Levelling Down and the COVID-19 Lockdowns: Uneven Regional Recovery in UK Consumer Spending
John Gathergood, Fabian Gunzinger, Benedict Guttman-Kenney and, Edika Quispe-Torreblanca, Neil Stewart

TL;DR
This paper analyzes the uneven regional recovery of consumer spending in the UK during COVID-19, highlighting disparities driven by restrictions and remote work, and advocates for targeted regional policy interventions using real-time data.
Contribution
It introduces the use of real-time regional consumption data to identify and address uneven economic recovery patterns during the pandemic in the UK.
Findings
Recovery is concentrated in outer London and the South.
Online spending grew significantly while offline spending contracted.
Regional disparities worsened during lockdowns.
Abstract
We show the recovery in consumer spending in the United Kingdom through the second half of 2020 is unevenly distributed across regions. We utilise Fable Data: a real-time source of consumption data that is a highly correlated, leading indicator of Bank of England and Office for National Statistics data. The UK's recovery is heavily weighted towards the "home counties" around outer London and the South. We observe a stark contrast between strong online spending growth while offline spending contracts. The strongest recovery in spending is seen in online spending in the "commuter belt" areas in outer London and the surrounding localities and also in areas of high second home ownership, where working from home (including working from second homes) has significantly displaced the location of spending. Year-on-year spending growth in November 2020 in localities facing the UK's new tighter…
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