🚀 Live Shiny Dashboard
The interactive dashboard runs on Google Colab Pro via ngrok tunnel. Click the button below to open it in a new tab. If the link is offline, re-run the Colab notebook (Cells 20 → processx → ngrok) to get a fresh URL.
https://expediential-orthogonally-chong.ngrok-free.dev
Tab 1 — Earnings Explorer
Filter graduate earnings by skill group, mode of study, and academic year. KPI cards + interactive bar charts.
Tab 2 — Occupational Outcomes
SOC 2020 breakdown by provider. Filter to graduate-level roles (SOC 1–3). Top 30 provider ranking.
Tab 3 — Skills Premium
Scatter plot with quantile regression lines. Provider league table with colour-coded skills premium (£).
Tab 4 — Methodology
Full methodology note covering data sources, population alignment, salary estimation, and statistical caveats.