Tuesday, 23 June 2026

Brexit at Ten: Still waiting for the dividend

We are now a decade on from the Brexit referendum, as a topic which fuelled much righteous anger on this blog fades into history. Anyone who has known me long enough will know that I argued vociferously against Brexit. The economic arguments did not stack up, and the political risks associated with a go-it-alone policy in a world in which the frontiers of globalisation were already receding were simply too high – as Donald Trump has demonstrated in spades. It should therefore come as no real surprise that many voters now appear to be experiencing buyer's remorse, with around 60% believing that Brexit was a mistake (chart above).

Much ado about politics

Much has changed in the past ten years, but the issues which drove the Brexit vote in the first place have, if anything, intensified. Economically, the UK is struggling. The productivity collapse in the wake of the GFC has not been addressed and as a result growth remains weak. Consequently, voters increasingly feel they have to run harder just to stand still. It should not be a surprise that they are seeking alternatives to a political system they feel is not working for them. Just as austerity fuelled resentment that was successfully channelled by populist movements in 2016, current economic frustrations are again creating fertile ground for anti-establishment politics. Those same actors who once promised that Brexit would deliver an economic transformation are now drawing on dissatisfaction with weak growth and stagnant living standards to sustain their electoral appeal.

The campaign and its aftermath eroded trust in politicians which shows no sign of being restored: between 2016 and 2019 the Conservatives argued amongst themselves about how to deliver Brexit; the Labour Party dithered on the sidelines and the Lib Dems adopted an unrealistic position that a second referendum was necessary to validate any deal (they were not necessarily wrong about that but it was politically naïve). None of those who advocated a policy which was clearly not in the national interest has ever been called to account. Boris Johnson even used the Brexit referendum as a stepping stone to achieving his ambition to become Prime Minister, although he proved as disastrous in that role as I expected. Of all those who campaigned long and loud for Brexit, only Nigel Farage remains in frontline politics, leading his third political party since 2016 as the latest incarnation of UKIP rides high in the polls.

Such is the power of populism that a sixth Prime Minister in the last 10 years has now left office, one through electoral defeat and the others under sustained political pressure (ironically the previous six Prime Ministers spanned 40 years). Keir Starmer is being punished as much as anything for lacking Farage's ability to connect with voters and communicate simple political messages. Admittedly, his government has been far too timid in tackling some of the problems faced by the UK and it failed in one of the key things I expected of it in 2024: “Making voters lives better is the one thing that will raise the chances of a second term in office – a second term that will undoubtedly be required to properly fix many of the things in the economy that require improvement.” But one thing we learned from the Brexit referendum is the power of style over substance. Voters want simple answers to complex problems very quickly and Starmer was honest enough not to promise that, even if he acted too slowly. Frankly, it is hard to believe that changing the Prime Minister is going to resolve problems that are rooted less in leadership than in the mismatch between complex economic realities and voters’ demands for simple, rapid solutions – particularly when politicians have little control over the underlying economic and institutional constraints that continue to shape outcomes.

A quick look at the economics

All of the empirical evidence points to output losses compared to what might have happened had the UK remained in the EU. A widely reported paper by Nick Bloom et al[1] (here) found that UK GDP was reduced by 6% to 8%. My own calculations, in joint work with my colleague Ben Caswell, based on synthetic control analysis came to a similar conclusion (here, see chart below) [2]. Clearly, there are big variations in the magnitude of the output loss – the OBR, for example, reckons with a 4% hit to GDP – but no evidence has been presented to suggest that the UK is better off.

Since Brexit was, in the words of Pascal Lamy, “the first negotiation in history where both parties started off with free trade and discussed what barriers to erect”, an assessment of the UK trade numbers is a good place to start. By Q1 2026, the volume of UK merchandise exports to the EU was 13.1% below 2019 levels. But the picture is not quite so simple: on my calculations[3] the collapse in merchandise volumes was offset by a surge in services exports, to leave total export volumes to the EU 0.8% higher than 2019 levels.

But just because UK exports to the EU are broadly flat does not mean that they have performed strongly. The relevant question is not whether exports to the EU are higher or lower than they were in 2019, but how they have performed relative to a plausible counterfactual. To put some flesh on these bones, total EU imports increased by 12.1% between 2019 and 2025, while world trade volumes increased by 14% over the same period compared with a rise in UK exports of 5.8%. Whichever way we look at it, UK export volumes appear to have underperformed. Indeed, Ben’s analysis suggests that the impact of non-tariff barriers is greater than that of tariff barriers themselves, due to factors such as rules-of-origin requirements and customs checks. On his calculations, these factors “reduced UK exports to the EU by around 5.7 per cent and imports from the EU by around 9.1 per cent relative to their pre-Brexit baseline”.

An additional channel is the impact on corporate decision making. Business uncertainty rose sharply after the referendum and only began to dissipate after the UK left the EU, by which time we were in the middle of the Covid pandemic. Businesses had no idea about the trading arrangements they were likely to face with the EU, and were forced to make contingency plans for eventualities that never materialised. All in all, our research suggests that “UK business investment is between 12-13 per cent lower than it otherwise would have been” in the absence of Brexit.

While the UK may be poorer than it might otherwise have been, it has not been the complete disaster that many feared. The labour market has held up reasonably well with unemployment remaining relatively low and the City of London still Europe’s preeminent financial centre. In fact, for most people life has continued as normal – for the most part people would not immediately notice any difference to pre-Brexit Britain. But Brexit has not resolved many of the issues that its proponents promised.

One of the biggest challenges has been immigration. Despite ending free movement from the EU, the UK economy continues to depend heavily on migrant labour in sectors where employers have struggled to recruit sufficient domestic workers, despite the introduction of a more restrictive immigration regime. Net migration fell sharply in 2025, to 171k from 331k in 2024 (chart above). Tighter visa rules reduced the inflow of workers, students and their dependants, while many of those who had arrived during the 2022-23 boom began to leave the UK. The tightening of rules for students is particularly bad news for universities which rely heavily on the fees paid by foreign students. Meanwhile politicians have struggled to stem the flow of immigrants illegally crossing the channel, an issue which has resonated with voters and given such a lift to the Reform Party.

What next?

As it currently stands, Brexit has not delivered on the promises that were made in 2016. Doubling down in the hope of doing Brexit “properly” is not the way forward. Closer ties to the EU are the solution, but negotiations with the EU will not prove easy. The closer the UK wants to move towards the EU, the more concessions the EU will demand, as Switzerland has found out in recent years.

Moreover, the EU has changed since the UK was last a member. It is a larger entity with a changed geography that has seen the geopolitical centre of gravity moving further east. Since 2016 the EU has become more openly a geopolitical actor following the Russian invasion of Ukraine, and is not just a regulatory and trade bloc. Post-Covid, fiscal integration has increased with the creation of NextGenerationEU, a large-scale common borrowing and recovery fund, which marks a shift toward shared fiscal capacity at the EU level. Even if re-entry were an option – which currently appears highly unlikely, not least because of the continuing strength of Eurosceptic sentiment in UK politics – it would involve significant reconvergence costs and transitional frictions rather than a simple reversal of Brexit. With businesses having adjusted to the post-Brexit environment, albeit reluctantly, they would be equally loath to incur a new set of additional costs.

Brexit is not solely responsible for the UK's economic difficulties, but closer ties to the EU might mitigate some of the more annoying bureaucratic issues. The country's underlying problems – weak productivity growth, low investment, skills shortages and a political culture increasingly drawn to simple solutions for complex challenges – pre-date the referendum and will persist regardless of its constitutional relationship with Europe. There are some things that the UK government can do which do not involve seeking closer integration with the EU – notably reform of the planning and welfare systems. But after a decade of debate, one conclusion seems difficult to avoid: Brexit has imposed economic costs while failing to address many of the concerns that drove the vote in the first place. The task now is not to refight the battles of 2016, but to find a pragmatic way forward that recognises both the realities of Brexit and the benefits of closer cooperation with our largest trading partner.


[1] Nicholas Bloom, Philip Bunn, Paul Mizen, Pawel Smietanka, and Gregory Thwaites ‘The Economic Impact of Brexit,’ NBER Working Paper 34459 (2025), https://doi.org/10.3386/w34459

[2] Caswell, B and P Dixon (2026) ‘Brexit and the UK Economy Ten Years On: Stocktake and Future Options’, NIESR Policy Briefing

[3] Since the UK does not provide separate price deflators for EU and non-EU services trade, I simply deflated the nominal regional values by the aggregate services export price deflator.

Tuesday, 9 June 2026

The World Cup numbers game

Every four years, the World Cup sweeps across the globe, turning casual viewers into devoted fans and offering millions a brief respite from everyday worries (although for those enduring conflict in places such as Kyiv or Gaza, the tournament might feel very far away). Beneath the spectacle of the tournament lies a vast commercial enterprise, where global brands compete for attention and football's emotional appeal is transformed into economic value. Host countries justify the huge expense involved in staging the tournament by highlighting the economic benefits that will flow in return. I have never been convinced by this. But you don’t have to take my word for it: This article, by Professor Rob Wilson, makes all the points (and more) that I have been making over the last 20 or so years.

This year’s tournament, which is so big it will be hosted by three countries, feels overblown. FIFA has expanded the tournament to allow for 48 participants in the final stages, and while this undoubtedly makes the tournament more inclusive, it is somewhat incongruous that the likes of Curaçao and Qatar have made it through while four-time winners Italy have not. Although FIFA’s attempt to broaden the game’s global reach is laudable, Curaçao has a population of approximately 158,000 – Italy has 22 individual cities with larger populations. It is hard to make the case that a tournament is necessarily stronger or more compelling simply because it includes more teams. While the expansion offers opportunities to nations that would previously have had little realistic chance of qualification, it also raises questions about whether the quality of the competition has been diluted.

One consequence of this expansion is that the tournament will comprise 104 matches versus 64 in 2022. At least it is being held at a more usual time of year for this tournament, rather than just before Christmas, but while daytime temperatures may not quite match the highs recorded in Qatar in 2022, they are still very high. Moreover, there are justifiable concerns around the demands on top players – many of whom already face congested club schedules.

However, football is now big business. FIFA expects to earn around $13bn during this 2023-26 cycle – 72% more than the previous World Cup. According to Deloitte’s the world's 20 highest-earning clubs generated a record €11.2 billion in revenue in 2023/24 with Real Madrid becoming the first football club to generate more than €1 billion in annual revenue. Almost half (44%) of revenue generated by the top clubs is derived from commercial activities and sponsorships, with a further 38% derived from broadcasting. Just 18% comes from matchday income. Fans who pay to watch football on TV are actually more valuable to clubs than those who turn up at the stadium.

For all these commercial reservations, there is no doubt about the appeal of o jogo bonito. Despite the plethora of matches to wade through (I can assure you I will not be watching all of them) there is something uniquely compelling about a World Cup tournament. Perhaps we tune in because we hope for a classic tournament along the lines of Mexico 1970. Or maybe you hope your team will win (though if you are English or Scottish I would suggest not raising your hopes too much). Whatever the reason, many people who do not follow the game regularly might take more than a passing interest this summer.

Who might win: A statistical analysis

At the outset, I should declare that I have a notoriously bad track record of predicting the tournament winner. That has not stopped me from having another go at running a statistical model, largely because it is a fun programming exercise, and partly because every time I do it, each new version of the model is an improvement on what went before. Indeed, this year’s version – a fully coded Monte Carlo simulation exercise – is a long way from the spreadsheet models of 20 years ago.

The model simulates the entire 2026 FIFA World Cup, from the opening group fixtures all the way through to the final, running a virtual tournament 10,000 times. Rather than simply relying on team ratings, the model derives each team's attacking and defensive strength from recent historical data[1]. Expected goals are nudged up or down based on the difference in the ELO world rankings between the two sides. Scorelines are then generated using a negative binomial distribution, which better captures the over-dispersion and inherent unpredictability of football results than simpler alternatives. The probabilities of qualifying for the knockout stage of the tournament are shown in the table below (click to enlarge).


One thing to look out for are those cases where there are only small differences in probability between finishing second, and ensuring automatic qualification for the knockout stages, and finishing third, which will result in hoping to qualify as one of the 8 best third placed teams. For example, the simulated results for Group I point to little difference between Norway and Senegal, suggesting scope for an upset. There is also not much between first and second place qualifying slots in groups A, D, F, G and I. Group C also throws up a surprise with Morocco qualifying ahead of Brazil. I am not sure how much weight I would place on that but that is all to do with form over the last four years.

In line with the tournament rules, the top two teams from each group qualify automatically for the Round of 32. The remaining eight spots go to the best third-placed finishers across all 12 groups. FIFA has devised a complex matrix of outcomes to determine where the third placed teams are allocated in the draw, based on every possible combination of qualifying third-placed teams (all 495 of them) which I used to assign the opponents for the third placed teams. Matches level after 90 minutes were assumed to proceed to extra time, where scoring rates are reduced to reflect fatigue. If sides cannot be separated, penalties are decided by a weighted probability that gives a modest edge to the higher-ranked team, but with enough randomness built in to reflect the unpredictability of a shootout. The ultimate tournament outcomes are shown in the table below (click to enlarge).

As the table shows, the model outcome points to Spain as the tournament winner, by the very shortest of heads from Argentina. The bookmakers odds are considerably shorter than my estimate, offering 9-2 versus my estimated odds of 9-1. But the odds generated by the model are designed to sum to one – those offered by bookmakers are designed to maximise their chances of making money depending on the weight of bets placed (see here for an explanation). Two things stand out from the model generated results: first, Brazil is assigned a very low probability of winning, reflecting their relatively poor performance since 2003. Again, this may reflect the fact that their recent performance underestimates their true quality. Second, Japan look to be a good outside bet. Anyone who watched them beat England earlier this year will have noted that they are a very good team. As for England, I have them down as an 11% shot to reach the semi-finals but that is about as generous as I am prepared to be.

Statistically, of course, the odds are always against any individual team winning the tournament. Spain may be the favourites, but they still have roughly a 90% chance of not lifting the trophy. Should they fall short, I reserve the right to declare that the data vindicated me all along.



[1] Previously I used a time-decayed average of goals scored in World Cup final tournaments. This time I have switched to a metric based on performance from 2023 onwards (i.e. since the last World Cup).