In the UK, we find some polarization: London experienced strong upgrading with growth in professional and managerial roles, moderate expansion in low-skilled service work, and sharp clerical job losses. Birmingham,
Leeds, Liverpool, Manchester, and Newcastle followed similar polarized upgrading.