Geographic Information Sciences Commons^™

Caribou Migration And Non-Local Hunting In Northwest Alaska: A Gis Analysis Of Hunting Activity And Its Relationship With Caribou Migration Corridors, Brittney L. Jiménezszabo

Geography and the Environment: Graduate Student Capstones

Indigenous Alaskans rely on subsistence hunting for food, with Barren-ground caribou making up approximately 27% of their diet. It is believed by subsistence hunters that non-local hunting is forcing a change in caribou migration behavior. This study examined non-local harvesting records from 2013 – 2025 in the northwest and interior Game Management Units (GMU) and Alaksa’s Western Arctic Caribou Herd (WACH) migration range data to answer the question, is there a spatial relationship between non-local harvests and WACH migration behavior. Mixed methods included spatial autocorrelation and local statistics. Findings led to the rejection of the null hypothesis which will help …

Geospatial Governance Failures In The Department Of Defense: Contractor Noncompliance, Ai Adoption, And The Parallel Treatment Of Gis And Cybersecurity, Lyndsey Olmstead

Geography and the Environment: Graduate Student Capstones

The Department of Defense's treatment of geographic information systems and cybersecurity as parallel rather than integrated policy domains produces geographically predictable vulnerability patterns across its global military installation footprint. This capstone investigates that conclusion through original spatial analysis, constructing a five-variable composite geospatial vulnerability index across the six U.S. Combatant Command regions using publicly available unclassified data. EUCOM ranked highest overall, driven by GPS/PNT spoofing density, commercial satellite coverage, and cyber incident frequency; CENTCOM ranked second, driven by OSINT exposure incidents and governance risk. The null hypothesis of random geographic distribution is rejected. Findings confirm the structural governance gap documented …

From Red To Green: Using Gis To Examine Colorado’S Inequitable Housing Patterns In Urban Greenspace Accessibility, Jessica Howard Karr

Geography and the Environment: Graduate Student Capstones

Urban greenspaces provide numerous benefits to the mental and physical health of nearby people who access these locations for physical recreation, social interaction, and contemplation. Discriminatory urban planning policies from the past, such as redlining, have ensured that greenspace access is not always equitable for communities with diverse racial and socioeconomic compositions. This project utilizes Geographic Information Systems (GIS) to determine relationships between tree cover canopy, greenspace percentage within a census tract, and greenspace accessibility within a graded census tract system based on demographics and historic redlining locations in the Colorado cities of Denver, Colorado Springs, and Pueblo. The results …

Box Elder County Tourism Adventure Passport: Pilot Program Geospatial Analysis, Evaluation, And Next Steps., Janessa Knotts

Geography and the Environment: Graduate Student Capstones

The Box Elder County Tourism Office created the Tourism Adventure Passport Program and launched a pilot program in July 2025. GIS was used to engage and encourage visitors and locals to visit some or all sites listed and submit information, including GPS points, to participate in the program. To promote tourism in Box Elder County, the program highlights well known sites like the Golden Spike National Historic Park, along with other, less-known sites. The pilot program data was used to create a geospatial analysis and an analysis of the number of visits each site received and number of visitors were …

Mobility Disrupted: Geospatial Analysis Of Accessibility On The Mbta’S Orange And Red Lines Using Generalized Linear Poisson Regression, Maura Forde

Geography and the Environment: Graduate Student Capstones

This research analyzes the spatiotemporal relationship between explanatory variables and the frequency of downed elevator/escalator alerts at train stations on the Massachusetts Bay Transportation Authority’s (MBTA) Orange and Red lines. The data is from 2023. The null hypothesis is that there is no spatiotemporal pattern to the frequency/distribution of alerts. Generalized Linear Poisson Regression is used to model relationships across four time periods – the entire 2023 calendar year, Spring (January-April), Summer (May-August), and Fall (September-December). Results indicate that the null hypothesis can be rejected for all variables in Summer and Fall models but cannot be rejected for all variables …

How Short-Term Rentals Impact Summit County, Colorado, Spatially And Economically: A Gis Analysis, Hanna Gilhooley

Geography and the Environment: Graduate Student Capstones

Summit County, Colorado, is experiencing a housing crisis influenced by the rise of short-term rentals (STRs). This project investigates how STRs spatially and economically impact the county. STRs are regarded as a reason for the housing crisis as they take away long-term housing from locals and increase housing market prices. Locals are forced to look for housing in neighboring counties such as Clear Creek, Eagle, Grand, Lake, and Park. Geographic Information Systems (GIS) can be used to analyze the spatial and economic impact of STRs in Summit County. Total population, median household income and STR locations are analyzed in ArcGIS …

A Comparative Gis Analysis Of United And Southwest Airlines Route Networks, Robert Brown

Geography and the Environment: Graduate Student Capstones

This GIS project explores the relationship between airline route networks and flight delays for two U.S. Airlines. Using data obtained from the Bureau of Transportation Statistics (BTS), route networks were created for United and Southwest Airlines showing all flights that each carrier reported in 2023. The airlines of interest were selected due to their opposing route network types; commonly referred to as a hub-and-spoke (HS) and a point-to-point (PTP) route network, respectively. Link charts were created to calculate centrality metrics quantifying these networks, and flight delay data were manipulated and summarized to develop an ArcGIS Dashboard with which any ArcGIS …

Wolverine Habitat Suitability Analysis In Lake County, Colorado, Using Gis, Jake Hostnik

Geography and the Environment: Graduate Student Capstones

This project explores the reintroduction of the wolverine (Gulo gulo luscus) to Colorado’s mountainous regions, where the species has been extirpated due to habitat destruction and human activities. The study uses Geographic Information Systems (GIS) to identify optimal habitats for wolverine reintroduction, considering factors like snowpack duration, prey availability, and human disturbance. By creating a GIS-based habitat suitability model, this research will guide conservationists in selecting reintroduction sites. The project addresses the species' role in maintaining alpine ecosystem balance and contributes to the broader understanding of biodiversity restoration in the face of climate change. Results will inform future conservation planning …

Foreign Object Debris: A Spatial Analysis Of Wildlife At Seatac Airport, Eli Elias

Geography and the Environment: Graduate Student Capstones

This study investigates the relationship between birds and prey within the airport environment at Seattle-Tacoma International Airport (SEATAC). In 2023, instances of bird and prey activity near Runway 16C/34C were recorded using Foreign Object Debris (FOD) detection radar. The study stems from the importance of safety within the airport environment and analyzing these relationships to better protect people and mitigate aircraft damage. Runway 16C/34C is the runway of focus as it is the only runway equipped with FOD detection radar. Temperature and rainfall averages acquired from the National Weather Service (NWS) were also used to expand this analysis. The results …

Visualization Of Indiana And Northern Long-Eared Bats Using Spline Surfaces To Enable Targeted Land Management, Devin Escue

Geography and the Environment: Graduate Student Capstones

This project introduces a Bat Visualization Tool to help manage habitats for threatened bat species while considering broader ecosystem dynamics. It integrates data from acoustic bat surveys at the Corriell Nature Preserve in Iowa. The tool attaches spatial context to non-spatial survey data, weights species calls based on statistical p-values, and creates visual bat species distribution maps using spline surfaces. It also generates future survey locations based on these patterns. By using geospatial analysis and statistics, the tool identifies priority areas for conservation actions, focusing on factors like forest composition, roosting preferences, and land cover types that affect bat habitat …

Gis-Based Dashboard For Data Analysis And Visualization At The Water Hub In Franschhoek, South Africa, Liliana Rosa Simon

Geography and the Environment: Graduate Student Capstones

This capstone project analyzes the land use change in the Franschhoek Valley, South Africa, and implements this information into an ArcGIS Experience Builder Dashboard. The development of an ArcGIS Experience Builder is utilized as a tool for improved spatial data communication at The Water Hub. An increase in urban development in the informal settlement upstream of the Stiebeuel River in the catchment basin north of the Water Hub research institute is found. The capstone uses geographic information systems, remote sensing, and ArcGIS Experience Builder to integrate spatial data into the Water Hub’s standard operating procedures. It highlights the importance of …

Village Of Grand Ridge Gis Utility Mapping: Effective Decision Making And Cost Benefits, Nick Harsted

Geography and the Environment: Graduate Student Capstones

According to Worldpopualtionreview.com, “As of 2018, there are 19,495 incorporated cities, towns and villages in the United States. Of those, 14,768 have populations below 5,000. Only ten have populations above 1 million and none are above 10 million. There are 310 cities considered at least medium cities with populations of 100,000 or more.” According to the U.S Census Bureau stats, “about 80% of the United States population lives in urban areas.” Within these cities or towns are underground utility infrastructures such as water lines and sewer pipes. For years cities have stored in files and boxes these construction plans explaining …

Modeling Debris Flow Hazard Risk Post Wildfire In Northern Colorado: A Spatial Approach, Ashleigh Boyd

Geography and the Environment: Graduate Student Capstones

The 2020 Cameron Peak Fire, the largest in Colorado’s History, impacted over 200,000 acres of land, including vital watersheds close to population centers in Colorado, such as the towns of Estes Park and Loveland. Runoff and debris flows are a continuous hazard for approximately five years post-fire. This study takes a spatial approach to modeling runoff potential of the Big Thompson Subbasin Watershed, using curve number methodology to approximate runoff potential by combining land cover, soil data, slope, and burn severity. Field work indicated possible uncertainty in the model due to discrepancies with field sample soil hydro groups compared to …

A Lack Of Inclusive Playgrounds And How Gis Can Bridge The Gap: A Case Study In Metro Denver, Brittny N. Wagner

Geography and the Environment: Graduate Student Capstones

Inclusive and accessible playgrounds are a vital component to a sustainable and healthy community. These types of playgrounds encourage interactions between children of all abilities, which is a key component of social, emotional, and physical development. Playgrounds are often outdated or built without considering the needs of different types of community members. This is often due to lack of research about what it means to build an accessible playground and lack of awareness of the need for this type of play coming from city officials and park planners. Many parents and caregivers are left wondering where accessible playgrounds are located, …

Understanding Delays And Improving Emergency Response With Gis - Evergreen Fire Department In Evergreen, Colorado, Adrien Hoff

Geography and the Environment: Graduate Student Capstones

It is expected that both the PSAP and the responders in the field react quickly and arrive on the scene to emergency events as soon as possible. Fire agencies have been held to standards set in place reflective of where the emergency occurs and how quickly responders are expected to reach that location. Calls that experience delays in meeting these standards should be carefully examined and learned from for future events. Utilizing National Fire Protection (NFPA) population zone recommendations, population zones previously established with 2010 census data and unknown methods were recreated for Evergreen Fire Protection District. Then, utilizing SQL …

A Gis Analysis To Identify Historical, Contemporary, And Spatial Housing Discrimination In Denver, Colorado, Ian Sharkey

Geography and the Environment: Graduate Student Capstones

This study analyzes the relationship between housing discrimination and equity within the City of Denver. This study creates a discrimination index by combining (1) historical Discrimination, (2) contemporary segregation, and (3) housing inequity data into an index to compare the Denver Department of Health and the Environment (DDPHE) 2020 equity index using a local bivariate analysis. This study found a negative linear relationship between the created and Denver equity indexes. The variables used for the discrimination index can explain some of the relationships, but future studies should use more variables for a discrimination index.

Using Gis To Identify Barriers To Access On The Rtd W Line In Denver, Colorado, Tristan Johnson

Geography and the Environment: Graduate Student Capstones

Denver, Colorado has a long history of public transportation usage beginning with horse-drawn streetcars in 1871. As the automobile began to flourish however, the use of public transportation has languished. In 2013, the W light rail line opened serving the West Denver area. As Denver has moved toward a more transit-oriented growth model, this rail line can create a more vibrant future. Using GIS, a better understanding of the barriers to access for light rail travel is obtained and considering key variables outputs are created to assist policy makers in utilizing the W line. By using GIS to address population …

Merging Volunteered Geographic Information Systems, James Mcandrew

Geography and the Environment: Graduate Student Capstones

This project determines how two different systems based on geographic user-generated content can work together to allow the content to be made more accessible. This project’s objective is to determine the technical and social issues involved with allowing information to be transferred between systems.

Specifically, this project works with information from two volunteer systems: 1) The United States Geological Survey’s National Map Corps, 2) A global volunteer mapping project called OpenStreetMap.

This project discusses the history of both systems and how they have dealt with importing data in the past. It reviews what has worked well with previous imports and …

A Model Of The Effects Of Deforestation On Local Climate In The North Cascades, Monica R. H. Jasper

Geography and the Environment: Graduate Student Capstones

Changes in areal extent of land cover types may lead to alterations in the surface energy budget that contribute to anthropogenic climate forcing. This study examines the effects of deforestation in the Cascade Range on local temperature. Temperature sensors were installed in 14 forest stands, taking measurements for one year. Estimated tree age, circumference, and species were recorded to calculate stand density index. Satellite imagery was used to calculate shade fraction from spectral mixture analysis, which is a proxy for canopy structure and density. These data were used to construct seasonal cycles of temperature to model variation with stand density …

Gis Mapping For Peace Corps, Jeremy Huey

Geography and the Environment: Graduate Student Capstones

International volunteerism programs, such as the Peace Corps, find interested, educated men and women to live abroad in order to help local communities in need of assistance. The goal of this project is to create maps intended to enhance the training of those volunteers. When volunteers leave training programs and head to their prospective service communities, a certain period of time is needed in order to obtain a full grasp of the terrain, boundaries, weather, climate etc. A more effective training program, which incorporates maps of regional climates, environments, landscapes, cultures and resources, will lead to more effective volunteerism. By …

North Korea: Gis Study Of The Slowed Migration Of North Korean Refugees, Brandi Hunnicutt

Geography and the Environment: Graduate Student Capstones

Since 2009, human rights organizations have noted an almost fifty-percent decrease of North Korean refugees reaching freedom in South Korea, when for so many years there was a steady increase. This capstone paper evaluated the decline by taking two perspectives of research, one perspective being physical terrain changes or modifications prohibiting the flow of refugees and a second approach of examining the lifestyle demographics of the refugees who have successfully crossed the North Korean border. Geographic Information System (GIS) tools were utilized to determine that in both research approaches there is data indicating purposes for the decrease -- proving that …

Using Gis To Assess Species Distributions In The Pacific Northwest, Leslie Perry

Geography and the Environment: Graduate Student Capstones

A species distribution application was developed using ArcGIS (Model Builder) and Python to support management decisions and species reviews for the BLM and Forest Service in the Pacific Northwest. The application integrates observation data for flora and fauna species from agency geodatabases and available data on various environmental factors, such as ownership, land uses, and forest types. Results of the application include species-specific geodatabases containing observation data and combined observation-environmental data with tables presenting distribution information based on the environmental factors. These results are intended to provide baseline information about species distribution patterns and can be used for a variety …

Utilizing Web-Based Gis Applications For Spatial Analysis Of Real Estate Appraisal Data, Esther Bowlin

Geography and the Environment: Graduate Student Capstones

Internet-based map applications have become a widely implemented GIS tool, and by most estimations, will experience continued growth over the coming years. The real estate industry is particularly well positioned to capitalize on the boom of web mapping technologies as real estate is a largely spatial discipline. To fulfill the marketing objectives of a real estate appraisal firm, a web-based mapping application was developed to execute simple spatial analysis tasks. The application is capable of analysis tasks such as heat mapping and includes geolocation services as well as coordinate conversion. All processes are executed within the Google Map API and …

Who, What And Why: A Statistical And Geospatial Analysis Of The Development Of The Marcellus Shale In West Virginia, Erin Sevatson

Geography and the Environment: Graduate Student Capstones

Over the last decade, the Marcellus Shale in West Virginia has seen a rapid rise in exploitation of resources. The boom is undeniable but the reasons behind the success stories remain debatable. What factors have led to successes for operators in the Marcellus Shale in West Virginia? Statistical and spatial analysis can aid in making that determination. Statistical analysis will focus on correlating leased acreage numbers to drilled and producing well data to demonstrate the correlation between leased acres and number of wells. Spatial Analysis will be used to determine the areas with the highest prevalence of drilled and producing …

Locating A Wildlife Corridor For The Wild Tiger In India, Carmen George

Geography and the Environment: Graduate Student Capstones

The tiger (Panthera Tigris) has been on the ICUN red list of endangered species since 1972. In the early 20^th century, 100,000 wild tigers roamed Asia and today approximately 3,600 remain. India is home to over half of the remaining wild tigers and continues to struggle in creating effective conservation plans. Poaching, habitat destruction and prey depletion are several primary causes of tiger population degradation and remain major barriers to rejuvenation of healthy populations in the wild. Wildlife corridors are essential to the process of repairing fragmented habitats. Through the use of GIS and remote sensing this …

Habitat Selection Of Wolverines: A Geospatial Analysis Of Wolverine Movements In Southwest Montana, Bryn Karabensh

Geography and the Environment: Graduate Student Capstones

Wolverine research in the contiguous United States is not abundant and understanding of the ecology of this species is not fully understood in this ecosystem. Specifically lacking in research is data regarding wolverine movements. This paucity of data and analysis inhibits the ability to effectively develop and implement conservation and management strategies. This paper seeks to identify patterns and habitat preferences of wolverines with respect to their movements. Specifically, do they avoid roads and clear-cuts zones from timber harvest and do they display a preference to topography features during movements? Using GPS locations of wolverines a regression analysis was applied. …

Selection Of A Reanalysis Meteorological Product For Use In Solar Resource Assessment, Anthony Lopez

Geography and the Environment: Graduate Student Capstones

The U.S. Department of Energy’s National Renewable Energy Laboratory and collaborators are updating the National Solar Radiation Database with the next-generation satellite-based solar resource assessment known as the Physical Solar Model (PSM). This is part of an effort to achieve NREL and DOE’s goal to make solar energy technologies cost competitive with other forms of energy in the United States. Required in this effort is the selection of an appropriate meteorological reanalysis product- that provides critical inputs for solar energy estimation. This analysis quantitatively and qualitatively assessed the spatial and temporal accuracy of three meteorological reanalysis products using ground measurements. …

Food Deserts: Usda Report Review, Christopher Rahm

Geography and the Environment: Graduate Student Capstones

The purpose of this Capstone will be to provide city, county, and eventually state, entities with the knowledge to better identify those areas which would fall under the auspice of the Healthy Food Financing Initiative, as laid out in a report by the United States Department of Agriculture’s Economic Research Council on “Food Deserts.” Food deserts are those areas in which access to nutritious foods is limited by distance, by lack of transportation, or both. Food deserts have also been linked to obesity in children and adults, with the attendant health problems. With this knowledge, starting at the local level, …

Network Analysis Of The Walkability Of Denver’S Light Rail And Bus Rapid Transit Network And How This Can Be Improved, Ryan Ferriman

Geography and the Environment: Graduate Student Capstones

This study evaluates how well the existing and proposed light rail and bus rapid transit lines in Denver serve residents who want to get by without a car. The number of residents and jobs within half mile and one mile walking distances of stations are calculated using network and buffer analysis methods. Results are compared to determine the accuracy benefit of conducting a network analysis rather than the more common buffer analysis. The study looks at ways to boost the number of residents and employees within walking distance by maximizing access around each station. It also quantifies the available land …

September 2013, Colorado Front Range Flooding, And Impacts On Agriculture And Irrigation Infrastructure: A Case Study In The Left Hand Ditch System, Boulder County, Colorado, Nick Ludolph

Geography and the Environment: Graduate Student Capstones

Flooding can cause massive harm to the agricultural sector by flooding fields and damaging the infrastructure that is essential for agricultural activities. Crops are often lost and repairs may be necessary to restore irrigation systems to functional status. This research aims to quantify the damages and losses experienced from the unprecedented September 2013 flooding event in Boulder County Colorado’s Left Hand Ditch Company service area. Damages are cataloged and Geographic Information Systems (GIS) technologies were used to estimate economic impact and determine the landscape characteristics of lands where the highest rates of flooding occurred. Alfalfa and non-alfalfa hays experienced the …