EcoService Models Library (ESML)
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Compare EMs
Which comparison is best for me?EM Variables by Variable Role
One quick way to compare ecological models (EMs) is by comparing their variables. Predictor variables show what kinds of influences a model is able to account for, and what kinds of data it requires. Response variables show what information a model is capable of estimating.
This first comparison shows the names (and units) of each EM’s variables, side-by-side, sorted by variable role. Variable roles in ESML are as follows:
- Predictor Variables
- Time- or Space-Varying Variables
- Constants and Parameters
- Intermediate (Computed) Variables
- Response Variables
- Computed Response Variables
- Measured Response Variables
EM Variables by Category
A second way to use variables to compare EMs is by focusing on the kind of information each variable represents. The top-level categories in the ESML Variable Classification Hierarchy are as follows:
- Policy Regarding Use or Management of Ecosystem Resources
- Land Surface (or Water Body Bed) Cover, Use or Substrate
- Human Demographic Data
- Human-Produced Stressor or Enhancer of Ecosystem Goods and Services Production
- Ecosystem Attributes and Potential Supply of Ecosystem Goods and Services
- Non-monetary Indicators of Human Demand, Use or Benefit of Ecosystem Goods and Services
- Monetary Values
Besides understanding model similarities, sorting the variables for each EM by these 7 categories makes it easier to see if the compared models can be linked using similar variables. For example, if one model estimates an ecosystem attribute (in Category 5), such as water clarity, as a response variable, and a second model uses a similar attribute (also in Category 5) as a predictor of recreational use, the two models can potentially be used in tandem. This comparison makes it easier to spot potential model linkages.
All EM Descriptors
This selection allows a more detailed comparison of EMs by model characteristics other than their variables. The 50-or-so EM descriptors for each model are presented, side-by-side, in the following categories:
- EM Identity and Description
- EM Modeling Approach
- EM Locations, Environments, Ecology
- EM Ecosystem Goods and Services (EGS) potentially modeled, by classification system
EM Descriptors by Modeling Concepts
This feature guides the user through the use of the following seven concepts for comparing and selecting EMs:
- Conceptual Model
- Modeling Objective
- Modeling Context
- Potential for Model Linkage
- Feasibility of Model Use
- Model Certainty
- Model Structural Information
Though presented separately, these concepts are interdependent, and information presented under one concept may have relevance to other concepts as well.
EM Identity and Description
EM ID
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EM-121 | EM-194 | EM-415 |
EM Short Name
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Landscape importance for recreation, Europe | Coral and land development, St.Croix, VI, USA | Esocid spawning, St. Louis River, MN/WI, USA |
EM Full Name
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Landscape importance for recreation, Europe | Coral colony density and land development, St.Croix, Virgin Islands, USA | Esocid spawning, St. Louis River estuary, MN & WI, USA |
EM Source or Collection
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EU Biodiversity Action 5 | US EPA | US EPA |
EM Source Document ID
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228 | 96 | 332 |
Document Author
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Haines-Young, R., Potschin, M. and Kienast, F. | Oliver, L. M., Lehrter, J. C. and Fisher, W. S. | Ted R. Angradi, David W. Bolgrien, Jonathon J. Launspach, Brent J. Bellinger, Matthew A. Starry, Joel C. Hoffman, Mike E. Sierszen, Anett S. Trebitz, and Tom P. Hollenhorst |
Document Year
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2012 | 2011 | 2016 |
Document Title
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Indicators of ecosystem service potential at European scales: Mapping marginal changes and trade-offs | Relating landscape development intensity to coral reef condition in the watersheds of St. Croix, US Virgin Islands | Mapping ecosystem service indicators of a Great Lakes estuarine Area of Concern |
Document Status
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Peer reviewed and published | Peer reviewed and published | Peer reviewed and published |
Comments on Status
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Published journal manuscript | Published journal manuscript | Published journal manuscript |
EM ID
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EM-121 | EM-194 | EM-415 |
Not applicable | Not applicable | Not applicable | |
Contact Name
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Marion Potschin | Leah Oliver | Ted R. Angradi |
Contact Address
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Centre for Environmental Management, School of Geography, University of Nottingham, NG7 2RD, United Kingdom | National Health and Environmental Research Effects Laboratory | United States Environmental Protection Agency, Office of Research and Development, National Health and Environmental Effects Research Laboraty, Mid-Continent Ecology Division, 6201 Congdon Blvd., Duluth, MN 55804 USA |
Contact Email
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marion.potschin@nottingham.ac.uk | leah.oliver@epa.gov | angradi.theodore@epa.gov |
EM ID
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EM-121 | EM-194 | EM-415 |
Summary Description
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ABSTRACT: "The study focuses on the EU-25 plus Switzerland and Norway, and develops the methodology proposed by Kienast et al. (2009), which uses expert-and literature-driven modelling methods. The methods are explored in relation to mapping and assessing … “Recreation” ... The potential to deliver services is assumed to be influenced by land-use ... and bioclimatic and landscape properties such as mountainous terrain, adjacency to coastal and wetland ecosystems, as well as adjacency to landscape protection zones." AUTHOR'S DESCRIPTION: "Recreation… is broadly defined as all areas where landscape properties are favourable for active recreation purposes." | AUTHOR'S DESCRIPTION: "In this exploratory comparison, stony coral condition was related to watershed LULC and LDI values. We also compared the capacity of other potential human activity indicators to predict coral reef condition using multivariate analysis." (294) | ABSTRACT: "Estuaries provide multiple ecosystem services from which humans benefit…We described an approach, with examples, for assessing how local-scale actions affect the extent and distribution of coastal ecosystem services, using the St. Louis River estuary (SLRE) of western Lake Superior as a case study. We based our approach on simple models applied to spatially explicity biophysical data that allows us to map the providing area of ecosystem services at high resolution (10-m^2 pixel) across aquatic and riparian habitats…Aspects of our approach can be adapted by communities for use in support of local decision-making." AUTHOR'S DESCRIPTION: "We derived the decision criteria used to map the IEGS habitat proxy of esocid spawning from habitat suitability information for two species that have similar but not identical spawning habitat and behavior." |
Specific Policy or Decision Context Cited
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None identified | Not applicable | Federal delisting of an area of concern (AOC) |
Biophysical Context
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No additional description provided | nearshore; <1.5 km offshore; <12 m depth | No additional description provided |
EM Scenario Drivers
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No scenarios presented | Not applicable | The effect of habitat restoration on esocid spawning area was simulated by varying biophysical changes. |
EM ID
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EM-121 | EM-194 | EM-415 |
Method Only, Application of Method or Model Run
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Method + Application | Method + Application | Method + Application |
New or Pre-existing EM?
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New or revised model | New or revised model | New or revised model |
Related EMs (for example, other versions or derivations of this EM) described in ESML
EM ID
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EM-121 | EM-194 | EM-415 |
Document ID for related EM
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Doc-231 | Doc-228 | None | None |
EM ID for related EM
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EM-99 | EM-119 | EM-120 | EM-162 | EM-164 | EM-165 | EM-122 | EM-123 | EM-124 | EM-125 | EM-170 | EM-171 | None | None |
EM Modeling Approach
EM ID
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EM-121 | EM-194 | EM-415 |
EM Temporal Extent
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2000 | 2006-2007 | 2013 |
EM Time Dependence
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time-stationary | time-stationary | time-stationary |
EM Time Reference (Future/Past)
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Not applicable | Not applicable | Not applicable |
EM Time Continuity
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Not applicable | Not applicable | Not applicable |
EM Temporal Grain Size Value
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Not applicable | Not applicable | Not applicable |
EM Temporal Grain Size Unit
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Not applicable | Not applicable | Not applicable |
EM ID
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EM-121 | EM-194 | EM-415 |
Bounding Type
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Geopolitical | Physiographic or Ecological | Watershed/Catchment/HUC |
Spatial Extent Name
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The EU-25 plus Switzerland and Norway | St. Croix, U.S. Virgin Islands | St. Louis River estuary |
Spatial Extent Area (Magnitude)
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>1,000,000 km^2 | 10-100 km^2 | 10-100 km^2 |
EM ID
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EM-121 | EM-194 | EM-415 |
EM Spatial Distribution
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spatially distributed (in at least some cases) | spatially lumped (in all cases) | spatially distributed (in at least some cases) |
Spatial Grain Type
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area, for pixel or radial feature | Not applicable | area, for pixel or radial feature |
Spatial Grain Size
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1 km x 1 km | Not applicable | 10 m x 10 m |
EM ID
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EM-121 | EM-194 | EM-415 |
EM Computational Approach
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Logic- or rule-based | Analytic | Analytic |
EM Determinism
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deterministic | deterministic | deterministic |
Statistical Estimation of EM
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EM ID
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EM-121 | EM-194 | EM-415 |
Model Calibration Reported?
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No | Yes | No |
Model Goodness of Fit Reported?
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No | Yes | No |
Goodness of Fit (metric| value | unit)
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None |
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None |
Model Operational Validation Reported?
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Yes | No | No |
Model Uncertainty Analysis Reported?
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No | Yes | No |
Model Sensitivity Analysis Reported?
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No | No | No |
Model Sensitivity Analysis Include Interactions?
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Not applicable | Not applicable | Not applicable |
EM Locations, Environments, Ecology
Terrestrial location (Classification hierarchy: Continent > Country > U.S. State [United States only])
EM-121 | EM-194 | EM-415 |
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None |
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Marine location (Classification hierarchy: Realm > Region > Province > Ecoregion)
EM-121 | EM-194 | EM-415 |
None |
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None |
Centroid Lat/Long (Decimal Degree)
EM ID
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EM-121 | EM-194 | EM-415 |
Centroid Latitude
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50.53 | 17.75 | 46.74 |
Centroid Longitude
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7.6 | -64.75 | -92.14 |
Centroid Datum
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WGS84 | NAD83 | WGS84 |
Centroid Coordinates Status
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Estimated | Estimated | Estimated |
EM ID
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EM-121 | EM-194 | EM-415 |
EM Environmental Sub-Class
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Aquatic Environment (sub-classes not fully specified) | Terrestrial Environment (sub-classes not fully specified) | Near Coastal Marine and Estuarine | Aquatic Environment (sub-classes not fully specified) | Rivers and Streams | Inland Wetlands | Lakes and Ponds |
Specific Environment Type
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Not applicable | stony coral reef | freshwater estuary |
EM Ecological Scale
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Ecological scale is finer than that of the Environmental Sub-class | Ecological scale is finer than that of the Environmental Sub-class | Ecological scale is finer than that of the Environmental Sub-class |
Scale of differentiation of organisms modeled
EM ID
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EM-121 | EM-194 | EM-415 |
EM Organismal Scale
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Not applicable | Guild or Assemblage | Not applicable |
Taxonomic level and name of organisms or groups identified
EM-121 | EM-194 | EM-415 |
None Available |
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EnviroAtlas URL
EM-121 | EM-194 | EM-415 |
Percent GAP Status 1 & 2 | None Available | None Available |
EM Ecosystem Goods and Services (EGS) potentially modeled, by classification system
CICES v 4.3 - Common International Classification of Ecosystem Services (Section > Division > Group > Class)
EM-121 | EM-194 | EM-415 |
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None |
<a target="_blank" rel="noopener noreferrer" href="https://www.epa.gov/eco-research/national-ecosystem-services-classification-system-nescs-plus">National Ecosystem Services Classification System (NESCS) Plus</a>
(Environmental Subclass > Ecological End-Product (EEP) > EEP Subclass > EEP Modifier)
EM-121 | EM-194 | EM-415 |
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