Programme note. This paper is the applied (Series A) half of a companion pair, assembled in April 2026 as part of a strategic reorganisation of the research programme. It draws its applied content from the earlier core persistent-homology paper and the Mapper paper, both of which it supersedes (see Papers 1–3). The methodological machinery it relies on is developed in its Series B companion, Structured Hypothesis Testing for Persistent Homology of Longitudinal Social Data (Paper 12).
Overview
The paper treats a working life as a trajectory through a space of employment states, observed over up to three decades of UK panel data, and asks what shape the collection of such trajectories has. The substantive claim is that career inequality is not adequately described as position on a one-dimensional mobility scale. It is better described as location within a structured geometry of regimes, separated by boundaries that are rarely crossed.
Status
This is an active draft (in-progress, Stage 0), in lockstep revision with its Series B companion. Several results remain under analysis and are not reported here as settled findings; the page will be updated as the manuscript stabilises toward submission.
Key Findings
Methods
Computational Requirements
- Hardware
- CPU
- ⏱ Runtime
- Hours