Saira Haider (Former Employee)
Science and Products
Filter Total Items: 15
Ecological Modeling in Support of the Western Everglades Restoration Project
Joint Ecosystem Modeling (JEM) provides ecological models tailored to address specific management issues, for example, the Western Everglades Restoration Project.
Evaluating Ecological Vulnerabilities of the Greater Everglades Ecosystem to Provide Decision Support for Restoration
USGS scientists develop decision support tools to help inform management and restoration of the Greater Everglades Ecosystem.
Habitat Modeling for the Endangered Everglades Snail Kite and Its Prey
Joint Ecosystem Modeling (JEM) provides real-time habitat suitability models for species of interest in Everglades restoration planning, including the federally endangered Everglades snail kite.
Filter Total Items: 33
Updates to the Everglades Vulnerability Analysis (EVA) vegetation module Updates to the Everglades Vulnerability Analysis (EVA) vegetation module
The Everglades Vulnerability Analysis (EVA) is a series of connected, modular Bayesian networks that predict the response of several Everglades indicators of ecosystem health to changes in hydrology, salinity, and the landscape. This release provides the code to update the vegetation module of EVA, validate the updated module, and provides the process and outputs of a sensitivity...
Change factors to derive projected future precipitation depth-duration-frequency (DDF) curves at 242 National Oceanic and Atmospheric Administration (NOAA) Atlas 14 stations in Florida (ver 3.0, August 2025) Change factors to derive projected future precipitation depth-duration-frequency (DDF) curves at 242 National Oceanic and Atmospheric Administration (NOAA) Atlas 14 stations in Florida (ver 3.0, August 2025)
This data release consists of Microsoft Excel workbooks, shapefiles, and a figure (png format) related to a cooperative project between the U.S. Geological Survey (USGS) and the Florida Flood Hub for Applied Research and Innovation at the University of South Florida to derive projected future change factors for precipitation depth-duration-frequency (DDF) curves at 242 National Oceanic...
Everglades Vulnerability Analysis (EVA) modeling scripts and output Everglades Vulnerability Analysis (EVA) modeling scripts and output
The Everglades Vulnerability Analysis (EVA) is a series of connected Bayesian networks that models the landscape-scale response of indicators of Everglades ecosystem health to changes in hydrology and salinity on the landscape. Using the uncertainty built into each network, it also produces surfaces of vulnerability in relation to user-defined ‘ideal’ outcomes. This dataset includes the...
KiteNest modeling scripts and output KiteNest modeling scripts and output
KiteNest is a spatially explicit model of Everglades snail kite (Rostrhamus sociabilis plumbeus) relative nest site selection that quantifies the relationships between a range of environmental factors and nest site selection specific to the southern portion of the species' range. Using hydrologic conditions such as mean 2-week water depth and water depth change rate, days since the last...
Joint Ecosystem Modeling (JEM) NetCDF R Package Joint Ecosystem Modeling (JEM) NetCDF R Package
R-language code library to support netCDF I/O. This package was written to ease the process of reading and writing netcdfs in R for the Joint Ecosystem Modeling (JEM; https://jem.gov/) community. NetCDF files created using this package follow the Comprehensive Everglades Restoration Plan (CERP) data standards to facilitate data sharing among scientists in the Everglades area.
Sea level rise scenarios for the Cape Sable seaside sparrow Sea level rise scenarios for the Cape Sable seaside sparrow
The endangered Cape Sable seaside sparrow (Ammospiza maritima mirabilis; CSSS) occurs in marl prairie habitat at the southern end of the Everglades, at the southernmost part of the Florida peninsula. The locations of three of its six subpopulations are proximate to the coast, putting them at risk for inundation caused by sea level rise (SLR). The spatially explicit predictive model...
Ecological modeling output for the Lake Okeechobee System Operating Manual iteration 3 (of 3), 2022 Ecological modeling output for the Lake Okeechobee System Operating Manual iteration 3 (of 3), 2022
Ecological models facilitate the evaluation and assessment of alternative approaches to restore the Greater Everglades ecosystem. Joint Ecosystem Modeling (JEM) provides ecological models tailored to address specific management issues. The multi-agency REstoration, COordination and VERification (RECOVER) science team uses ecological models (i.e., ecological planning tools) to evaluate...
Ecological modeling output for the Lake Okeechobee System Operating Manual iterations 1 and 2 (of 3), 2021 Ecological modeling output for the Lake Okeechobee System Operating Manual iterations 1 and 2 (of 3), 2021
Ecological models facilitate the evaluation and assessment of alternative approaches to restore the Greater Everglades ecosystem. Joint Ecosystem Modeling (JEM) provides ecological models tailored to address specific management issues. The multi-agency REstoration, COordination and VERification (RECOVER) science team uses ecological models (i.e., ecological planning tools) to evaluate...
Ecological Model Support for the Western Everglades Restoration Project (WERP) Round One of Four, 2018 Ecological Model Support for the Western Everglades Restoration Project (WERP) Round One of Four, 2018
Ecological models facilitate evaluation and assessment of alternative approaches to restore the Greater Everglades ecosystem. However, the provision of useful and accessible models is a challenge because there is often a disconnect between model output and its use by decision makers. Joint Ecosystem Modeling (JEM) meets this challenge by providing ecological model output tailored to...
Ecological Model Support for the Western Everglades Restoration Project (WERP) Round Two of Four, 2018 Ecological Model Support for the Western Everglades Restoration Project (WERP) Round Two of Four, 2018
Ecological models facilitate evaluation and assessment of alternative approaches to restore the Greater Everglades ecosystem. However, the provision of useful and accessible models is a challenge because there is often a disconnect between model output and its use by decision makers. Joint Ecosystem Modeling (JEM) meets this challenge by providing ecological model output tailored to...
Ecological Model Support for the Western Everglades Restoration Project (WERP) Round Three of Four, 2019 Ecological Model Support for the Western Everglades Restoration Project (WERP) Round Three of Four, 2019
Ecological models facilitate evaluation and assessment of alternative approaches to restore the Greater Everglades ecosystem. However, the provision of useful and accessible models is a challenge because there is often a disconnect between model output and its use by decision makers. Joint Ecosystem Modeling (JEM) meets this challenge by providing ecological model output tailored to...
Ecological Model Support for the Western Everglades Restoration Project (WERP) Round Four of Four, 2020 Ecological Model Support for the Western Everglades Restoration Project (WERP) Round Four of Four, 2020
Ecological models facilitate evaluation and assessment of alternative approaches to restore the Greater Everglades ecosystem. However, the provision of useful and accessible models is a challenge because there is often a disconnect between model output and its use by decision makers. Joint Ecosystem Modeling (JEM) meets this challenge by providing ecological model output tailored to...
Filter Total Items: 17
EverForecast—A near-term forecasting application for ecological decision support EverForecast—A near-term forecasting application for ecological decision support
The Everglades Forecasting application (EverForecast) provides decision makers with a support tool to examine optimal allocations of water across the managed landscape while explicitly quantifying the conflicting needs of multiple species. Covering the Greater Everglades (a vast, subtropical wetland ecosystem in South Florida), EverForecast provides 6-month forecasts of daily projected...
Authors
Saira M. Haider, Stephanie S. Romañach, Mark McKelvy, Kevin J. Suir, Leonard Pearlstine
The Everglades Depth Estimation Network (EDEN) surface-water interpolation model, version 3 The Everglades Depth Estimation Network (EDEN) surface-water interpolation model, version 3
The Everglades Depth Estimation Network (EDEN) is an integrated network of water-level gages, interpolation models that estimate daily water-level data at ungaged locations, and applications that generate derived hydrologic data across the freshwater part of the Greater Everglades landscape. Version 3 (V3) of the EDEN interpolation surface-water model is the most recent update, replacing...
Authors
Saira M. Haider, Eric Swain, James Beerens, Matthew D. Petkewich, Bryan McCloskey, Heather Henkel
Near-term spatial hydrologic forecasting in Everglades, USA for landscape planning and ecological forecasting Near-term spatial hydrologic forecasting in Everglades, USA for landscape planning and ecological forecasting
Operational ecological forecasting is an emerging field that leverages ecological models in a new, cross-disciplinary way – using a real-time or nearly real-time climate forecast to project near-term ecosystem states. These applications give decision-makers lead time to anticipate and manage state changes that degrade ecosystem functions or directly impact humans. The Everglades...
Authors
Leonard G. Pearlstine, James M. Beerens, Gregg Reynolds, Saira Haider, Mark McKelvy, Kevin Suir, Stephanie Romanach, Jennifer H. Nestler
Potential impacts of future urbanization and sea level rise on Florida’s natural resources Potential impacts of future urbanization and sea level rise on Florida’s natural resources
As urban development continues to encroach into natural systems, these ecosystems experience increasing degradation to their form and function. Losses in biodiversity and ecosystem function are further compounded by changing climatic conditions. The State of Florida is known for its biodiversity but has experienced declines in species populations and habitats because of urbanization and...
Authors
Stephanie Romanach, Allison Benscoter, Saira M. Haider
Managing conflicts in the River of Grass Managing conflicts in the River of Grass
Chances are, you would not pack up and move to a new home without first researching the neighborhood, reviewing your finances, and maybe investigating schools nearby. Similarly, you would not buy the first car you find on a magazine cover without first reviewing the technical specifications, exploring your options, and perhaps taking a test drive. Even when making simple purchases online...
Authors
Stephanie S. Romanach, James M. Beerens, Larry Perez, Saira M. Haider, Leonard G. Pearlstine
Filter Total Items: 15
Joint Ecosystem Modeling (JEM) NetCDF R Package Joint Ecosystem Modeling (JEM) NetCDF R Package
R-language code library to support netCDF I/O. This package was written to ease the process of reading and writing netcdfs in R for the Joint Ecosystem Modeling (JEM; https://jem.gov/) community. NetCDF files created using this package follow the Comprehensive Everglades Restoration Plan (CERP) data standards to facilitate data sharing among scientists in the Everglades area.
EDEN: Everglades Depth Estimation Network Water Level And Depth Surfaces EDEN: Everglades Depth Estimation Network Water Level And Depth Surfaces
An R package that provides a set of functions for the Everglades Depth Estimation Network (EDEN). EDEN is an integrated network of water-level gages, interpolation models that estimate daily water-level data at ungaged locations, and applications that generate derived hydrologic data across the freshwater part of the Greater Everglades landscape. This package contains the scripts that...
EDEN EDEN
This package provides a set of functions for the Everglades Depth Estimation Network (EDEN).
Science and Products
Filter Total Items: 15
Ecological Modeling in Support of the Western Everglades Restoration Project
Joint Ecosystem Modeling (JEM) provides ecological models tailored to address specific management issues, for example, the Western Everglades Restoration Project.
Evaluating Ecological Vulnerabilities of the Greater Everglades Ecosystem to Provide Decision Support for Restoration
USGS scientists develop decision support tools to help inform management and restoration of the Greater Everglades Ecosystem.
Habitat Modeling for the Endangered Everglades Snail Kite and Its Prey
Joint Ecosystem Modeling (JEM) provides real-time habitat suitability models for species of interest in Everglades restoration planning, including the federally endangered Everglades snail kite.
Filter Total Items: 33
Updates to the Everglades Vulnerability Analysis (EVA) vegetation module Updates to the Everglades Vulnerability Analysis (EVA) vegetation module
The Everglades Vulnerability Analysis (EVA) is a series of connected, modular Bayesian networks that predict the response of several Everglades indicators of ecosystem health to changes in hydrology, salinity, and the landscape. This release provides the code to update the vegetation module of EVA, validate the updated module, and provides the process and outputs of a sensitivity...
Change factors to derive projected future precipitation depth-duration-frequency (DDF) curves at 242 National Oceanic and Atmospheric Administration (NOAA) Atlas 14 stations in Florida (ver 3.0, August 2025) Change factors to derive projected future precipitation depth-duration-frequency (DDF) curves at 242 National Oceanic and Atmospheric Administration (NOAA) Atlas 14 stations in Florida (ver 3.0, August 2025)
This data release consists of Microsoft Excel workbooks, shapefiles, and a figure (png format) related to a cooperative project between the U.S. Geological Survey (USGS) and the Florida Flood Hub for Applied Research and Innovation at the University of South Florida to derive projected future change factors for precipitation depth-duration-frequency (DDF) curves at 242 National Oceanic...
Everglades Vulnerability Analysis (EVA) modeling scripts and output Everglades Vulnerability Analysis (EVA) modeling scripts and output
The Everglades Vulnerability Analysis (EVA) is a series of connected Bayesian networks that models the landscape-scale response of indicators of Everglades ecosystem health to changes in hydrology and salinity on the landscape. Using the uncertainty built into each network, it also produces surfaces of vulnerability in relation to user-defined ‘ideal’ outcomes. This dataset includes the...
KiteNest modeling scripts and output KiteNest modeling scripts and output
KiteNest is a spatially explicit model of Everglades snail kite (Rostrhamus sociabilis plumbeus) relative nest site selection that quantifies the relationships between a range of environmental factors and nest site selection specific to the southern portion of the species' range. Using hydrologic conditions such as mean 2-week water depth and water depth change rate, days since the last...
Joint Ecosystem Modeling (JEM) NetCDF R Package Joint Ecosystem Modeling (JEM) NetCDF R Package
R-language code library to support netCDF I/O. This package was written to ease the process of reading and writing netcdfs in R for the Joint Ecosystem Modeling (JEM; https://jem.gov/) community. NetCDF files created using this package follow the Comprehensive Everglades Restoration Plan (CERP) data standards to facilitate data sharing among scientists in the Everglades area.
Sea level rise scenarios for the Cape Sable seaside sparrow Sea level rise scenarios for the Cape Sable seaside sparrow
The endangered Cape Sable seaside sparrow (Ammospiza maritima mirabilis; CSSS) occurs in marl prairie habitat at the southern end of the Everglades, at the southernmost part of the Florida peninsula. The locations of three of its six subpopulations are proximate to the coast, putting them at risk for inundation caused by sea level rise (SLR). The spatially explicit predictive model...
Ecological modeling output for the Lake Okeechobee System Operating Manual iteration 3 (of 3), 2022 Ecological modeling output for the Lake Okeechobee System Operating Manual iteration 3 (of 3), 2022
Ecological models facilitate the evaluation and assessment of alternative approaches to restore the Greater Everglades ecosystem. Joint Ecosystem Modeling (JEM) provides ecological models tailored to address specific management issues. The multi-agency REstoration, COordination and VERification (RECOVER) science team uses ecological models (i.e., ecological planning tools) to evaluate...
Ecological modeling output for the Lake Okeechobee System Operating Manual iterations 1 and 2 (of 3), 2021 Ecological modeling output for the Lake Okeechobee System Operating Manual iterations 1 and 2 (of 3), 2021
Ecological models facilitate the evaluation and assessment of alternative approaches to restore the Greater Everglades ecosystem. Joint Ecosystem Modeling (JEM) provides ecological models tailored to address specific management issues. The multi-agency REstoration, COordination and VERification (RECOVER) science team uses ecological models (i.e., ecological planning tools) to evaluate...
Ecological Model Support for the Western Everglades Restoration Project (WERP) Round One of Four, 2018 Ecological Model Support for the Western Everglades Restoration Project (WERP) Round One of Four, 2018
Ecological models facilitate evaluation and assessment of alternative approaches to restore the Greater Everglades ecosystem. However, the provision of useful and accessible models is a challenge because there is often a disconnect between model output and its use by decision makers. Joint Ecosystem Modeling (JEM) meets this challenge by providing ecological model output tailored to...
Ecological Model Support for the Western Everglades Restoration Project (WERP) Round Two of Four, 2018 Ecological Model Support for the Western Everglades Restoration Project (WERP) Round Two of Four, 2018
Ecological models facilitate evaluation and assessment of alternative approaches to restore the Greater Everglades ecosystem. However, the provision of useful and accessible models is a challenge because there is often a disconnect between model output and its use by decision makers. Joint Ecosystem Modeling (JEM) meets this challenge by providing ecological model output tailored to...
Ecological Model Support for the Western Everglades Restoration Project (WERP) Round Three of Four, 2019 Ecological Model Support for the Western Everglades Restoration Project (WERP) Round Three of Four, 2019
Ecological models facilitate evaluation and assessment of alternative approaches to restore the Greater Everglades ecosystem. However, the provision of useful and accessible models is a challenge because there is often a disconnect between model output and its use by decision makers. Joint Ecosystem Modeling (JEM) meets this challenge by providing ecological model output tailored to...
Ecological Model Support for the Western Everglades Restoration Project (WERP) Round Four of Four, 2020 Ecological Model Support for the Western Everglades Restoration Project (WERP) Round Four of Four, 2020
Ecological models facilitate evaluation and assessment of alternative approaches to restore the Greater Everglades ecosystem. However, the provision of useful and accessible models is a challenge because there is often a disconnect between model output and its use by decision makers. Joint Ecosystem Modeling (JEM) meets this challenge by providing ecological model output tailored to...
Filter Total Items: 17
EverForecast—A near-term forecasting application for ecological decision support EverForecast—A near-term forecasting application for ecological decision support
The Everglades Forecasting application (EverForecast) provides decision makers with a support tool to examine optimal allocations of water across the managed landscape while explicitly quantifying the conflicting needs of multiple species. Covering the Greater Everglades (a vast, subtropical wetland ecosystem in South Florida), EverForecast provides 6-month forecasts of daily projected...
Authors
Saira M. Haider, Stephanie S. Romañach, Mark McKelvy, Kevin J. Suir, Leonard Pearlstine
The Everglades Depth Estimation Network (EDEN) surface-water interpolation model, version 3 The Everglades Depth Estimation Network (EDEN) surface-water interpolation model, version 3
The Everglades Depth Estimation Network (EDEN) is an integrated network of water-level gages, interpolation models that estimate daily water-level data at ungaged locations, and applications that generate derived hydrologic data across the freshwater part of the Greater Everglades landscape. Version 3 (V3) of the EDEN interpolation surface-water model is the most recent update, replacing...
Authors
Saira M. Haider, Eric Swain, James Beerens, Matthew D. Petkewich, Bryan McCloskey, Heather Henkel
Near-term spatial hydrologic forecasting in Everglades, USA for landscape planning and ecological forecasting Near-term spatial hydrologic forecasting in Everglades, USA for landscape planning and ecological forecasting
Operational ecological forecasting is an emerging field that leverages ecological models in a new, cross-disciplinary way – using a real-time or nearly real-time climate forecast to project near-term ecosystem states. These applications give decision-makers lead time to anticipate and manage state changes that degrade ecosystem functions or directly impact humans. The Everglades...
Authors
Leonard G. Pearlstine, James M. Beerens, Gregg Reynolds, Saira Haider, Mark McKelvy, Kevin Suir, Stephanie Romanach, Jennifer H. Nestler
Potential impacts of future urbanization and sea level rise on Florida’s natural resources Potential impacts of future urbanization and sea level rise on Florida’s natural resources
As urban development continues to encroach into natural systems, these ecosystems experience increasing degradation to their form and function. Losses in biodiversity and ecosystem function are further compounded by changing climatic conditions. The State of Florida is known for its biodiversity but has experienced declines in species populations and habitats because of urbanization and...
Authors
Stephanie Romanach, Allison Benscoter, Saira M. Haider
Managing conflicts in the River of Grass Managing conflicts in the River of Grass
Chances are, you would not pack up and move to a new home without first researching the neighborhood, reviewing your finances, and maybe investigating schools nearby. Similarly, you would not buy the first car you find on a magazine cover without first reviewing the technical specifications, exploring your options, and perhaps taking a test drive. Even when making simple purchases online...
Authors
Stephanie S. Romanach, James M. Beerens, Larry Perez, Saira M. Haider, Leonard G. Pearlstine
Filter Total Items: 15
Joint Ecosystem Modeling (JEM) NetCDF R Package Joint Ecosystem Modeling (JEM) NetCDF R Package
R-language code library to support netCDF I/O. This package was written to ease the process of reading and writing netcdfs in R for the Joint Ecosystem Modeling (JEM; https://jem.gov/) community. NetCDF files created using this package follow the Comprehensive Everglades Restoration Plan (CERP) data standards to facilitate data sharing among scientists in the Everglades area.
EDEN: Everglades Depth Estimation Network Water Level And Depth Surfaces EDEN: Everglades Depth Estimation Network Water Level And Depth Surfaces
An R package that provides a set of functions for the Everglades Depth Estimation Network (EDEN). EDEN is an integrated network of water-level gages, interpolation models that estimate daily water-level data at ungaged locations, and applications that generate derived hydrologic data across the freshwater part of the Greater Everglades landscape. This package contains the scripts that...
EDEN EDEN
This package provides a set of functions for the Everglades Depth Estimation Network (EDEN).