Martina Fazio and Gary Harper

All through recessions, and certainly pandemics, housing costs normally fall. But between March 2020 and December 2021 (‘the pandemic’), housing costs grew in the United Kingdom, attaining on the time their very best enlargement charge in a decade. All through this pandemic, many extra other people may just work at home, which probably influenced their housing alternatives. In a up to date Monetary Balance paper, we analyse how adjustments in peoples’ personal tastes may have performed into space worth enlargement. We discover that about part the expansion in housing costs used to be related to shifts in personal tastes. This used to be most commonly because of an higher top rate paid for properties over residences, with adjustments in location personal tastes most effective contributing marginally. However different interventions and macroeconomic elements additionally affected housing worth enlargement.
Adjustments in the United Kingdom housing marketplace developments because the get started of the pandemic
To analyse developments within the housing markets right through the pandemic, we read about variations in enlargement charges of housing costs throughout other areas of the United Kingdom, in addition to throughout various kinds of housing (reminiscent of residences as opposed to indifferent, semi-detached or terraced properties).
First, housing costs endured to develop throughout all UK areas during the pandemic. However costs grew sooner in areas outdoor London, particularly within the North of England, in addition to Wales and Scotland (Determine 1).
Determine 1: From the beginning of the pandemic to the top of 2021, housing costs grew extra abruptly within the North and West than within the South and London
Reasonable 12-month housing worth enlargement from March 2020 to December 2021

Assets: ONS and authors’ calculations.
Costs of all housing varieties grew abruptly after the pandemic began, however space costs grew extra briefly than flat costs.
Those developments don’t seem to be utterly new: upper enlargement charges for the costs of homes relatively than residences, and in areas as opposed to London has been observed since round 2017 (Chart 1a and 1b). What’s extra, they’re impartial: the slower enlargement in London isn’t merely the results of the next share of residences there.
Chart 1a and 1b: The upper housing worth enlargement outdoor of London and for properties relatively than residences pre-dated the pandemic
Yr-on-year enlargement charges of assets costs throughout the United Kingdom, by way of areas and housing varieties


Assets: ONS and authors’ calculations.
Did family personal tastes for housing shift right through the pandemic?
All through the pandemic, the media reported on a ‘race for house’ narrative, suggesting higher call for for larger properties clear of town centres. To test if this principle holds within the information, we recreate a model of the Place of work for Nationwide Statistic’s Space Value Index and compute what the expansion charge would were if personal tastes remained the similar as pre-pandemic.
To try this, we mix 3 information units giving us knowledge on all housing transactions in England and Wales between 2010 and 2021, together with costs paid, detailed assets traits, in addition to options of the Native Authority District the place each and every assets is situated.
Following the ONS’s method, we run ‘hedonic regressions’ on each and every month of knowledge. Those can be utilized to decompose the cost of a assets into the price families position on its observable traits, reminiscent of choice of rooms, flooring dimension, assets kind (flat, terraced, semi or indifferent space), and whether or not the valuables is a brand new construct.
For instance, if we evaluate a flat and a indifferent space at the identical side road with very identical traits (choice of rooms, flooring dimension and many others), the indifferent space normally sells for extra as families in most cases worth properties extra extremely than residences. In a similar fashion, if confronted with two similar homes, however one occurs to be within the South of England and the opposite within the North, the valuables within the South in most cases sells for extra. The ‘race for house’ tale means that the price this is in most cases attributed to positive traits, reminiscent of assets kind, dimension and site, could have modified right through the pandemic.
We use the coefficients from each and every per thirty days regression, in conjunction with knowledge at the related mixture of homes transacted to compute the cost of a ‘standard’ assets offered in each and every month. From this we will be able to derive an index and related enlargement charge, either one of which in large part monitor the ONS’s collection. However they’re extra risky than the ONS’s, so we clean our collection (Chart 2).
Chart 2: The HPI and enlargement charges produced by way of our fashion extensively tracked the ones produced by way of the ONS
HPI and enlargement charges produced by way of our research in comparison to the ONS collection

Assets: Division for Levelling Up, Housing and Communities, HM Land Registry, ONS and authors’ calculations.
Had been adjustments in housing choice right through the pandemic related to fast worth enlargement?
In line with the ‘race for house’ narrative, families could have higher their willingness to pay for properties outdoor of busy town centres as an alternative of residences in densely populated spaces reminiscent of London. Additionally, one of the crucial enlargement in housing costs in 2021 may have been automatically pushed by way of adjustments within the varieties of homes families have been purchasing in 2020. It’s because the ONS combine adjusts its calculation to take note family purchasing behavior, but it surely recalculates the combo once a year.
From our calculations, slightly below 50% of the fast housing worth enlargement right through the pandemic is related to adjustments in purchasing behavior, an higher top rate paid on properties over residences, and a discount within the bargain on homes outdoor of London. Now we have no longer discovered a transparent development for any of the opposite housing traits in our fashion, reminiscent of flooring dimension or choice of rooms. And whilst the top rate paid on properties outdoor of London higher, we don’t discover a corresponding aid within the willingness to pay for studios in London, which remained roughly consistent right through the length.
Moreover, the significance of the criteria we regulate for various over the process the pandemic (Chart 3). The higher top rate on properties relative to residences is a very powerful and constant contributor, whilst the diminished bargain on homes outdoor of London performed a smaller position and used to be most effective undoubtedly correlated with enlargement charges between January and August 2021. Outdoor of this era, the cut price higher quite on moderate throughout areas in comparison to pre-pandemic. Along those elements, adjustments in purchasing behavior play a small however constant position right through the entire of 2021.
Chart 3: Our research suggests an higher top rate for assets varieties as opposed to residences performed a very powerful position
Impact of various elements on housing worth enlargement because the pandemic began

Assets: Division for Levelling Up, Housing and Communities, HM Land Registry, ONS and authors’ calculations.
Different elements are prone to have influenced housing worth enlargement right through the pandemic
All through the pandemic, era made faraway operating possible in lots of sectors, so extra other people may just work at home. This will have altered each the kind of housing that individuals search for and the overall quantity they have been prepared to spend on housing in comparison to different items and products and services. Our research is particularly targeted at the former and the way adjustments in families’ personal tastes would possibly have an effect on enlargement in housing costs. However different elements, some same old and a few pandemic-related, additionally affected housing worth enlargement on the identical time.
At the call for facet, each the financial coverage setting and executive beef up to family source of revenue could have sustained housing call for. At the provide facet, building got here to a halt at first of the pandemic, which could have contributed to worth pressures, however this used to be short-lived. Whilst related, a lot of these forces have a tendency to position uniform drive on housing costs, otherwise from the relative shifts in pricing throughout various kinds of assets that we noticed within the pandemic.
Some pandemic-specific elements additionally affected the housing marketplace, in ways in which may just extra simply induce or mimic a shift in personal tastes. First, because of restricted probabilities to spend on game, wealthier families particularly gathered ‘pressured’ financial savings, which they are going to have channelled into the housing marketplace. 2d, executive interventions to scale back the speed of Stamp Accountability Land Tax immediately supported housing call for, with the biggest financial savings amassed for transactions round £500,000. Each those elements are prone to have supported the exchange in personal tastes we seen.
We don’t assume the exchange in personal tastes will proceed to spice up housing worth enlargement perpetually
This paintings provides a brand new framework for analysing the position of adjustments in personal tastes for explaining housing worth enlargement. The precise shift we checked out might be transitory, if for instance the fashion for operating from house reverses, inflicting housing worth enlargement to unwind. However the shift could be structural, for instance hybrid types of paintings would possibly persist, by which case we might no longer be expecting worth enlargement to totally unwind on account of a reversal in personal tastes. That stated, we don’t be expecting endured upwards drive on housing costs from the shift in personal tastes both. The drive we noticed most likely subsided as soon as families adjusted their housing alternatives by way of shifting. In both case, different, extra conventional macroeconomic and industry cycle connected elements, along long-term provide facet concerns will proceed to pressure housing costs way past the consequences of the pandemic.
Martina Fazio and Gary Harper paintings within the Financial institution’s Monetary Technique and Chance Department.
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