{PAGE NAME} | {WEB AREA NAME}

EM Identity and Description

EM ID variable.detail.emIdHelp ?	EM-359
Document Author variable.detail.emDocumentAuthorHelp ?	Bhagabati, N. K., Ricketts, T., Sulistyawan, T. B. S., Conte, M., Ennaanay, D., Hadian, O., McKenzie, E., Olwero, N., Rosenthal, A., Tallis, H., and Wolney, S.
Document Year variable.detail.emDocumentYearHelp ?	2014

Variable General Info

Name variable.detail.varNameHelp ?	Digital elevation model ? Comment: From a 90 m resolution digital elevation model (resampled to 30 m), HydroSHEDS (www.hydrosheds.org).	Land use/land cover class ? Comment: A LULC map was obtained for the "baseline year of 2008 from WWF Indonesia, derived by manual classification of Landsat and IRS-P6 satellite imagery at 30 m resolution and validated through ground checks (Setiabudi and Budiman, 2008). The map contained 89 LULC classes (Appendix A)". "The Sumatra Ecosystem Vision scenario is based on the Sumatra 2020 Roadmap (Roosita et al., 2010), a vision for sustainable land use advanced by the Sumatra Spatial Planning Forum, a coalition of government officials, civil society representatives and academics. It delineates areas for conservation, restoration and development based on 9 spatial layers...The Government Spatial Plan scenario is based on zoning plans developed by the Indonesian Ministry of Public Works for the three provinces covering our study area (Riau, Jambi and West Sumatra) as mandated under Indonesia’s Spatial Planning law No. 26 / 2007 (Hudalah and Woltjer, 2007). These plans incorporate stakeholder input from the relevant provinces". Land use/land cover is a class driver variable that sets constant values for the variables; Crop/vegetation factor, Management practice factor, and Sediment retention efficiency, per land use/land cover type.	Precipitation ? Comment: Monthly precipitation data from the FAO GeoNetwork spatial data portal (http://www.fao.org/geonetwork/srv/en/main.home, “Global map of monthly precipitation - 10 arc minutes”), which provides monthly averages of precipitation and other climate variables from 1961 to 1990. The erosivity values obtained by this method were compared to those from an erosivity map of part of the landscape (Jambi province) obtained from a 2008 study by the Regional Development Planning Board of Jambi (unpublished), and were found to be in the same range.	Soil erodibility factor ? Comment: "We used an erodibility layer for Jambi province that was also developed by the Regional Development Planning Board of Jambi as part of the 2008 study referenced above. We obtained erodibility data for Riau and West Sumatra from the Division of Water Management of the Riau Forestry Department. These datasets covered most of the study area, with the exception of a strip straddling the boundary of Jambi with the other two provinces. We mosaicked these layers and estimated erodibility for the strip lacking data by comparing to surrounding areas with similar soil characteristics."	Sub-watershed boundary
Variable ID variable.detail.varIdHelp ?	6946	6945	6947	6948	7035
Symbol variable.detail.varSymbolHelp ?	Not reported	LULC	Pm	Not reported	Not reported
Qualitative-Quantitative variable.detail.continuousCategoricalHelp ?	Quantitative (Cardinal Only)	Qualitative (Class, Rating or Ranking)	Quantitative (Cardinal Only)	Quantitative (Cardinal Only)	Qualitative (Class, Rating or Ranking)
Cardinal-Ordinal variable.detail.cardinalOrdinalHelp ?	Cardinal	Non-Ordinal	Cardinal	Cardinal	Non-Ordinal
Units variable.detail.varUnitsHelp ?	m	Not applicable	mm mo^-1	ton h MJ^-1 mm^-1	Not applicable

Variable Typology

Name variable.detail.varNameHelp ?	Digital elevation model ? Comment: From a 90 m resolution digital elevation model (resampled to 30 m), HydroSHEDS (www.hydrosheds.org).	Land use/land cover class ? Comment: A LULC map was obtained for the "baseline year of 2008 from WWF Indonesia, derived by manual classification of Landsat and IRS-P6 satellite imagery at 30 m resolution and validated through ground checks (Setiabudi and Budiman, 2008). The map contained 89 LULC classes (Appendix A)". "The Sumatra Ecosystem Vision scenario is based on the Sumatra 2020 Roadmap (Roosita et al., 2010), a vision for sustainable land use advanced by the Sumatra Spatial Planning Forum, a coalition of government officials, civil society representatives and academics. It delineates areas for conservation, restoration and development based on 9 spatial layers...The Government Spatial Plan scenario is based on zoning plans developed by the Indonesian Ministry of Public Works for the three provinces covering our study area (Riau, Jambi and West Sumatra) as mandated under Indonesia’s Spatial Planning law No. 26 / 2007 (Hudalah and Woltjer, 2007). These plans incorporate stakeholder input from the relevant provinces". Land use/land cover is a class driver variable that sets constant values for the variables; Crop/vegetation factor, Management practice factor, and Sediment retention efficiency, per land use/land cover type.	Precipitation ? Comment: Monthly precipitation data from the FAO GeoNetwork spatial data portal (http://www.fao.org/geonetwork/srv/en/main.home, “Global map of monthly precipitation - 10 arc minutes”), which provides monthly averages of precipitation and other climate variables from 1961 to 1990. The erosivity values obtained by this method were compared to those from an erosivity map of part of the landscape (Jambi province) obtained from a 2008 study by the Regional Development Planning Board of Jambi (unpublished), and were found to be in the same range.	Soil erodibility factor ? Comment: "We used an erodibility layer for Jambi province that was also developed by the Regional Development Planning Board of Jambi as part of the 2008 study referenced above. We obtained erodibility data for Riau and West Sumatra from the Division of Water Management of the Riau Forestry Department. These datasets covered most of the study area, with the exception of a strip straddling the boundary of Jambi with the other two provinces. We mosaicked these layers and estimated erodibility for the strip lacking data by comparing to surrounding areas with similar soil characteristics."	Sub-watershed boundary
Predictor-Intermediate-Response variable.detail.displayVariableTypeHelp ?	Predictor	Predictor	Predictor	Predictor	Predictor
Predictor Variable Type variable.detail.displayPredictorVariableTypeHelp ?	Time- or Space-varying Variable	Time- or Space-varying Variable	Time- or Space-varying Variable	Time- or Space-varying Variable	Time- or Space-varying Variable
Response Variable Type variable.detail.resClassHelp ?	Not applicable	Not applicable	Not applicable	Not applicable	Not applicable
Data Source/Type variable.detail.dataTypeHelp ?	Map or database (e.g., wide coverage, wide availability, measured or modeled) ? Comment: From a 90 m resolution digital elevation model, HydroSHEDS (www.hydrosheds.org).	Map or database (e.g., wide coverage, wide availability, measured or modeled)	Map or database (e.g., wide coverage, wide availability, measured or modeled) ? Comment: From the FAO GeoNetwork spatial data portal (http://www.fao.org/geonetwork/srv/en/main.home, “Global map of monthly precipitation - 10 arc minutes”).	Transferred Values (e.g., from literature; transferred spatially, temporally or across scales)	Derived as output of another model (and not found in a widely available database) ? Comment: Sub-divided using ArcSWAT.
Variable Classification Hierarchy variable.detail.vchLevel1Help ?	2. Land Surface (or Water Body) Cover, Use, Substrate, or Metric	2. Land Surface (or Water Body) Cover, Use, Substrate, or Metric	5. Ecosystem Attributes and Potential Supply of Ecosystem Goods and Services	5. Ecosystem Attributes and Potential Supply of Ecosystem Goods and Services	2. Land Surface (or Water Body) Cover, Use, Substrate, or Metric
	--Geographic position, horizontal or vertical	--Land use/land cover type or dominant habitat type	--Physical/chemical characteristics of nonliving ecosystem components	--Physical/chemical characteristics of nonliving ecosystem components	--Demarcation of watershed, channel, floodplain, shore, coastline, flowline
	----Elevation, altitude, bathymetry	----Other, multiple, unspecified or unclear	----Physical/chemical characteristics of air, meteorology and precipitation	----Physical/chemical characteristics of soils, substrates, rocks	----Channel demarcation or dimension
			------Meteorology data and parameters (including precipitation)	------Soil, slope or land stability or erosiveness

Variable Spatial Characteristics

Name variable.detail.varNameHelp ?	Digital elevation model ? Comment: From a 90 m resolution digital elevation model (resampled to 30 m), HydroSHEDS (www.hydrosheds.org).	Land use/land cover class ? Comment: A LULC map was obtained for the "baseline year of 2008 from WWF Indonesia, derived by manual classification of Landsat and IRS-P6 satellite imagery at 30 m resolution and validated through ground checks (Setiabudi and Budiman, 2008). The map contained 89 LULC classes (Appendix A)". "The Sumatra Ecosystem Vision scenario is based on the Sumatra 2020 Roadmap (Roosita et al., 2010), a vision for sustainable land use advanced by the Sumatra Spatial Planning Forum, a coalition of government officials, civil society representatives and academics. It delineates areas for conservation, restoration and development based on 9 spatial layers...The Government Spatial Plan scenario is based on zoning plans developed by the Indonesian Ministry of Public Works for the three provinces covering our study area (Riau, Jambi and West Sumatra) as mandated under Indonesia’s Spatial Planning law No. 26 / 2007 (Hudalah and Woltjer, 2007). These plans incorporate stakeholder input from the relevant provinces". Land use/land cover is a class driver variable that sets constant values for the variables; Crop/vegetation factor, Management practice factor, and Sediment retention efficiency, per land use/land cover type.	Precipitation ? Comment: Monthly precipitation data from the FAO GeoNetwork spatial data portal (http://www.fao.org/geonetwork/srv/en/main.home, “Global map of monthly precipitation - 10 arc minutes”), which provides monthly averages of precipitation and other climate variables from 1961 to 1990. The erosivity values obtained by this method were compared to those from an erosivity map of part of the landscape (Jambi province) obtained from a 2008 study by the Regional Development Planning Board of Jambi (unpublished), and were found to be in the same range.	Soil erodibility factor ? Comment: "We used an erodibility layer for Jambi province that was also developed by the Regional Development Planning Board of Jambi as part of the 2008 study referenced above. We obtained erodibility data for Riau and West Sumatra from the Division of Water Management of the Riau Forestry Department. These datasets covered most of the study area, with the exception of a strip straddling the boundary of Jambi with the other two provinces. We mosaicked these layers and estimated erodibility for the strip lacking data by comparing to surrounding areas with similar soil characteristics."	Sub-watershed boundary
Spatial Extent Area variable.detail.spExtentHelp ?	100,000-1,000,000 km^2	100,000-1,000,000 km^2	100,000-1,000,000 km^2	100,000-1,000,000 km^2	100,000-1,000,000 km^2
Spatially Distributed? variable.detail.spDistributedHelp ?	Yes	Yes	Yes	Yes	Yes
Observations Spatially Patterned? variable.detail.regularSpGrainHelp ?	Yes	Yes	Yes	Yes	No
Spatial Grain Type variable.detail.spGrainTypeHelp ?	area, for pixel or radial feature	area, for pixel or radial feature	area, for pixel or radial feature	area, for pixel or radial feature	Not applicable
Spatial Grain Size variable.detail.spGrainSizeHelp ?	30 m x 30 m	30 m x 30 m	30 m x 30 m	30 m x 30 m	Not applicable
Spatial Density variable.detail.spDensityHelp ?	Not applicable	Not applicable	Not applicable	Not applicable	6 watersheds divided into 68 sub-watersheds
EnviroAtlas URL variable.detail.enviroAtlasURLHelp ?			Average Annual Precipitation		The National Hydrography Dataset (NHD)

Variable Temporal Characteristics

Name variable.detail.varNameHelp ?	Digital elevation model ? Comment: From a 90 m resolution digital elevation model (resampled to 30 m), HydroSHEDS (www.hydrosheds.org).	Land use/land cover class ? Comment: A LULC map was obtained for the "baseline year of 2008 from WWF Indonesia, derived by manual classification of Landsat and IRS-P6 satellite imagery at 30 m resolution and validated through ground checks (Setiabudi and Budiman, 2008). The map contained 89 LULC classes (Appendix A)". "The Sumatra Ecosystem Vision scenario is based on the Sumatra 2020 Roadmap (Roosita et al., 2010), a vision for sustainable land use advanced by the Sumatra Spatial Planning Forum, a coalition of government officials, civil society representatives and academics. It delineates areas for conservation, restoration and development based on 9 spatial layers...The Government Spatial Plan scenario is based on zoning plans developed by the Indonesian Ministry of Public Works for the three provinces covering our study area (Riau, Jambi and West Sumatra) as mandated under Indonesia’s Spatial Planning law No. 26 / 2007 (Hudalah and Woltjer, 2007). These plans incorporate stakeholder input from the relevant provinces". Land use/land cover is a class driver variable that sets constant values for the variables; Crop/vegetation factor, Management practice factor, and Sediment retention efficiency, per land use/land cover type.	Precipitation ? Comment: Monthly precipitation data from the FAO GeoNetwork spatial data portal (http://www.fao.org/geonetwork/srv/en/main.home, “Global map of monthly precipitation - 10 arc minutes”), which provides monthly averages of precipitation and other climate variables from 1961 to 1990. The erosivity values obtained by this method were compared to those from an erosivity map of part of the landscape (Jambi province) obtained from a 2008 study by the Regional Development Planning Board of Jambi (unpublished), and were found to be in the same range.	Soil erodibility factor ? Comment: "We used an erodibility layer for Jambi province that was also developed by the Regional Development Planning Board of Jambi as part of the 2008 study referenced above. We obtained erodibility data for Riau and West Sumatra from the Division of Water Management of the Riau Forestry Department. These datasets covered most of the study area, with the exception of a strip straddling the boundary of Jambi with the other two provinces. We mosaicked these layers and estimated erodibility for the strip lacking data by comparing to surrounding areas with similar soil characteristics."	Sub-watershed boundary
Temporal Extent variable.detail.tempExtentHelp ?	Not applicable	2008-2020	1961-1990, 2008	2008	Not applicable
Temporally Distributed? variable.detail.tempDistributedHelp ?	Not applicable	Not applicable	Not applicable	Not applicable	Not applicable
Regular Temporal Grain? variable.detail.regularTempGrainHelp ?	Not applicable	Not applicable	Not applicable	Not applicable	Not applicable
Temporal Grain Size Value variable.detail.tempGrainSizeValHelp ?	Not applicable	Not applicable	Not applicable	Not applicable	Not applicable
Temporal Grain Size Units variable.detail.tempGrainSizeUnitHelp ?	Not applicable	Not applicable	Not applicable	Not applicable	Not applicable
Temporal Density variable.detail.tempDensityHelp ?	Not applicable	Not applicable	Not applicable	Not applicable	Not applicable

Variable Values

Name variable.detail.varNameHelp ?	Digital elevation model ? Comment: From a 90 m resolution digital elevation model (resampled to 30 m), HydroSHEDS (www.hydrosheds.org).	Land use/land cover class ? Comment: A LULC map was obtained for the "baseline year of 2008 from WWF Indonesia, derived by manual classification of Landsat and IRS-P6 satellite imagery at 30 m resolution and validated through ground checks (Setiabudi and Budiman, 2008). The map contained 89 LULC classes (Appendix A)". "The Sumatra Ecosystem Vision scenario is based on the Sumatra 2020 Roadmap (Roosita et al., 2010), a vision for sustainable land use advanced by the Sumatra Spatial Planning Forum, a coalition of government officials, civil society representatives and academics. It delineates areas for conservation, restoration and development based on 9 spatial layers...The Government Spatial Plan scenario is based on zoning plans developed by the Indonesian Ministry of Public Works for the three provinces covering our study area (Riau, Jambi and West Sumatra) as mandated under Indonesia’s Spatial Planning law No. 26 / 2007 (Hudalah and Woltjer, 2007). These plans incorporate stakeholder input from the relevant provinces". Land use/land cover is a class driver variable that sets constant values for the variables; Crop/vegetation factor, Management practice factor, and Sediment retention efficiency, per land use/land cover type.	Precipitation ? Comment: Monthly precipitation data from the FAO GeoNetwork spatial data portal (http://www.fao.org/geonetwork/srv/en/main.home, “Global map of monthly precipitation - 10 arc minutes”), which provides monthly averages of precipitation and other climate variables from 1961 to 1990. The erosivity values obtained by this method were compared to those from an erosivity map of part of the landscape (Jambi province) obtained from a 2008 study by the Regional Development Planning Board of Jambi (unpublished), and were found to be in the same range.	Soil erodibility factor ? Comment: "We used an erodibility layer for Jambi province that was also developed by the Regional Development Planning Board of Jambi as part of the 2008 study referenced above. We obtained erodibility data for Riau and West Sumatra from the Division of Water Management of the Riau Forestry Department. These datasets covered most of the study area, with the exception of a strip straddling the boundary of Jambi with the other two provinces. We mosaicked these layers and estimated erodibility for the strip lacking data by comparing to surrounding areas with similar soil characteristics."	Sub-watershed boundary
Units variable.detail.estUnitHelp ?	Not reported	Not applicable	Not reported	Not reported	Not applicable
Min Value variable.detail.minEstHelp ?	Not reported	Not applicable	Not reported	Not reported	Not applicable
Max Value variable.detail.estHelp ?	Not reported	Not applicable	Not reported	Not reported	Not applicable
Other Value Type variable.detail.natureOtherEstHelp ?	Not applicable	Not applicable	Not applicable	Not applicable	Not applicable
Other Value variable.detail.otherEstHelp ?	Not reported	Not applicable	Not reported	Not reported	Not applicable

Variable Variability and Sensitivity

Name variable.detail.varNameHelp ?	Digital elevation model ? Comment: From a 90 m resolution digital elevation model (resampled to 30 m), HydroSHEDS (www.hydrosheds.org).	Land use/land cover class ? Comment: A LULC map was obtained for the "baseline year of 2008 from WWF Indonesia, derived by manual classification of Landsat and IRS-P6 satellite imagery at 30 m resolution and validated through ground checks (Setiabudi and Budiman, 2008). The map contained 89 LULC classes (Appendix A)". "The Sumatra Ecosystem Vision scenario is based on the Sumatra 2020 Roadmap (Roosita et al., 2010), a vision for sustainable land use advanced by the Sumatra Spatial Planning Forum, a coalition of government officials, civil society representatives and academics. It delineates areas for conservation, restoration and development based on 9 spatial layers...The Government Spatial Plan scenario is based on zoning plans developed by the Indonesian Ministry of Public Works for the three provinces covering our study area (Riau, Jambi and West Sumatra) as mandated under Indonesia’s Spatial Planning law No. 26 / 2007 (Hudalah and Woltjer, 2007). These plans incorporate stakeholder input from the relevant provinces". Land use/land cover is a class driver variable that sets constant values for the variables; Crop/vegetation factor, Management practice factor, and Sediment retention efficiency, per land use/land cover type.	Precipitation ? Comment: Monthly precipitation data from the FAO GeoNetwork spatial data portal (http://www.fao.org/geonetwork/srv/en/main.home, “Global map of monthly precipitation - 10 arc minutes”), which provides monthly averages of precipitation and other climate variables from 1961 to 1990. The erosivity values obtained by this method were compared to those from an erosivity map of part of the landscape (Jambi province) obtained from a 2008 study by the Regional Development Planning Board of Jambi (unpublished), and were found to be in the same range.	Soil erodibility factor ? Comment: "We used an erodibility layer for Jambi province that was also developed by the Regional Development Planning Board of Jambi as part of the 2008 study referenced above. We obtained erodibility data for Riau and West Sumatra from the Division of Water Management of the Riau Forestry Department. These datasets covered most of the study area, with the exception of a strip straddling the boundary of Jambi with the other two provinces. We mosaicked these layers and estimated erodibility for the strip lacking data by comparing to surrounding areas with similar soil characteristics."	Sub-watershed boundary
Variability Expression Given? variable.detail.variabilityExpHelp ?	No	Not applicable	No	No	Not applicable
Variability Metric variable.detail.variabilityMetricHelp ?	None	None	None	None	None
Variability Value variable.detail.variabilityValueHelp ?	None	None	None	None	None
Variability Units	None	None	None	None	None
Resampling Used? variable.detail.bootstrappingHelp ?	Not applicable	Not applicable	Not applicable	Not applicable	Not applicable
Variability Expression Used in Modeling? variable.detail.variabilityUsedHelp ?	Not applicable	Not applicable	Not applicable	Not applicable	Not applicable

Variable Operational Validation (Response Variables only)

Name variable.detail.varNameHelp ?
Variable ID variable.detail.varIdHelp ?
Validated? variable.detail.resValidatedHelp ?
Validation Approach (within, between, etc.) variable.detail.validationApproachHelp ?
Validation Quality (Qual/Quant) variable.detail.validationQualityHelp ?
Validation Method (Stat/Deviance) variable.detail.validationMethodHelp ?
Validation Metric variable.detail.validationMetricHelp ?
Validation Value variable.detail.validationValHelp ?
Validation Units
Use of Measured Response Data variable.detail.measuredResponseDataHelp ?

Name

Variable ID

Validated?

Validation Approach (within, between, etc.)

Validation Quality (Qual/Quant)

Validation Method (Stat/Deviance)

Validation Metric

Validation Value

Validation Units

Use of Measured Response Data

US EPA

EcoService Models Library (ESML)

Variables Details

: (EM-359)

Selected

EM-359: Ecosystem services reinforce Sumatran tiger conservation in land use plans

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