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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Aroma Nudges: Exploring the Efects on Shopping Behavior in a Supermarket</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Daiki Mayumi</string-name>
          <email>mayumi.daiki.mb9@is.naist.jp</email>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Yugo Nakamura</string-name>
          <email>y-nakamura@ait.kyushu-u.ac.jp</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Yuki Matsuda</string-name>
          <email>yukimat@is.naist.jp</email>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Tomokazu Matsui</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Shinya Misaki</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Keiichi Yasumoto</string-name>
          <email>yasumoto@is.naist.jp</email>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Junko Nohara</string-name>
          <email>j.nohara@kio.ac.jp</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Kio University</institution>
          ,
          <addr-line>Nara</addr-line>
          ,
          <country country="JP">Japan</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Kyushu University</institution>
          ,
          <addr-line>Fukuoka</addr-line>
          ,
          <country country="JP">Japan</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Nara Institute of Science and Technology</institution>
          ,
          <addr-line>Nara</addr-line>
          ,
          <country country="JP">Japan</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>Due to the pandemic of COVID-19, product sampling at supermarkets has been restricted, and the disposal of unsold vegetables and other perishable foods has become a problem. To explore alternatives to product sampling, this study focuses on the “aroma” generated during product sampling and explores the efect of aroma nudges on purchasing behavior. Specifically, we focused on the scenario of promoting the purchase of Yamato-maru eggplant, a traditional vegetable of Nara Prefecture in Japan. We conducted an experiment in a supermarket for two months, from June to July of 2021, the season of the Yamato-maru eggplant. We compared the number of visits to the sales booth, the time spent in the booth, and the sales volume under four conditions: (1) no presentation, (2) presentation of paper media, (3) presentation of the paper and video media, and (4) presentation of a paper, video, and olfactory media. The experiment results suggest that the inclusion of aroma nudges has a positive potential to attract consumer interest and positively influence their purchasing decisions.</p>
      </abstract>
      <kwd-group>
        <kwd>Nudging</kwd>
        <kwd>Olfactory Interfaces</kwd>
        <kwd>Purchasing Analysis</kwd>
        <kwd>Behavior Change</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>
        Demonstration sales such as product sampling in supermarkets are known to
be an efective way to motivate consumers to buy [
        <xref ref-type="bibr" rid="ref14 ref15">14, 15</xref>
        ]. However, due to the
pandemic of COVID-19, sales promotion activities such as product sampling
had to be discontinued in order to prevent the spread of infection. As a result, a
decrease in sales and an increase in the amount of waste of fresh foods such as
vegetables have become a problem. Against this background, there is a need to
explore alternatives to product sampling while taking infection prevention into
consideration.
      </p>
      <p>In this study, we focus on the existence of olfactory stimuli that have been lost
due to the restriction of product sampling and explore the possibility of aroma
nudges on purchasing behavior. As a first step, we have developed a prototype
of an aroma nudges system that sprays a scent appropriate for the scene on the
cooking video to stimulate the consumer’s desire to “look delicious” and “want
to try it” and to improve their purchasing motivation. Our system is equipped
with a sensing mechanism to infer the flow of consumers using a depth camera.
And the system has a feedback mechanism to encourage consumers’ purchase
motivation by presenting visual, auditory, and olfactory information.</p>
      <p>We conducted an experiment in an actual store over a period of two months
from June to July of 2021, the season of Yamato-maru eggplant. In the
experiment, we compared the number of visits to the sales booth of Yamato-maru
eggplant, the time spent there, and the sales volume under four conditions: (1)
no presentation, (2) presentation of paper media, (3) presentation of paper and
video media, and (4) presentation of paper, video, and olfactory media. As a
result of the experiment, it was confirmed that the number of visits to the booth
and the time spent at the booth were improved by the aroma nudges. The
experiment results suggest that the inclusion of aroma nudges has a positive potential
to attract consumer interest and positively influence their purchasing decisions.
2</p>
    </sec>
    <sec id="sec-2">
      <title>Related Work</title>
      <p>
        Aroma is considered to be one of the most important components of the physical
environment of a service [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. The efectiveness of ambient scents in influencing
consumer behavior has been supported by academic research. For example, it is
known that olfactory cues can enhance consumer behavior when they are related
to product attribute information [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. In a study that investigated the efect of
vanilla scent on shopper behavior by installing aroma difusers in fashion stores,
it was found to have a significant positive efect on shopper behavior (time
spent in the store, purchase amount, and intention to return to the place of
purchase) [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ].
      </p>
      <p>
        In addition, it is known that warm scents like vanilla and cinnamon produce
a powerful drive to buy things in a social environment, while cold scents like
peppermint and eucalyptus have the opposite efect. Warm scents have been
found to increase preference for and purchase of premium and luxury brands [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ].
Spangenberg et al. [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ] showed that when there are pleasant smells around,
consumers have the feel of spending less time in the store and that prices were
lower. Therefore, it can be inferred that smells influence behavior and perception.
      </p>
      <p>
        In recent years, various types of olfactory interfaces and interactions using
them have been proposed. Wang et al. [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ] proposed piercing-type, necklace-type,
and face-worn on-face olfactory devices and evaluated their social acceptability,
comfort, and the intensity of the odor perceived by both the wearer and the
observer. Amores et al. [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ] proposed a necklace-type scent device that can be
controlled remotely from a smartphone and can change the intensity and
frequency of scents based on biometric and contextual information. Dobbelstein
et al. [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] have developed a wearable scent device that can be used in daily life,
allowing the user to receive notifications of personal scents. However, to the best
of our knowledge, there have been no eforts to empirically verify the efects of
behavior change using olfactory devices.
3
      </p>
    </sec>
    <sec id="sec-3">
      <title>Designing The Aroma Nudges System</title>
      <p>
        Nudges are small cues set up by the environment to gently push people’s decisions
and actions towards a desired direction. Thaler and Sunstein, the proponents of
nudges, defined nudges as any aspect of choice architecture that changes
people’s behavior in a predictable way, without forbidding choices or significantly
changing economic incentives [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ]. Recently, sensory nudges [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ], which act on
various sensory systems such as vision, hearing, and smell, have been attracting
attention. Based on the concept of “IoT Nudge [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ],” in which sensory nudges
are intelligently controlled by an IoT system equipped with sensing and
actuation functions, in this study, we aim to realize a nudge system that acts on the
senses of sight, hearing, and smell according to the store conditions in order to
promote purchasing behavior.
      </p>
      <p>We propose an IoT-based nudges system called “Aroma Nudges System”
which has sensing and actuation functions including olfactory stimulation. An
overview of the Aroma Nudges System to replace product sampling is shown
in Figure 1. The system is equipped with a sensing function to understand the
lfow of consumers and a feedback function to encourage consumers’ purchasing
behavior. Our system aims to make people think the food in the video is delicious
and increase their purchasing motivation by providing timely feedback of cooking
images and aromas based on sensing results.</p>
      <p>In this study, we implement a prototype of the proposed system and
investigate the efect of aroma nudges on purchase intention in a real environment.
The overview of the proposed system is shown in the blue frame (A) of the
Figure 1. The sensing mechanism is responsible for detecting the consumer’s
purchasing behavior. In this study, we detect consumer behavior through
skeletal detection. In the feedback mechanism, the cooking video provides visual and
auditory stimulation, and the smell provides olfactory stimulation to encourage
consumers’ purchasing behavior.</p>
      <p>The sensing mechanism plays a role in detecting the purchasing behavior of
consumers. By sensing the consumer’s behavior, the system detects buying
behaviors such as reaching for a product display shelf or gazing at the shelf. In this
study, we constructed a system that uses skeletal detection for consumer behavior
recognition and detects purchasing behavior based on the positional coordinates
of joints. We used Intel’s RealSense as a camera and Cubemos’ Skeleton
Tracking SDK4 for skeleton detection. To protect the privacy of consumers, we use
a program that removes the RGB information including the background in the
image and obtains only the skeleton information.</p>
      <p>The feedback mechanism provides visual and auditory interventions through
cooking videos and aroma interventions linked to the cooking videos, and plays
a role in stimulating the consumer’s purchasing motivation. Unlike fruits, the
smell of Yamato-maru eggplant itself is almost imperceptible, so we adopt an
approach in which the smell of the seasoning of the dish is in during the cooking
process is injected at the right time in conjunction with the video of delicious
cooking of Yamato-maru eggplant. In the cooking video, we visualize the cooking
process of “Curry flavored tofu au gratin without baking,” which can be easily</p>
      <sec id="sec-3-1">
        <title>4 https://www.intelrealsense.com/skeleton-tracking/</title>
        <p>prepared using Yamato-maru eggplant, and use it as a cooking video to promote
purchase motivation.</p>
        <p>We used Aroma Shooter5 provided by Aromajoin Corp. as the olfactory
device that sprays smells in conjunction with the cooking video, and prepare the
smells of curry, butter, and black pepper. The Aroma Shooter can spray up to
six aroma, and the distance is about 60 cm (the distance varies depending on
air conditioning). Figure 2 shows the aroma control performed by this system.
The butter aroma represents the savory aroma of frying food. The curry scent
is used to enhance the flavor of the curry in the ingredients. Finally, the three
diferent aroma are sprayed to convey the overall flavor of the raw tofu gratin:
butter, curry, and black pepper. In this study, we used “Aroma Player Ofline,”
an iOS application provided by AromaJoin, to control the timing of the aroma
spray. In this process, we controlled the arrival of the scent to the customer, so
it matches the food in video presentation. We took into account error from the
point of odor injection to the consumer’s sense of smell.</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>Experiment</title>
      <sec id="sec-4-1">
        <title>Overview</title>
        <p>The evaluation experiment was conducted at the AEON Mall Yamatokoriyama
store (supermarket) located in Yamatokoriyama City, Nara Prefecture in Japan,
for two months from June to July 2021, the season of Yamato-maru eggplant.
This study was conducted with the approval of the Research Ethics Committee
of Kio University (Approval No. R3-03). The experimental setup is shown in
Figure 3. In this experiment, four conditions shown in Table 1 were compared
to investigate the impact of presenting information with diferent modalities on
consumers’ purchasing behavior.</p>
        <p>The experiments were conducted on Saturdays, Sundays, and national
holidays, when there was no bias from special sales or point reductions at the store.</p>
        <sec id="sec-4-1-1">
          <title>5 https://aromajoin.com/products/aroma-shooter</title>
          <p>Intervention Presentation media
-
-
! Paper media 2
! Paper media 2
! Paper media 2, Video media (touch play)
! Paper media 2, Video media (continuous play)
! Paper media 2, Video &amp; olfactory media (touch play)
! Paper media 2, Video &amp; olfactory media (continuous play)
! Paper media 2, Video &amp; olfactory media (touch play)
! Paper media 2, Video &amp; olfactory media (continuous play)
1 These dates are a national holidays in Japan.
2 Handouts of recipes and pop-ups are prepared.</p>
          <p>In the experiment, we did not conduct direct sales promotions such as handing
out flyers, talking to customers, or tasting the products, so as to avoid the
inlfuence of prior publicity. In order to eliminate bias in purchasing due to price
changes, we sold the products at the same price on all days. In Experiment 4,
which used the olfactory device, we manually started the olfactory media by
touching the tablet on Thursday and Saturday. We played it continuously on
Friday and Sunday to confirm the efect of the olfactory media on the booth.</p>
          <p>The evaluation items were the number of visits to the booth, the time spent in
the booth, the sales of Yamato-maru eggplant, and the results of post-interviews
with consumers. The number of visits and the time spent in the booth were
evaluated based on the skeletal information in front of the booth using a depth
camera attached to the booth, excluding information on consumers who were
assumed to have passed by the booth for less than five seconds.</p>
          <p>For sales, we compared the sales data for the same week and day of the
previous year (FY2020). The number of booth visits, the time spent at the booth,
and the sales data were used to evaluate whether they significantly influence
sales in sales promotion. At the time of distribution of the questionnaires, the
purpose and method of this study and ethical considerations for the survey
participants were explained orally and in questionnaires’ sheet. In addition, the
participants were informed of the purpose and methods of this study and of
ethical considerations for survey participants both orally and in writing when
the questionnaires were distributed.
4.2</p>
        </sec>
      </sec>
      <sec id="sec-4-2">
        <title>Result and Discussion</title>
      </sec>
      <sec id="sec-4-3">
        <title>Comparison of the number of booth visits The Figure 4 shows the results</title>
        <p>of the number of booth visits for each day of the experiment. The number of
visits to the booth was highest in Experiment 4 (paper media, video media,
and smell media) shown in red. In Experiment 3, shown in green, there was a
diference in the number of booth visits compared to Experiment 4, although
the diference was only in the presence or absence of the smell media.</p>
        <p>The results of the comparison of visits to the booth in a day are shown in
Figure 6. The number of visits increased from 3:00 p.m. to 5:00 p.m. in each
experiment. In other words, it is thought that shoppers who are preparing for
dinner were visiting in the store. The number of visitors to the booth after 5:00
p.m. in Experiment 4 (paper media, video media, and olfactory media), shown
in red, tended to increase compared to the other experiments.</p>
      </sec>
      <sec id="sec-4-4">
        <title>Comparison of time spent at the booth Next, the results of the comparison</title>
        <p>of the percentage of time spent in the booth for each experiment are shown in the
Figure 5. Experiment 4 (paper media, video media, and olfactory media), shown
on the far right, had the highest percentage of time spent per consumer of 10
seconds or more compared to the other experiments. Similarly, in Experiment 3
(shown in green), compared to Experiment 4, there was a diference in the time
spent in the booth only with and without the scent device.</p>
        <p>The Kruskal-Wallis test, a nonparametric test equivalent to a one-way ANOVA,
was used to quantitatively compare the time spent in the booth in each
experiment. As a result of the test, a significant diference was found between each
experiment (p-value: 5.57×10− 17 &lt; 0.05), confirming that there was a diference
in the time spent at the booth in at least one of the four evaluation experiments.
The Mann-Whitney U test, which is used as a significance test for two
independent sets of samples, was then used to quantitatively compare the time spent in
the booth between each experiment. The results of the test between each
experiment are shown in Table 2. As a result of the test, significant diferences were
found between all experiments.</p>
      </sec>
      <sec id="sec-4-5">
        <title>Comparison of sales volume by intervention The Figure 7 below shows the</title>
        <p>results of the comparison of sales for each type of intervention in this experiment
with the previous year (2020). The comparison was also made for the same
holidays as last year. In Experiment 1, where no intervention was conducted,
sales were 1.00 times higher than in the previous year, indicating no change.
Experiment 2, in which we intervened with paper media such as pop-ups and
recipes, produced the greatest diference, with sales 1.47 times higher than last
year, with cooking videos 1.34 times higher than last year, and with smells 1.83
times higher than last year.</p>
        <p>As shown above, sales tended to increase in all experiments in which
interventions were conducted, and sales increased the most in the intervention
using smells. In addition, the intervention of paper media such as product pops
and recipes, and the intervention of cooking videos, which have been commonly
used as methods to promote purchasing, are also considered to contribute to the
increase in sales.
4.3</p>
      </sec>
      <sec id="sec-4-6">
        <title>Results of the interview survey</title>
        <p>In order to investigate the opinions and impressions of consumers regarding the
booths in this experiment, a questionnaire was conducted on a diferent day from
the day of the experiment. The interview survey was conducted over two days,
with a total of 298 people completing the questionnaire. The following is a list
of the opinions about the olfactory media, pop-ups and recipes.</p>
        <p>Positive comments on the olfactory media included, “I was impressed by
the fact that it produced an aroma. I wanted to make and eat it,” “It smelled
good,” and “It was interesting and stimulated my interest.” As for the recipes
and pop-up displays, we received comments such as, “The pop-up display of
Yamato-maru eggplants hanging above was very impressive and easy to see,”
“The variety of recipes was helpful,” “I don’t like elaborate recipes and can only
think of denraku at home,” and “I thought I want to try it since I received the
recipe.”</p>
        <p>Negative comments included “more visible area would be better”,
“inconspicuous”, and “make the booth more visible.” As for the cooking videos, we
received the opinion that “it would be good if the recipes were changed every 30
minutes.” From the results of the interviews, we had the impression that many
consumers were interested in the olfactory media, which was a device that they
had never seen before. There were no negative comments about the smell from
the consumers, and they said that the aroma was efective in making them believe
the dish was delicious. In addition, there were opinions that consumers wanted
to actually cook the food and that they wanted to purchase the seasonings used
in the aroma, such as black pepper and curry, which led to change in consumer
behavior. This means that aroma nudges have the potential to encourage chain
shopping behavior, such as impulse buying.
5</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>Conclusion</title>
      <p>
        In this paper, we explored the possibility of aroma nudges on purchasing
behavior. In the experiment, we compared the number of visits to the sales booth of
Yamato-maru eggplant, the time spent there, and the sales volume under four
conditions: (1) no presentation, (2) presentation of paper media, (3) presentation
of paper and video media, and (4) presentation of paper, video, and olfactory
media. The results suggested that the number of visits to the booth and the
time spent in the booth increased when olfactory stimulation was provided by
the aroma of the ingredients in addition to visual and auditory stimulation, and
that this tended to increase sales. The influence of aroma on purchasing
behavior like sales amount and time spent has been shown in previous studies [
        <xref ref-type="bibr" rid="ref3 ref5 ref9">3, 5,
9</xref>
        ], and similar results were obtained in this experiment. In the future, we plan
to extend the duration of the experiment and increase the number of stores to
investigate the more general efects of aroma nudges on purchasing behavior.
We will also study the timing of the scent spray and the use of airflow to create
a natural aroma smelling away. Our experimental results suggest that aroma
nudges may positively impact purchase promotion. However, the use of aroma
nudges should be carefully considered. For example, sweet smells may contribute
to the purchase promotion of sweets that contain a lot of sugar, but from a health
promotion perspective, such nudges may be undesirable. Therefore, future
studies will need to discuss the potential and application of aroma nudges from an
ethical perspective.
      </p>
      <p>Acknowledgements. This work was supported by JST, PRESTO Grant
Number JPMJPR21P7, Japan.</p>
    </sec>
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