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summaries.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<meta name="generator" content="pandoc" />
<meta http-equiv="X-UA-Compatible" content="IE=EDGE" />
<meta name="viewport" content="width=device-width, initial-scale=1" />
<meta name="author" content="Jody Holland" />
<title>Key Readings Summaries</title>
<script>// Pandoc 2.9 adds attributes on both header and div. We remove the former (to
// be compatible with the behavior of Pandoc < 2.8).
document.addEventListener('DOMContentLoaded', function(e) {
var hs = document.querySelectorAll("div.section[class*='level'] > :first-child");
var i, h, a;
for (i = 0; i < hs.length; i++) {
h = hs[i];
if (!/^h[1-6]$/i.test(h.tagName)) continue; // it should be a header h1-h6
a = h.attributes;
while (a.length > 0) h.removeAttribute(a[0].name);
}
});
</script>
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<h1 class="title toc-ignore entry-title">Key Readings Summaries</h1>
<h3 class="author">Jody Holland</h3>
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<div id="preface" class="section level1">
<h1>Preface</h1>
<p>This document is to serve as a selection of summaries of literature
that I regard as potentially very related to the research themes in this
project.</p>
<div id="santos2005" class="section level2">
<h2><span class="citation">(Santos et al. 2005)</span></h2>
<p>This paper from 2005 relates to research from Brazil in 2003. Based
in the south of Brazil the aim of this research was threefold. The
researchers aimed to determine the characteristics of people who engage
in littering, as well as the perceptions of people to the problem of
litter on the beach. To achieve this they used a mix of qualitative and
quantitative methods, including handing out a survey to beach visitors,
sampling the characteristics of visitors to the beaches over a period of
time, and sampling the level of litter on the beaches over the same
period of time. The results indicated that people’s primary concern was
relating to the dangers to humans caused by littering. They also found
that when a beach was visted by increased levels of low-income and
low-education people, the levels of litter increased relative to the
base line.</p>
<p>In my opinion this research is limited to not exploring if national
background caused differentiation in littering behaviour, it is
potentially outdated, the statistical modelling is very simplistic
(bivariate regression), and more beaches could be surveyed. However,
this paper does get bonus points for including the best visulisation I
have seen in a while.</p>
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" width="533" /></p>
<p><span class="citation">(Santos et al. 2005)</span></p>
</center>
</div>
<div id="kedzierski2020" class="section level2">
<h2><span class="citation">(Kedzierski et al. 2020)</span></h2>
<p>This review paper goes over the existing literature on why people may
leave litter in the environment. It also looks at the history of
anti-littering interventions, evaluating the success and failure of such
measures. I think the utility of this paper is found in its ability to
contextualise the problem of littering in plain terms. Furthermore, this
paper can serve as a good basis to find more specific research on the
topic, through looking at the other work it cites. They do end the paper
on the rather somber note, emphasising the urgency of research and
policy on this issue:</p>
<p><em>“Our descendants will have to face a daunting legacy and will
seek the reasons why we were unable to find strategies to effectively
solve the problem of plastic end of life.”</em> <span class="citation">(Kedzierski et al. 2020, 8)</span></p>
</div>
<div id="li2018" class="section level2">
<h2><span class="citation">(Li et al. 2018)</span></h2>
<p>This paper explores the new trend of working with “big data” in
tourism research. An emerging field of study in the 21st century, big
data relates to the hitherto unimaginable amount of scale of datasets
gathered from contemporary digital information, such as GPS information.
For tourism studies, the authors the trend of papers published using
“big data” and breakdown the types of data used in these studies. For
instance, and potentially relevant to this research, they find that
around 22% of all studies employed GPS tracking data to study mobility
trends in the tourism industry. The largest category of data is UGC or
“User Generated Content” like online reviews (it may be possible to
explore this too by scraping review sites on the beaches for reference
to litter).</p>
<p>Going into more detail on the use of GPS data, they provide this
helpful info-graphic:</p>
<center>
<p><img 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" /></p>
<p><span class="citation">(Li et al. 2018)</span></p>
</center>
<p>In my opinion, this paper is an invaluable guide for me during this
project. Notably, its insights and references to studies employing a
variety of data collection and wrangling techniques within tourism
studies is extremely compelling to me. It is my hope that I will be able
to marry this study to the field of garbage research. Moreover, for
writing any research proposal, I feel as if this paper could form a
formidible backbone upon which to outline a methodology</p>
</div>
<div id="araújo2019" class="section level2">
<h2><span class="citation">(Araújo and Costa 2019)</span></h2>
<p>At the time of this paper’s publication, the authors note that
annually “4.5 trillion cigarettes are littered in the environment.” To
this end, the authors present a literature review of the existing
research addressing the topic of cigarrette butt pollution in the
coastal environments of the world.</p>
<p>The authors discuss the mechanisms behind the impact of cigarette
butt pollution on the environment, noting that cigarette butts can leach
toxic chemicals into the water, affect the growth of plants and animals,
and even cause physical harm to marine life that mistake them for food.
The authors also discuss the aesthetic impact of cigarette butt
pollution, noting that it can detract from the natural beauty of coastal
environments and impact the tourism industry.</p>
<p>The authors then evaluate current efforts to address the problem of
cigarette butt pollution in coastal environments. They highlight the
fact that many jurisdictions have implemented laws and regulations aimed
at reducing cigarette butt littering, but note that enforcement can be
challenging. The authors also discuss various strategies that have been
proposed to address the problem, including the use of biodegradable
cigarette filters and the implementation of educational campaigns aimed
at raising awareness about the issue.</p>
</div>
<div id="krelling2017a" class="section level2">
<h2><span class="citation">(Krelling, Williams, and Turra
2017a)</span></h2>
<p>This article examines how different tourists react to the presence of
marine litter within popular tourist spots. It is based on empirical
research conducted in Brazil using surveys. The authors explore how
different groups such as second home owners and non-recurrent tourists
varying the how they percieve the presence of litter and how it affects
their opinions on tourist spots.</p>
<p>The authors found that different tourist groups had varying reactions
to marine debris. International tourists were more likely to modify
their behavior in response to marine debris, such as avoiding beaches
with high levels of debris, while domestic tourists were more likely to
continue using beaches regardless of the amount of marine debris
present.</p>
<p>The authors argue that these differences in perception and reaction
can have a significant impact on tourism revenue in coastal areas. They
note that international tourists tend to spend more money and stay for
longer periods than domestic tourists, and that their sensitivity to
environmental issues means that they may be less likely to return to
beaches with high levels of marine debris. This can result in a loss of
revenue for local businesses that depend on tourism.</p>
<p>The authors suggest that addressing the issue of marine debris is
therefore crucial for maintaining tourism revenue in coastal areas. They
recommend that local governments and businesses take steps to reduce the
amount of marine debris on beaches, and that they work to raise
awareness among domestic tourists of the negative impact of marine
debris on the environment and on tourism revenue.</p>
</div>
</div>
<div id="bibliography" class="section level1 unnumbered">
<h1 class="unnumbered">Bibliography</h1>
<div id="refs" class="references csl-bib-body hanging-indent">
<div id="ref-araújo2019" class="csl-entry">
Araújo, Maria Christina B., and Monica F. Costa. 2019. <span>“A Critical
Review of the Issue of Cigarette Butt Pollution in Coastal
Environments.”</span> <em>Environmental Research</em> 172 (May): 137–49.
<a href="https://doi.org/10.1016/j.envres.2019.02.005">https://doi.org/10.1016/j.envres.2019.02.005</a>.
</div>
<div id="ref-garcia-vazquez2018" class="csl-entry">
Garcia-Vazquez, Eva, Alessandra Cani, Anna Diem, Catarina Ferreira,
Ruben Geldhof, Lidia Marquez, Eoin Molloy, and Sarah Perché. 2018.
<span>“Leave No Traces <span></span> Beached Marine Litter Shelters Both
Invasive and Native Species.”</span> <em>Marine Pollution Bulletin</em>
131 (June): 314–22. <a href="https://doi.org/10.1016/j.marpolbul.2018.04.037">https://doi.org/10.1016/j.marpolbul.2018.04.037</a>.
</div>
<div id="ref-kedzierski2020" class="csl-entry">
Kedzierski, Mikaël, Dominique Frère, Gwénaël Le Maguer, and Stéphane
Bruzaud. 2020. <span>“Why Is There Plastic Packaging in the Natural
Environment? Understanding the Roots of Our Individual Plastic Waste
Management Behaviours.”</span> <em>Science of The Total Environment</em>
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</div>
<div id="ref-krelling2017" class="csl-entry">
Krelling, Allan Paul, Allan Thomas Williams, and Alexander Turra. 2017b.
<span>“Differences in Perception and Reaction of Tourist Groups to Beach
Marine Debris That Can Influence a Loss of Tourism Revenue in Coastal
Areas.”</span> <em>Marine Policy</em> 85 (November): 87–99. <a href="https://doi.org/10.1016/j.marpol.2017.08.021">https://doi.org/10.1016/j.marpol.2017.08.021</a>.
</div>
<div id="ref-krelling2017a" class="csl-entry">
———. 2017a. <span>“Differences in Perception and Reaction of Tourist
Groups to Beach Marine Debris That Can Influence a Loss of Tourism
Revenue in Coastal Areas.”</span> <em>Marine Policy</em> 85 (November):
87–99. <a href="https://doi.org/10.1016/j.marpol.2017.08.021">https://doi.org/10.1016/j.marpol.2017.08.021</a>.
</div>
<div id="ref-li2018" class="csl-entry">
Li, Jingjing, Lizhi Xu, Ling Tang, Shouyang Wang, and Ling Li. 2018.
<span>“Big Data in Tourism Research: A Literature Review.”</span>
<em>Tourism Management</em> 68 (October): 301–23. <a href="https://doi.org/10.1016/j.tourman.2018.03.009">https://doi.org/10.1016/j.tourman.2018.03.009</a>.
</div>
<div id="ref-santos2005" class="csl-entry">
Santos, Isaac Rodrigues, Ana Cláudia Friedrich, Mônica
Wallner-Kersanach, and Gilberto Fillmann. 2005. <span>“Influence of
Socio-Economic Characteristics of Beach Users on Litter
Generation.”</span> <em>Ocean & Coastal Management</em> 48 (9):
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</div>
</div>
</div>
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