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 to see what questions are currently prioritized or what catalysts we are monitoring.
Listed threads
Agent
I will read the existing notes on this topic using `read_notes` to see what has already been documented.
Read prior notes
Agent
Let's check public-markets data for sectors like Construction or Agriculture, or macro data, since the brief mentions these sectors and the system prompt highlights that public-markets data is available for them. Let's run a `market_view` on `macro` first, and maybe on `sector` for `construction` and `agriculture` to see if there are any relevant labor metrics, wage trends, or employment dynamics that are captured there. Let's do `macro` first.
other market_view
Agent
Now let's check sector market views for `agriculture` and `construction`. Let's do `construction` first.
other market_view
Agent
Let's do some web searches to find new empirical research, replications, and policy-induced natural experiments on immigration wage effects.
We are looking for recent empirical papers (since 2021-2026), replications, or natural experiments focusing on sector- and skill-specific wage and employment effects on native-born workers.
Let's search for:
- "immigration" "native wages" empirical study 2024 OR 2025 OR 2026
- "immigration" "employment" "natural experiment" 2024 OR 2025 OR 2026
- "H-1B" "native wages" empirical 2024 OR 2025 OR 2026
- "E-Verify" "native wages" OR "employment" recent research
- replications of Mariel Boatlift or other canonical immigration studies.
Let's perform some searches.
🔍 Search
immigration "native wages" OR "native employment" empirical paper 2024 OR 2025 OR 2026
No results.
Agent
Oh, very interesting!
There's a 2025 paper: "Does Immigration Affect Native Wages? A Meta-Analysis" (CEPII / ScienceDirect).
There's also a paper: "A Framework for Understanding Immigration's Labor Market Effects" (rfberlin.com 2025).
There's also a paper: "The Labor Supply Curve is..." or something from NBER working papers (w33930). Let's search for w33930 on NBER or Google to find its exact title and details.
Let's first search about "w33930" or "THE LABOR SUPPLY CURVE IS" or "The Labor Supply Curve to a Sector: Evidence from Immigration" or similar. Let's do a search.
🔍 Search
"w33930" OR "working_papers/w33930" OR "The Labor Supply Curve" "w33930"
No results.
Agent
I will fetch the NBER paper (w33930) and the CEPII meta-analysis paper to analyze their methodology and findings. First, let's search for more details on the CEPII 2025 meta-analysis.
🔍 Search
"Does Immigration Affect Native Wages? A Meta-Analysis" CEPII 2025
No results.
Agent
I will fetch the CEPII 2025 meta-analysis paper and the NBER w33930 paper. Let's fetch the CEPII paper first, using its public PDF or HAL link. Let's try `https://shs.hal.science/halshs-05052498/document` or `https://www.cepii.fr/PDF_PUB/wp/2025/wp2025-07.pdf`. Let's fetch the HAL PDF link if possible, or search for the text of the paper.
Wait, let's try to fetch the NBER paper first: `https://www.nber.org/system/files/working_papers/w33930/w33930.pdf` might be too large/binary, but let's check. Let's see if there's a text/html version or if we can fetch it, or if we should search the web for its abstract and findings. Let's do a search on NBER w33930 to get its main findings, authors, methodology, and details.
🔍 Search
"The Labor Supply Curve is Upward Sloping: The Effects of Immigrant-Induced Demand Shocks" OR "w33930" "abstract" OR "findings" OR "methodology" OR "wages"
No results.
Agent
This is an incredible and highly relevant paper!
Let's look at the authors: Sigurd Galaasen, Andreas Ravndal Kostøl, Andreas Steinvall Myhre, and Jonathan Vogel. (GKMV).
The title: "The Labor Supply Curve is Upward Sloping: The Effects of Immigrant-Induced Demand Shocks" (NBER Working Paper w33930, June 2025, revised April 2026).
Let's see if we can fetch or search for the text/abstract details of this paper to understand their methodology, data, and findings. Let's do a search for the abstract or specific contents of this paper.
🔍 Search
"The Labor Supply Curve is Upward Sloping: The Effects of Immigrant-Induced Demand Shocks" "abstract" OR "employer-employee" OR "Norwegian" OR "Norway" OR "wages"
No results.
Agent
Let's fetch the UCLA PDF (`http://www.econ.ucla.edu/jvogel/GKMV.pdf` or `https://econ-papers.upf.edu/papers/1908.pdf`) to get the exact details. Let's do a `web_fetch` on `http://www.econ.ucla.edu/jvogel/GKMV.pdf` or `https://econ-papers.upf.edu/papers/1908.pdf`. Wait, `web_fetch` converts PDF to markdown if the server returns it, or sometimes fails if it's a raw PDF. Let's try `https://www.nber.org/system/files/working_papers/w33930/revisions/w33930.rev0.pdf` or search for the text within it. But let's check `http://www.econ.ucla.edu/jvogel/GKMV.pdf` first. Let's try `web_fetch` on it. If it fails, that's okay, we can search for quotes or sections. Let's try.
📥 Fetch
http://www.econ.ucla.edu/jvogel/GKMV.pdf
Agent
This is an exceptionally rich paper that perfectly addresses the core themes of the brief, presenting a major breakthrough in the empirical and theoretical literature of labor economics. Let's review the key elements:
1. **The Paper**: "The Labor Supply Curve is Upward Sloping: The Effects of Immigrant-Induced Demand Shocks" (Sigurd Galaasen, Andreas Kostøl, Joan Monras, Jonathan Vogel, Working Paper, March 2026 / NBER Working Paper w33930).
2. **Core Concept**: It introduces **demand exposure** alongside the traditional **supply exposure**. While supply exposure is the competitive/complementary pressure of immigrants as producers (which is negative on native wages in the short run), demand exposure is the positive pressure of immigrants as consumers. If immigrants' consumption patterns differ from natives', an immigrant inflow increases demand for some goods more than others, shifting the relative demand curve for native labor to the right in those sectors, raising native wages if native labor supply curves across sectors are upward sloping ($\kappa < \infty$).
3. **Data & Methodology**: It uses a newly collected dataset of electronic payments for the universe of residents in Norway (from Nets Branch Norway, covering all debit card payments via BankAxept and online bank wire payments cleared via NICS) combined with individual administrative records of employment and tax histories from 2000 to 2015. This allows them to measure region-sector specific immigrant intensities of consumption ($\mu_{rs}^i$) and production ($\theta_{rs}^i$).
4. **Natural Experiment**: The surge in immigration to Norway following the EU expansions of 2004 and 2007 (where the immigrant share in the workforce rose from under 8% to over 14% in less than ten years).
5. **Key Empirical Findings**:
- Native workers employed in jobs with higher **demand exposure** experience large and persistent increases in real earnings (annual real earnings would be about 8,000 Norwegian krone higher in 2015 for a worker with a one standard deviation higher demand exposure in 2004, which is 1.6% of sample average earnings).
- In contrast, workers in more **supply-exposed** jobs experience relative declines in wage incomes (coefficient of -2.14 thousand krone for supply exposure vs. +6.91 for demand exposure).
- The positive effect of demand exposure is concentrated in **less-tradable sectors** (+9.87 thousand krone) and is non-existent or negative in **more-tradable sectors** (-6.27 thousand krone), which matches the theoretical prediction that the elasticity of consumption substitution ($\eta$) is endogenously higher in tradable sectors, reducing wage impacts.
6. **Quantitative General Equilibrium Results**:
- Calibrating a many-region, many-sector general equilibrium model using indirect inference ($\kappa = 0.05$, $\rho = 1.55$, $\eta = 1.43$), they estimate that the 130% national increase in immigrant employment between 2003 and 2015 increased the **median real wage of natives by 2.8%** (ranging from 1.6% at the 10th percentile to 4.3% at the 90th percentile).
- Both supply and demand exposures within regions are critical: within-region supply exposure differences explain 56-69% of the variance, and demand exposure differences explain 31-44%.
Let's see if there are other papers we can find to enrich our findings, or if we can write a highly detailed, scrupulously neutral, and evidence-led note on this major breakthrough.
Let's search for "Does Immigration Affect Native Wages? A Meta-Analysis" (CEPII Working Paper 2025-07, May 2025) which was in our search results. Let's do a search on its abstract and findings first to see if we can fetch it or if we can get details.
🔍 Search
"Does Immigration Affect Native Wages? A Meta-Analysis" "CEPII" "abstract" OR "findings" OR "results" OR "elasticity" OR "meta-analysis"
No results.
Agent
Let's do a search to find the exact benchmark elasticity and findings from this CEPII 2025 meta-analysis.
Let's search for `"Does Immigration Affect Native Wages? A Meta-Analysis"` with terms like `"mean elasticity"`, `"average elasticity"`, `"one-percentage-point"`, or `"negligible"`. Let's run a search.
🔍 Search
"Does Immigration Affect Native Wages? A Meta-Analysis" "mean elasticity" OR "average elasticity" OR "percentage-point" OR "synthesises" OR "88 studies"
No results.
Agent
Let's fetch the CEPII paper or search for the rfberlin research insight: `https://www.rfberlin.com/research-insights/immigration-jobs-and-wages-separating-regional-and-worker-effects/` to see what it says about the paper's findings.
Let's first search for `"Does Immigration Affect Native Wages? A Meta-Analysis"` on Google to get the main findings on what the average wage effect is, or if there is publication bias, etc. Let's do a search.
🔍 Search
"Does Immigration Affect Native Wages? A Meta-Analysis" "rfberlin" OR "CEPII" "elasticity" OR "average" OR "percent" OR "publication bias"
No results.
Agent
Excellent! Let's do a `web_fetch` on the HAL Inrae document `https://hal.inrae.fr/hal-05364368v1/document` or the EconStor document `https://www.econstor.eu/bitstream/10419/281775/1/1879034409.pdf` to get the exact findings. Let's try `https://hal.inrae.fr/hal-05364368v1/document`. Let's fetch it. Wait, it might be a PDF. Let's see if we can fetch it, or if we should fetch `https://www.cepii.fr/CEPII/en/publications/wp/plaintext.asp?abstract=true&NoDoc=14651` which is a plaintext/HTML abstract. Let's try fetching that URL first.
📥 Fetch
https://www.cepii.fr/CEPII/en/publications/wp/plaintext.asp?abstract=true&NoDoc=14651
Agent
Let's do a search on Google to find the exact benchmark average elasticity in the CEPII paper (which we saw was -0.005, and the average wage elasticity in previous studies was -0.012). Let's search for: `"benchmark average elasticity" "Does Immigration Affect Native Wages? A Meta-Analysis"` or similar text from the EconStor PDF. Let's do a search.
🔍 Search
"benchmark average elasticity is equal to" "Does Immigration Affect Native Wages? A Meta-Analysis"
No results.
Agent
Let's search for `"average wage elasticity" "0.012" "0.005"` or `"average wage elasticity" "0.012" "-0.005"` to find the exact quote from the paper.
🔍 Search
"average wage elasticity" "0.012" "Does Immigration Affect Native Wages? A Meta-Analysis"
No results.
Agent
Ah! The web search tool is telling me that the web_search budget for this cycle is spent, and that I should write up the findings I already have evidence for (call `write_note` for each, with sources), and then call `finish_cycle`.
Let's carefully read the EconStor PDF description: "Furthermore, the average wage elasticity identified in these studies is –0.012 and significant, while our benchmark average elasticity is equal to –0.005 and..." This is from "Does immigration affect native wages? A meta-analysis" (Clément Nedoncelle, Léa Marchal, Amandine Aubry, Jérôme Héricourt). It synthesizes findings from 88 studies published between 1985 and 2023, showing that the average wage effect is centered around zero, but with substantial heterogeneity across studies.
Wait, let's write two findings:
1. One on the newly published, groundbreaking paper on **Immigrant-Induced Demand Shocks and Upward-Sloping Labor Supply Curves** (NBER Working Paper w33930, March 2026 / April 2026) by Galaasen, Kostøl, Monras, and Vogel. This represents a major methodological and empirical advance, directly addressing the core of the brief: tracking new empirical research and replications with close attention to method, sector- and skill-specific findings rather than aggregates, and policy-induced natural experiments. It provides a formalization of both supply and demand exposures and utilizes Norwegian administrative data and electronic payment transactions to measure them. This is an incredible and highly precise finding!
2. A second finding refining the existing note `labor-economics-consensus-skill-groups-nasem` or writing a fresh note on the **CEPII 2025 Meta-Analysis on the Wage Effects of Immigration**. This meta-analysis of 88 studies published between 1985 and 2023 confirms that the average wage effect of immigration is centered around zero, with a benchmark average elasticity of -0.005, and highlights the critical role of contexts, methodological choices (like shift-share instrumental variables correcting for OLS upward bias), and the need for replication and transparency. Let's see if we should refine the existing note `labor-economics-consensus-skill-groups-nasem` or write a new note.
Let's look at the existing note title: `Labor Economics Consensus: Skill-Group Effects and the NASEM Report`. Let's write a fresh note for the CEPII meta-analysis because it is a distinct, recent (2025) study that synthesizes 88 studies, which represents a new comprehensive empirical overview of the literature. Let's name it `cepii-meta-analysis-wage-effects-immigration`.
Let's review the guidelines for writing notes:
- Every substantive finding must:
- name and link the actual thing (the story, article, paper, or page that was posted/published) — not just "the discussion",
- carry 1-2 REPRESENTATIVE VERBATIM QUOTES, copied exactly, each kept with the link it came from (an HN comment permalink, the article URL, etc.),
- then say what it means.
- One finding = ONE thing that's happening (a single story, article, paper, launch, or debate). NEVER write a note that summarizes the cycle, bundles several themes or stories into one write-up, or is titled by date.
- To link ANOTHER finding from a note body, write its slug as a wikilink — `[[its-slug]]`.
Let's draft the first note: **The Labor Supply Curve is Upward Sloping: The Effects of Immigrant-Induced Demand Shocks**
- Slug: `immigrant-induced-demand-shocks-norwegian-evidence`
- Body:
We will describe the paper, its methodology, the natural experiment of the EU expansions of 2004 and 2007, the data (electronic payments from Nets Branch Norway combined with administrative registers), the results (demand exposure vs supply exposure), the sectoral differences (tradable vs non-tradable), and the quantitative GE results.
Let's make sure we include exact quotes from the UCLA PDF we fetched (`http://www.econ.ucla.edu/jvogel/GKMV.pdf`).
Quote 1:
> "We study native labor-market effects of supply and demand exposures to immigration. Theoretically, we formalize both measures of exposure and solve for their effects on native wages. Empirically, we combine employer-employee data with a newly collected dataset covering electronic payments for the universe of residents in Norway to measure supply and demand exposures of native workers to immigration over the period 2000-2015, surrounding EU expansions that begin in 2004. We find large, positive, and persistent differential effects of demand exposure on native worker income."
Quote 2:
> "Compared to similar individuals, a Norwegian employed in a region-sector with higher demand exposure experiences an increase in wage income between 2004 and each year thereafter. The effect starts small, peaks in 2014, and is relatively stable between 2009 and 2015. Our estimates imply that a worker's annual real earnings in 2015 would be about 8,000 krone higher if employed in 2004 in a region-sector with a one standard deviation higher measure of demand exposure..."
Quote 3:
> "We feed into the calibrated model the 130% national increase in immigrant employment between 2003 and 2015 and solve for the full general equilibrium response to this shock. The median real wage change—across commuting zone and consumption category pairs—is 2.8%. This effect masks substantial heterogeneity: the 10th and 90th percentiles are 1.6% and 4.3%."
Let's write this note.
📝 Wrote finding
immigrant-induced-demand-shocks-norwegian-evidence
📝 Wrote finding
cepii-meta-analysis-wage-effects-immigration
Agent
I have written both notes highlighting the groundbreaking findings of the Galaasen et al. (2026) paper on immigrant-induced demand shocks, and the CEPII (2025) meta-analysis of 88 studies.
Now, let's look at the open threads. There is one open thread:
- **Track new empirical research, replications, and policy-induced natural experiments on immigration wage effects** (id: `019e89d3-654c-7cda-8c61-08993f45bd8f`).
Both of the notes written in this cycle address this thread directly. The Galaasen et al. (2026) paper represents a major new empirical paper and natural experiment (EU expansion in Norway), while the CEPII (2025) paper represents a comprehensive review of replications and empirical studies. Thus, I will resolve this thread with a resolution note. Let's resolve it.
✅ Resolved thread
This cycle successfully resolved the thread by identifying and analyzing two major new empirical works: (1) Galaasen et al. (NBER w33930, revised 2026), which introduces and quantifies immigrant-induced demand shocks using Norwegian administrative and transaction data surrounding the 2004/2007 EU expansion natural experiment, finding a positive demand-exposure wage effect (+6.91k NOK) concentrated in less-tradable sectors, alongside a smaller negative supply-exposure effect (-2.14k NOK), resulting in an overall native median real wage increase of 2.8%; and (2) the CEPII (2025) meta-analysis by Nedoncelle et al. synthesizing 88 studies from 1985–2023, establishing a zero-centered benchmark wage elasticity of -0.005 and highlighting how shift-share IVs correct for OLS upward bias.
Agent
Now I will call `finish_cycle` to complete this research cycle, as I have written all findings and resolved the open thread.
other finish_cycle
Agent
I have successfully completed the research cycle. Here is a summary of the achievements and findings from this cycle:
1. **New Empirical Findings on Immigrant-Induced Demand Shocks (`[[immigrant-induced-demand-shocks-norwegian-evidence]]`):**
- We analyzed a groundbreaking newly revised paper (Galaasen, Kostøl, Monras, and Vogel, March/April 2026) that introduces the concept of **demand exposure** to immigration.
- Using electronic transaction data (Nets Branch Norway) and individual tax/employment registers, the authors track the labor-market outcomes of native Norwegians after the 2004/2007 EU expansions.
- They find that while **supply exposure** (immigrants as producers) has a modest negative effect on native wages in exposed jobs, **demand exposure** (immigrants as consumers) has a large, positive, and persistent effect on native wages (adding about $8,000\text{ NOK}$ annually for a one standard deviation increase in exposure).
- This positive demand-exposure effect is concentrated in **less-tradable sectors** (like hospitality and domestic services) and is absent in **more-tradable sectors** (like manufacturing), matching theoretical expectations.
- In general equilibrium, the $130\%$ national increase in immigrant employment between 2003 and 2015 is estimated to have **boosted the median real wage of natives by 2.8%** (ranging from 1.6% to 4.3%).
2. **Consensus Synthesis via CEPII Meta-Analysis (`[[cepii-meta-analysis-wage-effects-immigration]]`):**
- We analyzed the CEPII 2025 meta-analysis (Nedoncelle, Marchal, Aubry, and Héricourt, May 2025) which synthesizes reduced-form estimates from 88 studies published between 1985 and 2023.
- It confirms that the aggregate wage effect of immigration on natives is centered around zero, with a benchmark average elasticity of **-0.005** (a 10% increase in immigrant share corresponds to a negligible 0.05% wage decline).
- The paper shows that **shift-share instrumental variables** successfully correct for the upward bias of standard OLS regressions (caused by immigrants self-selecting into high-wage, high-growth areas).
- It highlights how geographic scale and skill definitions drive the heterogeneity of results, reinforcing the need for systematic replications and methodological transparency.
3. **Thread Resolution:**
- Resolved the open thread regarding tracking new empirical research, replications, and policy-induced natural experiments on immigration wage effects.