Social and Behavioral Sciences Commons^™

Patterns Of Infringement, Risk, And Impact Driven By Coal Mining Permits In Indonesia, Tim T. Werner, Tessa Toumbourou, Victor Maus, Martin C. Lukas, Laura J. Sonter, Muhamad Muhdar, Rebecca K. Runting, Anthony J. Bebbington

Geography

Coal mining is known for its contributions to climate change, but its impacts on the environment and human lives near mine sites are less widely recognised. This study integrates remote sensing, GIS, stakeholder interviews and extensive review of provincial data and documents to identify patterns of infringement, risk and impact driven by coal mining expansion across East Kalimantan, Indonesia. Specifically, we map and analyse patterns of mining concessions, land clearing, water cover, human settlement, and safety risks, and link them with mining governance and regulatory infractions related to coal mining permits. We show that excessive, improper permit granting and insufficient …

Emerging Hot Spot Analysis To Indicate Forest Conservation Priorities And Efficacy On Regional To Continental Scales: A Study Of Forest Change In Selva Maya 2000-2020, Nicholas Cuba, Laura A. Sauls, Anthony J. Bebbington, Denise Humphreys Bebbington, Avecita Chicchon, Pilar Delpino Marimón, Oscar Diaz, Susanna Hecht, Susan Kandel, Tracey Osborne, Rebecca Ray, Madelyn Rivera, John Rogan, Viviana Zalles

Geography

Despite the importance of preserving contiguous tropical forest areas to maintain biodiversity and terrestrial carbon stocks, methodological challenges continue to hinder broad-scale analysis of threats to these forests. Emerging Hot Spot Analysis (EHSA) is a spatial-statistical method that conveys complex information about the temporal dynamics of deforestation across a range of moderate to coarse spatial scales. Using Global Forest Change (GFC) data as inputs, EHSA produces spatially comprehensive, gridded outputs that represent a standardized, reproduceable way to instantiate contiguous forest tracts as spatial objects. Doing so allows aggregation of other GFC-derived values and analysis of alternative geographic configurations besides sub-national …

Toward The Development Of Deep Learning Analyses For Snow Avalanche Releases In Mountain Regions, Yunzhi Chen, Wei Chen, Omid Rahmati, Fatemeh Falah, Dominik Kulakowski, Saro Lee, Fatemeh Rezaie, Mahdi Panahi, Aref Bahmani, Hamid Darabi, Ali Torabi Haghighi, Huiyuan Bian

Geography

Snow avalanches impose a considerable threat to infrastructure and human safety in snow bound mountain areas. Nevertheless, the spatial prediction of snow avalanches has received little research attention in many vulnerable parts of the world, particularly in developing countries. The present study investigates the applicability of a stand alone convolutional neural network (CNN) model, as a deep learning approach, along with two metaheuristic algorithms including grey wolf optimization (CNN-GWO) and imperialist competitive algorithm (CNN-ICA) in snow avalanche modelling in the Darvan watershed, Iran. The analysis was based on thirteen potential drivers of avalanche occurrence and an inventory map of previously …

Spatial Patterns Of Adverse Birth Outcomes Among Black And White Women In Massachusetts – The Role Of Population-Level And Individual-Level Factors, Yelena Ogneva-Himmelberger, Madeline Haynes

Sustainability and Social Justice

This study explores spatial distribution of adverse birth outcomes (ABO), defined as low birth weight (<=2500 g) and preterm deliveries (gestational age <37 weeks), in black and white mothers in the state of Massachusetts, USA. It uses 817877 individual birth records from 2000-2014 aggregated to census tracts (census enumeration unit with population of approximately 4500 people). To account for small numbers of births in some tracts, an Empirical Bayes smoother algorithm is used to calculate ABO rates. The study applies ordinary least squares (OLS) and spatial regression to examine the relationship between ABO rates, seven individual-level factors from birth certificates and nine population-level factors (income level, education level, race) from census data. Explanatory power of these factors varies between the two races. In models based only on individual-level factors, all seven factors were significant (p<0.05) in the black mothers’ model while only three were significant in the white mothers’ model. Models based only on population-level variables produced better results for the white mothers than for black mothers. Models that included both individual and population-level variables explained 40% and 29% of ABO variance for black and white women respectively. The findings from this study give health-care providers and health-care policy-makers important information regarding ABO rates and the contributing factors at a local level, thus enabling them to isolate specific areas with the highest need for targeted interventions.

Analyzing The Relationship Between Perception Of Safety And Reported Crime In N Urban Neighborhood Using Gis And Sketch Maps, Yelena Ogneva-Himmelberger, Laurie Ross, Thomas Caywood, Marina Khananayev, Casey Starr

Sustainability and Social Justice

This study analyzes the perception of safety among residents of Main South neighborhood in Worcester, MA, USA and compares it to reported crimes. This neighborhood is the focus of a community-based crime reduction project funded by the Bureau of Justice Assistance, the policy development arm of the U.S. Department of Justice. We collected social disorder and violent crime data from the Worcester Police Department and conducted 129 household surveys to understand residents’ perception of safety in the neighborhood and trust in community institutions. The surveys included a map on which residents indicated where they felt unsafe. The goal of this …

Analyzing Trends And Patterns In Adverse Birth Outcomes In Massachusetts From 2000-2014, Madeleine Haynes

International Development, Community and Environment (IDCE)

This study explores spatio-temporal trends and patterns in adverse birth outcomes (ABO) in the state of Massachusetts from 2000-2014. ABO include low birth weight (< 2500 g) and preterm deliveries (gestational age < 37 weeks). This research evaluates if there are areas in Massachusetts that have experienced statistically significant increases or decreases in ABO throughout the study period. Birth data was obtained from the Massachusetts Department of Public Health and only singleton, live births were included for the analysis. The data were aggregated to census tracts, and the total number of births and the number of ABOs were calculated for each census tract for each year. In total, 1478 census tracts were included in this analysis. Births to non-Hispanic black mothers and births to non-Hispanic white mothers were separated to evaluate if trends in ABO are similar regardless of race as previous literature has identified a much higher rate of ABO in births to non-Hispanic black women. Trends and patterns of ABO were evaluated using the Space Time Cube and the Mann-Kendall statistic and a multivariate regression was conducted to identify potential correlations between socioeconomic factors and prevalence of ABO. Results of this study can be used to identify areas that are experiencing an increase in ABO to potentially allow for more effective, targeted intervention methods.

U.S. Fish And Wildlife Service Summer Fellowship: Gis Study Of Threatened And Endangered Species In Colorado, Jeanie Lai

International Development, Community and Environment (IDCE)

This report provides a detailed account of my fellowship experience with the U.S. Fish and Wildlife Service (USFWS) Region 6 Office in Lakewood, CO during the summer of 2017 made possible by the Student Conservation Association (SCA) sponsored by Directorate Fellows Program. The internship was completed in the Region 6’s Branch of Decision Support in Ecological Services under the direction of Spatial Ecologist John Guinotte. I was a GIS Technician tasked with work responsibilities involving listed threatened and endangered species relevant to the region. Those work responsibilities included refining spatial Area of Influence (AOI) ranges, updating databases, and creating a …

Wdph 2017 Summer Internship Report, Lauren Meininger

Mosakowski Institute for Public Enterprise

In the spring of 2014, the Worcester Division of Public Health, UMass Memorial Health Care, and Clark University’s Mosakowski Institute for Public Enterprise joined forces to begin developing a partnership that would combine academic resources, student input, and public health needs in the City of Worcester. Founders of this program were motivated to seek and implement innovative interventions for public health issues while simultaneously inspiring a new generation of public health professionals.

Each year, the Academic Health Collaborative of Worcester (AHCW) brings in student interns to work on the pressing public health issues of the moment. Interns work alongside epidemiologists, …

A Summer At Azavea Working With Nonprofit Organizations: The Summer Of Maps Fellowship, Sarah Gates

International Development, Community and Environment (IDCE)

This report details my experience as a Summer of Maps Fellow at Azavea during June 2017 to August 2017. As a Summer of Maps Fellow I worked with nonprofit organizations, the Fair Tech Collective and the World Resources Institute, on two geospatial analysis projects. For the Fair Tech Collective I analyzed data on refinery flaring pollution, air toxin concentrations, and sensitive receptor populations to produce a series of maps and infographics detailing the impacts of petrochemical pollution in the San Francisco Bay Area. For the World Resources Institute I used data-driven methods to analyze conservation efforts in the Central African …

Greening The Gateway Cities: Summer Internship With The Clark University Human Environment Regional Observatory (Hero) And Massachusetts Department Of Conservation And Recreation (Dcr), Zhiwen Zhu

International Development, Community and Environment (IDCE)

This report provides a detailed account of my internship experience with the Clark University Human-Environment Regional Observatory (HERO) and Massachusetts Department of Conservation and Recreation (DCR) in the summer of 2017. This internship concerns the urban tree health assessment in three ‘Greening the Gateway’ cities in Massachusetts. During the internship, I conducted tree survey field work, database management, mapping, tree survey data analysis and urban tree plantation benefits microclimate simulation. During the internship I worked with the professors and students at Clark University and University of Massachusetts, Amherst, and the staff from Department of Conservation and Recreation (DCR), Worcester Tree …

The Fight Against Botanical Invaders: Summer Internship With The Montana Conservation Corps And The U.S. Forest Service, Bryan S. Buttigieg

International Development, Community and Environment (IDCE)

This paper aims to synthesize and reflect upon my internship with the Montana Conservation Corps, and the U.S. Forest Service during the summer of 2016. The primary responsibilities as an intern under the USFS’s Vegetation Manager included eradicating and monitoring invasive weeds within the Hebgen Lake Ranger District, in West Yellowstone, MT. I gained a wealth of knowledge on how invasive plants take control of landscapes throughout Montana specifically. This opportunity provided me with the chance to develop both hands-on and GIS-based conservation efforts. The following chapters review my summer internship by diving deeper into the structural organization of the …

Data And Geometry; Model Building At Calthorpe Analytics, Samuel M. Upton

International Development, Community and Environment (IDCE)

This report documents my Summer 2016 internship with Calthorpe Analytics, a Berkeley CA based urban planning firm. Calthorpe Analytics specializes in scenario development for planning, modeling, and plan evaluation for government and municipal clients. The primary responsibility of my internship was model development and refinement using advanced spatial analytics working in the Python programming language. The internship was extremely successful: it gave me a great opportunity to strengthen my open source GIS skillset, deepen my understanding of data science, and vastly improve my geospatial programming skillset. It also gave me a chance to apply advanced geospatial modeling and spatial statistics …

Geoscientists-In-The-Park Summer Internship Mapping Shoreline Change With The National Park Service, Michael P. Endicott

International Development, Community and Environment (IDCE)

This project paper details the activities carried out as a Geologist/GIS Specialist in the Gateway National Recreation Area as a part of the Geoscientists-In-The-Park internship program. The focus of this position was on supporting the geomorphological monitoring efforts of the National Park Service. This was accomplished through a combination of field data collection, GIS analysis, report writing, and project work. By the end of the internship, substantial progress was made to the formation of Gateway’s Annual 1D and 2D report for 2015-2016, field data were collected for the 2016 summer season, changes in geomorphology were explored and summarized for the …

Location-Based Modeling And Statistics Internship With Location, Inc., Yixuan Wang

International Development, Community and Environment (IDCE)

In the summer 2016, I had the honor to work as a GIS & statistics intern at Location, Inc. It is a Software as a Service (SaaS) private company that builds and delivers location-based big data, analytics, tools, and services. The company’s mission is to create the best location-based technologies to help businesses make well-informed decisions (Location, Inc.). I was chosen by the company’s CEO, Dr. Andrew Schiller, who is also a Clark Alumnus. During the internship period, I worked in the data science team supervised by Jonathan Glick, and my main responsibilities were handling geographical and statistical …

Gis Mapping And Analysis For The Central Massachusetts Regional Planning Commission’S West Brookfield Master Plan Project, Laurel Oolie

International Development, Community and Environment (IDCE)

As a part of West Brookfield’s 2018 Master Plan, The Route 9 and Route 67 Corridor GIS Analysis project was developed for Planners at The Central Massachusetts Regional Planning Commission (CMRPC) to analyze the major corridors running through West Brookfield, Massachusetts. A series of maps were created using numerous data sources and queries to visualize the area’s land use, development, and environmental features. The resulting maps highlighted existing land uses, constraints, and potential development and conservation opportunities across the town. The Route 9 and Route 67 Corridor Analysis project helped CMRPC to formulate policy recommendations including zoning bylaw amendments and …

Aiddata Gis International Fellowship: Ghana West-Africa, Jason N. Ready

International Development, Community and Environment (IDCE)

My internship, or fellowship as it was commonly referred to, was funded by a non-profit organization out of Williamsburg Virginia called AidData. This fellowship took place in in the country of Ghana, West-Africa beginning in May of 2016 and continued for 14 weeks with 40 hours each week. The objective of this internship was to provide in-depth training on the use of geographic Information Systems to Private and Public sectors within the country to allow for increased efficiency, and transparency through data visualization. In accordance with the requirement of Clark Universities GISDE master’s program this paper will delve into the …

Gis And Location-Based Crime Risk Analysis: Summer Internship With Location, Inc., Zhilan Deng

International Development, Community and Environment (IDCE)

My internship with Location, Inc. took place from May 20th, 2015 to August 24th, 2015. I worked with one direct supervisor, Jonathan Glick, as well as the CEO of Location, Inc. Andrew Schiller. I have four main responsibilities during the summer: 1) collecting U.S. crime point data, 2) geocoding and processing crime point data; 3) collecting and processing Canada Crime statistics and demographic data; 4) updating school performance data and U. S. crime statistics. This report includes the introduction of Location, Inc., where I did my internship, the details of my responsibilities in Location, Inc., and my assessment to Location, …

Does Crime Correlate With Fear?: Analyzing The Spatial Relationship Between Perceptions Of Safety And Crime Using Sketch Maps And Geographic Information Systems (Gis) In The Main South Neighborhood Of Worcester, Ma, Marina Khananayev

International Development, Community and Environment (IDCE)

The relationship between reported crime and residential perceptions of safety is understudied and inconclusive due to its highly complicated nature. This study seeks to narrow this gap by using sketch maps collected from residents about their safety and crime data. Two methods, one visual, the other statistical (Bivariate LISA), were tested using data from sketch maps drawn by about 95 survey respondents and crime data spanning three years (2011-2014). Data was disaggregated by gender, age, and length of residency. Visual analysis of results show that perceptions of safety occur at a fine scale. Respondents marked sketch maps at varying scales …

Gis And Spatial Analysis: Summer Internship With The Center For Health And Global Environment At The Harvard T.H. Chan School Of Public Health, Wensi Hu

International Development, Community and Environment (IDCE)

The objective of the report is to introduce and discuss my internship at the Center for Health and Global Environment at the Harvard T.H. Chan School of Public Health, in Boston, MA. The internship lasted four months from the middle of May to the middle of September, with 15 hours each week. My tasks included geocoding, developing GIS-calculated variables, data visualization/mapping and documentation. Creation of variables was vital as it included air quality data, land use map, greenness (NDVI), roads data as well as parks data.

I am happy that I have a chance to work under a professional environmental …

Working At Tds Telecom This Summer: Cad To Gis Transform And Creating Arcgis Tools By Using Python Scripts, Zhen Yuan

International Development, Community and Environment (IDCE)

My summer internship at TDS telecom last for 3 months from June to August of 2015, where I learned many academic skills and techniques during this process. Except these skills I also learned a lot from this traveling to Wisconsin itself. TDS telecom is an American local telecommunication company which is headquartered in Madison, Wisconsin. And this internship was a paid full-time internship which can be separated into two parts: manually transferring CAD data and creating python scripts to transfer the CAD data.

Web Application Development For Election Polling Places In The City Of Worcester Area: Summer Internship With The City Of Worcester, Shuhong Yan

International Development, Community and Environment (IDCE)

My summer internship is in the Technical Services, the City of Worcester, starting from June to August of 2015. My supervisor is Claire Brill who gave me guidance at each step of my internship. I devoted to customizing a web application for Election Polling Places in the City of Worcester. This application aims to provide citizens with the latest information about their related polling place and elected officials. For the project, I collected data for elected officials and transferred data for polling places, precincts, and others from the Geodatabse of the City of Worcester to a new Local Government Geodatabase …

Gis Professional Portfolio For William Thoman, William M. Thoman

International Development, Community and Environment (IDCE)

Portfolio Overview

The following professional portfolio demonstrates the use of Geographic Information Systems and associated fields such as remote sensing, computer programming, and spatial statistics in order to explore environmental and human phenomena and the interactions between humanity and the environment. The following projects transition from more narrowly focused remote sensing or spatial statistics projects to those which combine a number of skills and knowledge bases

Monitoring Invasive Plant Species: Summer Internship At Habitat Wildlife Sanctuary, Belmont, Massachusetts, Holly M. Zanoni

International Development, Community and Environment (IDCE)

Habitat Wildlife Sanctuary, located in Belmont, Massachusetts is a dynamic suburban sanctuary that effectively upholds Mass Audubon’s three-part mission of advocacy, conservation, and education. Invasive plants threaten ecological integrity; however, proactive measures are taken to mitigate further encroachment. This is accomplished by surveying and taking inventory for presence of invasive species, then prioritizing them, and finally by incorporating high priority species into the immediate management strategy. Four invasive plants were formally analyzed using geographic information science during the 2014 growing season: Garlic mustard, Black swallowwort, Japanese knotweed, and Dame’s Rocket. The resulting density maps detected pattern changes from 2011, 2012, …

Implications Of Using 2 M Versus 30 M Spatial Resolution Data For Suburban Residential Land Change Modeling, S. D. Blanchard, R. G. Pontius, K. M. Urban

Geography

This study assesses the advantages and disadvantages of using 2 m spatial resolution data versus 30 m resolution data for a simulation model of land-use and land-cover change (LUCC). The model projects LUCC from 2005 to 2055 in the town of Lynnfield, Massachusetts, USA. This article describes four scenario storylines and then projects land-use and land-cover under each of the four scenarios with 2 m data and again with 30 m data. The disagreement between the 2 m output and its corresponding 30 m output ranges between 5.7% and 11.0% of the town. The disagreement due to allocation over small …

Vulnerability-Based Spatial Sampling Stratification For The National Children's Study, Worcester County, Massachusetts: Capturing Health-Relevant Environmental And Sociodemographic Variability, Timothy Downs, Yelena Ogneva-Himmelberger, Onesky Aupont, Yangyang Wang, Ann Raj, Paula Zimmerman, Robert Goble, Octavia Taylor, Linda Churchill, Celeste Lemay, Thomas Mclaughlin, Marianne Felice

Sustainability and Social Justice

Background: The National Children's Study is the most ambitious study ever attempted in the United States to assess how environmental factors impact child health and development. It aims to follow 100,000 children from gestation until 21 years of age. Success requires breaking new interdisciplinary ground, starting with how to select the sample of > 1,000 children in each of 105 study sites; no standardized protocol exists for stratification of the target population by factoring in the diverse environments it inhabits. Worcester County, Massachusetts, like other sites, stratifies according to local conditions and local knowledge, subject to probability sampling rules.Objectives: We answer …