Urban labour demand is usually taken as given. This paper measures the consumption side: the kernel K (Kang, 2026), πΎ=diag(π)π, with ππ the share of type i's income retained locally and P row-stochastic. The kernel is built on a three-layer type space β ten income deciles, sixteen sectors, thirty-three boroughs, n = 5,280 β from ONS expenditure, ASHE earnings and Census 2021 commuting flows. Two constructions of P are given: a gravity kernel and a maximum-entropy calibration pinning it to both margins in closed form. Five quantities follow: the spectral radius π, chain length πΆΜ , multiplier π, composite π· and non-normality ratio π π. Three formal results follow: the closed-form solution; a single-axis identity making the spectral radius invariant to the choice of axis; and a scaling invariance making period-by-period recomputation of π a discipline. Both constructions are run over eleven periods, two denominator conventions and four settings (88 cells each, two cities); their difference is decomposed with a 2Γ2 experiment: the rise in π π is borne by the landing operator, while the loop that flips the sign of π· varies with the city. Over eleven fiscal years (FYE2015βFYE2025), a structural low in FYE2021 is common to all four settings under the income denominator yet does not survive a denominator change β and reappears in a second city and under both constructions; the non-normality ratio, not the spectral radius, discriminates the axes; and Greater Manchester reverses the export base. All data and scripts are public.
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lixued kang (2026) studied this question.
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