Research Projects

Decision Maker Panel

A collaboration between Stanford, the University of Nottingham and the Bank of England, surveying thousands of UK firms on their expectations and decisions. Used by the MPC and widely cited in policy.

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Economy 2030 Inquiry

A major collaboration between the Resolution Foundation and the LSE that charted a new course for UK economic policy. Culminated in the Ending Stagnation final report.

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Working Papers

  • Firm Data on AI
    Ivan Yotzov, Jose Maria Barrero, Nicholas Bloom, Philip Bunn, Steven J. Davis, Kevin M. Foster, Aaron Jalca, Brent H. Meyer, Paul Mizen, Michael A. Navarrete, Pawel Smietanka, Gregory Thwaites, Ben Zhe Wang
    NBER Working Paper 34836 — February 2026
    First representative international data on firm-level AI use, surveying almost 6,000 executives across the US, UK, Germany and Australia.
    We present the first representative international data on firm-level AI use. We survey almost 6000 CFOs, CEOs and executives from stratified firm samples across the US, UK, Germany and Australia. We find four key facts. First, around 70% of firms actively use AI, particularly younger, more productive firms. Second, while over two thirds of top executives regularly use AI, their average use is only 1.5 hours a week, with one quarter reporting no AI use. Third, firms report little impact of AI over the last 3 years, with over 80% of firms reporting no impact on either employment or productivity. Fourth, firms predict sizable impacts over the next 3 years, forecasting AI will boost productivity by 1.4%, increase output by 0.8% and cut employment by 0.7%. We also survey individual employees who predict a 0.5% increase in employment in the next 3 years as a result of AI. This contrast implies a sizable gap in expectations, with senior executives predicting reductions in employment from AI and employees predicting net job creation.
  • State and Time-Dependent Pricing
    Philip Bunn, Nicholas Bloom, Craig Menzies, Paul Mizen, Gregory Thwaites, Ivan Yotzov
    NBER Working Paper 34666 — January 2026
    New evidence on how firms set prices using the Decision Maker Panel, finding state-dependent pricing rose sharply during the inflation episode.
    We present new evidence on how firms set prices using direct questions from a large, economy-wide survey of UK firms. Since 2023, 54% of firms report setting prices in a state-dependent manner, as opposed to changing prices at fixed intervals. In contrast, 44% of firms used state-dependent pricing in 2019. Smaller firms, those with a higher share of non-labour costs, and those reporting higher subjective uncertainty around sales and prices are more likely to be state-dependent. We then analyse the implications of price-setting behaviour for inflation dynamics. State-dependent firms experienced a sharper increase in price growth over 2022-2023, and also a faster subsequent decline. Using evidence from a randomised survey experiment, firm-level forecast errors, and local projections, we show that prices of state-dependent firms respond faster to cost shocks. The difference between state-dependent and time-dependent firms is furthermore larger for bigger shocks, consistent with theoretical predictions.
  • The Economic Impact of Brexit
    Nick Bloom, Philip Bunn, Paul Mizen, Pawel Smietanka, Gregory Thwaites
    NBER Working Paper 34459 — November 2025
    Using almost a decade of data since the referendum, we estimate that by 2025 Brexit had reduced UK GDP by 6% to 8%.
    This paper examines the impact of the UK's decision to leave the European Union (Brexit) in 2016. Using almost a decade of data since the referendum, we combine simulations based on macro data with estimates derived from micro data collected through our Decision Maker Panel survey. These estimates suggest that by 2025, Brexit had reduced UK GDP by 6% to 8%, with the impact accumulating gradually over time. We estimate that investment was reduced by between 12% and 18%, employment by 3% to 4% and productivity by 3% to 4%. These large negative impacts reflect a combination of elevated uncertainty, reduced demand, diverted management time, and increased misallocation of resources from a protracted Brexit process. Comparing these with contemporary forecasts — providing a rare macro example to complement the burgeoning micro-literature of social science predictions — shows that these forecasts were accurate over a 5-year horizon, but they underestimated the impact over a decade.
  • How Curvy is the Phillips Curve?
    Philip Bunn, Lena Anayi, Nicholas Bloom, Paul Mizen, Gregory Thwaites, Ivan Yotzov
    NBER Working Paper 33234 — December 2024
    Using firm-level data from UK and US panel surveys, we show that the response of prices to demand shocks is convex at the firm level.
    Macro data suggest a convex relationship between inflation and economic slack, but identifying causality is challenging. Using micro data from large panel surveys of UK and US firms, we show that the response of prices to demand shocks is also convex at the firm level. We obtain similar results using three different empirical exercises examining: the impact of COVID demand shocks, the response to sales shocks, and hypothetical shocks from a survey experiment. This convexity is strongest in firms and industries with higher inflation, disappears at horizons beyond two years, and is also present in response to cost shocks. We rationalize these findings in a menu cost model with positive trend inflation and decreasing returns at the firm level, which replicates firm and aggregate Phillips curve convexity. The non-linearity emerges from trend inflation pushing firms closer to their price increase thresholds.
  • Towards a New Monetary Theory of Exchange Rate Determination
    Ambrogio Cesa-Bianchi, Michael Kumhof, Marco Pinchetti, Andrej Sokol, Gregory Thwaites
    April 2024
    A model where banks create currency supply, combining UIP and monetary theories to address major exchange rate puzzles.
    We study exchange rate determination in a 2-country model where domestic banks create each economy's supply of domestic and foreign currency. The model combines the UIP-based and monetary theories of exchange rate determination, but the latter with a focus on private rather than public money creation. The model features an endogenous monetary spread or excess return in the UIP condition. This spread experiences sizeable changes when shocks affect the relative supplies (of bank loans) or demands (for bank deposits) of the two currencies. Under such shocks, monetary effects dominate traditional UIP effects in the determination of exchange rates and allocations, and this becomes stronger as domestic and foreign currencies become more imperfect substitutes. With these shocks, the model successfully addresses the UIP puzzle, and it is also consistent with the Meese-Rogoff and PPP puzzles.
  • Covid-19 Uncertainty: A Tale of Two Tails
    Philip Bunn, David Altig, Lena Anayi, Jose Maria Barrero, Nicholas Bloom, Steven J. Davis, Brent Meyer, Emil Mihaylov, Paul Mizen, Gregory Thwaites
    Becker Friedman Institute Working Paper 2021-135 — November 2021
    Firm-level uncertainty roughly doubled during Covid, initially driven by downside risk but later shifting entirely to upside uncertainty.
    Uncertainty about own-firm sales growth rates over the year ahead roughly doubled in reaction to the COVID shock, according to our surveys of U.S. and U.K. business executives. Firm-level uncertainty receded after spring 2020 but remains much higher than pre-COVID levels. Moreover, the nature of firm-level uncertainty has shifted greatly since the pandemic struck: Initially, business executives perceived an enormous increase in downside uncertainty, which has now dissipated. As of October 2021, almost all of the extra firm-level uncertainty is to the upside. In short, economic uncertainty associated with the pandemic has morphed from a tale of the lower tail into a tale about the upper tail.
  • The Balance of Power: Monopsony, Unions and Wages in the United Kingdom
    Will Abel, Silvana Tenreyro, Gregory Thwaites
    CFM Working Paper 2018-27
    Labour market concentration depresses wages for non-union workers, but collective bargaining largely offsets employer monopsony power.
    We study the evolution and effects of monopsony power in the UK private sector labour market from 1998 to 2017. Using linked employee-firm micro-data, we find that: (1) Measures of monopsony have been relatively stable across the time period examined — rising prior to the crisis, before subsequently falling again. (2) There is substantial cross-sectional variation in monopsony at the industry level. (3) Higher levels of labour market concentration are associated with lower pay amongst workers not covered by a collective bargaining agreement. (4) For workers covered by a collective bargaining agreement, the association between labour market concentration and pay is greatly reduced and in most cases disappears. (5) The link between productivity and wage levels is weaker when labour markets are more concentrated.

Published Articles

  • The Speed of Firm Response to Inflation
    Nicholas Bloom, Philip Bunn, Paul Mizen, Gregory Thwaites, Ivan Yotzov
    Journal of the European Economic Association — October 2025
    Firms' inflation perceptions respond within hours of data releases, driven by media coverage rather than surprises relative to professional forecasts.
    This paper analyses the response of UK firms to monthly CPI inflation releases using high-frequency data from a large business survey. Firms' inflation perceptions and expectations respond within hours of new inflation data releases. Firm expectations are most responsive when inflation coverage in the media is elevated, suggesting a key role for the media in focusing attention on data releases. Furthermore, firms respond to changes in inflation data, but not to surprises relative to professional forecasts. This highlights a distinction between 'Wall Street', where financial markets respond to inflation surprises, and 'Main Street', where firms respond to media inflation headlines.
  • Firm Inflation Uncertainty
    Lena Anayi, Nick Bloom, Phil Bunn, Paul Mizen, Gregory Thwaites, Ozgen Ozturk, Ivan Yotzov
    AEA Papers and Proceedings — 2023
    Firm-level inflation uncertainty rose sharply from 2021, especially for smaller firms and those in the goods sector.
    We introduce a new measure of own-price inflation uncertainty using firm-level data from a large and representative survey of UK businesses. Inflation uncertainty has increased significantly since the start of 2021, even as a similar measure of sales uncertainty has declined. We also find large cross-sectional differences in inflation uncertainty, with uncertainty particularly elevated for smaller firms and those in the goods sector. Finally, we show that firms that are more uncertain about their own price expectations experience higher forecast errors 12 months later. These findings suggest that inflation uncertainty may be important for understanding firm performance.
  • The Impact of Covid-19 on Productivity
    Nick Bloom, Philip Bunn, Paul Mizen, Pawel Smietanka, Gregory Thwaites
    Review of Economics and Statistics — 2023
    TFP fell by up to 6% during 2020–2021, combining large within-firm productivity losses with offsetting reallocation effects.
    We analyze the impact of Covid-19 on productivity using data from an innovative monthly firm survey that asks for quantitative impacts of Covid-19 on inputs and outputs. We find that total factor productivity (TFP) fell by up to 6% during 2020-2021. The overall impact combined large reductions in 'within-firm' productivity, with offsetting positive 'between-firm' effects as less productive sectors, and less productive firms within them, contracted. Despite these large pandemic effects, firms' post-Covid forecasts imply surprisingly little lasting impact on aggregate TFP. We also see significant heterogeneity over firms and sectors, with the greatest impacts in those requiring extensive in-person activity.
  • Population Aging and the Macroeconomy
    Noëmie Lisack, Rana Sajedi, Gregory Thwaites
    International Journal of Central Banking — 2021
    Falling birth and death rates can explain much of the decline in real interest rates and the rise in house prices across advanced economies.
    We quantify the impact of demographic change on real interest rates, house prices, and household debt in an overlapping-generations model. Falling birth and death rates across advanced economies can explain much of the observed fall in real interest rates and the rise in house prices and household debt. Since households maintain relatively high wealth levels throughout retirement, these trends will persist as population aging continues. Countries aging relatively slowly, such as the United States, will increasingly accumulate net foreign liabilities. The availability of housing as an alternative store of value attenuates these trends, while raising the retirement age has limited effects.
  • Will Brexit Age Well? Cohorts, Seasoning and the Age-Leave Gradient
    Barry Eichengreen, Rebecca Mari, Gregory Thwaites
    Economica — August 2021
    Recent cohorts are more pro-European, but voters also grow more Eurosceptic as they age; large nationwide swings dominate both effects.
    In the UK's 2016 Brexit referendum, young voters were more likely than their elders to support remaining in the European Union. Using half a century of data and new techniques, we find that recent cohorts tend to be more pro-European than their predecessors, but that voters also become more sceptical towards Europe as they age. Much of the pro-Europeanism of recent cohorts is associated with greater years of education. We also document large nationwide swings in sentiment that have little to do with age or cohort effects. These time effects are plausibly associated with, inter alia, macroeconomic fluctuations, financial conditions and geopolitical circumstances, but they also could have other sources. They dominate the impact of the estimated age and cohort effects and will crucially determine future UK support for membership in the European Union.
  • Economic Uncertainty Before and During the COVID-19 Pandemic
    David Altig, Scott R. Baker, Jose Maria Barrero, Nicholas Bloom, Philip Bunn, Scarlet Chen, Steven J. Davis, Julia Leather, Brent H. Meyer, Emil Mihaylov, Paul Mizen, Nicholas B. Parker, Thomas Renault, Pawel Smietanka, Gregory Thwaites
    Journal of Public Economics — August 2020
    Multiple uncertainty indicators reached record highs during Covid, with amplitudes and time paths differing sharply across measures.
    We consider several economic uncertainty indicators for the US and UK before and during the COVID-19 pandemic: implied stock market volatility, newspaper-based economic policy uncertainty, twitter chatter about economic uncertainty, subjective uncertainty about future business growth, and disagreement among professional forecasters about future GDP growth. Three results emerge. First, all indicators show huge uncertainty jumps in reaction to the pandemic and its economic fallout. Indeed, most indicators reach their highest values on record. Second, peak amplitudes differ greatly — from a rise of around 100% in two-year implied volatility on the S&P 500 and subjective uncertainty around year-ahead sales for UK firms to a 20-fold rise in forecaster disagreement about UK growth. Third, time paths also differ: implied volatility rose rapidly from late February, peaked in mid-March, and fell back by late March as stock prices began to recover. In contrast, broader measures of uncertainty peaked later and then plateaued, as job losses mounted, highlighting the difference in uncertainty measures between Wall Street and Main Street.
  • Monetary Policy Transmission in an Open Economy: New Data and Evidence from the United Kingdom
    Ambrogio Cesa-Bianchi, Gregory Thwaites, Alejandro Vicondoa
    European Economic Review, Vol. 123 — April 2020
    A new high-frequency identification of UK monetary policy shocks, showing effects on activity, prices, the exchange rate and credit spreads.
    This paper investigates the impact of monetary policy shocks on macroeconomic and financial variables in the United Kingdom using a new series of high-frequency monetary policy surprises. Employing our surprises as an instrument in a monthly SVAR over the UK's inflation-targeting period, we show that a monetary policy tightening induces a decline in economic activity and in CPI, an appreciation of the Pound, a reduction in bank credit, and a significant increase in mortgage and corporate bond spreads. UK monetary policy also affects foreign credit spreads, consistent with the extensive presence of large international players in the UK financial intermediation sector.
  • Foreign Booms, Domestic Busts: The Global Dimension of Banking Crises
    Ambrogio Cesa-Bianchi, Fernando Eguren Martin, Gregory Thwaites
    Journal of Financial Intermediation — 2019
    Foreign credit growth is a powerful predictor of domestic banking crises, even controlling for domestic credit conditions.
    This paper provides novel empirical evidence showing that foreign financial developments are a powerful predictor of domestic banking crises. Using a new data set for 38 advanced and emerging economies over 1970–2011, we show that credit growth in the rest of the world has a large positive effect on the probability of banking crises taking place at home, even when controlling for domestic credit growth. Our results suggest that this effect is larger for financially open economies, and is consistent with transmission via cross-border capital flows and market sentiment. Direct contagion from foreign crises plays an important role, but does not account for the whole effect.
  • The Banks That Said No: Banking Relationships, Credit Supply and Productivity in the United Kingdom
    Jeremy Franklin, May Rostom, Gregory Thwaites
    Journal of Financial Services Research — 2019
    Credit supply contractions after the financial crisis substantially reduced labour productivity, wages and capital per worker within firms.
    This paper estimates the effects of changes in bank credit supply on the real economy. We use UK firm-level data around the global financial crisis and information on pre-existing bank lending relationships to isolate exogenous credit supply shocks. We find some evidence that contractions in credit supply substantially reduce labour productivity, wages, and capital per worker within firms, and increase the chance firms will fail. Our results have implications for the welfare costs of financial crises, and for the costs of policy measures affecting credit supply at other times.
  • Step Away from the Zero Lower Bound: Small Open Economies in a World of Secular Stagnation
    Giancarlo Corsetti, Eleonora Mavroeidi, Gregory Thwaites
    Journal of International Economics — 2019
    Small open economies can escape global stagnation via exchange rate depreciation, but adverse valuation effects may reduce welfare.
    We study how small open economies can escape from deflation and unemployment in a situation where the world economy is permanently depressed. Building on the framework of Eggertsson et al. (2016), we show that the transition to full employment and at-target inflation requires real and nominal depreciation of the exchange rate. However, because of adverse income and valuation effects from real depreciation, the escape has a beggar-thy-self effect, that may end up lowering welfare while eliminating underemployment. We show that as long as the economy remains financially open, domestic asset supply policies or reducing the effective lower bound on policy rates may be ineffective or even counterproductive. However, closing domestic capital markets does not necessarily enhance the monetary authorities' ability to rescue the economy from stagnation.
  • Pushing on a String: US Monetary Policy Is Less Powerful in Recessions
    Silvana Tenreyro, Gregory Thwaites
    American Economic Journal: Macroeconomics — 2016
    The effects of US monetary policy on output and inflation are less powerful in recessions than expansions, related to growth rather than resource utilisation.
    We investigate how the response of the US economy to monetary policy shocks depends on the state of the business cycle. The effects of monetary policy are less powerful in recessions, especially for durables expenditure and business investment. The asymmetry relates to how fast the economy is growing, rather than to the level of resource utilization. There is some evidence that fiscal policy has counteracted monetary policy in recessions but reinforced it in booms. We also find evidence that contractionary policy shocks are more powerful than expansionary shocks, but contractionary shocks have not been more common in booms. So this asymmetry cannot explain our main finding.
  • Why Are Real Interest Rates So Low? The Role of the Relative Price of Investment Goods
    Rana Sajedi, Gregory Thwaites
    IMF Economic Review — 2016
    The fall in the relative price of investment goods can account for a significant part of the decline in real interest rates and the nominal investment rate.
    Across the industrialised world, real interest rates and nominal investment rates have fallen, while house prices and household debt ratios have risen. We present a calibrated OLG model which quantifies how much of these four trends can be explained with a fifth — the widespread fall in the relative price of investment goods. Relative to other explanations for low real interest rates, this trend is important because it can also account for the fall in nominal investment rates. The model can reproduce a small but economically significant part of the observed fall in interest rates and rises in house prices and household debt, and a larger part of the fall in the investment rate.