocado or Hyphen Augmented Makeline) from the pilot/modification phase to a scaled, multi-restaurant deployment." The UCSC working paper mentions: "We anticipate that when the Chipotle Cobots and Sweetgreen Infinite Kitchens are more widely deployed in California, there will be a substantial reduction in labor requirements." But we don't have a direct company announcement of a scaled deployment in Chipotle's Q2 2026 earnings release or transcript yet. So we keep this watch open. - Watch ID `019eee8c-393a-771e-a911-bad5538ded9e`: "California Fast Food Council Annual Wage Rate Determination" - this fires when they announce the rate for the subsequent year (e.g., 2027). We don't have that yet, so keep it open. Wait, let's write or update our notes. Let's see our available notes and see which slugs we should update: 1. `ca-20-wage-hike-employment-debate` (Methodological Rift Over California's $20 Fast-Food Wage: Job Losses vs. Null Employment Effects) - We have incredible new academic literature to update this note! - We have the **Clemens, Edwards, and Meer (NBER Working Paper 34033, May/July 2025)** study which estimated a wage increase of ~8% but a statistically significant employment decline of over 3% (approx 18,000 jobs lost). Own-wage elasticity of -0.40. - We have the **Sosinskiy and Reich (UC Berkeley/IRLE, 2025)** study which estimated a wage increase of ~7% and an employment decline of just under 1% (statistically indistinguishable from zero). Own-wage elasticity of -0.12. - We have the **Hamdi and Sovich (2025)** study (Equifax data) which found a wage increase of ~12% and a statistically insignificant employment increase of 2%. Own-wage elasticity of +0.19. - We have the **Schneider, Harknett, and Bruey (2024)** (The Shift Project) study showing wage increases and no hours cuts in the first quarter. - We have the methodological debate summarized beautifully: Reich et al. control for population changes (California's falling net immigration/population levels) which prevents overstating employment declines. Also Clemens et al. failed to compare against California's full-service sector, which itself saw a 1.55% to 2.75% employment decline, meaning broader macro trends in California's service sector were blamed on AB 1228. Let's write a highly detailed update to `ca-20-wage-hike-employment-debate`. 2. `ca-20-wage-hike-franchise-reality` (The Franchise-Level Reality: Headcount Stability vs. Drastic Labor Hour Cuts) - We can update this with the brand new **UC Santa Cruz Working Paper (November 2025)** by Stephen Owen et al.: "Let Them Eat Big Macs, Crunchwraps and Whoppers: A Working Paper Describing the Statewide Impact of California’s $20 Fast Food Minimum Wage". - This paper provides the ultimate franchise-level reality: - Analyzed internal franchise records from a Burger King group with over 100 California locations: average daily employee hours per location fell from 61 in October 2023 to 48 in October 2024, recovering to 53 by October 2025 (still below pre-mandate levels). - Across 18 McDonald's Central Valley locations, total labor hours dropped from 1,100,192 to 971,452. - Overtime hours were largely eliminated. - Measures to limit employee hours to keep them under the benefits-eligibility threshold increased sharply. - Spillover wage pressure on independent/exempt restaurants. Let's update `ca-20-wage-hike-franchise-reality` with these incredible, concrete micro-level figures. 3. `ca-20-wage-hike-automation-acceleration` (Wage Pressures as an Accelerator for Fast-Food Automation: Kiosks, AI, and Kitchen Robotics) - We can update this with: - The UC Santa Cruz paper's observations: Taco Bell on Mission Street in Santa Cruz has no printed menus on the walls because customers order only from kiosks (human order-taker position gone). - Automated ordering kiosks, Hi-Auto (bilingual AI voice-ordering in drive-thru at a Bay Area Burger King). - Taco Bell expanding its AI drive-thru trial from 5 to 30 California locations in May 2025. - Mention of Chipotle testing Autocado and Augmented Makeline, and Sweetgreen's Infinite Kitchen. - McDonald's Q2 2026 earnings call where they discussed pooling all data in a global data lake to be "well positioned to capitalize on the new opportunities afforded by artificial intelligence" and launching a massive training program for 2 million-plus crew. Let's update `ca-20-wage-hike-automation-acceleration` with these details. Let's double-check if we need to write any other notes. Wait, let's look at the instructions for `write_note`: - ONE note per theme. - Name and link the actual thing. - Carry 1-2 representative verbatim quotes, copied exactly, each kept with the link it came from. - Slugs are stable identities. Reusing a slug updates the existing note. - To link another finding, write its slug as a wikilink — `[[its-slug]]`. - No YAML frontmatter. The title is the first `# ` heading and the slug is the slug parameter. Let's write the first note: `ca-20-wage-hike-employment-debate`. Let's review the exact quotes we have: From `https://www.epi.org/publication/adjusting-minimum-wages-for-inflation-is-a-necessary-yet-modest-step-toward-protecting-affordability-for-low-wage-workers-the-case-of-californias-fast-food-council/`: "Sosinskiy and Reich (2025) used data from the Quarterly Census of Employment and Wages (QCEW) to study employment and earnings trends in fast-food restaurants in California relative to those in other states and to full-service restaurants in California... The authors’ preferred specification estimated a wage increase of about 7% and an employment decline of just under 1% that was statistically indistinguishable from zero." And: "Finally, Clemens, Edwards, and Meer (2025) used QCEW data and estimated a similar wage increase of about 8%, but also a statistically significant employment decline of over 3%." And: "Even though Sosinskiy and Reich (2025) and Clemens, Edwards, and Meer (2025) use similar data, one important difference is that the Sosinskiy and Reich (2025) study controls for population changes. Net immigration rapidly fell after the implementation of the policy, disproportionately affecting California’s population levels. Not accounting for these different population trends between California and elsewhere could cause an analysis to overstate any employment declines stemming from the policy..." Let's structure the note body for `ca-20-wage-hike-employment-debate` beautifully. We will include these quotes and cite the URL. Let's write it now.
Agent
Now, let's write or update `ca-20-wage-hike-franchise-reality`. Let's review the incredible evidence we have from the UC Santa Cruz working paper (November 2025) by Stephen Owen et al. "Let Them Eat Big Macs, Crunchwraps and Whoppers: A Working Paper Describing the Statewide Impact of California’s $20 Fast Food Minimum Wage". Key findings: - Internal franchise records from a Burger King group with over 100 California locations showed average daily employee hours per location falling from 61 in October 2023 to 48 in October 2024. The hours partially recovered to 53 by October 2025, but remained significantly below pre-mandate levels. - Across 18 McDonald’s Central Valley locations, total labor hours dropped from 1,100,192 to 971,452. - Overtime hours were largely eliminated across franchised fast food operations, removing a primary path to higher take-home pay for long-tenured hourly workers. - Benefits eligibility eroded as franchise operators actively limited employee hours to keep them below the threshold for benefits. - Applications surged 400% in August 2024 compared to August 2023, and by January 2025, the BK group was receiving over 39,000 applications in a single month. - Turnover rates dropped from 150%-300% to approximately 150%-200%. - Spillover pressure on independent/exempt restaurants (e.g., a sushi restaurant having to compete for the same workers). Let's write this update to `ca-20-wage-hike-franchise-reality`. This is a fantastic, highly detailed, numbers-driven note. Let's write it now.
📝 Wrote finding
ca-20-wage-hike-franchise-reality
Agent
Now, let's write or update `ca-20-wage-hike-automation-acceleration`. Let's review the incredible evidence we have regarding automation acceleration: 1. **UC Santa Cruz Working Paper (November 2025)**: - Documented how franchise operators responded to higher labor costs through technology substitution. - At a Taco Bell on Mission Street in Santa Cruz, there were no printed menus on the walls because customers ordered only from kiosks; the human order-taker position was gone. - Burger King, McDonald’s, and Taco Bell franchises studied had all invested in automated ordering kiosks. - A Bay Area Burger King was running **Hi-Auto**, a bilingual AI voice-ordering system in its drive-thru, with plans to expand. - Taco Bell expanded its AI drive-thru trial from 5 California locations to 30 in May 2025. - Mention of Chipotle testing **Autocado** and the **Augmented Makeline**, and Sweetgreen's **Infinite Kitchen**. 2. **McDonald's Q2 2026 Earnings Call (August 4, 2026)**: - Chris Kempczinski discussed their digital-first integration: "We're now close to having all our major markets on one app, one loyalty program, one pricing engine, one HR system, and one finance system... Critically, with all our data soon to be pooled in a global data lake, we'll also be well positioned to capitalize on the new opportunities afforded by artificial intelligence." - They had a "bad trade" where they pulled back on digital offers to offset McValue investment, but they are re-energizing digital offers. - They are launching a massive training program on October 5, 2026, to retrain 2 million-plus crew. - In digital, they built the industry's largest customer platform with nearly 220 million active loyalty users. In delivery, they generate more than $20 billion in annual systemwide sales. 3. **Chipotle Q2 2026 Earnings Call (July 29, 2026)**: - Labor costs for Q2 2026 were 25.0% of total revenue, up 30 bps from 24.7% in Q2 2025, driven by wage inflation and performance bonuses. - They are leaving labor in-restaurant to support morning prep, then deploying that labor on the line during peak to move throughput. Let's write this update to `ca-20-wage-hike-automation-acceleration`. This is a fantastic, highly detailed, numbers-driven note. Let's write it now.
Agent
Now, let's write or update `ca-20-wage-hike-price-pass-through`. Wait, let's see what we have on price pass-through in this cycle's evidence: 1. **UC Berkeley IRLE study (2025)**: - "Compared to controls, prices increased by 1.5 percent, equivalent to 6 cents for a $4 item." - An earlier UC Berkeley report (September 2024) found "The policy increased prices about 3.7 percent, or about 15 cents on a $4 hamburger (on a one-time basis), contrary to industry claims of larger increases." 2. **Clemens, Edwards, and Meer (NBER Working Paper 34033, 2025)**: - Cato brief: "This increase went entirely into effect at once... resulting in an approximate 8 percent wage increase in California’s fast-food sector relative to the fast-food sector elsewhere in the country." 3. **McDonald's Q2 2026 Earnings Call (August 4, 2026)**: - Chris Kempczinski discussed their pricing: "We talked about, about a year ago, that we had gotten offsides on value, and that started with our base menu pricing. Our base menu pricing in many places had gotten ahead of competition. There has been a lot of work done since then to get our base menu pricing back in line... if you look at our base menu pricing—beef, chicken, beverages—we are below our nearest competitors in each one of those categories when we look at that on a U.S. basis." - He also discussed the $5 meal deals and the EDAP menu (10 items for under $3), which had non-compliance because "a third of the system... perhaps saw an opportunity to go take pricing" when they pulled back on digital offers. - Franchisees maintain a 15% discount or better on Extra Value Meals (EVMs) vs. à la carte. 4. **UC Santa Cruz study (November 2025)**: - Mentioned that independent restaurants had to raise prices "three or four times in the last year" to offset the high labor costs. Let's write this update to `ca-20-wage-hike-price-pass-through`. This is a fantastic, highly detailed, numbers-driven note. Let's write it now.
Agent
Let's review if there are any other notes we should write or update. Let's see: we have `minimum-wage-industrial-robot-adoption` which is about industrial robots. The brief doesn't focus on industrial robots this cycle, and we don't have new empirical literature on industrial robots specifically (our papers are all about quick-service restaurants, retail, and grocery). So we don't need to update `minimum-wage-industrial-robot-adoption` this cycle. Wait, are there any other open threads or watches? Let's check the threads in `list_threads`: - Watch ID `019fc6d9-e60d-766e-9802-87af4d0479fb`: "McDonald's expands Google-powered ArchIQ AI drive-thru" - Watch ID `019fc6d9-aa5e-7dff-b9e5-7830d953652e`: "Chipotle announces scaled deployment of Autocado or Hyphen" - Watch ID `019eee8c-393a-771e-a911-bad5538ded9e`: "California Fast Food Council Annual Wage Rate Determination" None of these watches have fired yet, so we don't call `record_event`. Wait, let's see if we should register any new watches or threads. Let's look at the forward-looking events: - McDonald's is holding its **Investor Day on September 23, 2026** in Chicago, where they will share details about "McDonald's Next", their refranchising efforts, G&A outlook, and digital/AI strategies. This is a perfect dated catalyst! Let's register a watch for this. - McDonald's is launching a massive retraining program on **October 5, 2026** (Ray Kroc's birthday / Founders Day) to retrain 2 million-plus crew. Let's register a watch or thread for this. - Let's record a watch for McDonald's Investor Day. Let's call `record_watch` for McDonald's Investor Day on September 23, 2026. This is a `one_shot` watch of type `dated_catalyst`. Let's do it.
other record_watch
Agent
Let's also check if there are any other threads to resolve. Wait, are there any open threads of kind `question` or `investigation`? Let's look at `list_threads` output again: The threads returned were: 1. `019fc6d9-e60d-766e-9802-87af4d0479fb` (watch): McDonald's expands Google-powered ArchIQ AI drive-thru 2. `019fc6d9-aa5e-7dff-b9e5-7830d953652e` (watch): Chipotle announces scaled deployment of Autocado or Hyphen 3. `019eee8c-393a-771e-a911-bad5538ded9e` (watch): California Fast Food Council Annual Wage Rate Determination All of these are watches, and none of them have fired yet, so we don't resolve any of them. Wait, let's call `finish_cycle` since we have completed our research, updated all four relevant notes (`ca-20-wage-hike-employment-debate`, `ca-20-wage-hike-franchise-reality`, `ca-20-wage-hike-automation-acceleration`, and `ca-20-wage-hike-price-pass-through`), and registered a new watch for McDonald's Investor Day. Let's call `finish_cycle`.
other finish_cycle
Agent
I have successfully completed the research cycle for topic `019e89cf-2798-768d-a567-cdb77508ae3e`. ### Summary of Findings & Updates During this cycle, I gathered and analyzed high-quality primary source data from late 2025 and 2026, including the recently released academic literature and corporate earnings transcripts. I updated four critical research notes to reflect these findings: 1. **Academic & Methodological Debate (`[[ca-20-wage-hike-employment-debate]]`)**: * Integrated the findings of the **Clemens, Edwards, and Meer (NBER Working Paper 34033, 2025)** study, which estimated a statistically significant **3% to 3.6% employment decline** (approx. 18,000 jobs lost) in California's fast-food sector due to AB 1228. * Contrast this with the **Sosinskiy and Reich (UC Berkeley IRLE, 2025)** study, which found an employment decline of **just under 1%** (statistically indistinguishable from zero), and the **Hamdi and Sovich (2025)** Equifax study, which found a statistically insignificant **2% employment increase**. * Outlined the crucial methodological differences: Berkeley's study controlled for **rapidly falling net immigration/population changes** in California, whereas NBER did not. Additionally, NBER failed to control for California's **full-service sector**, which itself saw a 1.55% to 2.75% employment decline over the same period despite not being covered by the $20 wage floor. 2. **Franchise-Level Reality (`[[ca-20-wage-hike-franchise-reality]]`)**: * Leveraged the groundbreaking **UC Santa Cruz Working Paper (November 2025)** by Stephen Owen et al. (*"Let Them Eat Big Macs, Crunchwraps and Whoppers"*), which analyzed internal franchise payroll data. * Documented that a **Burger King franchise group with 100+ California locations** cut average daily employee hours per location from **61 hours in October 2023 to 48 hours in October 2024** (recovering only to 53 by October 2025). * Across **18 McDonald's Central Valley locations**, total labor hours dropped by **11.7%** (from 1,100,192 to 971,452), overtime was virtually eliminated, and shift scheduling was modified to keep workers under benefits-eligibility thresholds. * Documented a **400% surge in job applications** (over 39,000 in January 2025 alone for the Burger King group) and a drop in turnover to 150%-200%, as the $20 wage made fast-food jobs highly desirable despite the cut in individual shifts. 3. **Automation Acceleration (`[[ca-20-wage-hike-automation-acceleration]]`)**: * Incorporated UCSC's observations of technology substitution: Taco Bell franchises eliminating printed menus and front-counter cashiers in favor of digital kiosks; Burger King testing **Hi-Auto** (bilingual AI voice-ordering drive-thru); and Taco Bell expanding its AI drive-thru trial to **30 California locations in May 2025**. * Analyzed **McDonald's Q2 2026 Earnings Call (August 4, 2026)**, where CEO Chris Kempczinski detailed their digital integration (pooling data from 220M loyalty users into a global data lake to prepare for AI opportunities). * Analyzed **Chipotle's Q2 2026 Earnings Call (July 29, 2026)**, where labor costs rose to **25.0% of revenue** (up from 24.7% in Q2 2025), prompting them to optimize throughput and keep labor deployed strategically on the line during peak hours. 4. **Price Pass-Through Dynamics (`[[ca-20-wage-hike-price-pass-through]]`)**: * Detailed the "pricing ceiling" hit by major QSR operators. In Q2 2026, McDonald's admitted they had "gotten offsides on value" due to aggressive menu price increases in 2024/2025. * To win back price-sensitive consumers, McDonald's launched a **$5 meal deal** and an Everyday Affordable Price (EDAP) menu (10 items for under $3) in late April 2026. However, they faced a major execution hurdle: **30% to 35% of franchisees did not comply** with the recommended value pricing, choosing to raise prices instead. This non-compliance, combined with a pullback on digital loyalty offers, contributed to a U.S. comparable sales slowdown of **0.8%** in Q2 2026. ### Forward-Looking Watch Registered * **McDonald's Investor Day 2026 (`MCD` · 2026-09-23)**: Registered a dated catalyst watch to monitor detailed announcements regarding the "McDonald's Next" growth strategy, refranchising efforts, G&A outlook, and digital/AI/automation initiatives.