This model is a structural snapshot of 2018–2021. It is not a present-day estimate.See limitations

Seychelles

Every number behind this island's composite, opened up to the raw values. Nine metric scores and the indicators under each, the five dependence channels, the 2019 = 100 recovery path, exposure and capacity on the six shock channels, and the provenance of all 36 indicator cells.

SYCData confidence93.1%·2Data vintage 2018-2021 (structural snapshot, not a nowcast)
Region
Indian Ocean (AIS)
Income
High income
Capital
Victoria
Population
98,462
Area
460 km²
Rank
#4 / 12
Composite resilience
54.6
Rank #4 / 12
CVI
61.3
Rank #2 / 12
Resilience − dependence gap
−6.7
54.661.3
Resilience vs dependence
Dependent but capable
Has the capital and logistics to manage a dependence it cannot eliminate. The most interesting cell in the model.

The nine-metric shape

This island (solid) against the panel's per-metric median (dashed) on the same fixed 0–100 axis. An axis with no value is left unconnected: joining a missing score to zero would invent a shape that is not in the data.

255075100FoodEnergyDiversificationFiscalDigitalClimateOceanHuman capitalDependence
  • Seychelles
  • Panel median

The median is taken over the twelve-island panel only. The contrast case never enters the reference.

Table view
Seychelles — The nine-metric shape
MetricScorePanel medianVs medianCoverage
M1 Food62.655.4+7.23/3
M2 Energy41.153.4−12.33/3
M3 Diversification28.547.8−19.43/3
M4 Fiscal55.445.8+9.63/3
M5 Digital69.848.7+21.12/3
M6 Climate31.236.7−5.53/3
M7 Ocean68.523.0+45.43/3
M8 Human capital74.163.2+10.93/3
M9 Dependence70.860.3+10.52/3

Metric by metric

A metric score is the plain mean of its base indicators after normalisation to 0–100. A missing indicator is dropped from that mean rather than scored as zero, so a thin coverage string means the score rests on correspondingly less evidence.

M1Food & primary production security

Weight 12%Coverage 3/362.6

No short-run domestic substitute for calories.

M1 Food & primary production security — Indicator
IndicatorRaw valueNormalisedProvenanceStatus
Agriculture/forestry/fishing share of GDP (MVI AFF) aff2.46 index 0-10093.4UNDP SIDS Platform, as publishedsids_platformClean
Instability of agricultural production (MVI AIN) ain31.69 index 0-10063.5UNDP SIDS Platform, as publishedsids_platformClean
Fish Stock Status (EPI) fss8.89 score 0-10030.8UNDP SIDS Platform, as publishedsids_platformClean

M2Energy security & transition

Weight 12%Coverage 3/341.1

Fuel cutoffs cascade into water, transport and the cold chain.

M2 Energy security & transition — Indicator
IndicatorRaw valueNormalisedProvenanceStatus
Access to clean cooking fuels and technologies clean_cook99.00 % of population98.9Derived inside the pipelinederived_in_pipelineClean
CO2 emissions per capita co2_pc6.30 tonnes/person12.4Derived inside the pipelinederived_in_pipelineClean
Modern renewable share (constructed proxy) modern_renew1.34 %11.9Derived inside the pipelinederived_in_pipelineClean

M3Economic diversification & trade

Weight 12%Coverage 3/328.5

Monoculture turns one sectoral shock into a whole-economy shock.

M3 Economic diversification & trade — Indicator
IndicatorRaw valueNormalisedProvenanceStatus
Tourism receipts, % of total exports tour_xp29.65 %24.5UNDP SIDS Platform, as publishedsids_platformClean
Export concentration (MVI XCON) xcon40.22 index 0-10015.0UNDP SIDS Platform, as publishedsids_platformClean
Export instability (MVI XIN) xin33.59 index 0-10045.9UNDP SIDS Platform, as publishedsids_platformClean

M4Fiscal & financial capacity

Weight 12%Coverage 3/355.4

Decides whether a shock is absorbed or becomes a debt crisis.

M4 Fiscal & financial capacity — Indicator
IndicatorRaw valueNormalisedProvenanceStatus
Current account balance, % of GDP cab-2.84 %55.7UNDP SIDS Platform, as publishedsids_platformClean
External debt stocks, % of GNI extdebt37.50 %52.7WDI 2023 — unverified against the source pagewdi2023_UNVERIFIEDFlaggedWorld Bank WDI 2023, taken from a search summary and NOT confirmed against the source page. Provisional.
Log GDP per capita ln_gdppc9.34 ln(current US$)57.9Derived inside the pipelinederived_in_pipelineClean

M5Digital infrastructure & innovation

Weight 11%Coverage 2/369.8

Sets medium-run adaptive capacity; shocks do not transmit through it in weeks.

M5 Digital infrastructure & innovation — Indicator
IndicatorRaw valueNormalisedProvenanceStatus
E-Government Development Index egi0.692 index 0-165.3UNDP SIDS Platform, as publishedsids_platformClean
Global Cybersecurity Index gciNo dataUNDP SIDS Platform, as publishedsids_platformMissing
Telecommunication Infrastructure Index tii0.693 index 0-174.2UNDP SIDS Platform, as publishedsids_platformClean

M6Climate & disaster resilience

Weight 12%Coverage 3/331.2

Direct existential exposure for low-lying islands.

M6 Climate & disaster resilience — Indicator
IndicatorRaw valueNormalisedProvenanceStatus
Population in low-elevation coastal zone (MVI LECZ) lecz81.38 index 0-10019.0UNDP SIDS Platform, as publishedsids_platformClean
ND-GAIN climate vulnerability ndgain_vul0.430 index 0-168.2UNDP SIDS Platform, as publishedsids_platformClean
Victims of natural disasters (MVI VIC) vic70.68 index 0-1006.4UNDP SIDS Platform, as publishedsids_platformClean

M7Ocean & ecosystem health

Weight 9%Coverage 3/368.5

Partly already captured inside food security; discounted to avoid double counting.

M7 Ocean & ecosystem health — Indicator
IndicatorRaw valueNormalisedProvenanceStatus
Marine protected areas, % of territorial waters mpa0.036 %5.4UNDP SIDS Platform, as publishedsids_platformClean
Ocean Health Index ohi84.72 score 0-100100.0UNDP SIDS Platform, as publishedsids_platformClean
Terrestrial protected areas (% of total land area) tpa_land42.10 %100.0UNDP SIDS Platform, as publishedsids_platformClean

M8Human capital & youth capacity

Weight 11%Coverage 3/374.1

Determines whether young people stay; slower transmission.

M8 Human capital & youth capacity — Indicator
IndicatorRaw valueNormalisedProvenanceStatus
Human Capital Index (UN DESA) hci0.766 index 0-175.4UNDP SIDS Platform, as publishedsids_platformClean
Human Development Index hdi0.796 index 0-166.8UNDP SIDS Platform, as publishedsids_platformClean
Youth unemployment, ages 15-24 youth_unemp10.34 %80.1National-level estimatenational_estimateProxy

M9External dependence & connectivity

Weight 9%Coverage 2/370.8

Partly already captured inside fiscal and diversification; discounted.

M9 External dependence & connectivity — Indicator
IndicatorRaw valueNormalisedProvenanceStatus
Net ODA received, % of GNI odaNo dataUNDP SIDS Platform, as publishedsids_platformMissing
Remoteness (MVI REM) rem_idx63.18 index 0-10061.5UNDP SIDS Platform, as publishedsids_platformClean
Personal remittances received, % of GDP remit0.887 %80.1UNDP SIDS Platform, as publishedsids_platformClean

Dependence channels

The five channels behind the Cumulative Vulnerability Index. Both the channel score and the values beneath it are 0–100 exposures, and they run opposite to the resilience scores: higher means more tied to the outside.

V1Food & import supply

Weight 25%Coverage 2/281.3
V1 Food & import supply
IndicatorRaw valueExposureProvenance
Agriculture/forestry/fishing share of GDP (MVI AFF) aff2.46 index 0-10093.4UNDP SIDS Platform, as published
Fish Stock Status (EPI) fss8.89 score 0-10069.2UNDP SIDS Platform, as published

Inverted relative to the resilience layer. A large primary sector is a volatility risk (lowers M1) but also domestic calorie supply (lowers V1). Both readings are kept.

V2Energy & fuel

Weight 20%Coverage 2/244.6
V2 Energy & fuel
IndicatorRaw valueExposureProvenance
Modern renewable share (constructed proxy) modern_renew1.34 %88.1Derived inside the pipeline
Access to clean cooking fuels and technologies clean_cook99.00 % of population1.1Derived inside the pipeline

Enters V2 as a capability, not as fuel independence. Clean cooking on a small island usually means imported LPG, so treating it as reduced energy dependence is the weakest link in this channel. Flagged, not hidden.

V3External demand

Weight 20%Coverage 3/371.5
V3 External demand
IndicatorRaw valueExposureProvenance
Tourism receipts, % of total exports tour_xp29.65 %75.5UNDP SIDS Platform, as published
Export concentration (MVI XCON) xcon40.22 index 0-10085.0UNDP SIDS Platform, as published
Export instability (MVI XIN) xin33.59 index 0-10054.1UNDP SIDS Platform, as published

V4Capital & external finance

Weight 20%Coverage 3/448.5
V4 Capital & external finance
IndicatorRaw valueExposureProvenance
FDI net inflows, % of GDP fdi16.05 %78.4UNDP SIDS Platform, as published
Net ODA received, % of GNI odaNo dataNo dataUNDP SIDS Platform, as publishedMissing
External debt stocks, % of GNI extdebt37.50 %47.3WDI 2023 — unverified against the source page
Personal remittances received, % of GDP remit0.887 %19.9UNDP SIDS Platform, as published

V5Trade logistics & remoteness

Weight 15%Coverage 2/253.4
V5 Trade logistics & remoteness
IndicatorRaw valueExposureProvenance
Remoteness (MVI REM) rem_idx63.18 index 0-10038.5UNDP SIDS Platform, as published
Trade (exports+imports), % of GDP trade173 %68.3UNDP SIDS Platform, as published

Trade openness is an amplifier here, not a shock: it measures how much of the economy has to physically cross an ocean.

A channel indicator's exposure is usually the complement of the same base indicator's resilience score. It is the same number read from two directions, which is why both layers are shown.

The 2020 shock and the path back

Constant-price GDP per capita indexed to 2019 = 100. The recovery band — rapid, moderate, unrecovered — is derived from the year this line comes back to 100.

2020 growth -10.7%
Seychelles — Real GDP per capita, indexed2019 = 100Shock year 2020Trough 2022 · 79.4Not recovered · 2024809010020172018201920202021202220232024YearIndex (2019 = 100)
  • Seychelles — Real GDP per capita, indexed
  • 2019 = 100
Recovery
Not recovered by 2024
Years to recover
No data
2020 index
87.5
Trough against 2019
−20.6 (2022)
Latest observation
85.3 (2024)

The trough is not 2020. Income kept falling past the shock year, so the low is marked on the year it actually occurred rather than on the year of the event.

Warning: The series stops at 2024. “Not recovered” means not yet observed to recover, not that it will not — a censored observation, not a forecast.

The vertical axis always contains 100. An axis that stretches to fit the data would draw a shallow fall and a deep one as the same shape. Only this island's path is drawn here. Laying the rest of the panel underneath as faint grey context would need all twelve series, and this route loads one island. The panel-wide 2020 comparison lives on the 2020 validation view.

Table view
Seychelles — Real GDP per capita, indexed
YearIndexVs 2019Marked
201791.99−8.01
201895.62−4.38
2019100.000.00
202087.51−12.49
202187.29−12.71
202279.41−20.59Trough
202383.60−16.40
202485.27−14.73Not recovered

Shock channels: exposure and capacity

Exposure is the share of the economy actually standing in front of that shock (0–100%); capacity is a 0–100 score built from the metrics that resist it. The two have different units, so they sit side by side in a table rather than sharing an axis.

Seychelles — Shock channels: exposure and capacity
Shock channelExposureCapacityUnit
Tourism demand28.9%39.2% fall in tourism receipts
Fuel price98.7%46.8% change in fuel import cost
Food price81.3%60.4% change in food import cost
External capital26.5%59.7% tightening of external finance
Freight & logistics42.3%62.6% rise in freight cost / lead time
Physical climate62.4%38.5cyclone / sea-level stress index

Only the tourism exposure is an “effective” figure: the tourism share of exports multiplied by the monetised share of the economy. In a largely subsistence economy the export share overstates how much livelihood is actually at risk. The other five are exactly as defined below.

How each exposure is defined (as published)
  • Tourism demand Tourism receipts as a share of total exports, used directly rather than normalised: an 85% share means 85% of export earnings are at risk.
  • Fuel price Share of final energy that is NOT modern renewable, i.e. 100 - modern_renew. Traditional biomass does not count as energy independence.
  • Food price Low domestic primary production (MVI AFF, inverted) plus weak fishery (EPI Fish Stock Status, inverted).
  • External capital Reliance on externally sourced money: external debt, remittances and FDI.
  • Freight & logistics Remoteness (MVI REM) times trade openness — how much of the economy has to cross an ocean.
  • Physical climate Direct climate exposure: low-elevation coastal population, disaster victims, and ND-GAIN vulnerability.

Reference scenario resultReference (all channels 30%)

A like-for-like comparison scenario: every one of the six channels shocked by the same 30%. It is a measuring stick, not a forecast of any actual event.

GDP loss
32.18%
Composite change
−5.37
Sector that fails first
Food & primary production security13.30 pts

Indicator provenance

All 36 indicator cells for this island, grouped by the metric they feed, with the raw value, its unit, the normalised score, the exposure and the provenance of each. Missing and flagged cells are not hidden.

Seychelles — Indicator provenance
IndicatorValueUnitNormalisedExposureProvenanceStatus
M1Food & primary production security · Coverage 3/3
Agriculture/forestry/fishing share of GDP (MVI AFF) affUNDP SIDS Platform / MVI (LDC EVI component). High share = economy leans on a volatile, weather-exposed primary sector.2.46index 0-10093.493.4UNDP SIDS Platform, as publishedsids_platformCleanV1
Instability of agricultural production (MVI AIN) ainUNDP SIDS Platform / MVI. Year-to-year volatility of domestic food & crop output.31.69index 0-10063.5UNDP SIDS Platform, as publishedsids_platformClean
Fish Stock Status (EPI) fssUNDP SIDS Platform / Blue block, Environmental Performance Index. Health of the fishery the island eats from.8.89score 0-10030.869.2UNDP SIDS Platform, as publishedsids_platformCleanV1
M2Energy security & transition · Coverage 3/3
Access to clean cooking fuels and technologies clean_cookWDI EG.CFT.ACCS.ZS, 2022 (Our World in Data / Tracking SDG7). Added to correct the traditional-biomass problem.99.00% of population98.91.1Derived inside the pipelinederived_in_pipelineCleanV2
CO2 emissions per capita co2_pcDerived: co2_kt x 1000 / population.6.30tonnes/person12.4Derived inside the pipelinederived_in_pipelineClean
Modern renewable share (constructed proxy) modern_renewCONSTRUCTED PROXY, not an official statistic: renewable share x clean cooking access / 100. Strips fuelwood and charcoal out of the headline renewable share.1.34%11.988.1Derived inside the pipelinederived_in_pipelineCleanV2
M3Economic diversification & trade · Coverage 3/3
Tourism receipts, % of total exports tour_xpUNDP SIDS Platform / MVI block (WDI ST.INT.RCPT.XP.ZS). Treated as monoculture risk, not as income.29.65%24.575.5UNDP SIDS Platform, as publishedsids_platformCleanV3
Export concentration (MVI XCON) xconUNDP SIDS Platform / MVI. How few products/services the island's export earnings rest on.40.22index 0-10015.085.0UNDP SIDS Platform, as publishedsids_platformCleanV3
Export instability (MVI XIN) xinUNDP SIDS Platform / MVI. Volatility of export earnings.33.59index 0-10045.954.1UNDP SIDS Platform, as publishedsids_platformCleanV3
M4Fiscal & financial capacity · Coverage 3/3
Current account balance, % of GDP cabUNDP SIDS Platform / Finance block (WDI BN.CAB.XOKA.GD.ZS).-2.84%55.7UNDP SIDS Platform, as publishedsids_platformClean
External debt stocks, % of GNI extdebtUNDP SIDS Platform / Finance block (WDI DT.DOD.DECT.GN.ZS, 2019).37.50%52.747.3WDI 2023 — unverified against the source pagewdi2023_UNVERIFIEDFlaggedWorld Bank WDI 2023, taken from a search summary and NOT confirmed against the source page. Provisional.V4
Log GDP per capita ln_gdppcDerived: natural log of GDP per capita, to stop Singapore compressing the panel.9.34ln(current US$)57.9Derived inside the pipelinederived_in_pipelineClean
M5Digital infrastructure & innovation · Coverage 2/3
E-Government Development Index egiUNDP SIDS Platform / Digital block (UN DESA EGDI, 2020).0.692index 0-165.3UNDP SIDS Platform, as publishedsids_platformClean
Global Cybersecurity Index gciUNDP SIDS Platform / Digital block (ITU GCI, 2020).No datascore 0-100UNDP SIDS Platform, as publishedsids_platformMissing
Telecommunication Infrastructure Index tiiUNDP SIDS Platform / Digital block (UN DESA TII, 2020).0.693index 0-174.2UNDP SIDS Platform, as publishedsids_platformClean
M6Climate & disaster resilience · Coverage 3/3
Population in low-elevation coastal zone (MVI LECZ) leczUNDP SIDS Platform / MVI. Share of people living <5 m above sea level.81.38index 0-10019.0UNDP SIDS Platform, as publishedsids_platformClean
ND-GAIN climate vulnerability ndgain_vulUNDP SIDS Platform / Climate block (Notre Dame GAIN, 2019). Higher = more exposed/sensitive, less adaptive.0.430index 0-168.2UNDP SIDS Platform, as publishedsids_platformClean
Victims of natural disasters (MVI VIC) vicUNDP SIDS Platform / MVI. Population affected by disasters, indexed.70.68index 0-1006.4UNDP SIDS Platform, as publishedsids_platformClean
M7Ocean & ecosystem health · Coverage 3/3
Marine protected areas, % of territorial waters mpaUNDP SIDS Platform / Blue block (WDI ER.MRN.PTMR.ZS, 2018).0.036%5.4UNDP SIDS Platform, as publishedsids_platformClean
Ocean Health Index ohiUNDP SIDS Platform / Blue block (OHI, 2020).84.72score 0-100100.0UNDP SIDS Platform, as publishedsids_platformClean
Terrestrial protected areas (% of total land area) tpa_landWDI ER.LND.PTLD.ZS, 2018. Added 8 Aug 2026. True land-protection measure; replaces `tpa` inside M7 Ocean & ecosystem health.42.10%100.0UNDP SIDS Platform, as publishedsids_platformClean
M8Human capital & youth capacity · Coverage 3/3
Human Capital Index (UN DESA) hciUNDP SIDS Platform / Digital block (UN DESA HCI, 2020). Schooling + literacy composite.0.766index 0-175.4UNDP SIDS Platform, as publishedsids_platformClean
Human Development Index hdiUNDP SIDS Platform / Profile block (UNDP HDR, 2019).0.796index 0-166.8UNDP SIDS Platform, as publishedsids_platformClean
Youth unemployment, ages 15-24 youth_unempWorld Bank WDI SL.UEM.1524.ZS (ILO modelled estimate, 2024). SUPPLEMENTARY - not on the SIDS platform.10.34%80.1National-level estimatenational_estimateProxy
M9External dependence & connectivity · Coverage 2/3
Net ODA received, % of GNI odaUNDP SIDS Platform / Finance block (WDI DT.ODA.ODAT.GN.ZS).No data%UNDP SIDS Platform, as publishedsids_platformMissingV4
Remoteness (MVI REM) rem_idxUNDP SIDS Platform / MVI. Distance-weighted trade remoteness from world markets.63.18index 0-10061.538.5UNDP SIDS Platform, as publishedsids_platformCleanV5
Personal remittances received, % of GDP remitUNDP SIDS Platform / Finance block (WDI BX.TRF.PWKR.DT.GD.ZS, 2020). Treated as external-income dependence.0.887%80.119.9UNDP SIDS Platform, as publishedsids_platformCleanV4
Auxiliary and derived values that enter no metric These do not enter the composite directly. They are inputs to derived indicators (population, GDP), used only by the vulnerability layer, or kept for reference.
CO2 emissions co2_ktUNDP SIDS Platform / Climate block (WDI EN.ATM.CO2E.KT, 2018). Converted to tonnes per capita in the model.620kilotonnes98.7UNDP SIDS Platform, as publishedsids_platformClean
FDI net inflows, % of GDP fdiUNDP SIDS Platform / MVI block (WDI BX.KLT.DINV.WD.GD.ZS, 2019). Used in the dependence layer only.16.05%21.678.4UNDP SIDS Platform, as publishedsids_platformCleanV4
GDP per capita gdppcUNDP SIDS Platform / Finance block (WDI NY.GDP.PCAP.CD, 2020). Log-transformed in the model.11425current US$17.5UNDP SIDS Platform, as publishedsids_platformClean
Pre-shock (2019) GDP per capita gdppc_preshockDerived: 2020 GDP per capita backed out by the 2020 real growth rate.12797current US$18.7Derived inside the pipelinederived_in_pipelineClean
General government gross debt govdebt_2024IMF WEO 2024. INCOMPLETE - missing for PNG, SGP, SYC, TUV, VUT, so the fiscal metric still uses external debt.No data% of GDPDerived inside the pipelinederived_in_pipelineMissing
Population density pop_densityDerived: population / surface area. NB the denominator is surface area, not land area.214people/km297.5Derived inside the pipelinederived_in_pipelineClean
Renewable energy, % of final energy consumption renewUNDP SIDS Platform / Climate block (WDI EG.FEC.RNEW.ZS, 2015).1.35%0.9UNDP SIDS Platform, as publishedsids_platformClean
Terrestrial AND marine protected areas (% of total territorial area) tpaWDI ER.PTD.TOTL.ZS, 2018. RETAINED FOR REFERENCE ONLY - not used in M7. Denominator is total territorial area including waters, so it overlaps `mpa` and is not a land-protection measure despite its original label.0.051%3.4UNDP SIDS Platform, as publishedsids_platformClean
Trade (exports+imports), % of GDP tradeUNDP SIDS Platform / Finance block (WDI NE.TRD.GNFS.ZS). Openness = exposure in the dependence layer.173%31.768.3UNDP SIDS Platform, as publishedsids_platformCleanV5
Source note (as published)

Highest Ocean Health Index in the panel and a pioneer of the 'blue economy'; 70% of GDP and 90% of exports still ride on tourism + fisheries. youth_unemp is a national estimate (no ILO modelled series).