Research library
Published estimates of what leaving the EU changed
14 estimates from 9 published studies, grouped by what they measure. Each study sits next to the critiques and alternative estimates found for it, and each links to its source.
What a counterfactual study is
Nobody can observe the UK economy in a world where it stayed in the EU. A counterfactual study builds an estimate of that world and compares it with what happened. A figure of "6% lower" means 6% below the study's own no-Brexit path, not 6% below some earlier level of GDP.
Estimates differ for reasons that are in the open. Some compare the UK with a weighted basket of other countries (synthetic control); some use firm surveys; some are models of trade and productivity that were run before the exit terms were known; some are assumptions made by forecasters. The studies cover different dates, different measures and different scenarios, and each has its own critics. Pre-exit projections and after-the-fact comparisons answer different questions, so check the horizon on each row before comparing two numbers.
Inclusion criteria
An estimate is in the library when it meets all of these:
- It has been published, with a date.
- It has a named author or organisation.
- It states an estimate, or a clearly stated finding about the size or presence of an effect.
- The source is reachable at a link, and the entry was checked against the original where possible (the "Verification" note on each row says what it was checked against).
The distribution of publication dates reflects the wider body of research; the library includes all verifiable estimates that meet our inclusion criteria, whatever effect they find. Pieces that state a finding without a number are listed but not plotted.
The range of estimates, by measure
Each panel has its own axis: % versus the study's own counterfactual, where negative means lower and positive means higher. Estimates for different measures are never drawn on the same axis. A whisker runs from the study's lowest to its highest published figure.
- Peer-reviewed paper (circle)
- Working paper (square)
- Official forecaster (diamond)
- Think tank (triangle)
- Campaign network (hexagon)
- Hollow: midpoint of a published range, no central estimate given
GDP (6 estimates plotted)
Not plotted, no numerical estimate published: Minford and Zhu 2023.
Investment (2 estimates plotted)
Productivity (2 estimates plotted)
Not plotted, no numerical estimate published: Briefings for Britain 2025.
Trade (2 estimates plotted)
Source: studies listed below, last checked 6 November 2026. Counts by source type:peer-reviewed paper 1, working paper 5, official forecaster 2, think tank 4, campaign network 2. The library is not a sample of all work on the subject, and the number of studies on each side of a question says nothing about which is right.
All studies, with critiques and alternatives beside them
"Verification" on each row records the date and what the entry was checked against. Where the original document could not be reached, the row says so and the figures come from a secondary report.
Showing all 14 estimates.
| Study | Measure and estimate | Method | Critiques and alternative estimates |
|---|---|---|---|
| The Macro-Economic Impact of Brexit: Using the CBR Macro-Economic Model of the UK Economy (UKMOD) Working paper (not peer-reviewed) | GDP · by 2025 (pre-exit projection) −1.5% to −1% | Scenarios run on the CBR macro-economic model (UKMOD), compared with a pre-referendum forecast; trade losses informed by a replicated gravity-model analysis; pre-exit projection VerificationChecked 2026-11-06 against: original paper. Read the paper itself: Centre for Business Research (University of Cambridge) Working Paper no. 483, May 2017, a revised version of a working paper first published in December 2016, by Graham Gudgin and Ken Coutts (CBR) and Neil Gibson and Jordan Buchanan (Ulster University Economic Policy Centre). The earlier library figure ('worst case about 1%') came from a blog interview and was wrong: in the paper about 1% is the authors' milder baseline scenario, not a worst case, and the horizon is 2025, not the early 2020s. The paper's abstract and results section differ slightly on both scenarios (about 1% against 1.5%; nearer 4% against 6%), which is why a range is shown. The 2017 blog interview is no longer the linked source. Pre-exit projection, not an outturn measurement. | Critiques
Alternative estimates
|
| From Project Fear to Project Prosperity: An Introduction Campaign network (not peer-reviewed) | GDP · long run (pre-exit scenario) central +6.8% | Calibrated 'Classical' trade model (Cardiff); pre-exit forecast of a scenario with unilateral free trade, abolition of the CAP and lower regulation VerificationChecked 2026-11-06 against: original report (third-party copy). Read a PDF copy hosted on a personal blog (paulbacon.wordpress.com), not the publisher's own site: the Economists for Free Trade website returned a certificate error and its web-archive copy is not reachable from this tool, and neither was worked around, so no official copy was read. The document is the 9-page Introduction, dated 15 August 2017 (from the file name; the text itself carries no date), to the then forthcoming full report, From Project Fear to Project Prosperity, and is by Patrick Minford as Chair. It gives the components of the gain (4% + 2% + 0.6% + 0.2% = 6.8%) but not the figures '7%' or 'GBP 135bn', which come from City A.M. and a Kent Matthews summary (LSE EUROPP, 6 September 2017); the earlier entry showed 7.0 and listed 0.8% for the EU contribution, which the document gives as 0.6%. The full report was not retrieved. A forecast of a policy package that was not adopted, so not a measurement of the UK's actual outcome. | Critiques
|
| The Costs of Economic Nationalism: Evidence from the Brexit Experiment Peer-reviewed paper | GDP · by end-2018 −2.5% to −1.7% | Synthetic control on the referendum result as a natural experiment; expectations-augmented VAR for the channels VerificationChecked 2026-11-06 against: original paper. Record page read (title, journal, volume, pages, 1.7-2.5%). The month of publication is not given on the record; October 2019 is the issue date of volume 129 issue 623 as commonly cited and should be confirmed. Earlier drafts (2017, 2018) gave smaller figures. Measures the effect of the vote up to 2018, so it is not comparable in horizon with later estimates. Critiques added 2026-11-06: no Gudgin, Coutts or Briefings for Britain piece naming Born et al. was found, so the two critiques listed are of the doppelganger / synthetic comparison method in general and say so. | Critiques
Alternative estimates
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| The cost of Brexit to June 2022 Think tank (not peer-reviewed) | GDP · by Q2 2022 central −5.5% | Synthetic control ('doppelganger'): a weighted basket of 22 advanced economies matched to the UK on 2009 to 2016 data, compared with actual UK data VerificationChecked 2026-11-06 against: original paper. Author, date (21 December 2022), method and the 5.5% figure confirmed on the CER page. SPEC linked a mailings.cer.eu copy; the cer.eu page was used. Gudgin's critique (17 June 2022) answers the earlier June 2022 update (5.2%), not this December edition, so it is shown as a critique of the method. No CER update after December 2022 was found. | Critiques
|
| Modelling the effects of Brexit on the British economy Working paper (not peer-reviewed) | GDP · short run No numerical estimate published | Structural VAR with Brexit effects identified by event dates (referendum, exit from the single market) VerificationChecked 2026-11-06 against: original paper. Only the abstract page was read; it gives direction and relative size, no figures. Listed in the table but not plotted. Full text should be read by hand before any number is quoted. Critiques added 2026-11-06: no published response to this paper itself was found; the UK in a Changing Europe and LSE items listed predate it and concern Minford's earlier modelling, and the City AM item is about regulatory divergence generally. Each says so. | Critiques
Alternative estimates
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| The Economic Impact of Brexit Working paper (not peer-reviewed) | GDP · by 2025 −8% to −6% | Macro estimate (UK against 33 comparable countries) and micro estimate (Decision Maker Panel firm survey, firms with higher and lower EU exposure) VerificationChecked 2026-11-06 against: original paper. SPEC listed the econpapers record; the NBER page was used instead (issued November 2025, revised June 2026). Range 6-8% confirmed in the full text of the June 2026 revision (macro 8% on GDP per capita, micro 6%). The NBER page lists it as a working paper; no journal publication found. | Critiques
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| Brexit and the UK Economy Ten Years On: Stocktake and Future Options Think tank (not peer-reviewed) | GDP · by end-2025 −9% to −4.9% | Synthetic control: weighted baskets of comparable economies matched to UK GDP growth from 1996 Q1 to 2016 Q2; two panels (31 countries; 22 countries excluding Ireland and similar) VerificationChecked 2026-11-06 against: original paper. Read from the NIESR PDF. These are the figures the document states; they are a position at end-2025 relative to a synthetic control, not a stated long-term estimate. The paper cautions that synthetic controls cannot identify the causal effect of Brexit, are sensitive to the period and country panel, and that the Covid-period gap is partly a measurement artefact of how UK public-sector output is counted. It also cites the OBR's 4% and Bloom et al.'s 6-8% without giving a separate NIESR long-run figure. Earlier NIESR model-based projections (Autumn 2023 feature: GDP 2-3% lower three years after the transition, 5-6% lower by 2035) were seen on NIESR's site but not added. | Critiques
Alternative estimates
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| The cost of Brexit to June 2022 Think tank (not peer-reviewed) | Investment · by Q2 2022 central −11% | Synthetic control ('doppelganger') from 22 advanced economies VerificationChecked 2026-11-06 against: original paper. Confirmed on the CER page. | Critiques
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| The Economic Impact of Brexit Working paper (not peer-reviewed) | Investment · by 2025 −13% to −12% | Macro estimate (UK against 33 comparable countries) and micro estimate (Decision Maker Panel firm survey) VerificationChecked 2026-11-06 against: original paper. Corrected on 2026-11-06 from the full text of the latest NBER version (issued November 2025, revised June 2026): the abstract, introduction and conclusion all state investment reduced by 12% to 13% (micro 12%, macro 13%). The earlier 12-18% range (SPEC and an earlier NBER digest) does not appear in the revised paper and is no longer used; some press coverage still repeats it. | Critiques
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| Brexit analysis: long-run productivity assumption Official forecaster (not peer-reviewed) | Productivity · long run (about 15 years) central −4% | Assumption in the OBR's forecasts since November 2016: the OBR says its trade-intensity assumption drives it VerificationChecked 2026-11-06 against: official document. Wording confirmed in the OBR's Economic and fiscal outlook, October 2021 (Box 2.5), as published on gov.uk: the 15% trade reduction 'drives the 4 per cent reduction in long-run potential productivity we assume will eventually result from our departure from the EU'. The same box says forecasts have assumed this since the first post-referendum forecast in November 2016, so the date is corrected from the March 2021 date inferred earlier. The OBR's own Brexit analysis hub (obr.uk) returns HTTP 403 to automated fetches and was not used. A later check looked for the March 2023 Economic and fiscal outlook on gov.uk (assets.publishing.service.gov.uk) to confirm the 'broadly on track' wording and the 15-year horizon; no gov.uk copy of that edition was found (the gov.uk publication pages and the guessed asset address returned 404), so those two points stay unconfirmed. Search-engine extracts of that hub say the OBR saw no case for altering the 4% view in its 2023 review; that was not confirmed from a primary copy. The 'about 15 years' horizon comes from the same extracts, not from the October 2021 box. A November 2025 report of a separate cut to the OBR's general productivity assumption was seen only in a search summary and is not included. | Critiques
Alternative estimates
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| There is no evidence that Brexit has damaged UK productivity growth Campaign network (not peer-reviewed) | Productivity · 2016 to 2025 No numerical estimate published | Comparison of UK productivity, manufacturing, trade openness and investment trends before and after 2016; no counterfactual model VerificationChecked 2026-11-06 against: original paper. Page dated 22 November 2025 as retrieved; the browser title is 'Brexit and Productivity: No Evidence of a Slowdown'. Added as the one 2024-26 piece found that clearly states a small-or-zero-effect finding; it gives no estimate, so it is listed but not plotted. It responds directly to the OBR's 4% productivity assumption. No 2024-26 IEA or Briefings for Britain piece giving a GDP estimate was found, and no author named Harry Western could be found. | Alternative estimates
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| The Economic Impact of Brexit Working paper (not peer-reviewed) | Productivity · by 2025 −4% to −3% | Macro estimate (UK against 33 comparable countries) and micro estimate (Decision Maker Panel firm survey) VerificationChecked 2026-11-06 against: original paper. Confirmed 3-4% on the NBER page. The NBER page also reports employment 3-4% lower, not shown separately here. | Critiques
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| Brexit analysis: long-run trade intensity assumption Official forecaster (not peer-reviewed) | Trade · long run central −15% | Assumption first made in the OBR's November 2016 forecast; the OBR tracks it against outturn trade data in later forecasts VerificationChecked 2026-11-06 against: official document. Wording confirmed in the OBR's Economic and fiscal outlook, October 2021 (Box 2.5), on gov.uk: 'total UK imports and exports will eventually both be 15 per cent lower than had we stayed in the EU', described as a reduction in trade intensity; the box says developments were still consistent with that assumption but that it was too early for firm conclusions. The assumption dates from November 2016 (date corrected from March 2021). Search-engine extracts of the OBR's Brexit analysis hub (obr.uk, HTTP 403 to automated fetches) say the OBR later judged it broadly on track; not confirmed from a primary copy: a check for the March 2023 Economic and fiscal outlook on gov.uk found no copy there, and obr.uk was not worked around. This is the Brexit trade assumption, not a trade-deal estimate (trade deals are on /trade-deals). | Critiques
Alternative estimates
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| The cost of Brexit to June 2022 Think tank (not peer-reviewed) | Trade · by Q2 2022 central −7% | Synthetic control ('doppelganger') from 22 advanced economies VerificationChecked 2026-11-06 against: original paper. Goods trade 7% lower, down from 13.6% in the previous update (per the CER page); services roughly equal. | Critiques
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No studies match these filters.
What this site can't tell you
- Studies of trends show correlation, not causation. Covid, energy prices and policy changes overlap the same years, and the methods above differ in how far they try to separate these effects.
- Non-economic factors that people weigh, such as sovereignty, regulatory autonomy and migration policy, are not measured here.
- Rejoining would not restore the terms of 2016. The euro, the UK rebate and the opt-outs would differ for a new member.