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-541 ![]() |
EM-1010 |
EM Short Name
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InVEST fisheries, lobster, South Africa | ORVal, Valuing recreational sites, W. Norwich, UK |
EM Full Name
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Integrated Valuation of Ecosystem Services and Trade-offs Fisheries, rock lobster, South Africa | ORVal short case study: number 1 valuing recreational sites in West Norwich (version 2.0) |
EM Source or Collection
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InVEST | None |
EM Source Document ID
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349 ?Comment:Supplemented with the InVEST Users Guide fisheries. |
476 |
Document Author
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Ward, Michelle, Hugh Possingham, Johathan R. Rhodes, Peter Mumby | Day, B., & Smith |
Document Year
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2018 | None |
Document Title
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Food, money and lobsters: Valuing ecosystem services to align environmental management with Sustainable Development Goals | ORVal short case study: number 1 valuing recreational sites in West Norwich (version 2.0) |
Document Status
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Peer reviewed and published | Peer reviewed and published |
Comments on Status
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Published journal manuscript | Published report |
EM ID
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EM-541 ![]() |
EM-1010 |
https://www.naturalcapitalproject.org/invest/ | https://www.leep.exeter.ac.uk/orval/ | |
Contact Name
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Michelle Ward | Brett Day |
Contact Address
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ARC Centre of Excellence for Environmental Decisions, The University of Queensland, Brisbane, QLD 4072, Australia | None provided |
Contact Email
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m.ward@uq.edu.au | Brett.Day@exeter.ac.uk |
EM ID
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EM-541 ![]() |
EM-1010 |
Summary Description
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AUTHOR'S DESCRIPTION: "Here we develop a method for assessing future scenarios of environmental management change that improve coastal ecosystem services and thereby, support the success of the SDGs. We illustrate application of the method using a case study of South Africa’s West Coast Rock Lobster fishery within the Table Mountain National Park (TMNP) Marine Protected Area...We calculated the retrospective and current value of the West Coast Rock Lobster fishery using published and unpublished data from various sources and combined the market worth of landed lobster from recreational fishers, small-scale fisheries (SSF), large-scale fisheries (LSF) and poachers. Then using the InVEST tool, we combined data to build scenarios that describe possible futures for the West Coast Rock Lobster fishery (see Table 1). The first scenario, entitled ‘Business as Usual’ (BAU), takes the current situation and most up-to-date data to model the future if harvest continues at the existing rate. The second scenario is entitled ‘Redirect the Poachers’ (RP), which attempts to model implementation of strict management, whereby poaching is minimised from the Marine Protected Area and other economic and nutritional sources are made available through government initiatives. The third scenario, entitled ‘Large Scale Cutbacks’ (LSC), excludes large-scale fisheries from harvesting West Coast Rock Lobster within the TMNP Marine Protected Area." | The ORVal Tool is a web application (accessed at https://www.leep.exeter.ac.uk/orval) developed by the Land, Environment, Economics and Policy (LEEP) Institute at the University of Exeter with support from DEFRA. ORVal’s primary purpose is to help quantify the benefits that are derived from accessible outdoor recreation areas in England. Those outdoor recreation areas, or greenspaces, include an array of features such as beaches, parks, nature reserves and country paths This short case study uses ORVal to explore the visits and welfare values that are generated by existing greenspaces in West Norwich. It provides both practical details as to how tasks are performed in ORVal and explanations as to how the numbers reported by the Tool should be interpreted. |
Specific Policy or Decision Context Cited
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Future rock lobster fisheries management | None provided |
Biophysical Context
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No additional description provided | Urban greenspaces in the UK |
EM Scenario Drivers
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Fisheries exploitation; fishing vulnerability (of age classes) | NA |
EM ID
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EM-541 ![]() |
EM-1010 |
Method Only, Application of Method or Model Run
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Method + Application (multiple runs exist) View EM Runs | Method + Application |
New or Pre-existing EM?
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Application of existing 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-541 ![]() |
EM-1010 |
Document ID for related EM
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None | None |
EM ID for related EM
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None | None |
EM Modeling Approach
EM ID
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EM-541 ![]() |
EM-1010 |
EM Temporal Extent
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1986-2115 | 2016-2018 |
EM Time Dependence
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time-dependent | time-stationary |
EM Time Reference (Future/Past)
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future time | Not applicable |
EM Time Continuity
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discrete | Not applicable |
EM Temporal Grain Size Value
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1 | Not applicable |
EM Temporal Grain Size Unit
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Year | Not applicable |
EM ID
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EM-541 ![]() |
EM-1010 |
Bounding Type
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Geopolitical | Geopolitical |
Spatial Extent Name
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Table Mountain National Park Marine Protected Area | West Norwich |
Spatial Extent Area (Magnitude)
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100-1000 km^2 | 1-10 km^2 |
EM ID
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EM-541 ![]() |
EM-1010 |
EM Spatial Distribution
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spatially lumped (in all cases) | spatially distributed (in at least some cases) |
Spatial Grain Type
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Not applicable | map scale, for cartographic feature |
Spatial Grain Size
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Not applicable | Not reported |
EM ID
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EM-541 ![]() |
EM-1010 |
EM Computational Approach
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Numeric | Analytic |
EM Determinism
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deterministic | deterministic |
Statistical Estimation of EM
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EM ID
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EM-541 ![]() |
EM-1010 |
Model Calibration Reported?
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No | Unclear |
Model Goodness of Fit Reported?
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No | No |
Goodness of Fit (metric| value | unit)
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None | None |
Model Operational Validation Reported?
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Yes ?Comment:A validation analysis was carried out running the model using data from 1880 to 2001, and then comparing the output for the adult population with the 2001 published data. |
Unclear |
Model Uncertainty Analysis Reported?
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No | Unclear |
Model Sensitivity Analysis Reported?
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No | Unclear |
Model Sensitivity Analysis Include Interactions?
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Not applicable | Not applicable |
EM Locations, Environments, Ecology
Terrestrial location (Classification hierarchy: Continent > Country > U.S. State [United States only])
EM-541 ![]() |
EM-1010 |
None |
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Marine location (Classification hierarchy: Realm > Region > Province > Ecoregion)
EM-541 ![]() |
EM-1010 |
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None |
Centroid Lat/Long (Decimal Degree)
EM ID
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EM-541 ![]() |
EM-1010 |
Centroid Latitude
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-34.18 | 52.62 |
Centroid Longitude
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18.35 | 1.25 |
Centroid Datum
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WGS84 | WGS84 |
Centroid Coordinates Status
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Provided | Estimated |
EM ID
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EM-541 ![]() |
EM-1010 |
EM Environmental Sub-Class
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Near Coastal Marine and Estuarine | Created Greenspace |
Specific Environment Type
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Rocky coast, mixed coast, sandy coast, rocky inshore, sandy inshore, rocky shelf and unconsolidated shelf | Urban Greenspaces |
EM Ecological Scale
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Ecological scale corresponds to the Environmental Sub-class | Ecological scale corresponds to the Environmental Sub-class |
Scale of differentiation of organisms modeled
EM ID
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EM-541 ![]() |
EM-1010 |
EM Organismal Scale
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Individual or population, within a species | Not applicable |
Taxonomic level and name of organisms or groups identified
EM-541 ![]() |
EM-1010 |
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None Available |
EnviroAtlas URL
EM-541 ![]() |
EM-1010 |
Big game hunting recreation demand | Dasymetric Allocation of Population, Green Space per Capita, Employment Rate |
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-541 ![]() |
EM-1010 |
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<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-541 ![]() |
EM-1010 |
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None |