The DOI matches its Crossref record.
Automation, Trade and Multinational Activity: Micro Evidence from Spain
Open accessAbstract
We use a rich data set of Spanish manufacturing firms from 1990 to 2016 to shed new light on how automation in a high-income country affects trade and multinational activity involving lower-income countries. By exploiting supply side improvements in the capabilities of robots over time, as described in patents, we show that contrary to the speculation that automation will cause 're-shoring', the use of robots in Spanish firms actually had a positive impact on their imports from, and number of affiliates in, lower-income countries. Robot use causes firms to expand production, increase productivity and increases the probability that they start importing from, or opening affiliates in, lower-income countries. The sequencing of automation and offshoring has important consequences for the impact of automation, however. For firms that were offshoring to lower-income countries before they starting to use robots, robot adoption had no effect on the value of imports from lower-income countries, but decreased the share of imports sourced from lower-income countries. By contrast, for firms that had not already off-shored to lower-income countries, robot adoption made them more likely to start doing so. We show that these findings can be explained in a framework that incorporates firm heterogeneity, the choice between automation, offshoring and performing tasks at home and where automation and offshoring both involve upfront fixed costs, such that their sequencing matters.
Overview
Integrity signals
Registry
Cites
Statistics
Verification
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
In the citing paper
“In sum, automation of certain stages of production may well increase the demand for offshore components that are harder to automate, and may well increase the propensity to offshore manufacturing at the firm level, in line with the findings of Artuc et al. (2018) and Stapleton and Webb (2020).”
From De-Globalisation? Global Value Chains in the Post-COVID-19 Age (2020) · cites this paper as Stapleton and Webb (2020)
In the citing paper
“Artuc et al. (2018) and the World Development Report (2020, Chapter 6) present industry -level evidence suggesting that automation in industrial countries appears to have, in fact, boosted imports from developing countries.”
From De-Globalisation? Global Value Chains in the Post-COVID-19 Age (2020) · cites this paper as Stapleton and Webb (2020)
In the citing paper
“while automation might have a positive effect on offshoring in less developed economies (as documented by Artuc et al., 2018, or Stapleton and Webb, 2020)”
From De-Globalisation? Global Value Chains in the Post-COVID-19 Age (2020) · cites this paper as Stapleton and Webb, 2020
Citations
Cites
Still being checked.
Cited by
Sorted by citations
De-Globalisation? Global Value Chains in the Post-COVID-19 Age
Antràs, P. (2020) · doi:10.3386/w28115 · Cited by 376
Metadata
- Authors
- Stapleton, K., & Webb, M.
- Affiliations
- University of Oxford (GB)
- Stanford University (US)
- Corresponding author
- Stapleton, Katherine
- Venue
- SSRN Electronic Journal
- Publisher
- Elsevier BV
- Published
- 2020
- ISSN
- 1556-5068 (ISSN-L)
- OpenAlex
- W3122983939
- Cited by
- 56
- References
- 0
- Citations by year
- 2026: 3 · 2025: 13 · 2024: 17 · 2023: 9 · 2022: 11
- Type
- posted content
- Language
- en
- Open access
- green
- doi.org
- Locations
- SSRN Electronic Journal (acceptedVersion)
- Topics
- Social Sciences › Economics, Econometrics and Finance › General Economics, Econometrics and Finance › Global trade and economics
- Social Sciences › Business, Management and Accounting › Strategy and Management › International Business and FDI
- Social Sciences › Business, Management and Accounting › Strategy and Management › Global trade, sustainability, and social impact
- Keywords
- automation, robot adoption, offshoring, reshoring, manufacturing companies, Spanish manufacturing, low-income countries, firm heterogeneity, fixed costs, productivity, imports
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review
How to cite
Cite CoChat for the checks on this page, and the paper for its own findings.
- This page
- CoChat. (2026). Citation check: Automation, Trade and Multinational Activity: Micro Evidence from Spain. https://app.cochat.ai/papers/10.2139/ssrn.3681143
- The paper
- Stapleton, K., & Webb, M. (2020). Automation, Trade and Multinational Activity: Micro Evidence from Spain. SSRN Electronic Journal. https://doi.org/10.2139/ssrn.3681143