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  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>Rennes, France, June</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Scale-Score: Food Label to Support Nutritious and Sustainable Online Grocery Shopping - Extended Abstract</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Marco Druschba</string-name>
          <email>marco-druschba@web.de</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Gözel Shakeri</string-name>
          <email>gozel.shakeri@uol.de</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="editor">
          <string-name>Eriksson, B. Penzenstadler, AK. Peters, C. C. Venters. Joint Proceedings of ICT4S 2023 Doctoral Symposium, Demonstrations</string-name>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Carl von Ossietzky University of Oldenburg</institution>
          ,
          <country country="DE">Germany</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>In: B. Combemale</institution>
          ,
          <addr-line>G. Mussbacher, S. Betz, A. Friday, I. Hadar, J. Sallou, I. Groher, H. Muccini, O. Le Meur, C. Herglotz, E</addr-line>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2023</year>
      </pub-date>
      <volume>0</volume>
      <fpage>5</fpage>
      <lpage>09</lpage>
      <abstract>
        <p>To empower online grocery shoppers in making nutritionally and environmentally informed decisions, we investigate the eficacy of the Scale-Score, a label combining nutritional and environmental information to highlight a product's benefit to both the consumer's and the planet's health, without obscuring either information. We conducted an experimental study in a mock online grocery environment, and assessed label eficacy. We find that the Scale-Score supports nutritious purchases, yet needs improving regarding sustainability support. Our research shows first insights into design considerations and performance of a combined yet disjoint food label.</p>
      </abstract>
      <kwd-group>
        <kwd>Sustainable HCI</kwd>
        <kwd>persuasive technology</kwd>
        <kwd>sustainability communication</kwd>
        <kwd>personal informatics</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        Labels support consumers in making nutritious and sustainable decisions by transforming
complex information about food e.g., nutritional values, animal welfare standards, or
environmental aspects, into simple logos or diagrams [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. Food-label technology and personal
informatics thereby both use similar techniques to motivate users [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ], such as providing
information, enabling comparison, and giving feedback [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. Several studies within the HCI
discipline investigated labels as a means of providing education tailored to users’ own context
and choices; addressing health- and environmental challenges separately, although they are
closely intertwined (e.g. sustainability: Envirofy [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], Nu-Food [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ]; nutrition: BetterChoice [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ],
FLICC [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]).
      </p>
      <p>
        Our research focuses on the design space of labels which comprise of both, health and
environmental information; when it matters most, while online grocery shopping [
        <xref ref-type="bibr" rid="ref8 ref9">8, 9</xref>
        ]. We
describe a study which tested the impact of presenting the Scale-Score (Figure 1, right) on the
nutritional quality and environmental impact of the consumers’ food choices, compared to the
efects of both Nutri-Score and Eco-Score labels, and no persuasive technology. We found the
Scale-Score improved nutritional quality of purchases, however surprisingly, it performed worse
in terms of environmental impact, compared to Nutri-Eco and baseline condition. This paper
contributes first evidence in support of using a joint yet disjoint nutritional and ecological label
to encourage transitions towards healthier and more sustainable diets, when online shopping.
      </p>
    </sec>
    <sec id="sec-2">
      <title>2. Experimental Research</title>
      <sec id="sec-2-1">
        <title>2.1. Scale-Score</title>
        <p>The Scale-Score (Figure 1, right) combines Nutri- and Eco-Scores into a single label represented
by a classic beam scale. It also shows an overall rating based on the product’s Nutri- and
Eco-Scores by computing their mean value; in case of an uneven result, we opted to go in favour
of the Nutri-Score, prioritising nutrition over sustainability, in accordance with previously
gathered user requirements.</p>
      </sec>
      <sec id="sec-2-2">
        <title>2.2. Methods &amp; Participants</title>
        <p>We employed a within-subjects design with a single independent variable, visualisation, and
three factors, Scale-Score, Nutri-/Eco-Score, and baseline with no visualisation. Dependent
variables (i.e., shopping behaviour) were: 1) average environmental value of chosen products
(based on Eco-Score calculations) and 2) average nutrition value of chosen products (based on
Nutri-Score calculations). In each condition, participants shopped according to a shopping list
with three items (cereal, milk, and peanut butter). Participants were entered into a random
draw to win their shopping basket, as an incentive to encourage normal purchase decisions.
The study lasted one hour.</p>
        <p>We recruited 12 participants (5f,  = 39 years,  = 22.9 years) through our institution’s
forums. Regarding demographics, all participants stated having seen the Nutri-Score prior; the
Eco-Score was seen by 16.7 % prior.</p>
      </sec>
      <sec id="sec-2-3">
        <title>2.3. Results</title>
        <p>We used a one-way ANOVA with post-hoc Tukey-tests via IBM SPSS Statistics (v. 28.0.1.0). For
this study an alpha ( ) of 0.05 was used.</p>
        <p>There was no statistically significant diference between the conditions on ‘nutrition’ as
determined by one-way ANOVA ( (2.35) = 0.8 = 0.458) . However, a Tukey-post-hoc-test
revealed that Scale- and Nutri-/Eco-Score means did not difer from each other (  -value = 0.994),
but both Nutri-/Eco-Score ( -value = 0.557) and Scale-Score ( -value = 0.496) difered compared
to no score. Looking at the descriptive statistics, Scale-Score resulted in lower nutrition values
(mean = 2.89) compared to Nutri-/Eco-Score (mean = 3.06) and no score (mean = 4.78).</p>
        <p>There also was no statistically significant diference between the conditions on ‘sustainability’
as determined by one-way ANOVA ( (2.35) = 1, 301 = 0.286) . Tukey-post-hoc-test revealed a
non-significant diference between Nutri-/Eco-Score (  -value = 0.595) and Scale-Score ( -value
= 0.810) compared to no score. Looking at the descriptive statistics, Scale-Score resulted in
lowest sustainability values (mean = 53.11), Nutri-/Eco-Score in highest (mean = 59.78) and no
score in intermediate (mean = 55.69).</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Discussion and Conclusions</title>
      <p>To achieve a global and successful transition to healthy and sustainable diets, systems and
tools are needed to support consumers in this. We designed Scale-Score, a label that displays
nutritional and environmental information.</p>
      <p>We did not find significant diferences in support provision of either visualisation compared to
baseline, however there is a trend showing the Nutri- and Eco-Score combination may support
consumers in sustainable and healthy decision making. The Scale-Score may support nutritious
choices compared to no visualisation, however, worsened environmental impact of the basket
compared to baseline. First, this may be due to the make-up of the Scale-Score: nutritional
aspect weighted more into the final score. Consequently, a product that is marked with a good
Scale-Score rating (e.g. B) may well contain an environmental ‘D’ rating. As a result, the average
sustainability score was worse compared to Nutri- and Eco-Score representation, resulting in
Scale-Score’s poor environmental performance. Second, participants may have ignored the
multi-level information provided, given the small sizes of Nutri- and Eco-Score labels within
the Scale-Score, contributing further to the de-valuation of environmental information.</p>
      <p>In future, we plan to re-design the label taking advantage of the interaction modalities
available in web-based interfaces, where meta and multi-level information can efectively
support sustainable and nutritious grocery shopping. At ICT4S, we hope to inspire and engage
in conversations on user-centred food label designs embedded in personal informatics.</p>
    </sec>
    <sec id="sec-4">
      <title>A. Online Resources</title>
      <p>Longer version of this submission is available on http://oops.uni-oldenburg.de/5512 (German).
Source code for the online supermarket is available via GitHub.</p>
    </sec>
  </body>
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