Episode Summary
Executive Summary: The episode checks three political/economic claims with numbers: the UK’s weak GDP growth looks worse on a per-person basis, a Tory leaflet overstated winter energy support by bundling unrelated measures, and Jacob Rees-Mogg inflated a Brexit-related EU cost claim by mixing the EU’s ordinary seven-year budget with its Covid recovery package. It also highlights a rare success story: UK clinical-trial reporting has improved dramatically after data transparency efforts and parliamentary pressure.
Main Topics: UK economy: GDP vs GDP per capita: Tim Harford argues that GDP per person is a better indicator of living standards and productivity than total GDP, especially when population growth is unusually fast. Guest James Smith explains that weak productivity and strong migration-driven population growth have left GDP per capita stagnant or falling for years. Energy support leaflet claim: Nathan Gower investigates Harriet Baldwin’s leaflet claiming £94 billion of winter energy support, showing the figure covered two financial years and included many non-energy measures such as benefits uprating, council tax rebates, tax cuts, and beer-duty reductions. Clinical-trial transparency and accountability: Ben Goldacre explains how underreporting of clinical trials distorts evidence-based medicine. He describes how automated tracking and parliamentary scrutiny helped push UK universities to publish trial results at much higher rates. Brexit and EU Covid-recovery cost claim: Professor Ian Begg assesses Jacob Rees-Mogg’s claim that the UK saved £191 billion by leaving the EU’s Covid recovery scheme, arguing the figure wrongly combines the normal EU budget with the separate recovery fund and is therefore greatly overstated. The value of parliamentary scrutiny and data audits: Across the episode, the programme shows how public data, committees, and independent checking can expose misleading political claims and improve institutional behaviour.
Key Arguments: GDP alone can be misleading when population growth is rapid; GDP per capita better reflects living standards and available resources. The UK has had seven consecutive quarters of zero or negative GDP per capita growth, an unprecedented stretch in quarterly data since 1955. Much of the recent population growth has been migration-driven, but migrants are not inherently lower-productivity workers, so population growth is not the sole cause of weak per-capita output. Harriet Baldwin’s leaflet was misleading because it described a broad package as if it were energy-bill support and implied it all related to last winter. Only about £40 billion of the £94 billion directly subsidised gas and electricity bills; the rest went to broader cost-of-living or tax measures. Goldacre’s central claim is that missing clinical-trial results create a biased evidence base, wasting money and distorting medical decisions. Parliamentary scrutiny of trial reporting made a real difference in the UK, helping compliance rise to over 90%. Rees-Mogg’s £191 billion figure is inflated because it double-counts or conflates the EU’s ordinary seven-year budget with the separate NextGenerationEU recovery package. A more plausible UK share of the recovery fund is about £40 billion, not £191 billion. The episode warns against reducing Brexit debates to a single budget-contribution number when many other consequences matter more.
Data Points: GDP per capita growth: 7 quarters of no growth; 6 of those quarters shrinking - UK cost-of-living crisis period, according to James Smith Population growth: Nearly 1% annualised, about 620,000 people per year - Recent UK population growth since the pandemic Historical population growth norm: Around 0.4%, about 250,000 people per year - Long-run UK historical comparison Migration inflow: About 700,000 in 2023 - Main driver of faster UK population growth GDP per person level: Around £33,000 per person - Current UK annual GDP divided by population Gap vs pre-2008 trend: About £12,500 below trend - UK GDP per capita compared with the path before the financial crisis Energy-support package headline: £94 billion - Conservative MP Harriet Baldwin leaflet and Treasury framing Direct energy-bill subsidy: About £40 billion - Treasury breakdown of the £94 billion package Mean direct energy-bill support: About £1,400 per household - Average direct subsidy over two years Council tax rebate: £3 billion - Included in the broader £94 billion support figure Cost-of-living payments: About £20 billion - Payments to vulnerable groups such as disabled people and pensioners Benefits uprating: £11 billion - Benefits increased in line with inflation National insurance threshold change: £6 billion - Effectively a tax cut for workers Draft beer duty reduction: About 0.5% of £94 billion - Small part of the support package Winter 2022-23 direct energy support: About £33 billion - What was actually paid out in that winter period Trial reporting compliance in UK: Well over 90% - Result of transparency efforts and parliamentary scrutiny Trial reporting compliance in Europe: Gradually rose from 50% to 60% to high 60s - Cross-European comparison cited by Ben Goldacre EU budget figure used by Rees-Mogg: About €1 trillion in 2018 money - Seven-year EU budget from 2021 to 2027 NextGenerationEU recovery package: €750 billion - Separate one-off EU borrowing for pandemic stimulus Recovery package grants: €390 billion - Grant component of the EU stimulus Recovery package loans: Up to €360 billion - Loan component that member states may choose to use Rees-Mogg claimed UK saving: £191 billion - Figure based on combining budget and recovery package and applying UK share More plausible UK contribution to recovery fund: About £40 billion - Professor Ian Begg’s corrected estimate
Pivotal Quotes: "we've had seven quarters now where we've had no growth in GDP per capita. And that is actually an unprecedented period over the time we've had quarterly data." — James Smith: Explaining why UK living standards look exceptionally weak on a per-person basis "about half of all the clinical trials that have been conducted and completed, when you go and look for the results, you find that they've not been reported" — Ben Goldacre: Describing the evidence gap that distorts medicine and policy "In the UK it's well over 90%. And that is an extraordinary thing, I think." — Ben Goldacre: Highlighting the improvement in UK clinical-trial reporting after transparency reforms
Implications: Listeners should be cautious about headline political numbers: context, time period, and what is being included matter hugely. The episode shows how careful scrutiny can expose misleading claims and improve institutions, especially in economics, health research, and public accountability.
About More or Less Behind the Statistics
Tim Harford and the More or Less team try to make sense of the statistics which surround us. From BBC Radio 4