Researchfinal 1
Researchfinal 1
AP Research
30 April 2024
Abstract
The obesity crisis is continuing to worsen in the United States, leading to disastrous
consequences. One contributor to this crisis is fast food consumption. In addition, advertising via
social media has been found to prompt consumption of food products by creating brand trust and
purchase intent, exacerbating the epidemic. Because youth are particularly at risk for developing
diet-related diseases, research is needed into how food products are marketed to this population.
No study has focused solely on how fast food companies market their products on Instagram, a
platform intensively used by youth, leading to the research question “How do fast food
companies market their products on Instagram through brand accounts?” Five fast food
companies were selected based on leading 2022 systemwide sales, and posts made on the
company’s Instagram account between July 1st, 2023 and December 31st, 2023 were collected
and coded in a Google Sheet. This study found that Branding Elements, Videos/GIFs, and
Branded Characters were the most frequently used social media marketing strategies by the
sample of fast food companies. The study also found that entertainment was moderately used in
many of the posts. While frequent social media activity doesn’t necessarily correlate with
systemwide sales, it is undoubtedly a powerful marketing tool. The success of fast food
marketing via social media can be studied, and strategies that have proven to be successful can
be applied to public health campaigns on social media to begin to counteract the obesity crisis.
Background
In 2021, the World Health Organization identified the increased intake of energy-dense
foods that are high in fat and sugars as a major contributor to the global uptake of obesity (WHO,
2021). The fast food industry is an area of particular concern in the United States. In two studies
published by the Centers for Disease Control and Prevention ranging from 2013 to 2016 and
2015 to 2018 respectively, it was found that 36.6 percent of adults and 36.3 percent of children
and adolescents consumed fast food on a given day (Fryar et al., 2018, p. 1; Fryar et al., 2020, p.
1).
The World Health Organization has suggested that the obesity crisis can be mitigated on a
societal level if the food industry “[restricts] marketing of foods high in sugars, salts, and fats,
especially those aimed at children and teenagers” (WHO, 2021). Fast food marketing across
various mediums has been studied intensively, though its dissemination via social media is
particularly alarming. According to a 2018 study by Dr. Monique Potvin Kent at the University
of Ottawa, children view an average of 1560 food advertisements per year on social media, and
adolescents view an average of 9828 per year (Potvin Kent et al., 2018, pp. 5-6). This exposure
to high volumes of advertisements is concerning because social media is widely used to make
purchase decisions. According to Dr. Andrew N. Mason at Juntendo University and colleagues,
since the COVID-19 pandemic began, consumers are increasingly using social media as a tool to
“compare product alternatives, evaluate product risks, and make purchases” (Mason et al., 2021,
p. 11). Therefore, viewing food advertisements on social media can prompt children and
adolescents to make purchase decisions regarding unhealthy food. Further, American consumers
of all ages are very engaged with brands on social media, as a 2019 study by Pasquale E. Rummo
from the University of North Carolina found that over 55.9 million people followed a sample of
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twenty-four food and beverage Instagram accounts. With the potential of fast food marketing via
social media to contribute to the obesity crisis by encouraging consumption, especially among
Literature Review
Research on the effects of social media marketing (SMM) on consumer behavior can be
difficult to synthesize because of the many working definitions of SMM. However, there is a
general agreement that SMM increases consumer purchase intent. Dr. Jalal Rajeh Hanaysha from
Skyline University College defined fast food marketing on social media with the dimensions of
entertainment, interactivity, and informativeness. Through surveys of fast food consumers and
structural equation modeling, Dr. Hanaysha found that “[e]ntertainment is positively associated
with brand trust” and “[s]haring brand messages on the social media sites of fast-food
restaurants…can build brand trust” (Hanaysha, 2022, p. 7). The study further found that brand
trust is a “significant predictor” of consumer purchase decisions (Hanaysha, 2022, p. 6). The
notion that SMM by fast food companies creates brand trust and an intent to purchase fast food is
supported by a study by Dr. Nur Zulaikha Mohamed Sadom and colleagues at Manipal
fast food marketing specifically. The five dimensions include entertainment, interaction, word of
mouth, trendiness, and customization (Sadom et al., 2023, p. 5). Through structural equation
modeling, the researchers found that social media marketing can positively influence a
consumer’s perception of a brand by increasing their trust that the brand will provide satisfactory
service, and the quality they perceive the brand to have (Sadom et al., 2023, p. 18). The
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researchers further used their findings to reason that “there is more tendency for the
consumer/individual to purchase fast-food products when they trust and acknowledge the
reputation of the fast-food brands” (Sadom et al., 2023, p. 18). As demonstrated by these studies,
social media marketing and the entertainment it offers increases the trust consumers place in a
One facet of SMM is posts made on a brand account representing a company. Current
research into the nature of such posts made by energy dense and nutrient poor (EDNP) food and
beverage companies varies greatly in method and scope. In 2014, Dr. Becky Freeman and
colleagues from the University of Sydney conducted a content analysis on the SMM strategies in
the Facebook accounts of the twenty-seven most popular EDNP food and beverage companies in
Australia. When coding for the existence of strategies on each account, they found that every
page used branding elements in their posts, including logos, trademarks, and slogans (Freeman et
al., 2014, p. 5). A more recent content analysis on the posts made by the fifteen most popular
EDNP brand accounts on Instagram by Dr. Amy Jo Vassallo and colleagues from the George
Institute for Global Health coded for the frequency of each strategy to illustrate which were most
commonly used. The researchers found that branding, product imagery, special price promotions,
and partnerships were most common (Vassallo et al., 2018, p. 5). Despite the agreement between
these two studies regarding the prominence of strategies such as branding elements, a 2019 paper
found differing results. Dr. Marie A. Bragg from New York University and colleagues conducted
a content analysis with a sample of 2000 posts made between 2007 and 2016 by 200 different
EDNP brand accounts across five social media platforms. The researchers found that 74.5
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percent of posts included aspects unique to social media, which led them to the conclusion that
“companies may purposefully use more subtle and entertaining tools to engage consumers and
promote their brand, which may reduce consumers’ conscious awareness of the promotional
nature of posts” (Bragg et al., 2019). This conclusion is inconsistent with other studies, as it
suggests that brands would not use branding as frequently in their posts. The discrepancy among
the studies can perhaps be attributed to the fact that Bragg et al. focused on five different social
media platforms, while Freeman et al. and Vassallo et al. studies did not. There was some
agreement between Freeman et al. and Bragg et al., however, as they both found that brands
widely used the interactive features that social media offered (Freeman et al., 2014, pp. 6-7).
In light of the discrepancy in methods and findings in studies on the posts of EDNP brand
accounts and the limited focus on the fast food industry, further research is needed. This study
will use the coding guide established by Freeman et al. and adapted to Instagram by Vassallo et
al. to code for the frequency of SMM strategies in the Instagram posts made by the leading five
fast food companies in the US based on 2022 system wide sales to answer the question: “How do
fast food companies market their products on Instagram through brand accounts?” This project
aims to create an understanding of which SMM strategies are most frequently used, and will
address a gap in the literature by addressing a major limitation in the study by Vassallo et al. The
researchers chose to code for only one primary strategy per post, which was determined using a
hierarchical coding guide where strategies were ranked based on how often the researchers
predicted they would appear. They explained that this coding guide was used to ensure reliability
among multiple coders, and that their results “present an underestimate of some marketing
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strategies...and the prevalence of the use of each strategy cannot be accurately reported”
(Vassallo et al., 2018, p. 8). This study will provide a more holistic picture of how often different
SMM strategies are used by the companies in the sample by coding for every strategy present in
a post, rather than only one, as my study is using one coder, so ensuring inter-coder reliability
with a hierarchical coding guide is unnecessary. My study is further addressing a gap by focusing
Methods
In response to the large presence of SMM by EDNP food and beverage companies, this
study aims to explore the most frequently used SMM strategies among fast food companies on
Instagram. For the purpose of this study, SMM will be defined as the collection of marketing
strategies used by fast food companies in social media posts. My chosen research method is a
retrospective conceptual content analysis. The Columbia Mailman School of Public Health has
explained that content analyses are useful in determining the presence of certain words, themes,
or concepts in a set of qualitative data (“Content Analysis”). This source further identified a use
of conducting a content analysis that suits my research question: identifying the communication
will suit my purposes because I am aiming to identify the social media marketing strategies (the
communication trend being coded for) present in the Instagram posts (the set of qualitative data)
of the five leading fast food companies in the US (the groups being evaluated).
text. Some conceptual content analyses code for the existence of a theme in a text (meaning no
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matter how many times it shows up, it is counted once), however I will be coding for frequency
because it best suits my project goal of illustrating the most frequently used SMM strategies. For
my research, this means coding for the frequency of different social media marketing strategies
a greater volume of posts, and because it makes it so that I do not have to wait through the end of
a specific month to finish collecting my data. The posts collected were made between July 1st,
2023, and December 31st, 2023, and were collected in January 2024.
Because this study is acting in response to the dangers of fast food consumption among
youth, the “leading five” companies will be selected based on their 2022 systemwide sales as
reported in Quick Service Magazine, rather than the amount of followers they have on Instagram.
This method of selection differs from Freeman et al. and Vassallo et al., however my research
differs from theirs in that I am not focused on companies with the largest Instagram presences,
rather I am focused on the Instagram pages of the most successful companies, whether they are
large or not. If I were aiming to create an overall picture of SMM by fast food companies, I
would choose their method of selection. However, I am primarily focused on how the most
successful fast food companies in the US use Instagram as a marketing tool. Further, my method
of selection has been used in research on television fast food advertisements by Amy M.
Bernhardt and colleagues, researchers for the Geisel School of Medicine at Dartmouth
This study will employ the coding guide established by Freeman et al. and adapted to
Instagram by Vassallo et al., with a unique goal of determining the most frequently used SMM
strategies used by fast food companies. In order to address a limitation of Vassallo et al., having a
code category entitled “No Clear Marketing Strategy” that was found to be prominent in fast
food companies, I enhanced my coding guide using similar studies by other researchers. I first
added the strategy addressed by Freeman et al. yet omitted by Vassallo et al., User Generated
Content (UGC), which refers to posts made by other social media users that are posted on the
brand page when there is no indication of a partnership. From social media marketing strategist
Kate Ginsberg, I adopted the categories of “Humor and Product,” a category for any post that
presents the brand in a humorous nature, and “People and Product,” a category for posts
“Socialization.” Finally, from Bragg et al., I adopted the category of “Holiday Theme,” a
category for posts that have explicit holiday or seasonal themes, such as Christmas or Halloween.
The full coding guide and definitions can be seen below in Figure 1.
 Sportspeople            Any person showing their athletic ability and/or sporting achievements, including
                         extreme and motorsports
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 Third Party Characters     Third-party cartoons or characters, including characters from films, books, TV, and
                            the internet
Special Price Promotions Limited time offers, 2 for 1 deals, or other reduced price advertisements
 Vouchers                   'Offers" exclusively available to those who like the account, including print off
                            and/or electronic codes
 Competitions               Any contest involving participant entry, including minimal requirements, for
                            example, liking a post
 Sponsorships or            Any events the brand supports or brands/service partners, excluding charitable
 Partnerships               organizations (coded as corporate social responsibility, see previously)
 Product Imagery            Pictures of the products sold or their ingredients, with no labels or branding elements
 (Unbranded)
 Humor/Meme                 A brand product is presented in a silly or humorous manner OR the post is humorous
                            in nature and in a format that can be/has been copied and spread rapidly by internet
                            users
 Health Claims              Specific reference that the product shown is a healthy choice or may improve
                            physical health
Socialization A brand product with a group of people. Portrays the theme of socializing.
 User Generated Content     Pictures/Videos made by other social media users that are tagged in the post (when
 (UGC)                      no indication of sponsorship)
 No Clear Marketing         Image not associated with any other marketing category
 Strategy
Figure 1: Coding Guide
To address the major limitation of the study by Vassallo et al., every SMM strategy
detected in a post was coded for. The posts were first screenshotted or screen recorded and saved
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into a Google Drive folder titled with the name of the company, as seen in Figure 2. Each post
was assigned a number, with the first post being made in the six month time period being “#1,”
and labeled with the date it was posted. This can be seen in Figure 3. When data for a new
company was collected, the first post they made during the six month period was labeled with
“#1” rather than the number following the final post of the previous company in the six month
period. The coding guide was then inputted to Google Sheets, in which each post had one
column and each row represented one SMM strategy. Each box was filled in with a “0” or a “1,”
depending on if the post contained a certain marketing strategy or not. A snapshot of the setup on
Google Sheets can be found in Figure 4. The number of posts containing a certain strategy and
the frequency of each strategy was tracked on Google Sheets for each individual company, as
well as the sample of five companies all together. Bar graphs depicting the frequency of each
strategy for each individual company and the sample at large were then created using an online
This research did not require any IRB approvals because no human subjects were
included in the research. In addition, all of the posts collected and analyzed were publicly
available, so there were no privacy concerns because private information or records were not
accessed.
Results
Rankings
As seen in Figure 5, the five highest-grossing fast food companies in the US in 2022
were: McDonald’s, Starbucks, Chick-Fil-A, Taco Bell, and Wendy’s (QSR). The amount of
Instagram followers ranged from 1.1 million (Wendy’s) at the lowest and 17.9 million
(Starbucks) at the highest. The amount of posts over the six-month period also varied greatly,
with 36 (McDonald’s) at the lowest, and 197 (Starbucks) at the highest. However, the number of
posts within the six-month period did not correlate with 2022 systemwide sales, as McDonald’s
had the lowest number of posts and the greatest 2022 systemwide sales. This sample differs
slightly from the sample of fast food companies used by Vassallo et al. and Freeman et al., as
they also included KFC, Subway, Burger King, Domino’s, and Pizza Hut. In addition, Freeman
et al. focused on the Australian social media handles of these companies, leaving a greater
McDonald’s
According to Figure 6, across McDonald’s’ 36 posts from July 1st, 2023 to December
31st, 2023, Branding Elements were most common (61.1 percent of posts), followed by
Sponsorships (52.7 percent of posts) and Branded Characters (50.0 percent of posts). No posts
Holiday Themes. In addition, no post was marked as containing “No Clear Marketing Strategy.”
In total, eleven different strategies were recorded. This company agrees with part of my
hypothesis by highlighting the prevalence of Branding Elements (61.1 percent of posts) and
Branded Characters (50.0 percent of posts), but disagrees in that only 11.1 percent of posts
Starbucks
Twelve strategies were recorded over Starbucks’ 197 posts, as seen in Figure 7. The most
common SMM strategies recorded were Branding Elements (94.9 percent of posts), Videos or
GIFs (47.2 percent of posts), and Holiday Themes (29.9 percent of posts). One post was found to
have “No Clear Marketing Strategy.” In addition, no posts were found to have the strategies of
Sportspeople, Third Party Characters, Branded Characters, Special Price Promotions, Vouchers,
demonstrating a high prevalence of Branding Elements (94.9 percent of posts), but a very low
Chick-Fil-A
As seen in Figure 8, only six strategies were found in Chick-Fil-A’s sample. The most
common were Branded Characters (80.0 percent of posts), Videos or GIFs (64.0 percent of
posts), and Links to External Pages (40.0 percent of posts). The other marketing strategies
recorded include Branding Elements, Product Imagery, and Socialization Themes. No posts were
recorded as having “No Clear Marketing Strategy.” This is the third company to partially agree
with my hypothesis by showing a high prevalence of Branded Characters (80.0 percent of posts),
Taco Bell
As seen in Figure 9, the most common SMM strategies in Taco Bell’s sample were
Branding Elements, Product Imagery, and UGC. Three posts were found to have “No Clear
Marketing Strategy.” Overall, ten SMM strategies were observed. This is the first company to
wholly agree with my hypothesis, as the two most frequently used SMM strategies were
Branding Elements (54.1 percent of posts) and Product Imagery (44.4 percent of posts).
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Wendy’s
In the Wendy’s sample, the three most common SMM strategies were Humor (73.4
percent of posts), Branded Characters (55.1 percent of posts), and Branding Elements (48.9
percent of posts), as seen in Figure 10. No posts contained the strategies of Corporate Social
External Pages, Health Claims, Socialization Themes, and Holiday Themes. Three posts were
marked as showing “No Clear Marketing Strategy.” In total, there were ten different SMM
strategies present in the Wendy’s sample. This is the fourth company to partially agree with my
hypothesis. Though Branded Characters and Branding Elements showed up in 55.1 percent and
48.9 percent of posts respectively, the most commonly used SMM strategy was actually Humor.
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In addition, Product Imagery was not among the top three most prevalent strategies in the
Wendy’s sample.
Combining the data from all five companies, as seen in Figure 11, the three most
frequently used SMM strategies were Branding Elements (72.6 percent of posts), Videos or GIFs
(33.6 percent of posts), and Branded Characters (17.1 percent of posts). The categories of
Sportspeople, Vouchers, and Health Claims were rendered obsolete. This is perhaps because
Vassallo et al. found that Sportspeople were primarily used by Energy Drink companies, and
Health Claims and Vouchers were found to be very infrequent among fast food companies in
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their sample (Vassallo et al., 2018, p. 5). These results are in partial agreement with my
hypothesis that the most common SMM strategies would be branding and product imagery.
Though Branding Elements did turn out to be the most commonly used strategy, Product
Discussion
Principal Findings
This study found that the three most frequently used SMM strategies by the sample of
five fast food companies were Branding Elements, Videos or GIFs, and Branded Characters. This
is in partial agreement with Vassallo et al., who found that Branding was the most frequently
used strategy in their 2018 study (Vassallo et al., 2018, p. 5). However, they also found Product
Imagery, Links, and Special Price Promotions to be among the three most commonly used SMM
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strategies by fast food accounts, while these strategies were only displayed in 15.5 percent, 2.8
percent, and 0.5 percent of posts in my sample respectively (Vassallo et al., 2018, p.5). In
addition, these results partially agree with Freeman et al. While they did find that the most
commonly used SMM strategy on Facebook by EDNP food and beverage companies was
Branding Elements, they found UGC and Competitions to be the second and third most
prominent (Freeman et al., 2014, p. 5). In my study, these strategies were only displayed in 17.3
percent and 0.5 percent of posts respectively. Beyond the marketing strategies being used, this
post found that Bragg et al.’s assumption that brands may use more subtle and entertaining tools
to advertise their products on social media to reduce awareness of their promotional nature was
false, as Branding Elements and Branded Characters were present in a total of 341 posts, or 89.7
percent of the sample. However, Bragg et al.’s inference about the use of entertaining tools can
not be completely written off. In the Wendy’s sample, for example, Humor was the most
commonly used SMM strategy. An example of such a post can be found in Figure 12. In
addition, McDonald’s used Third Party Characters in 19.4 percent of posts, including characters
from popular movies such as Richie Rich, Clueless, and The Fast and the Furious, and TV shows
such as Loki and The Devil is a Part-Timer. This can be seen in Figure 13.
This study has confirmed that Branding is very prominently used by fast food companies
on Instagram, and provided insight into the fact that while subtlety in advertising is uncommon,
entertainment is moderately used by certain pages. This demonstrates the detrimental effects of
SMM, because previous research has found that the use of entertainment creates trust in a brand,
Implications
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This study has expanded on the existing knowledge of the nature of Instagram posts by
the most successful fast food companies in the United States, not only by providing an update
with data from the year 2023, but also by enhancing the code categories initially used by
Freeman et al. and Vassallo et al. for a more holistic description of the posts. This proved to be
very insightful. For example, the category of Humor from Ginsberg was the most prominent
strategy in the Wendy’s sample (73.4 percent of posts). In addition, Bragg et al.’s category of
Holiday Themes was present in 29.9 percent of Starbucks’ posts. Though these themes were only
in a small percentage of posts in the overall sample, these additional categories provide useful
insight into the nature of Instagram activity from individual fast food companies.
The findings of this study imply that fast food companies do not feel the need to hide the
promotional nature of their posts through subtle marketing techniques. Instead, Branding
Elements such as brand colors, logos, trademarks, and slogans are used along with other
strategies such as Celebrities to provide an entertaining experience for viewers of the content.
For example, as seen in Figure 14, McDonald’s had many posts with DJ Kerwin Frost to
Because the strategies of Branding Elements, Videos or GIFs, and Branded Characters
are often used, sometimes in tandem with other entertaining strategies, by the most successful
fast food companies in the United States, similar strategies can be adopted by organizations
trying to promote healthy eating among youth. This would begin to counteract the effect that fast
food marketing has on fast food consumption among youth by using the nature of SMM to
prompt healthy eating. With the large amount of time youth spend on social media, particularly
Instagram, exposure to healthy eating content with SMM strategies that have proven to be
compelling can improve the eating habits of youth, reducing the prevalence of disordered eating
behaviors and diet-related diseases. Previous research suggests that public health campaigns on
social media tend to evoke “negative emotional arousal,” which isn’t useful on social media
platforms because users can easily hide messages that make them uncomfortable (Freeman et al.,
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2014, p. 8). This research complements this assumption by showing that the posts of the most
successful fast food companies in the United States use strategies that evoke positive emotional
arousal, namely through entertainment. Therefore, public health campaigns on social media can
seek to use such entertaining tools, not necessarily void of branding (such as slogans for healthy
eating), to encourage healthy eating on social media. Future research could use the coding guide
established by this study to see how frequently public health campaigns on social media use the
Though this study made up for the major limitation of Vassallo et al.’s study by coding
for every strategy in a post, there are a few limitations of this research. The first is the fact that
every company had a different amount of posts in the overall sample. This could lead to an
overrepresentation of the most prominent strategy in the larger samples, such as Branding
Elements in the Starbucks sample (197 posts), and an underrepresentation of the most prominent
strategy in the smaller samples, such as Humor in the Wendy’s sample (49 posts). Though humor
was the most prominent strategy in the Wendy’s sample, it was found in only 13.9 percent of
posts in the overall sample. This information still gives insight into the most frequently used
SMM strategies by fast food companies by spotlighting those that post the most frequently,
however further research should be conducted with this coding guide using an equal sample from
In addition, the posts collected covered the “holiday season” by including October,
November, and December. Though Holiday Themes only appeared in 15.7 percent of posts, this
figure may represent an overestimate because the sample of posts covered a time of year known
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for holidays, and omitted the beginning half of the year. For a more accurate representation of the
frequency of this theme, one year’s worth of posts would need to be collected.
Finally, trend cycles on social media change very quickly. A future study should combat
this issue by focusing on posts made within a short period of time, such as within a month, and
by including more companies in their sample. This would provide a broader image of the posts in
Conclusion
The five most successful fast food companies in the United States use Instagram as a
marketing tool to varying degrees, as shown by large ranges in the amount of posts from each
company in the study period. McDonald’s, the most successful company in the sample, did not
have the highest number of posts in the study period, suggesting that frequent Instagram activity
does not necessarily correlate with systemwide sales. Nevertheless, this study has shed light onto
the nature of fast food marketing on Instagram by updating a commonly used coding guide to
include more strategies and coding for every strategy in a post in a retrospective conceptual
content analysis. The data suggests that branding is heavily used in the posts across all five
companies, rather than subtlety in advertising. This is perhaps to promote brand awareness,
which has been found by multiple studies to increase brand trust and consumer purchase intent
(Bagnato et al., 2023, p. 14; Hanaysha, 2022, p. 6; Khan et al., 2022, p. 540; Macdonald &
This study has expanded on the existing literature by challenging the assumption that
brands use subtle tools on social media to advertise their products, and by confirming that
companies use entertaining tools. Because of the heavy presence of branding in these posts, those
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viewing them, particularly youth, are susceptible to developing an intent to purchase fast food
products. This perpetuates the obesity crisis, creating a need for counter-action by public health
campaigns. The marketing techniques of successful fast food companies can be studied, and
future research can determine how these strategies can be adopted by public health campaigns.
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