| area_scope | areas | months | start_month | end_month | analysis_lookback_months | report_lookback_months | repossession_start_month | repossession_end_month | repossession_areas |
|---|---|---|---|---|---|---|---|---|---|
| regions_and_countries | 14 | 36 | 2023-01 | 2025-12 | 36 | 12 | 2016-05 | 2025-10 | 11 |
| signal | rule | interpretation |
|---|---|---|
| affordability pressure | affordability_pressure >= 2.0 | FTB price growth is materially above the wage growth proxy. |
| low volume | liquidity_stress >= 0.80 | Sales volume is in the bottom part of the area's history (thin market). |
| cash dominance | cash_dominance >= 0.60 or cash_dominance_hist_pct >= 0.80 | Cash share is high; can indicate mortgage constraints or cash-led pricing. |
| mortgage volume drop | mortgage_volume_drop >= 10.0 | Mortgage transaction activity is falling sharply year-over-year. |
| volatility high | volatility_hist_pct >= 0.80 | Monthly price changes are unusually unstable for that area. |
| fragmentation high | fragmentation_hist_pct >= 0.80 | Property types diverge unusually (segmented market). |
| bubble risk | bubble_risk_z >= 2.0 | YoY growth is unusually high vs long-run baseline for that area. |
| price below inflation | pct_12m < 3.0 | Price growth is below the inflation proxy (real-terms decline risk). |
| period | metric | latest_month | latest_value | stress_percentile | meaning |
|---|---|---|---|---|---|
| 2023-01 to 2025-12 | HSI (national) | 2025-12 | 54.185 | 91.667 | Composite stress score (0-100). Higher means more stress. |
| 2023-01 to 2025-12 | Price YoY (median) | 2025-12 | 2.400 | 40.278 | Low (below inflation) can indicate real-terms declines. |
| 2023-01 to 2025-12 | Sales volume YoY (median) | 2025-10 | -32.381 | 90.909 | Falling volumes indicate a thinner market and harder financing. |
| 2023-01 to 2025-12 | Cash dominance (median) | 2025-10 | 0.275 | 17.647 | High cash share can mean mortgage market stress or cash-driven pricing. |
| 2023-01 to 2025-12 | Volatility (median) | 2025-12 | 1.406 | 100.000 | Higher volatility means more unstable monthly pricing. |
| 2023-01 to 2025-12 | Repossession rate (England, 12m per 1k) | 2025-10 | 5.638 | 3.448 | Higher means more repossessions per 1k sales (12m rolling sums). |
| 2023-01 to 2025-12 | Repossessions YoY% (England) | 2025-10 | -80.127 | 2.941 | Higher means repossessions are rising faster year-over-year. |
| 2023-01 to 2025-12 | Affordability pressure (median) | 2025-12 | -1.500 | 66.667 | FTB price growth above wage proxy; higher means harder for new buyers. |
| 2023-01 to 2025-12 | Mortgage volume drop (median) | 2025-10 | 76.142 | 100.000 | Higher means mortgage transaction activity falling faster (YoY). |
| 2023-01 to 2025-12 | Fragmentation (median) | 2025-12 | 1.660 | 80.556 | Higher means property types diverge (segmented market). |
| Date | signal | share_pct |
|---|---|---|
| 2025-12 | volatility high | 64.286 |
| 2025-12 | fragmentation high | 64.286 |
| 2025-12 | price below inflation | 57.143 |
| 2025-12 | affordability pressure | 0.000 |
| 2025-12 | low volume | 0.000 |
| 2025-12 | cash dominance | 0.000 |
| 2025-12 | mortgage volume drop | 0.000 |
| 2025-12 | bubble risk | 0.000 |
| AreaCode | RegionName | start_quadrant | end_quadrant | quadrant_switches | valid_months | dominant_quadrant | dominant_share_pct | healthy_share_pct | thin_divergent_share_pct | contracting_share_pct | recovery_distress_share_pct |
|---|---|---|---|---|---|---|---|---|---|---|---|
| E12000007 | London | Healthy | Contracting | 2 | 10 | Thin/Divergent | 40.0 | 30.0 | 40.0 | 30.0 | 0.0 |
| E12000009 | South West | Healthy | Contracting | 3 | 10 | Thin/Divergent | 50.0 | 30.0 | 50.0 | 20.0 | 0.0 |
| E12000006 | East of England | Healthy | Thin/Divergent | 2 | 10 | Thin/Divergent | 60.0 | 30.0 | 60.0 | 10.0 | 0.0 |
| E12000004 | East Midlands | Healthy | Thin/Divergent | 1 | 10 | Thin/Divergent | 70.0 | 30.0 | 70.0 | 0.0 | 0.0 |
| E92000001 | England | Healthy | Thin/Divergent | 1 | 10 | Thin/Divergent | 70.0 | 30.0 | 70.0 | 0.0 | 0.0 |
| E12000001 | North East | Healthy | Thin/Divergent | 1 | 10 | Thin/Divergent | 70.0 | 30.0 | 70.0 | 0.0 | 0.0 |
| E12000002 | North West | Healthy | Thin/Divergent | 1 | 10 | Thin/Divergent | 70.0 | 30.0 | 70.0 | 0.0 | 0.0 |
| N92000002 | Northern Ireland | Healthy | Thin/Divergent | 1 | 10 | Thin/Divergent | 70.0 | 30.0 | 70.0 | 0.0 | 0.0 |
| E12000008 | South East | Healthy | Thin/Divergent | 1 | 10 | Thin/Divergent | 70.0 | 30.0 | 70.0 | 0.0 | 0.0 |
| K02000001 | United Kingdom | Healthy | Thin/Divergent | 1 | 10 | Thin/Divergent | 70.0 | 30.0 | 70.0 | 0.0 | 0.0 |
| E12000005 | West Midlands Region | Healthy | Thin/Divergent | 1 | 10 | Thin/Divergent | 70.0 | 30.0 | 70.0 | 0.0 | 0.0 |
| E12000003 | Yorkshire and The Humber | Healthy | Thin/Divergent | 1 | 10 | Thin/Divergent | 70.0 | 30.0 | 70.0 | 0.0 | 0.0 |
| S92000003 | Scotland | Healthy | Healthy | 2 | 10 | Healthy | 70.0 | 70.0 | 30.0 | 0.0 | 0.0 |
| W92000004 | Wales | Healthy | Thin/Divergent | 1 | 10 | Thin/Divergent | 60.0 | 40.0 | 60.0 | 0.0 | 0.0 |
| changepoint_date |
|---|
| Date | AreaCode | RegionName | hsi_0_100 | hsi_change_1m | hsi_change_3m | hsi_change_6m | hsi_change_12m | stress_flags_total | pct_12m | sales_volume_yoy_pct | top_drivers |
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2025-12 | E12000002 | North West | 66.532 | -1.842 | 6.369 | 1.737 | 6.464 | 1 | 4.5 | NaN | Volatility (17.5), Affordability pressure (16.5), Bubble risk (z-score) (8.9) |
| 2025-12 | E12000001 | North East | 66.420 | -19.429 | -8.298 | -12.046 | -11.798 | 1 | 4.6 | NaN | Volatility (18.9), Affordability pressure (14.2), FTB vs average price (9.4) |
| 2025-12 | S92000003 | Scotland | 65.701 | 8.805 | 20.638 | 16.164 | -8.309 | 1 | 4.9 | NaN | Affordability pressure (16.5), Property-type fragmentation (12.9), Mortgage vs FTB price gap (12.1) |
| 2025-12 | E12000003 | Yorkshire and The Humber | 60.377 | -4.672 | -4.856 | 3.136 | 11.045 | 1 | 3.3 | NaN | Volatility (16.2), Affordability pressure (12.6), Property-type fragmentation (9.7) |
| 2025-12 | E92000001 | England | 58.491 | -1.662 | -0.195 | 2.186 | 12.806 | 3 | 1.7 | NaN | Property-type fragmentation (14.0), Volatility (10.8), Mortgage vs FTB price gap (9.9) |
| 2025-12 | W92000004 | Wales | 57.210 | 28.369 | 2.630 | 17.836 | -5.184 | 0 | 5.0 | NaN | Affordability pressure (18.9), Bubble risk (z-score) (11.3), Monthly shock (abs z) (7.5) |
| 2025-12 | E12000005 | West Midlands Region | 55.144 | 12.062 | -5.727 | -5.350 | 4.577 | 2 | 2.0 | NaN | Volatility (13.5), Affordability pressure (9.4), Property-type fragmentation (8.6) |
| 2025-12 | K02000001 | United Kingdom | 53.226 | 6.682 | 13.468 | 10.773 | -0.615 | 3 | 2.4 | NaN | Property-type fragmentation (20.3), Bubble risk (z-score) (11.1), Volatility (9.2) |
| 2025-12 | E12000004 | East Midlands | 51.011 | -6.087 | -5.006 | -1.717 | -1.456 | 3 | 2.4 | NaN | Volatility (14.8), Affordability pressure (11.0), Property-type fragmentation (7.5) |
| 2025-12 | E12000009 | South West | 50.090 | -5.795 | 3.512 | -2.464 | 9.535 | 3 | 0.3 | NaN | Property-type fragmentation (10.8), Mortgage vs FTB price gap (8.8), Volatility (8.1) |
| 2025-12 | E12000006 | East of England | 45.530 | -4.155 | -5.941 | -8.122 | 10.183 | 3 | 1.5 | NaN | Mortgage vs FTB price gap (11.0), Volatility (9.4), Bubble risk (z-score) (7.3) |
| 2025-12 | N92000002 | Northern Ireland | 41.820 | -1.498 | 6.443 | 6.510 | -12.560 | 0 | 7.5 | NaN | Volatility (20.7), Bubble risk (z-score) (16.6), Property-type fragmentation (1.8) |
| 2025-12 | E12000007 | London | 39.712 | -5.121 | -5.110 | -9.377 | -3.884 | 3 | -1.0 | NaN | Property-type fragmentation (15.1), Volatility (6.7), Drawdown from 36m peak (5.7) |
| 2025-12 | E12000008 | South East | 36.680 | -3.504 | -7.875 | -10.728 | -18.193 | 2 | 0.0 | NaN | Mortgage vs FTB price gap (13.2), Property-type fragmentation (6.5), Drawdown from 36m peak (5.3) |
| month | AreaCode | RegionName | 2025-07 | 2025-08 | 2025-09 | 2025-10 | 2025-11 | 2025-12 | change_1m | change_3m |
|---|---|---|---|---|---|---|---|---|---|---|
| E12000001 | North East | 76.980 | 84.335 | 74.717 | 82.190 | 85.849 | 66.420 | -19.429 | -8.298 | |
| E12000002 | North West | 70.429 | 69.745 | 60.162 | 52.583 | 68.374 | 66.532 | -1.842 | 6.369 | |
| E12000003 | Yorkshire and The Humber | 62.357 | 60.070 | 65.233 | 69.146 | 65.049 | 60.377 | -4.672 | -4.856 | |
| E12000004 | East Midlands | 64.810 | 71.634 | 56.017 | 50.241 | 57.098 | 51.011 | -6.087 | -5.006 | |
| E12000005 | West Midlands Region | 56.910 | 54.622 | 60.871 | 60.010 | 43.082 | 55.144 | 12.062 | -5.727 | |
| E12000006 | East of England | 48.041 | 56.304 | 51.471 | 51.283 | 49.686 | 45.530 | -4.155 | -5.941 | |
| E12000007 | London | 44.693 | 46.402 | 44.822 | 53.262 | 44.834 | 39.712 | -5.121 | -5.110 | |
| E12000008 | South East | 47.703 | 34.327 | 44.556 | 48.445 | 40.184 | 36.680 | -3.504 | -7.875 | |
| E12000009 | South West | 45.458 | 43.018 | 46.578 | 44.998 | 55.885 | 50.090 | -5.795 | 3.512 | |
| E92000001 | England | 60.171 | 59.417 | 58.686 | 59.028 | 60.153 | 58.491 | -1.662 | -0.195 | |
| K02000001 | United Kingdom | 44.879 | 43.127 | 39.757 | 40.701 | 46.544 | 53.226 | 6.682 | 13.468 | |
| N92000002 | Northern Ireland | 25.741 | 32.210 | 35.377 | 30.795 | 43.318 | 41.820 | -1.498 | 6.443 | |
| S92000003 | Scotland | 41.416 | 42.343 | 45.063 | 48.747 | 56.896 | 65.701 | 8.805 | 20.638 | |
| W92000004 | Wales | 45.940 | 40.270 | 54.580 | 44.950 | 28.841 | 57.210 | 28.369 | 2.630 |
| train_rows | test_rows | cutoff_date | test_months | accuracy | precision | recall | roc_auc |
|---|---|---|---|---|---|---|---|
| 378 | 126 | 2025-03-01 | 9 | 0.754 | 0.646 | 0.944 | 0.761 |
| Date | AreaCode | RegionName | hsi_0_100 | deterioration_risk |
|---|---|---|---|---|
| 2025-12 | E12000002 | North West | 66.532 | 0.004 |
| 2025-12 | E12000003 | Yorkshire and The Humber | 60.377 | 0.004 |
| 2025-12 | E12000001 | North East | 66.420 | 0.004 |
| 2025-12 | E12000006 | East of England | 45.530 | 0.003 |
| 2025-12 | E92000001 | England | 58.491 | 0.003 |
| 2025-12 | E12000005 | West Midlands Region | 55.144 | 0.001 |
| 2025-12 | W92000004 | Wales | 57.210 | 0.000 |
| 2025-12 | E12000004 | East Midlands | 51.011 | 0.000 |
| 2025-12 | E12000007 | London | 39.712 | 0.000 |
| 2025-12 | E12000008 | South East | 36.680 | 0.000 |
| 2025-12 | E12000009 | South West | 50.090 | 0.000 |
| 2025-12 | N92000002 | Northern Ireland | 41.820 | 0.000 |
| 2025-12 | K02000001 | United Kingdom | 53.226 | 0.000 |
| 2025-12 | S92000003 | Scotland | 65.701 | 0.000 |
| Date | AreaCode | RegionName | cluster | affordability_pressure | volatility_12m | cash_dominance | mortgage_ftb_gap |
|---|---|---|---|---|---|---|---|
| 2025-12-01 | E12000007 | London | 0 | -5.6 | 1.301 | NaN | 0.158 |
| 2025-12-01 | E12000004 | East Midlands | 1 | -1.3 | 1.566 | NaN | 0.172 |
| 2025-12-01 | N92000002 | Northern Ireland | 1 | NaN | 1.463 | NaN | NaN |
| 2025-12-01 | K02000001 | United Kingdom | 1 | NaN | 1.134 | NaN | NaN |
| 2025-12-01 | W92000004 | Wales | 1 | 1.4 | 0.857 | NaN | 0.165 |
| 2025-12-01 | E12000005 | West Midlands Region | 1 | -1.7 | 1.504 | NaN | 0.184 |
| 2025-12-01 | E12000006 | East of England | 2 | -2.3 | 1.402 | NaN | 0.227 |
| 2025-12-01 | E92000001 | England | 2 | -2.2 | 1.411 | NaN | 0.216 |
| 2025-12-01 | S92000003 | Scotland | 2 | 0.9 | 1.124 | NaN | 0.265 |
| 2025-12-01 | E12000008 | South East | 2 | -3.9 | 0.822 | NaN | 0.278 |
| 2025-12-01 | E12000009 | South West | 2 | -3.5 | 1.402 | NaN | 0.207 |
| 2025-12-01 | E12000001 | North East | 3 | 0.8 | 3.429 | NaN | 0.178 |
| 2025-12-01 | E12000002 | North West | 3 | 0.9 | 2.672 | NaN | 0.179 |
| 2025-12-01 | E12000003 | Yorkshire and The Humber | 3 | -0.3 | 2.514 | NaN | 0.164 |
| feature | label | weight | meaning |
|---|---|---|---|
| affordability_pressure | Affordability pressure | 1.0 | FTB 12m% change minus wage growth proxy; higher means affordability worsening. |
| liquidity_stress | Low sales volume | 1.0 | Low historical sales volume percentile (1.0 = worst); higher means thinner market liquidity. |
| volatility_12m | Volatility | 1.0 | Rolling 12-month standard deviation of monthly price changes; higher means more unstable pricing. |
| fragmentation_12m_std | Property-type fragmentation | 0.8 | Dispersion of 12m% changes across property types; higher means a segmented market. |
| mortgage_volume_drop | Mortgage volume drop (YoY) | 0.8 | -(mortgage sales volume YoY%); higher means mortgage activity falling faster. |
| price_volume_divergence | Price-volume divergence | 0.8 | Price YoY% minus volume YoY%; high values can mean prices up on falling liquidity. |
| mortgage_ftb_gap | Mortgage vs FTB price gap | 0.7 | MortgagePrice / FTBPrice - 1; higher means financed buyers are paying a larger premium over FTB segment. |
| bubble_risk_z | Bubble risk (z-score) | 0.6 | Z-score of YoY price change vs long-run baseline; high values indicate unusually hot growth for that area. |
| cash_dominance | Cash dominance | 0.6 | CashSalesVolume / (CashSalesVolume + MortgageSalesVolume); higher suggests mortgage constraints or cash-driven pricing. |
| cash_dominance_change_12m | Cash dominance change (12m) | 0.6 | Change in cash dominance vs 12 months ago; rising implies worsening mortgage conditions. |
| repossession_rate_12m_per_1000_sales | Repossession rate (12m per 1k sales) | 0.6 | Repossession 12m sum / sales volume 12m sum * 1000; higher suggests rising financial distress. |
| ftb_to_avg_price | FTB vs average price | 0.5 | FTBPrice / AveragePrice; higher means first-time buyers are paying closer to the overall average. |
| new_old_premium | New vs old premium | 0.4 | NewPrice / OldPrice - 1; higher means new builds are priced at a larger premium. |
| shock_1m_abs_z | Monthly shock (abs z) | 0.4 | Absolute z-score of the 1m% change vs recent history; higher means a more unusual monthly move. |
| drawdown_36m | Drawdown from 36m peak | 0.3 | (rolling peak - level) / rolling peak over 36m; higher means larger retreat from recent peak. |














