My research focuses on designing and developing software tools for a variety of platforms to support diverse research goals and applications. My aim is to increase researcher productivity and push the boundaries of current research limits by incorporating software best practices and innovative designs and products into the research process.
I have designed and developed research tools for analyzing land cover trends, investigating well water contamination, modeling emergency pedestrian evacuations, processing earthquake strong motion data, and visualizing the effects of coastal storms and sea level rise on communities.
Education and Certifications
M.A. in Geography/GIS from San Jose State University
Graduate coursework in computer science and applied mathematics from Santa Clara University
B.S. in Electrical Engineering from Boston University
Science and Products
Subsidence Susceptibility Map for the Conterminous U.S.
CDI Risk Map
Tsunamis
Coastal Change
Earthquakes
Hazards Vulnerability Team
A data management and visualization framework for community vulnerability to hazards
Threat prioritization framework and input data for a multi-hazard risk analysis for the U.S. Department of the Interior
Closed depression density in karst regions of the conterminous United States: features and grid data
Community Exposure in California to Coastal Groundwater Hazards Enhanced by Climate Change, reference year 2020
Community Exposure in California to Coastal Flooding Hazards Enhanced by Climate Change, reference year 2010
Pedestrian tsunami evacuation results for two tsunami-inundation zones (2009 and probable maximum tsunami (PMT)) and four travel speeds (slow walk, fast walk, slow run, and fast run) for American Samoa
Tsunami Travel Time Maps for Del Norte and Humboldt Counties, CA, reference year 2010
Community for data integration 2018 funded project report
Progress toward a preliminary karst depression density map for the conterminous United States
Dynamic flood modeling essential to assess the coastal impacts of climate change
Assessing hazards and risks at the Department of the Interior—A workshop report
Population vulnerability to tsunami hazards informed by previous and projected disasters: A case study of American Samoa
Assessing and communicating the impacts of climate change on the Southern California coast
Projected 21st century coastal flooding in the Southern California Bight. Part 2: Tools for assessing climate change-driven coastal hazards and socio-economic impacts
PRISM software—Processing and review interface for strong-motion data
HERA: A dynamic web application for visualizing community exposure to flood hazards based on storm and sea level rise scenarios
Community for Data Integration 2016 annual report
PRISM Software: Processing and Review Interface for Strong‐Motion Data
Processing and review interface for strong motion data (PRISM) software, version 1.0.0—Methodology and automated processing
Prism Engine software source code v2.0.0
Pedestrian Evacuation Analyst Tool
The Pedestrian Evacuation Analyst is an ArcGIS extension that estimates how long it would take for someone to travel on foot out of a hazardous area that was threatened by a sudden event such as a tsunami, flash flood, or volcanic lahar. It takes into account the elevation changes and the different types of landcover that a person would encounter along the way.
Science and Products
- Science
Subsidence Susceptibility Map for the Conterminous U.S.
Sinkholes present hazards to humans due to subsidence and by focusing contaminated surface water runoff into groundwater. Sinkholes create instability in the foundations of buildings, roads and other infrastructure, resulting in damage and in some cases loss of life, but may also play an important role as vernal pools in some ecosystems. This project created a prototype nationwide subsidence suscCDI Risk Map
The Community for Data Integration (CDI) Risk Map Project is developing modular tools and services to benefit a wide group of scientists and managers that deal with various aspects of risk research and planning. Risk is the potential that exposure to a hazard will lead to a negative consequence to an asset such as human or natural resources. This project builds upon a Department of the Interior prTsunamis
The 2004 Indian Ocean, 2010 Chilean, and 2011 Tohoku disasters have shown how tsunamis are significant threats to coastal communities. To help U.S. coastal communities prepare for future tsunamis, the Hazards Vulnerability Team completed projects related to population exposure and sensitivity, pedestrian evacuation modeling, and vertical-evacuation decision support.A recent article of ours in the...Coastal Change
The continued devastation from recent hurricanes and tropical storms demonstrates the vulnerability of coastal communities to coastal-change hazards. Changes in sea level and storm-wave intensity are changing the areas that are prone to erosion and storm-related flooding. The Hazards Vulnerability Team has worked with USGS coastal researchers and partners to improve our understanding of community...Earthquakes
The U.S. Pacific Northwest is an active seismic zone, as evidenced by the 2001 Nisqually earthquake near Olympia (WA) and several other earthquakes in the 1990's. The Hazards Vulnerability Team worked with emergency managers and USGS earthquake researchers to better understand how communities are vulnerable to earthquake hazards.Hazards Vulnerability Team
Our country faces a wide array of natural hazards that threaten its safety, security, economic well-being, and natural resources. To minimize future losses, communities need a clear understanding of how they are vulnerable to natural hazards and of strategies for increasing their resilience. Vulnerability and resilience are influenced by (1) how communities choose to use hazard-prone land, (2) pre...A data management and visualization framework for community vulnerability to hazards
USGS research in the Western Geographic Science Center has produced several geospatial datasets estimating the time required to evacuate on foot from a Cascadia subduction zone earthquake-generated tsunami in the U.S. Pacific Northwest. These data, created as a result of research performed under the Risk and Vulnerability to Natural Hazards project, are useful for emergency managers and community - Data
Threat prioritization framework and input data for a multi-hazard risk analysis for the U.S. Department of the Interior
An integral part of disaster risk management is identifying and prioritizing hazards and their potential impacts in a meaningful way to support risk-reduction planning. There has been considerable use and subsequent criticism of threat prioritization efforts that simply compare likelihoods and consequences of plausible threats. This data supports an article that summarizes a new mixed-methods andClosed depression density in karst regions of the conterminous United States: features and grid data
Most methods for the assessment of sinkhole hazard susceptibility are predicated upon knowledge of pre-existing closed depressions in karst areas. In the United States (U.S.), inventories of existing karst depressions are piecemeal, and are often obtained through inconsistent methodologies applied at the state or county level and at various scales. Here, we present a first attempt at defining a kaCommunity Exposure in California to Coastal Groundwater Hazards Enhanced by Climate Change, reference year 2020
The data set contains information on potential population, economic, land cover, and infrastructure groundwater inundation exposure for San Francisco Bay and coastal communities of the state of California, USA. The type of information includes U.S. Census data on the number and types of residents, Data Axle data on numbers and types of employees, county parcel values, HAZUS building replacement vaCommunity Exposure in California to Coastal Flooding Hazards Enhanced by Climate Change, reference year 2010
The data set contains information on potential population, economic, land cover, and infrastructure flooding exposure for San Francisco Bay and coastal communities of the state of California, USA. The type of information includes U.S. Census data on the number and types of residents, InfoGroup USA data on numbers and types of employees, county parcel values, HAZUS building replacement values, NLCPedestrian tsunami evacuation results for two tsunami-inundation zones (2009 and probable maximum tsunami (PMT)) and four travel speeds (slow walk, fast walk, slow run, and fast run) for American Samoa
This data release is comprised of a set of eight time travel map shapefiles (two tsunami inundation zones and four travel times) for use in GIS software applications and two population exposure by travel time tables (residents and nonresidences) for use in GIS software applications and other standalone spreadsheet applications. The travel time map was generated using the Pedestrian Evacuation AnaTsunami Travel Time Maps for Del Norte and Humboldt Counties, CA, reference year 2010
Tsunami travel time maps for Del Norte and Humboldt Counties in California in vector (shapefile) format for both slow and fast walking speeds and for bridges intact and bridges removed. - Publications
Filter Total Items: 17
Community for data integration 2018 funded project report
The U.S. Geological Survey Community for Data Integration annually funds small projects focusing on data integration for interdisciplinary research, innovative data management, and demonstration of new technologies. This report provides a summary of the 10 projects funded in fiscal year 2018, outlining their goals, activities, and accomplishments.Progress toward a preliminary karst depression density map for the conterminous United States
Most methods for the assessment of sinkhole hazard susceptibility are predicated upon knowledge of pre-existing closed depressions in karst areas. In the United States (U.S.), inventories of existing karst depressions are piecemeal, and are often obtained through inconsistent methodologies applied at the state or county level and at various scales. Here, we present a first attempt at defining a kaDynamic flood modeling essential to assess the coastal impacts of climate change
Coastal inundation due to sea level rise (SLR) is projected to displace hundreds of millions of people worldwide over the next century, creating significant economic, humanitarian, and national-security challenges. However, the majority of previous efforts to characterize potential coastal impacts of climate change have focused primarily on long-term SLR with a static tide level, and have not compAssessing hazards and risks at the Department of the Interior—A workshop report
On February 27–28, 2018, the U.S. Geological Survey and Department of the Interior (DOI) Office of Emergency Management (OEM) hosted a workshop to gather input from DOI subject matter experts (SMEs), resource managers, facility managers, emergency managers, and law enforcement personnel. Workshop goals were to (1) determine how DOI Bureaus and Offices use risk information for strategic planning anPopulation vulnerability to tsunami hazards informed by previous and projected disasters: A case study of American Samoa
Population vulnerability from tsunamis is a function of the number and location of individuals in hazard zones and their ability to reach safety before wave arrival. Previous tsunami disasters can provide insight on likely evacuation behavior, but post-disaster assessments have not been used extensively in evacuation modeling. We demonstrate the utility of post-disaster assessments in pedestrian eAssessing and communicating the impacts of climate change on the Southern California coast
Over the course of this and the next century, the combination of rising sea levels, severe storms, and coastal erosion will threaten the sustainability of coastal communities, development, and ecosystems as we currently know them. To clearly identify coastal vulnerabilities and develop appropriate adaptation strategies for projected increased levels of coastal flooding and erosion, coastal managerProjected 21st century coastal flooding in the Southern California Bight. Part 2: Tools for assessing climate change-driven coastal hazards and socio-economic impacts
This paper is the second of two that describes the Coastal Storm Modeling System (CoSMoS) approach for quantifying physical hazards and socio-economic hazard exposure in coastal zones affected by sea-level rise and changing coastal storms. The modelling approach, presented in Part 1, downscales atmospheric global-scale projections to local scale coastal flood impacts by deterministically computingPRISM software—Processing and review interface for strong-motion data
Rapidly available and accurate ground-motion acceleration time series (seismic recordings) and derived data products are essential to quickly providing scientific and engineering analysis and advice after an earthquake. To meet this need, the U.S. Geological Survey National Strong Motion Project has developed a software package called PRISM (Processing and Review Interface for Strong-Motion data).HERA: A dynamic web application for visualizing community exposure to flood hazards based on storm and sea level rise scenarios
The Hazard Exposure Reporting and Analytics (HERA) dynamic web application was created to provide a platform that makes research on community exposure to coastal-flooding hazards influenced by sea level rise accessible to planners, decision makers, and the public in a manner that is both easy to use and easily accessible. HERA allows users to (a) choose flood-hazard scenarios based on sea level riCommunity for Data Integration 2016 annual report
The Community for Data Integration (CDI) represents a dynamic community of practice focused on advancing science data and information management and integration capabilities across the U.S. Geological Survey and the CDI community. This annual report describes the various presentations, activities, and outcomes of the CDI monthly forums, working groups, virtual training series, and other CDI-sponsoPRISM Software: Processing and Review Interface for Strong‐Motion Data
A continually increasing number of high‐quality digital strong‐motion records from stations of the National Strong Motion Project (NSMP) of the U.S. Geological Survey, as well as data from regional seismic networks within the United States, calls for automated processing of strong‐motion records with human review limited to selected significant or flagged records. The NSMP has developed the ProcesProcessing and review interface for strong motion data (PRISM) software, version 1.0.0—Methodology and automated processing
A continually increasing number of high-quality digital strong-motion records from stations of the National Strong-Motion Project (NSMP) of the U.S. Geological Survey (USGS), as well as data from regional seismic networks within the United States, call for automated processing of strong-motion records with human review limited to selected significant or flagged records. The NSMP has developed the - Software
Prism Engine software source code v2.0.0
A continually increasing number of high-quality digital strong-motion records from stations of the National Strong Motion Project (NSMP) of the U.S. Geological Survey (USGS), as well as data from regional seismic networks within the U.S., called for automated processing of strong-motion records with human review limited to selected significant or flagged records. This PRISM (Processing and ReviewPedestrian Evacuation Analyst Tool
The Pedestrian Evacuation Analyst is an ArcGIS extension that estimates how long it would take for someone to travel on foot out of a hazardous area that was threatened by a sudden event such as a tsunami, flash flood, or volcanic lahar. It takes into account the elevation changes and the different types of landcover that a person would encounter along the way.
- News