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Science · Geospatial science

Geospatial science

Almost every risk question has a where: where hazards strike, where people and assets are, where services can be reached and where dependencies run. Geospatial science brings Earth observation, geographic information systems (GIS) and spatial statistics together to answer it. The Global Centre for Risk and Innovation (GCRI) uses geospatial methods with care for their limitations: coordinate systems, scale, data gaps and the way boundaries can change a result. This page is part of science and methods.

01In brief

The short answer.

Geospatial science brings Earth observation, geographic information systems and spatial statistics together to answer where hazards strike, where people and assets are, where services can be reached and where dependencies run. GCRI uses it with care for coordinate systems, scale, data gaps and the ease with which maps persuade.

02Geography

Land surface in the Colorado River Basin.

Surface classes an Earth-observation programme reads: ranges, deserts, glaciers, lakes and reefs, shown for the Colorado River Basin as an example geography for this subject.

Surface classes an Earth-observation programme reads: ranges, deserts, glaciers, lakes and reefs.Indicator derived from Natural Earth at map scale; a screening view, not an assessment.
GCRI · institution · fieldDESIGN FIGURE
03Methods

The geospatial toolkit.

Geospatial work combines observation, mapping and statistics. Each method has its own assumptions, and results are reported with the choices made.

GIS

Mapping and overlay

Combining hazard, exposure and service layers with geospatial information systems.

Statistics

Spatial patterns

Clustering, interpolation and spatial dependence with spatial statistics and geostatistics.

Access

Networks and reach

Travel time to hospitals, shelters and markets over real road and transport networks.

04Limitations

Where geospatial results can mislead.

Maps persuade easily, which is why their limits are stated beside them.

  • Scale and aggregation: the same data grouped into different areas can show different patterns
  • Boundaries: administrative units rarely match watersheds, grids or labour markets
  • Distance is not access: straight-line buffers can misstate how far people really are from services
  • Data gaps: informal settlements, rural areas and recent change are often missing from base maps
  • Interpolation: surfaces built from sparse samples carry uncertainty that must be shown
05Practice

How GCRI keeps spatial work checkable.

  1. 01

    State the coordinate reference system

    So layers align and distances are correct.

  2. 02

    Test sensitivity to scale

    Results are checked at more than one level of aggregation.

  3. 03

    Validate spatially

    Models are tested on places they were not trained on.

  4. 04

    Respect sensitivity

    Restricted infrastructure locations and protected community sites are never published.

06Key terms

Terms used on this page.

Each term as this page uses it. Where a standard-setting body defines the term, the wording follows that body.

TermDefinition
Coordinate reference systemThe definition that ties coordinates to locations on Earth, catalogued with EPSG codes.
Modifiable areal unit problemThe change in statistical results that comes from how areas are drawn and aggregated.
Spatial autocorrelationThe tendency of nearby places to have similar values, which statistical tests must account for.
Geospatial informationData that describes the location and attributes of features on the Earth, the basis on which the UN Integrated Geospatial Information Framework asks countries to build national systems.
08Questions

Questions and answers.

Are GCRI maps official?
No. GCRI maps are research products with their sources and uncertainty. Official maps and boundaries are issued by the competent national authorities.
How are boundaries shown?
Using recognized sources with their names stated. A boundary on a GCRI map implies no position on any territorial question.
Can I get GIS layers?
Released, rights-cleared layers are listed under public data and datasets, with their licence and lineage.
Why does scale matter so much?
Because averages over large areas can hide local extremes, and different groupings can change apparent patterns. Results are tested at more than one scale.
Can communities contribute local mapping?
Yes, through consent-aware routes. Local knowledge can correct gaps in base maps, and protected sites or knowledge are never published without the agreement of the rights-holders.
The Global Centre for Risk and Innovation

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