THE INDEX · SIMULATING A COUNTRY
The Andorra Scenario Engine
- PUBLISHED
- URBAN SCIENCE 10(8):450
- FIRST AND CORRESPONDING AUTHOR (1 OF 6)
- OPEN ACCESS, CC BY 4.0
PROBLEM
National plans are built from indicator trajectories with no mechanism a decision-maker can pull, and a small country cannot learn from a policy mistake after it has been made.
You can’t roll back a country.
QUESTION
Can a small team build a data-grounded, auditable national model that compares conditional futures instead of predicting one?
SYSTEM
The model is calibrated on official statistics from 2010 to 2024 and run to 2049 under four scenarios.
Continuity grows GDP by 2.5% a year, Overgrowth by 6.0%, Degrowth shrinks it by 1.5% with an explicit migration restriction, and Density grows it by 3.0% with no building expansion.
Population follows GDP through a lagged labor-immigration elasticity (0.40 at one year, 0.10 at two). 500 Monte Carlo draws. Outputs are mapped on a 12,474-cell H3 grid.
EVIDENCE
Population follows the economy through a lagged labor-immigration link. In the September 2026 update that choice back-casts population worse than a straight line, 5.5% error against 1.7%, and I kept it, because a straight line has no lever a minister can pull.
In 2049 the population ranges from 72,268 (Degrowth) to 175,070 (Overgrowth); figures updated September 2026.
Correcting the model moved three 2049 endpoints by under 4%, while Density rose 19% and now edges past Continuity.
| 2024 | Continuity | Overgrowth | Degrowth | Density | |
|---|---|---|---|---|---|
| Resident population | 87,097 | 116,758 | 175,070 | 72,268 | 117,810 |
| Visitors per year millions | 9.65 | 11.76 | 17.46 | 7.50 | 11.71 |
| Electricity demand GWh/yr | 570 | 764 | 1,146 | 473 | 771 |
| Hospital beds per 1,000 service population | 1.35 | 1.03 | 0.69 | 1.66 | 1.03 |
| Summer water stress (WEI) | 0.129 | 0.165 | 0.222 | 0.122 | 0.166 |
| Housing burden % of income | 17.5 | 16.5 | 16.5 | 16.3 | 16.9 |
| CO2 kt/yr | 415 | 440 | 774 | 263 | 441 |
| Natural land cover share | 0.976 | 0.967 | 0.937 | 0.976 | 0.976 |

Photo: gbila
STATUS AND LIMITS
Published 5 August 2026. Conditional scenarios, not forecasts.
Figures use the corrected model run (updated September 2026), which supersedes some values in the published article; a formal correction is in preparation.
MY ROLE
As listed in the publisher’s Author Contributions, I did the conceptualization (with Kent Larson), methodology (with Luis Alonso-Pastor), software (with Adrian Mora-Carrero), formal analysis, investigation, data curation, original draft and visualization.
CREDITS
Marcel Bartumeu Ramentol, Parfait Atchade-Adelomou, Adrian Mora-Carrero, Kent Larson, Luis Alonso-Pastor, Marta Domenech (Andorra Research + Innovation).
Partner: Andorra Research + Innovation.
SOURCES AND STATUS FOR THIS PAGE · 20 CLAIMS
| Claim | Status | Source | Checked |
|---|---|---|---|
| National plans are built from indicator trajectories with no mechanism a decision-maker can pull, and a small country cannot learn from a policy mi… | OWN WORDING | Urban Science 10(8):450, introduction | 2026-10-10 |
| You can't roll back a country. | OWN RECORD | My vision document, July 2026, page 2 (own document) | 2026-10-10 |
| Can a small team build a data-grounded, auditable national model that compares conditional futures instead of predicting one? | OWN WORDING | Urban Science 10(8):450, abstract | 2026-10-10 |
| The model is calibrated on official statistics from 2010 to 2024 and run to 2049 under four scenarios. | OWN WORDING | Urban Science 10(8):450, methods | 2026-10-10 |
| Continuity grows GDP by 2.5% a year, Overgrowth by 6.0%, Degrowth shrinks it by 1.5% with an explicit migration restriction, and Density grows it b… | MODEL · CONDITIONAL | Scenario definitions in the R3c run | 2026-10-10 |
| Population follows GDP through a lagged labor-immigration elasticity (0.40 at one year, 0.10 at two). 500 Monte Carlo draws. Outputs are mapped on … | MODEL · CONDITIONAL | Urban Science 10(8):450 (2026), methods | 2026-10-10 |
| Population follows the economy through a lagged labor-immigration link. In the September 2026 update that choice back-casts population worse than a… | MODEL · CONDITIONAL | Scenario engine back-cast, R3c corrected run (updated September 2026) | 2026-10-10 |
| In 2049 the population ranges from 72,268 (Degrowth) to 175,070 (Overgrowth); figures updated September 2026. | MODEL · CONDITIONAL | Scenario engine, R3c corrected run, September 2026 | 2026-10-10 |
| Correcting the model moved three 2049 endpoints by under 4%, while Density rose 19% and now edges past Continuity. | MODEL · CONDITIONAL | Scenario engine, published run against the R3c corrected run | 2026-10-10 |
| Signature numbers | MODEL · CONDITIONAL | Scenario engine, R3c corrected run, September 2026 | 2026-10-10 |
| THE TERRAIN MODEL, SEEN BY THE DELEGATION · 1 MAY 2026 | OWN RECORD | Photograph supplied by me, cleared 12 October 2026 (photo: gbila) | 2026-10-10 |
| Published 5 August 2026. Conditional scenarios, not forecasts. | OWN WORDING | Urban Science 10(8):450 | 2026-10-10 |
| Figures use the corrected model run (updated September 2026), which supersedes some values in the published article; a formal correction is in prep… | MODEL · CONDITIONAL | Scenario engine, R3c corrected run, September 2026 | 2026-10-10 |
| As listed in the publisher's Author Contributions, I did the conceptualization (with Kent Larson), methodology (with Luis Alonso-Pastor), software … | VERIFIED | Urban Science 10(8):450, Author Contributions | 2026-10-10 |
| Marcel Bartumeu Ramentol, Parfait Atchade-Adelomou, Adrian Mora-Carrero, Kent Larson, Luis Alonso-Pastor, Marta Domenech (Andorra Research + Innova… | VERIFIED | Urban Science 10(8):450 (2026), author list | 2026-10-10 |
| Andorra Research + Innovation. | VERIFIED | Urban Science 10(8):450 (2026), affiliations | 2026-10-10 |
| PUBLISHED 5 AUG 2026 | VERIFIED | Crossref, MIT DSpace and ORCID records | 2026-10-10 |
| URBAN SCIENCE 10(8):450 | VERIFIED | Urban Science 10(8):450 | 2026-10-10 |
| FIRST AND CORRESPONDING AUTHOR (1 OF 6) | VERIFIED | Urban Science author list | 2026-10-10 |
| OPEN ACCESS, CC BY 4.0 | VERIFIED | Crossref licence record; MIT DSpace | 2026-10-10 |