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Indicator Catalogue

This page documents every indicator used in the Community Resilience Index, organised by layer and component. Each table shows the indicator name, data source, measurement direction, weight within its component, and normalisation method. Weights marked with * reflect the coherence/entrainment adjustment (ADR-003) where diversity indicators are weighted above the baseline.

Normalisation Methods

All indicators are normalised across the full set of Australian postcodes before aggregation. Two methods are used:

  • Min-max: (value - min) / (max - min), scaled to 0–1 (BRIC) or 0–10 (INFORM). Default method.
  • Percentile-rank: percentile_rank(value) / 100. Used when skewness exceeds 2.0 across all postcodes, to prevent outlier distortion.

The method applied to each indicator is determined automatically at build time based on distribution shape. For “lower is better” indicators, the normalised value is inverted so that higher normalised scores always indicate greater resilience (BRIC) or greater crisis pressure (INFORM).

Aggregation

  • Within each BRIC capital:weighted arithmetic mean of normalised indicators. Range 0–1.
  • BRIC composite:sum of six capital scores. Range 0–6 (Cutter et al. 2010 convention). When fewer capitals are available, the sum is proportionally scaled: BRIC = (sum / n_available) × 6.
  • Within each INFORM pillar:weighted arithmetic mean of normalised indicators. Range 0–10.
  • INFORM composite:geometric mean of three pillar scores. Range 0–10 (INFORM convention). Geometric mean prevents full compensation across pillars.
  • Cross-layer: no aggregation. Separate BRIC and INFORM scores with quadrant classification (ADR-002).

Layer 1: BRIC Baseline Resilience

Social Capital (REQ-001)

IndicatorSourceDirectionWeight
SEIFA IRSD scoreABS SEIFA 2021 by POAHigher = more resilient0.30
Educational attainment (% with post-school qualification)ABS Census 2021 by POAHigher = more resilient0.25
English language proficiency (% proficient)ABS Census 2021 by POAHigher = more resilient0.20
Health service access (distance to GP/hospital)Derived / DoctorConnectLower distance = more resilient0.25

Economic Capital (REQ-002)

Industry diversity is weighted at 0.30 (above the 0.20 baseline) per ADR-003. Economic monoculture is a brittleness signal — the coherence/entrainment distinction applied to employment structure.

IndicatorSourceDirectionWeight
Median household incomeABS Census 2021 by POAHigher = more resilient0.20
Unemployment rateABS Census 2021 by POALower = more resilient0.20
Industry diversity (Herfindahl index, inverted)ABS Census 2021 by POALower HHI = more diverse = more resilient0.30*
Housing affordability (mortgage/rent as % income, inverted)ABS Census 2021 by POALower = more resilient0.15
Gini coefficient of income (inverted)ABS Census 2021 by POALower = more equal = more resilient0.15

Community Capital (REQ-003)

Organisational type diversity is weighted above voter turnout per ADR-003. Diverse community infrastructure signals coherence.

IndicatorSourceDirectionWeight
Voluntary work participation rateABS Census 2021 by POAHigher = more resilient0.35
Nonprofit/community org densityACNC register by postcodeHigher = more resilient0.30
Voter turnoutAEC data by division (mapped to POA)Higher = more resilient0.15
Organisational type diversityDerived from ACNC registerHigher = more resilient0.20*

Institutional Capital (REQ-004)

Institutional capital is the hardest to source at postcode level. MVP uses distance-based proxies. Confidence for this capital is lower than for census-derived capitals.

IndicatorSourceDirectionWeight
Distance to nearest hospitalOpenStreetMap / NHSDLower = more resilient0.30
Distance to nearest fire/police stationOpenStreetMapLower = more resilient0.25
Government service delivery points per capitaServices Australia locationsHigher = more resilient0.25
Emergency management plan existence (LGA level)State emergency management agenciesBinary (1/0)0.20

Housing & Infrastructure Capital (REQ-005)

Transport mode diversity is weighted at 0.30 per ADR-003. A community where 90% drive to work is entrained to fuel supply — fragile in a supply chain crisis.

IndicatorSourceDirectionWeight
Internet connectivity (% with broadband)ABS Census 2021 by POAHigher = more resilient0.20
Dwelling quality (% owner-occupied, not needing repair)ABS Census 2021 by POAHigher = more resilient0.15
Transport mode diversity (Shannon index of commute modes)ABS Census 2021 by POAHigher = more resilient0.30*
Public transport access (GTFS stops within postcode)State transport GTFS feedsHigher = more resilient0.20
Vacancy rateABS Census 2021 by POALower = more resilient0.15

Environmental Capital (REQ-006)

Largely deferred to v2 due to data availability. MVP may score this capital with reduced confidence or flag as “data pending.”

IndicatorSourceDirectionWeight
Agricultural land within LGAABS Agricultural CensusHigher = more resilient0.35
Green space per capitaOpenStreetMap derivedHigher = more resilient0.25
Land use diversity (Shannon index)ABS land use dataHigher = more resilient0.25*
Water security classificationBureau of Meteorology / state water authoritiesHigher = more resilient0.15

Layer 2: INFORM Crisis Exposure

INFORM indicators measure crisis-specific pressure. Higher pillar scores indicate greater exposure, sensitivity, or lack of coping capacity. Raw values are normalised to 0–10. For indicators where higher raw values are good for the community (e.g. solar penetration), the normalised score is inverted so that the pillar correctly represents lack of that capacity.

Exposure Pillar (REQ-008)

IndicatorSourceFrequencyWeight
Remoteness (MMM category)ABS MMM 2023Static0.30
Distance to nearest refineryComputed (Lytton, Geelong)Static0.25
Local fuel price relative to national averageWA FuelWatch, QLD CKAN, NSW FuelCheckDaily0.25
Fuel station density per capitaACCC / scrapedMonthly0.10
Local fuel availabilityCrowdsource / scrapeDaily0.10

Sensitivity Pillar (REQ-009)

IndicatorSourceFrequencyWeight
SEIFA IRSD (inverted)ABS SEIFA 2021 by POAStatic0.30
Car dependency rateABS Census 2021 by POAStatic0.25
Housing stress (mortgage/rent as % income)ABS Census 2021 by POAStatic0.20
Agricultural workforce proportionABS Census 2021 by POAStatic0.15
Distance to nearest supermarketDerivedStatic0.10

Lack of Coping Capacity Pillar (REQ-010)

All indicators in this pillar measure capacity (higher raw value = better). They are inverted during normalisation so the pillar score reflects lack of coping capacity, consistent with the INFORM convention.

IndicatorSourceFrequencyWeight
Public transport accessibility (inverted)GTFS feedsStatic0.20
Solar/battery penetration (inverted)CER postcode dataQuarterly0.20
Volunteer density (inverted)ABS Census 2021 by POAStatic0.20
Internet connectivity (inverted)ABS Census 2021 by POAStatic0.15
Community infrastructure density (inverted)ABS / OSMStatic0.15
Local food production potential (inverted)ABS Agricultural CensusStatic0.10

Signal Confidence Metadata

Every indicator carries a SignalMetaobject recording its source, authority level, data freshness, and geographic coverage. A composite confidence score (0–1) is computed per indicator using the following weights:

FactorWeightScoring
Authority0.35official = 1.0, derived = 0.7, scraped = 0.4, estimated = 0.2
Freshness0.35real-time = 1.0, daily = 0.9, monthly = 0.7, annual = 0.4, census = 0.3
Coverage0.30national = 1.0, state = 0.6, partial = 0.3

Capital and pillar confidence scores are the weighted average of their constituent indicators’ confidence scores. When indicators are missing, confidence drops proportionally.

Missing Data Handling

  1. If a postcode is absent from a dataset, the indicator value is NULL.
  2. NULL indicators are excluded from the weighted mean for their capital or pillar.
  3. Remaining indicator weights are renormalised to sum to 1.0.
  4. The capital/pillar confidence score is reduced proportionally.
  5. If more than 50% of indicators in a capital/pillar are missing, the component is flagged as “insufficient data” rather than computed from sparse inputs.