Claimant rate
% of working-age adults on unemployment benefits, with and without the rail link
Rail's net effect on employment
More negative = bigger benefit. Dashed red line = observed early-period effect (aggregate view only). In zone views, individual towns show wide fluctuations; the key pattern is direction and the Year 3 peak, not the exact month-to-month values. Methil and Buckhaven drive almost all of the aggregate effect.
Residents using the railway
Share of working-age adults who have adopted rail. Ramp-up is gradual, with slower adoption for residents further from Leven or Cameron Bridge station.
Local businesses
The two lines overlap in years 1–2; this is expected, not a bug. Business effects are too slow to detect at short timescales; the gap opens in years 3–5. Counter-pressure: residents shopping in Edinburgh may reduce local spend.
Methodology: Difference-in-differences (TWFE, 2022+ pre-period) using NOMIS claimant count data, Jun 2024 – Dec 2025. Empirical estimate: −0.28 pp (p=0.441, 4 clusters; statistically suggestive, not yet significant). Agent-based model: Mesa 3.5 · 3,700 resident agents · 60 business agents · 5 zones · 8 seeds. Business entry rates from Audretsch & Fritsch (1994); SIMD-adjusted. ORR station usage: 277k annualised (Year 1), consistent with Borders Railway ramp-up. Control wards (Cowdenbeath, Lochgelly) have pre-existing rail access; estimates are conservative lower bounds.