Understanding economic and environmental tradeoffs of bottled water facilities using structural topic modeling and Lexicon-based categorization of public news media

Abstract Bottled water facilities exist across the United States (U.S.) in all 50 states and have the potential to affect localities in which they are located. This study aims to understand how water bottling facilities are portrayed in news media in the U.S., focusing on economic and environmental tradeoffs, by using Natural Language Processing techniques, specifically Structural Topic Modeling and Lexicon-based Categorization, across different U.S. states and time periods. Through our stratified analysis, we identified key environmental topics and natural resources, as well as companies attracting media attention in different regions and time periods. Results suggest that: (1) the increase in news media publications were correlated with current events such as drought or the start or change in operations of bottling facilities, and (2) these current events also influenced whether the coverage focused on economic topics or environmental concerns. The balance of water availability and economic development is a theme prevalent among the results of both forms of analysis. This study demonstrates the importance of understanding the unique values of a locality before making decisions that may affect residents.

Authors

Institutions

Publication Details

Journal
Environmental Research Communications
Published
2025-07-18
DOI
https://doi.org/10.1088/2515-7620/adf1e1
Primary Topic
Computational and Text Analysis Methods
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Understanding economic and environmental tradeoffs of bottled water facilities using structural topic modeling and Lexicon-based categorization of public news media

Alisha Yee Chan, Catherine Christenson
Environmental Research Communications
Computational and Text Analysis Methods
article

Understanding economic and environmental tradeoffs of bottled water facilities using structural topic modeling and Lexicon-based categorization of public news media

Alisha Yee Chan, Catherine Christenson
article en

Abstract

Abstract Bottled water facilities exist across the United States (U.S.) in all 50 states and have the potential to affect localities in which they are located. This study aims to understand how water bottling facilities are portrayed in news media in the U.S., focusing on economic and environmental tradeoffs, by using Natural Language Processing techniques, specifically Structural Topic Modeling and Lexicon-based Categorization, across different U.S. states and time periods. Through our stratified analysis, we identified key environmental topics and natural resources, as well as companies attracting media attention in different regions and time periods. Results suggest that: (1) the increase in news media publications were correlated with current events such as drought or the start or change in operations of bottling facilities, and (2) these current events also influenced whether the coverage focused on economic topics or environmental concerns. The balance of water availability and economic development is a theme prevalent among the results of both forms of analysis. This study demonstrates the importance of understanding the unique values of a locality before making decisions that may affect residents.

Environmental Research CommunicationsVol. 7(8)
United States Geological Survey (US)
Clean water and sanitation
Openalex Percentile: Top 71%
Computational and Text Analysis Methods
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Understanding economic and environmental tradeoffs of bottled water facilities using structural topic modeling and Lexicon-based categorization of public news media — Alisha Yee Chan, Catherine Christenson · Environmental Research Communications (2025) | TGRS Research Map | TGRS