Given the thin data and a low confidence score of 0.29, this outlook for the Aston Martin Lagonda market is low-confidence. Signals indicate significant overvaluation at 86.65, despite appreciation momentum at 73.64, with depreciation risk at 42.54. A volatile market is anticipated, with a 0.48 probability of a downward trend at 6 months, shifting to a 0.54 probability of an upward trend at 12 months and a 0.56 probability at 24 months, with Advance Retail Sales identified as a strong leading indicator at a 0.83 correlation.
What It's Actually Worth
Blended value of a standard 38 yr, 27k mi example, ~$51.3K now. The green line weighs confirmed auction sales most heavily (the amber dots — what cars actually hammered for), blends in fast-selling "just-missed" listings, and lightly smooths out month-to-month composition noise.
Each faint amber line is a forecast we would have made at that point in the past (12-mo horizon), drawn against what actually happened (blue). Over 107 scored forecasts: 60% got the direction right, median value error ±46%.
━ actual╱ past predictions (ghosts)
Walk-forward: each ghost uses only data available at that date — no hindsight. Data-backed market intelligence, not a guaranteed prediction. Figures are modeled estimates from asking prices, sold comps, and public economic indicators; they can be wrong. Not financial advice.
Where We Think It's Headed
Probability and range, not a single number. Wider = less certain (not bigger gains).
Horizon
Direction
Probability
Confidence
Past accuracy
6 mo
DOWN
48%
Low
70%
12 mo
UP
54%
Low
60%
24 mo
UP
56%
Low
73%
Data-backed market intelligence, not a guaranteed prediction. Figures are modeled estimates from asking prices, sold comps, and public economic indicators; they can be wrong. Not financial advice.
If You’d Bought in 2003
$100K invested 2003-05 → today (23.2 yrs), this car vs where else you could've put the money. Rebased to 100 at the start; the dashed line is inflation (break-even).
━ This car $123K━ Housing $254K
Lost ground to inflation. The Aston Martin Lagonda roughly 1.2×'d your money (a real 33% LOSS to inflation). It trailed housing (-52%). (Price only — a real round-trip also loses ~10–20% to buy/sell fees and carrying costs.)
Specialty-car prices don't move in a vacuum. These economic indicators have historically led this market — tap one to see it shifted forward by its lead time, overlaid on the value line.
Advance Retail Sales leads by about 1 months (moves with this market, correlation 0.83). Shown shifted forward 1 months so its turns line up with the market's.
━ Aston Martin Lagonda┄ Advance Retail Sales, shifted +1mo
CPI (All Urban Consumers) leads by about 2 months (moves with this market, correlation 0.83). Shown shifted forward 2 months so its turns line up with the market's.
━ Aston Martin Lagonda┄ CPI (All Urban Consumers), shifted +2mo
Core CPI (ex food/energy) leads by about 16 months (moves with this market, correlation 0.83). Shown shifted forward 16 months so its turns line up with the market's.
━ Aston Martin Lagonda┄ Core CPI (ex food/energy), shifted +16mo
M2 Money Supply leads by about 1 months (moves with this market, correlation 0.82). Shown shifted forward 1 months so its turns line up with the market's.
━ Aston Martin Lagonda┄ M2 Money Supply, shifted +1mo
PCE Price Index leads by about 0 months (moves with this market, correlation 0.82). Shown shifted forward 0 months so its turns line up with the market's.
━ Aston Martin Lagonda┄ PCE Price Index, shifted +0mo
Real Disposable Income per Capita leads by about 9 months (moves with this market, correlation 0.82). Shown shifted forward 9 months so its turns line up with the market's.
━ Aston Martin Lagonda┄ Real Disposable Income per Capita, shifted +9mo
Consumer Discretionary ETF (XLY) leads by about 7 months (moves with this market, correlation 0.81). Shown shifted forward 7 months so its turns line up with the market's.
━ Aston Martin Lagonda┄ Consumer Discretionary ETF (XLY), shifted +7mo
Dow Jones Industrial leads by about 3 months (moves with this market, correlation 0.81). Shown shifted forward 3 months so its turns line up with the market's.
━ Aston Martin Lagonda┄ Dow Jones Industrial, shifted +3mo
Data-backed market intelligence, not a guaranteed prediction. Figures are modeled estimates from asking prices, sold comps, and public economic indicators; they can be wrong. Not financial advice.