Thursday, 9 July 2026

Government support for business R&D: New OECD data

 OECD data just released shows the large scale of UK government support via the tax system for R&D.  Data are from the  newly updated OECD R&D Tax Incentives Database. Some of what I took away from this: 


Tax incentives now provide 60% of government support for business R&D across the OECD, more than double their 28% share in 2004, according to the newly updated OECD R&D Tax Incentives Database. R&D tax relief reached 0.16% of GDP in 2024, up from 0.05% in 2004, while direct funding for business R&D remained at 0.10%. 


Here are the cross-country data as a share of GDP.  Notice the large share of the tax relief in the UK

 


Source: OECD R&D Tax Incentives Database, June 2026.


and as a share of BERD:



Monday, 15 June 2026

Brexit and business investment: an update

1. In 2023, Josh Martin and I published a brief analysis of how Brexit affected UK business investment.  We looked at what happened to UK business investment after the Brexit referendum (June 2016) relative to the trend leading up to the referendum (1997-2016).  We found that "Our estimate indicates that business investment was about 10% less than it would have been absent Brexit in 2022.

2. The article "How has Brexit affected business investment in the UK", was here. The Twitter feed was here.  A spreadsheet supporting the calculations was here.

3. We now update the same analysis to 2026Q1 and find a shortfall of about 13% i.e. had pre-referendum investment trends continued, investment in 2026Q1 would have been about 13% higher.  Given volatile data, it is also useful to look beyond the latest quarter – taking the past four quarters together, the shortfall is 11.5%.  The picture looks like this 



4. The spreadsheet with the updated data is here

5. Figure 3 in the Economics Observatory post compared “business investment” across G7 economies.  Business investment is defined by the UK ONS as total economy investment excluding investment by government and investment in dwellings (houses).  It is not an international standard measure, so is hard to compare across countries.  We identified some measures published by other statistical institutes which are comparable in concept, and in a couple of cases we constructed our own measure from available country sources.  This spreadsheet  updates business investment estimates for G7 economies with data up to 2026 Q1. The picture is below:




Thursday, 16 April 2026

UK GDP, some handy numbers.

 

For the UK, annual GDP (2025) is around £3,040bn.  Government and real estate are around 31% of GDP (19% and 12%), making current market sector GDP around of £2,100bn.  1% of that is 21bn, 0.01% (a basis point) is 210m. 

What should we compare this with? https://digital.nhs.uk/data-and-information/publications/statistical/estates-returns-information-collection/summary-page-and-dataset-for-eric-2024-25#top says we spend

1. £1.6bn per annum cleaning bills for the NHS

2. £0.8bn per annum on inpatient food.

Monday, 30 March 2026

Our AI work

 This page, which I will update, aims to give some links to some of our AI work

1.  May 2026.  Measuring AI and some first results on AI and labour substitution. "Is Software Eating the World?Measuring the Progress and Diffusion of AI" presented at the AI and Economic Measurement, Conference, Spring 2026, Stanford.  This paper argues: 

a. AI will affect the economy as new AI services (hardware, software, data) are introduced into the economy.

b. one important measure of the potential for their use is prices of AI services 

c. Like the price of hardware in the 1990s/2000s, AI service prices are falling very fast: 30% falls, quality-adjusted.

d. the effects on the labour market will depend on elasticities of substitution with labour: for all labour types together, past ICT was not very subsitutable. 


2. March 2026. Shortened version of our technical paper below: Bontadini, Filippo Corrado, Carol Haskel, Jonathan Jona-Lasinio, Cecilia, 2026, is published as "AI as an Innovation in the Method of Innovation: Implications for Productivity Growth", AEA Papers and Proceedings 116 36–40 2026. 10.1257/pandp.20261036.

Link is here: American Economic Review, Papers and Proceedings


3. September 2025.  Longer technical paper on AI and productivity AI as an Innovation in the Method of Innovation: Implications for Productivity Growth in the US and Europe.   

Tweet thread describing our results. 

Soumaya Keynes discussing our results


 4. June 2025.  Markus Academy video.  

5. April 2025.  This Markus Academy video built on a speech I gave at the European Central Bank, here, at their conference in April 2025 "The transformative power of AI".  Our results are updated since then, and those talks stress AI as a "general purpose technology". My view is now that one should regard it as both that, but also an "innovation in the process of innovation".  Section 2 of this: AI as an Innovation in the Method of Innovation: Implications for Productivity Growth in the US and Europe gives more information. 



Planning and energy costs again

 An extraordinary blog on the costs of the planning system via conservative assessments of ecological damage. My italics. 


1. "The first example shared with me related to the questionable designation of a vast 25,898 hectare area of sea (from St Austell to Gribbin Head in Cornwall) as a Special Protection Area (SPA), at  Natural England's insistence. The basis of the designation was the presence of three types of seabird – all of which are widely dispersed around the UK in low concentrations. ...It was suggested to Natural England that the boundary of the SPA should begin at least 500m out to sea, to ensure that housing developments coming forward near the coast weren't unnecessarily required to assess risk of harm to the SPA's seabirds. This request was refused on the grounds that one of the three species was found within this inshore zone: the Slavonian Grebe. Natural England's estimate was that 15 such birds (1.4% of the total population in Great Britain) might use the 25,898 hectare SPA area. Yet as a result of this designation, whenever a new housing development is proposed along this stretch of coast, a habitats assessment must be prepared and considered by the local planning authority in order to assess the risk that people inhabiting the houses go out boating, encounter one of these protected birds and disturb them. The birds in question are only present in winter. The chances of a winter boat tripper encountering one of these 15 birds was said by the Ecologist to be "infinitesimal." 


2. "Sabellaria spinulosa is a worm that builds and lives in tubes on the seabed. When thousands of these tubes are formed together, a reef is formed. 

In recent advice to offshore wind developers, including Outer Dowsing offshore wind farm, Natural England has advised that compensation for impacts to Sabellaria reef is required for placing rock on seabed even in areas that Sabellaria reef isn't present (see paragraphs 11 and 12 [here]).

The consequence of this is that multiple wind farms are delayed while ecological compensation for Sabellaria reef is secured...Projects suffering from this issue include the trio of Norfolk offshore wind projects: Norfolk Vanguard East, Norfolk Vanguard West and Norfolk Boreas. These projects consented in 2021/2022 by Vattenfall and since sold to RWE have been delayed by approximately two years due to inability to satisfy seabed compensation requirements."

3. breeding Guillemot Dr Trinder's evidence at a recent Dogger Bank South windfarm DCO hearing. You can listen to Dr Trinder [here] at minutes 9 to 20; then his comments on the precautionary approach at minutes 41 to 49; and his thoughts on Natural England's questionable advice around minute 56. I summarise the upshot below.

To understand the potential impact of the wind farm on guillemot during the breeding season, Natural England looked at the maximum distances that six guillemots flew from the breeding site to forage for food during the study period. The distances travelled by each bird were, respectively: 7km, 9km, 27km, 44km, 65km and 338km. The British Trust for Ornithology (BTO) who undertook the study acknowledge ..the 338km figure to be an outlier, and excluded it when calculating the maximum mean foraging distance for these birds. Their expert view was that it was not a realistic data point for the purpose of assessment.

Natural England ignored this recommendation and (including this outlier) calculated the maximum foraging distance to be 153km (putting the wind farm within range in terms of its impact on foraging birds)....The Dogger Bank South project will likely be required to provide compensation for 719 breeding pairs of Guillemot to replace those the SNCBs believe will die as a result of the construction and operation of the project. This will likely be delivered in the form of a combination of predator eradication programmes, artificial nesting structures (bird hotels) and bycatch reduction measures. The estimated total cost of compensation quoted by Dogger Bank South is £173m, although to this includes compensation for other features of the habitat too.

4. The proposed scale of the East Anglia One North (EA1N) offshore wind farm was slashed by 40%, in order to minimise its impacts on Red Throated Diver (RTD) in the Outer Thames Special Protected Area (SPA). This was despite the fact that the developer’s ecological modelling suggested that there would be little or no impact on adult survival (at worst an undetectable 0.1% of the population) due to bird displacement (birds scared by construction)."



Friday, 20 March 2026

Are Manufacturing Jobs Still Good Jobs? An Exploration of the Manufacturing Wage Premium

 From Baynard, et al, 2022

This paper explores the factors behind differences in wages between manufacturing and other sectors. Using data from the Current Population Survey, we find that the manufacturing wage premium—the additional pay a manufacturing worker earns relative to a comparable nonmanufacturing worker—disappeared in recent years and that the erosion of the premium has primarily affected workers employed in production occupations, who experienced a wage decline of 2.5 percentage points since the 1990s relative to other workers in production occupations....

 

While the demographic composition and other worker observables introduce level differences in manufacturing premia, our analysis suggests that they are not responsible for the declining trends. A decomposition of the premium by union membership status reveals that declines have been substantially larger across union members. .... 

. We find that the decline in union membership explains more than 70 percent of the decline in premia since the 1990s for union members, but the declines in unionization rates have not significantly affected non-union premia, which have instead responded to other factors, such as capital intensity. Our findings suggest that the erosion of “good” manufacturing jobs has contributed to the increase in overall wage inequality and could accelerate the decline of the manufacturing sector



 

Wednesday, 18 March 2026

Scanner data (and some other changes) are coming to the UK CPI

 I'm writing this a week before scanner data is introduced into the UK CPI, which will be for the February 2026 inflation figures.  Here is some information. 


1. Overview of how we use scanner data in consumer price inflation statistics: January 2026

Overall: 

We will initially introduce scanner data for around 50% of the grocery market. We currently collect 25,000 prices per month directly from shops by price collectors. We will now instead use approximately 300 million price points derived from sales of over a billion units of products per month, collected directly from supermarket scanners in-store and online. For the remaining 50% of the groceries market, we will continue to manually collect prices in-store and online.


Thinking

Consumer price inflation statistics are commonly described as measuring the change in price of a "fixed basket" of goods and services. Historically, we have identified a sample of basket "items" that are representative of what consumers buy and measured the change in price of items in this basket over time. The basket is "fixed" in terms of the items it contains, the quantity of each item in the basket and the quality of those items. This ensures that we only capture changes in price.


However, the idea of a fixed basket is illustrative, and is not a well-defined economic concept. It relates to two concepts: a "cost of goods index" (COGI) and a "cost of living index" (COLI). A COGI is often considered to align with the idea of a fixed basket index, while a COLI accounts for the fact that consumers may change what they buy to less inflationary goods and services. But both concepts measure changes in price.

 How

For the local collection, price collectors visit outlets in locations across the country, and maintain a stable sample by collecting prices for the same products every month. Scanner data, however, reflect the real world. Product availability changes every month when new products enter the market or old products are discontinued. 


The GEKS-Törnqvist multilateral approach works by calculating all possible combinations of "chain-linked" index series in a 25-month window of data, and then averaging them. A "chain link" is the mechanism we use for connecting indices with different baskets. In this context, it is used to refresh the sample of products to maximise the product matches available.

 Unlike data collected in the field, we know how much consumers spend on different product varieties. This allows us to reflect the economic importance of different products through "expenditure weights". Because each linked index uses a different link month, they will also have different weights. 


Quality

It is important for any price index that the quality of products in the sample is held constant, so that changes in product quality do not affect the measurement of price change.


In the local collection, this is managed through a "matched sample". This is where price collectors aim to price the same products every month; where this is not possible, they follow clear procedures to maintain the comparability of the sample, as described in our Consumer Price Indices Technical Manual, 2019. We treat scanner data in effectively the same way. Each unlinked component of the GEKS-Törnqvist is based on a matched sample of transactions. Additionally, the GEKS-Törnqvist mitigates for biases associated with the introduction of new goods into the market through its multilateral approach. 

 As with the local collection, changes in the underlying quality of a grocery product (for example, changes in the ingredients used) are not explicitly captured through this approach. 

 Summary of impact

In this article, we have described how we deal with common issues in producing consumer price inflation statistics when using scanner data. We give an indication of the expected impact from introducing scanner data into our consumer price inflation statistics in our Impact analysis on transformation of UK consumer price statistics: January 2026 article. These impacts are because of the following factors, acting in combination:


2. Impact analysis on transformation of UK consumer price statistics: January 2026.

The average indicative change to the annual rate between January 2019 and June 2025 from the introduction of groceries scanner data was negative 0.02 percentage points for CPIH and negative 0.03 percentage points for CPI, already controlling for the changes introduced in February 2025.


The headline annual rates of CPIH, CPI and RPI were impacted to one decimal place in 38, 39 and 47 out of 66 months, respectively.


Indicative impacts of scanner data at headline level are moderated by groceries accounting for only 12% to 15% of the CPIH, CPI and RPI baskets by weight, and by continued existing in‑store and online collection for around half of the groceries market.


As expected, indicative impacts were larger for more granular indices, where groceries scanner data have a larger proportion of the total weight.


So little overall impact.  what about on food and non-alcholic beverages?



As seen with CPIH, when groceries scanner data were included, “food and non-alcoholic beverages” pushed the CPI annual inflation rate higher in the majority of months in 2020 and 2021, and pushed the CPI annual inflation rate lower between 2022 and September 2024.

Other changes

6.

introduction of the improved measurement of the UK House Price Index (HPI) and

 

changes to price collection for one-night hotel overnight stays

 

nd computer games.

The UK HPI data are used in the Consumer Prices Index (CPI) and Consumer Prices Index including owner occupiers’ housing costs (CPIH) for surveyors’ fees only, and within five items in the Retail Prices Index (RPI). The surveyors’ fees item has a weight of less than 0.2% in 2025 in both CPI and CPIH. The five items have a total weight of around 12% in RPI. The change will take on the improved monthly imputation method introduced into the UK HPI in August 2025. Further information about this UK HPI improvement is available in HM Land Registry’s About the UK HPI guidance.

The changes to computer games affect the items for computer games bought online and computer game downloads, which have a combined weight of less than 0.2% in each of CPI, CPIH and RPI. The indices for these items can be volatile because of the changes in the composition of bestseller charts from month to month. To reduce the volatility and aid interpretation of the data, prices will be collected twice per month.

Similarly, prices of overnight hotel accommodation can be volatile depending on short-term demand and availability of rooms to price. The 2026 changes mean that a hotel price collected six weeks in advance will be collected for two separate nights each month and a hotel price collected one day in advance will be removed from the basket. These items have a total weight of less than 0.9% in CPI, CPIH and RPI.



Sunday, 8 March 2026

Market concentration and intangibles

 M. BajgarC. Criscuolo, and J. Timmis, “ Intangibles and Industry Concentration: A Cross-Country Analysis,” Oxford Bulletin of Economics and Statistics 88, no. 2 (2026): 258274https://doi.org/10.1111/obes.12659.

gives us the following 

"we use cross-country firm-level panel data for 11 European countries, plus Japan and the United States, between 2002 and 2017, to construct new measures of concentration at the country-industry-year level. We then link these to country-industry level measures of intangible investment" 

"Our econometric results confirm descriptive evidence (Figure 1) indicating that changes in industry concentration are strongly related to intangible investment intensity, particularly in innovation, data and software. The estimates are relatively large: a 1-standard deviation increase in intangible investment (as a share of value added) is associated with a 1.5 percentage point increase in concentration over the next 4 years. This corresponds to about a third of the observed concentration increase in the average country and industry. The relationship between concentration and intangibles appears to be similar across the United States, Japan and European countries. It is robust to instrumental variable (IV) estimation, with instruments based on intangible investment in other countries and changes in policy, that is, R&D tax incentives." 



(Link to figure: Open in figure viewer)


Tuesday, 24 February 2026

Error and fraud in R&D tax credits

 To look at this, this HMRC report, from 2023, looked at claims in 2020-21.  They say that there has been reforms since then.  Here are the findings from " based on 97% of cases in the MREP with a finalised compliance audit" 


As the final row shows, 16.7% of claims, representing over £1b are error and fraud.  

An updated table, published in October 2024,  gives more current data, based on estimates



And some examples of this in action are by Dan Neidle, here for example on claiming R&D tax credits from footballer wages.


Returning to the 2023, report, some comments from the report

Analysis of the MREP shows that around half of all claims, by volume, contained at least some element of non-compliance. HMRC found fraud indicators in fewer than 10% of claims examined in the random enquiry programme and these claims accounted for less than 5% of the total value claimed. To be classified as fraud, a caseworker needs to have found evidence that the claimant deliberately set out to misrepresent their circumstances to get money to which they were not entitled.

This indicates that the majority of non-compliance is down to other behaviours. As with other regimes, the term ‘non-compliance’ or ‘error and fraud’ encapsulates this full range of behaviours, from mistakes and failure to take reasonable care through to deliberate non-compliance.

In claims where expenditure was over £1 million, around 75% of claims were fully compliant. In smaller claims the percentage of claims being fully compliant was lower, at between 35% and 64%.

As the size of expenditure decreases, the value of non-compliance expressed as a percentage of the value of the claim increases. In the smallest claims where expenditure was less than £10,000, over 75% of the value of the claim was non-compliant. 

Monday, 16 February 2026

The end of rent sharing in the UK

 Bell, Brian, Bukowski, Pawel & Machin, Stephen (2024) The decline in rent sharing. Labor Economics, 42(3), 683 - 716. https://doi.org/10.1086/724570, links here and working paper here study the extent to which wages are correlated with UK company profits/rents.  Using industry and company data and controlling for exogeneity etc. they find a consistent picture, summarised in their Figure 3, working paper version, below




Before 1999, the central estiamte was that wages were marked up by around 25% of firm value added and 7% of  profits.  After 1999 that figure is below 10% and 1% respectively and insignificantly different from zero.  Similar results are obtained for EU industries using industry level data.  

Friday, 13 February 2026

CPI, RPI and CPIH, summary of differences

 

The final table in Consumer Price Indices, Technical Manual, 2019

https://www.ons.gov.uk/economy/inflationandpriceindices/methodologies/consumerpricesindicestechnicalmanual2019




Thursday, 18 December 2025

Bank of England December Rate decision: 5-4 for a cut from 4% to 3.75%

 Some points. 

1. Self on the Today programme, Radio 4 

The interview starts at 1:20:11 :

https://www.bbc.co.uk/sounds/play/m002nhxx


2. A feature of the BoE minutes that caught my eye:

In 5th November, they said "The MPC sets monetary policy to meet the 2% inflation target,"

Today they said 

"19.

The Monetary Policy Committee’s job is to ensure that CPI inflation falls all the way back to the 2% target and stays there."


This is an interesting addition I think, trying to signal to the market that drifting along at above 2% is not what they want to do.


Friday, 12 December 2025

Big numbers and thinking about GDP

 UK GDP is about £2.2 trillion. A basis point is defined as: 1bp is 0.0001 = 1/100th of 1%.  

1. So a basis point of GDP, 0.01% of GDP, is 2,200*10^9 * 1*10^-4=£220m.  That's about half the cost of a medium size hospital.

2. Ten basis points, 0.1% of GDP is therefore £2.2billion. 

3. with around 30m households GDP is around £70,000 per household, so 0.1% of GDP is around £70 per household. 

Tuesday, 9 December 2025

My time on the MPC and monetary policy at Covid and after

I was asked by the IIMR to talk about my time on the MPC and how I reacted to the pandemic and subsequent inflation.  The video (18 mins) is here.  

The blurb says: 

Gain an insight into the thinking behind the Monetary Policy Committee decisions during the Covid crisis from the personal reflections of Jonathan Haskel, who was an external member at the time. From the second session of the 2025 IIMR Monetary Conference 'Why were so many economists wrong about inflation in the early 2020s?' that was held at the University of Buckingham on November 12th, 2025.

Monday, 1 December 2025

The UK social security system: who "puts in" and who "gets out"?

 https://ifs.org.uk/news/more-nine-ten-individuals-pay-more-taxes-they-receive-social-security-over-their-lifetime?utm_source=chatgpt.com

I am late to this IFS report "Redistribution from a Lifetime Perspective,

"

In a single year, 64% of individuals in the UK pay more in taxes than they receive in social security. New analysis, ...shows that extending the period of analysis from a single year to an entire lifetime increases the percentage who pay more in taxes than they receive in social security to 93%."


and they say

The Labour government’s expansion of in- and out-of-work benefits between 1999 and 2002 was less well targeted towards the lifetime poor than the snapshot poor. The reason is that many of the poorest individuals over the lifetime are not poor in all periods of life.

 

Tuesday, 18 November 2025

Investment and uncertainty

 Uncertainty holds back business investment: see Brexit for example.  The November Bank of England Monetary Policy Report, p.20, shows this chart: 



and says

"Measures of business confidence have recovered a little over recent months but many remain

weak, and contacts of the Bank’s Agents note that investment intentions are subdued (ASBC

– November 2025 and Chart 1.8). Contacts report that weak demand and elevated

uncertainty, including ahead of the Autumn Budget, may be causing firms to delay investment.

Consistent with that, the proportion of respondents to recent DMP Surveys reporting that the

overall level of uncertainty facing their businesses is high or very high has been around its

highest level since end-2022."

Friday, 14 November 2025

What has happened to NHS capital per worker?

 1. a New report "From Diagnosis to Delivery" by Allas et al has, on p.45 some information.



2. The figure is a figure relative to other countries. I don't put much store by that, what matters is how productive we are with the capital not how much we are spending.

3. The figure below says NHS capital per worker has fallen by 36% in real terms since 2010. i think this is a capital stock per worker figure.

4. The ONS data tell a different story.  That is capital services per worker.  If you go to 

https://www.ons.gov.uk/economy/economicoutputandproductivity/publicservicesproductivity/datasets/publicserviceproductivityestimateshealthcareengland

you can download the 1996-2023 data

from which you get that since 1996 capital has grown 7.6% faster than labour, but from 2010, -20%.  So more capital per worker over the whole period. 






Tuesday, 21 October 2025

Tariff engineering

 Fascinating work by Flannen et al, here. Who Pays for Tariffs Along the Supply Chain? Evidence from European Wine Tariffs? 

"We exploit additional detailed product-level alcohol label data for all wines sold in the U.S. to document how changes in product composition reflect an intriguing case of tariff engineering.

 Because the initial tariffs only applied to wines defined by a threshold level of alcohol content (≤ 14% ABV), we document a systematic shift in new product offerings toward higher alcohol content exempt from these tariffs, as well as engineering of existing wines to modify the listed alcohol content for exemption from these tariffs"


They show an example of how wine was relabelled


 And make the comment:

Given the speed with which we observe the tariff-engineering behavior documented in Figure 5 above, it seems unlikely that the wines changing threshold levels to avoid the higher tariff involved actual changes in alcohol content. Rather, these adjustments likely reflected changes in what was reported on wine labels. Using testing data from the Liquor Control Board of Ontario for 1992-2009, Alston, Fuller, Lapsley, Soleas and Tumber (2015) document that alcohol content was underreported on average, and that, conditional on underreporting, the true alcohol content was understated by 0.42 percentage points


A fascinating example of adjustment by non-price dimensions. 

Saturday, 18 October 2025

The IFS "Green" or Shadow Budget

 I'm asked to discuss the IFS Green budget (this means their budget analysis, nothing to do with the environment specifically). Here is their analysis and my comments, labelled "comment". 

1. Backdrop: growth decelerating, unemployment and inflation rising.  But near-term outlook: inflation falls to target and growth comes back a bit, from previous monetary loosening. 

2. Near term outlook depends on: what happens to current high savings, population./migration and productivity.

3. What matters? In the near-term, Bank of England easing, the budget.  in the medium term, TFP is expected to pick up.  

Activity

4. the key is the public sector and migration.  "with private domestic demand just 2% above its pre-COVID level compared with an increase of 16% in the rest of the economy over the same time frame. The public sector and net trade have instead played an outsized role in driving recent growth, alongside an expanding population, itself driven by net migration. Real GDP per capita grew just 0.1% year on year in 2024, followed by 0.7% in the first half of 2025." 

hence the key questions:

a. can the private sector fill the gap?

b. if migration falls, will productivity rise to drive growth?

They say yes: 



5. on disposable income, a target for the government, some progress is expected. 



6. on investment, the position is extraordinary.

a. revisions have raised investment. "Business investment is now estimated to have been 6.8% higher than its pre-COVID peak in Q2 2024, compared with just 0.4% above in the data that underpinned the OBR’s March forecast".

b. but the biz invest/GDP ratio is 11 in 2025Q2.  It's 16% in the US and 17% in Germany. 

c. margins have been squeezed, depressing investment. 

d. even stronger investment will not be enough to close the Allas and Zenghelis (2025 capital gap.  My comment: their estimates run from 50-12% less capital per hour than peers, with a central one of 33%.  I am closer to 12% then 33%. 


7. Trade.  

a. "the effective tariff rate on UK goods exports to the US, which make up 16% of total

UK goods exports, has increased 8 percentage points to 9%. Application of macroeconomic

multipliers would suggest that this reduces UK GDP via a direct trade channel by 0.1–0.2

percentage points by the end of 2026" 

b. "Yet, for a small, open economy such as the UK, and especially one whose activity is more

heavily focused in the service sector as opposed to goods production and manufacturing, it is the

increased uncertainty and the global trade slowdown, rather than the direct impact of tariffs

applied to the UK, that has the larger consequence" 


8. the labour market. 

a. "we judge the labour market to be loose. Vacancies in the economy continue to fall and the ratio of vacancies to unemployment is now comfortably below estimates of the equilibrium rate" 

b. "With inflation easing and a loose labour market, we expect nominal wage growth to slow to 3–3.5% in the coming 12 months and to settle around 2.5–3% from mid 2026 onward. We expect improving productivity to allow for 0.5% annual real wage growth with unit labour costs growing at a rate consistent with 2% inflation.

One risk to this outlook is that workers look to catch-up perceived past real income losses (Haskel, Martin and Brandt, 2023; Bernanke and Blanchard, 2025). We judge this to be a limited risk. Extrapolating a trend for real earnings growth up to the start of the pandemic and then playing it forward would suggest that this process is already complete and historical losses have been regained (Figure 1.9)." 

Comment. this is interesting, but it depends on stable inflation expectations.  There is some evidence this is rising.  So I think there may be more wage pressure.  My reading of the Bank work is that there is is still unexplained upward wage pressure.


9. inflation

A graph of CPI 

a. this is mostly driven by energy prices, administered prices (e.g. VAT on schools, Vehicle excise duty). 

b. stripping them out give inflation looking much closer to 2.5% and likely to fall. 

c. inflation expectations have risen, but to the extent this is due to food etc. they willl when the base effects fall away. 



Policy

1. Monetary policy. 

"the neutral rate, the appropriate path to follow has become even more unclear.

Despite the recent cuts to interest rates, monetary policy remains restrictive in an absolute sense and is weighing on economic output (Bank of England, 2025, box A). We view the nominal neutral interest rate as between 3% and 3.5% and so, without further easing, monetary policy is likely to continue to act as a headwind to growth and will weigh on inflation. What is more, the economy continues to be haunted by the ghost of tightening past. The lags between monetary policy decisions being taken and them affecting the economy mean that, even though the extent of restriction has been reduced, we are still feeling the effects of more restrictive rates from two years ago. This point can be illustrated by using granular mortgage data from UK Finance which show we are in the midst of a wave of remortgaging (Figure 1.18). People dropping off five-year deals will be moving to a rate that could be more than 2 percentage points higher than previously. This suggests that the cash-flow channel of monetary policy will bite for the foreseeable future."

"We continue to think that quarterly cuts to Bank Rate are the appropriate path for the MPC to take until the rate is closer to the neutral rate. If not, the risk is that the Bank ultimately has to cut faster and further, with a then-unavoidable undershoot of inflation in the interim. Current market pricing implies that Bank Rate will hit 3.6% in Q3 2026, roughly 0.2 percentage points below the level the OBR had assumed in March." 

Comment. Much depends on what you think the neutral rate is. If U* has risen then policy needs to be tighter. 

 Fiscal.

1. "forecast assumes that this fiscal consolidation is achieved predominantly through a combination of extending the freeze on income tax thresholds beyond 2027–28 and a more frontloaded increase in the basic and higher income tax rates (1 percentage point on each). While this would contravene a government manifesto pledge, we judge this to be one of the few ways to raise sufficient funds credibly and reliably" 

2. A major risk for this Budget (discussed in more detail in Chapter 2) is that the consolidation is insufficient to satisfy markets that we will not be back in the same position next spring, or autumn. ...another fiscal consolidation in the future ...would act as a further drag on growth. This can become self-fulfilling.....The government needs to break out of this cycle.

Comment. This is absolutely right.

The supply side.

The potential growth data are nicely set out 


The population data are amazing.

"We calculate potential output growth has been under 1% in 2023 and 2024. This has been driven by growth in the population of the UK, which expanded 1.3% in 2023 and 1.1% in 2024. These were the highest annual growth rates since the series began in the 1940s. This population growth was almost exclusively a result of net migration flows, particularly from outside the EU. Net migration from the previous year to mid 2024 was 738,718," 

But the population growth figures are likely to fall "Lower net migration leads the working-age population to grow by an average of 0.7% per year" 

"These downward trends are offset over the medium term by rising trend (and realised) total factor productivity growth, which we assume moves from –0.3% currently to 0.4% year on year by 2030. The latter effect dominates and the UK’s potential growth rate increases from around 1% in 2026 to around 1.5% by 2030 (Figure 1.23)."

Some issues with this

1. how does this compare with OBR? 

"In March, the OBR forecast that output per hour worked, which had fallen

by 1.0% in 2024, would increase by 0.2% in 2025 and 1.1% in 2026, and by 1.3% in 2029–30. Outside

of the pandemic, the UK has not seen such rates of productivity growth on a sustained period in the

past 20 years. Our own forecast embodies an increase in output per hour worked of 0.8% in the

medium term. We condition it on the same population projections used by the OBR in March, and

broadly similar expectations for declining average hours and participation. Our forecast is actually a

little more optimistic than the OBR’s on capital deepening. The biggest difference derives from our

differing views of total factor productivity (TFP). The OBR assumes this will average 0.8% annually

over the forecast and reach 1% by 2029–30. This is roughly 0.6 percentage points higher than the path

in our forecast by 2029–30." 

2. what might affect productivity?

"Faster adoption of AI. We have seen significant global investment in the infrastructure required for

AI, and plans for this to accelerate in the UK (Department for Science, Innovation and Technology,

2025; Pabst and Marioni, 2025). There are signs that UK firms are increasingly adopting AI, with

55% of firms answering the Bank of England’s Decision Maker Panel already using it in some form

and an expectation this could increase 10–20 percentage points in the next three years.

▪ Realigning trade with the EU and greater openness. Evidence suggests that more open economies

are more productive, with better generation and diffusion of innovation (D’Aguanno et al., 2021). The

UK has seen the negative consequences of this since Brexit, with estimates suggesting it has reduced

productivity by 4% (Office for Budget Responsibility, 2020; Dhingra et al., 2016). Current government discussions with the EU could reverse some of this trend if they can lead to a more flexible labour market (e.g. the Youth Mobility Scheme), sharing of R&D resources and reductions in the costs of doing trade. That said, as discussed above, the trend globally is for less openness to trade, not more.

▪ Fiscal and political stability crowding in productivity. There is an established link between political, fiscal and economic uncertainty and productivity and growth (Hong, Ke and Nguyen, 2024; Bloom, 2007). The UK government currently has a large parliamentary majority and no requirement to call an election for four more years, and if it can maintain stability of both policy direction and tenure then there could be a dividend in the form of better productivity performance.

▪ Public sector productivity increases. Partly as a consequence of the above, public sector productivity increases may be able to leverage the developments above (AI, openness, stability) to improve. However, even the current plans may seem optimistic, as discussed in Chapter 6."


Some overall comments.

1. The fiscal problems must be solved.  We cannot have another year of minimal headroom and higher taxes that might or might not raise money. The attendant uncertainty will be terrible for investment and confidence.

2. I am less hopeful about interest rate cuts.  Current rates are 4%.  "Current market pricing implies that Bank Rate will hit 3.6% in Q3 2026," says the report.  "Our relatively benign economic outlook is predicated on the Bank of England continuing the trajectory it has been on since August 2024 and removing further policy restraint over the coming months, taking Bank Rate to 3.5% – which we judge is within the plausible range of estimates of the UK’s neutral rate, the short-term interest rate that neither adds to nor subtracts from inflationary pressure – by the end of Q1 2026."  Thus they are more hopeful than the market about rate cuts.  I am pessimistic.  I think the labour market has deterioriated and the natural unemployment rate has risen: I note that the Bank still has unexplained wage pressure in its wage equations.  Thus I would not expect so many cuts.

Why has U* risen?  The extension of NI contributions to the lower paid would have been bourne by workers  but it cannot be with the surprise rise in the NLW.  An additional rise to U* will come from the so-called Employment Rights Bill.

3. Regarding TFP, estimated at around -0.2 for 2025 but forecast to rise to 0.2%ps in 2030, with the OBR expecting 0.8% and 1% by 2029, we have the following.

a. market sector TFP was 0.8 and 1.9 1991-95 and 1995-00, falling to 0.2 2011-18 and -0.4 2019-23.  

b. but that is misleading. The "resource" sector, ag, mining, gas, elect, water, construction is very volatile, especially mining.  Without this sector, market sector TFPG is 0.5%pa 2011-18 and -0.1%pa 2019-23. 

c. the sector that's powering TFPG is ICT service, (sector J, info and comms services), contributing +0.4%pa 2019-23 (in the US 0.5).  What the US has seen is a rise in the use of those services, notably, software, with non-ICT services  contributing 0.4%pa.  In the UK, that sector is contributing -0.3%pa.  So an optimistic take is that sector starts to contribute, or at least not be negative. If not negative, the non-resource TFPG would be 0.2.  So one justification for an 0.2% rise, at least for the private sector is that.

d. Buts,  First, TFPG and intangible investment in services depends on many things, but in part on labour market regulation. This will tighten with the Employment Rights Bill and so lower intangible investment. 

e. But also we have negative TFPG in the public sector, particularly health.  What do we know about this? The ONS publish "public service productivity", see here for the latest.  This meaures "Public service productivity is measured differently to labour productivity and multi-factor productivity and is not directly comparable. It reflects the volume of services delivered to end users, relative to the volume of total inputs (which include labour, intermediate consumption, and capital). The measure is dominated by healthcare and education services because of their relative size. " 

So it is a sort of TFP measure and shows a lower level than 2019



Source: ONS. Notice that quarterly estimates differ from annual with no quality adjustments and less full breakdown of inputs via COFOG. 

More on how the ONS calculate outputs and inputs is here.  Broadly speaking, capital, labour and intermediate inputs are collected for different types of inputs. 

e.