The Productivity Heist: Automation Is Making Britain Richer — Just Not for the People Doing the Work

Earlier this year, the Institute for Public Policy Research published modelling suggesting that up to eight million jobs in the UK are at high risk of automation within the next decade, with a further seven million facing significant disruption. The sectors most exposed are not obscure or peripheral — they are retail, administrative work, logistics, financial services, and elements of professional practice. These are the jobs that form the economic backbone of working-class and lower-middle-class Britain. And while the government's response has been to point to skills programmes and growth missions, the structural question at the heart of the automation debate remains almost entirely unaddressed: who owns the gains?

The Efficiency Dividend That Never Arrives

The orthodox economic case for automation rests on a familiar promise: as technology improves productivity, the gains will ultimately be shared across the economy through higher wages, cheaper goods, and new job creation. This has always been a contested claim, but the past two decades of evidence have made it increasingly untenable. UK productivity growth has been anaemic since the 2008 financial crisis, yet corporate profits have recovered strongly, executive pay has grown substantially, and the share of national income going to labour has declined relative to capital.

According to the Office for National Statistics, real wage growth for the bottom half of UK earners has been effectively flat for fifteen years when adjusted for inflation. Over the same period, the FTSE 100 has more than recovered its pre-crisis levels, and dividend payments to shareholders have reached record highs in multiple years. The gains from whatever productivity improvements have occurred are not being distributed. They are being captured.

When Amazon deploys warehouse robotics that reduce its dependence on human pickers, the cost savings flow to Amazon's balance sheet. When a bank replaces a back-office team with machine learning software, the headcount reduction improves the margin. The worker whose role disappears receives, at best, a redundancy package and a referral to a government website about retraining.

The Reskilling Illusion

The political response to automation anxiety has converged, across party lines, on the concept of reskilling. The argument is seductive in its apparent reasonableness: if technology displaces jobs, the answer is to equip workers with the skills needed for the jobs technology creates. Lifelong learning. Flexible labour markets. Adaptable workers.

The problem is that the reskilling infrastructure in Britain is, in practice, neither adequately funded nor structurally fit for purpose. The Apprenticeship Levy — ostensibly a mechanism for employer-funded training — has, as this publication has previously documented, been redirected by large corporations toward management development programmes and MBA funding for existing senior staff, rather than entry-level or displaced workers. The levy raised approximately £2.5 billion annually at its peak; the proportion of that reaching workers in genuinely precarious or transitional positions is a fraction of the total.

Beyond the levy, the government's Skills England initiative — announced with considerable fanfare — remains at an early stage, with funding commitments that fall well short of what independent analysts say is required. Meanwhile, the Further Education sector, which is the realistic route into retraining for most adults without university qualifications, has seen its per-student funding fall by around 14 per cent in real terms since 2010, according to the Institute for Fiscal Studies.

The net effect is a system in which workers are told to reskill, offered inadequate public support to do so, and then blamed for failing to adapt when the support proves insufficient.

The Casualisation Trap

Equally important is what replaces the jobs that automation removes. The evidence suggests that many displaced workers do not move into higher-skilled, better-paid roles — they move into lower-paid, less secure work in the gig economy, zero-hours contracts, and platform-mediated labour. Research from the Resolution Foundation has consistently shown that the UK's labour market recovery from disruption tends to produce more jobs at the bottom of the wage distribution than in the middle, hollowing out the employment structure rather than elevating it.

This is not coincidental. The same corporations deploying automation at scale are frequently the same corporations relying on casualised human labour for the tasks that remain difficult to automate — last-mile delivery, customer interaction, care work. They benefit twice: from the cost reduction of automation and from the wage suppression that labour market casualisation enables.

The Strongest Counter-Argument

Those who defend the current trajectory argue that government intervention in the automation process risks stifling innovation, that firms need flexibility to invest in technology, and that in the long run, technological change has always created more employment than it has destroyed. The historical precedent — from the industrial revolution onward — is cited as evidence that the adjustment, however painful, ultimately benefits workers.

This argument has genuine intellectual weight. But it papers over two critical problems. First, 'the long run' is not a neutral abstraction — it is a period of real hardship for real people who cannot wait a generation for the labour market to rebalance. Second, the historical analogies assume a baseline of social protection and collective bargaining power that simply does not exist in the contemporary UK labour market. The workers displaced by the cotton gin had trade unions, community structures, and political movements fighting for their interests. The warehouse picker made redundant by a robot has a Universal Credit claim and a referral to an online skills portal.

What a Serious Response Looks Like

A genuinely progressive approach to automation does not oppose technological change — it insists that the gains from it are shared, and that the costs of transition are borne by those with the capacity to bear them. That means a windfall or capital levy on automation productivity gains, properly funded retraining with income support attached, genuine trade union rights to negotiate over the terms of technological deployment, and a serious conversation about reducing working hours as productivity rises rather than simply reducing headcount.

None of this is on the current political menu. Labour's industrial strategy contains real ambitions but insufficient redistribution mechanisms. The Conservatives, in opposition, have nothing coherent to offer at all.

Automation can be a liberation or an extraction. Right now, in Britain, it is functioning as the latter — and the workers paying the price deserve a political settlement that acknowledges it.