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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2022.840862</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Visual Attention to Novel Products &#x2013; Cross-Cultural Insights From Physiological Data</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Rinklin</surname> <given-names>Isabella</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Hubert</surname> <given-names>Marco</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/820819/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Koller</surname> <given-names>Monika</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/113712/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Kenning</surname> <given-names>Peter</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Corporate Management and Economics, Zeppelin University</institution>, <addr-line>Friedrichshafen</addr-line>, <country>Germany</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Management, Aarhus University</institution>, <addr-line>Aarhus</addr-line>, <country>Denmark</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Marketing, Vienna University of Economics and Business</institution>, <addr-line>Vienna</addr-line>, <country>Austria</country></aff>
<aff id="aff4"><sup>4</sup><institution>Faculty of Business Administration and Economics, University of D&#x00FC;sseldorf</institution>, <addr-line>D&#x00FC;sseldorf</addr-line>, <country>Germany</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Wuke Zhang, Ningbo University, China</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Debora Bettiga, Politecnico di Milano, Italy; Naveen Kashyap, Indian Institute of Technology Guwahati, India</p></fn>
<corresp id="c001">&#x002A;Correspondence: Marco Hubert, <email>mah@mgmt.au.dk</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Decision Neuroscience, a section of the journal Frontiers in Psychology</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>08</day>
<month>09</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>840862</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>12</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>05</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Rinklin, Hubert, Koller and Kenning.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Rinklin, Hubert, Koller and Kenning</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>The study aims to investigate visual attention and perceived attractiveness to known versus unknown (novel) products above and beyond self-report applying physiological methods. A cross-cultural exploratory approach allows for comparing results gathered in the United States and China. We collected field data on physiological parameters accompanied by behavioral data. Mobile eye-tracking was employed to capture attention by measuring gaze parameters and electrodermal activity serves as indicator for arousal at an unconscious level. A traditional scale approach measuring perceived attractiveness of known versus novel products provide insights at a conscious level. US-American and Chinese consumers in our sample indeed process novel products differently. This can be observed at an unconscious and conscious level. Different gaze movements and arousal levels are observed at an unconscious level. Regarding behavioral data, the level of vertical orientation shapes the perceived attractiveness of novel products at a conscious level. The study showcases how physiological methods complement behavioral ones when investigating visual attention to products. It underlines varying conscious as well as unconscious visual attention and attractiveness ratings comparing known versus novel products, driven by cultural differences. Data from a field setting further enrich the implications derived for new product development and applied marketing.</p>
</abstract>
<kwd-group>
<kwd>visual attention</kwd>
<kwd>attractiveness of novel products</kwd>
<kwd>mobile eye-tracking</kwd>
<kwd>electrodermal activity</kwd>
<kwd>cross-cultural comparison</kwd>
<kwd>consumer neuroscience</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="65"/>
<page-count count="9"/>
<word-count count="6967"/>
</counts>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Launching novel products often cuts both ways, it either paves the path for further economic growth or it ends in loss and troubles. Hence, for companies engaging in new product development, it is vital to understand which factors contribute to a new product&#x2019;s success. In a meta-analysis, <xref ref-type="bibr" rid="B17">Evanschitzky et al. (2012)</xref> report product-, strategy-, process-, market- place-, or organizational characteristics to have an effect on new product success. Being innovative positively affects specific economic performance values, like firm value (i.e., market to book ratio), market position (i.e., sales, market share), or financial positions (i.e., return on investment) (<xref ref-type="bibr" rid="B51">Rubera and Kirca, 2012</xref>). In turn, this effect can be mainly attributed to the success of novel products. However, products are only successful if they are bought by consumers. Hence, it is all about understanding the consumers&#x2019; perceptions and attractiveness ratings which serve as key to new product success.</p>
<p>A substantial percentage of newly developed products fail because consumers do not understand them or do not accept them (<xref ref-type="bibr" rid="B19">Feiereisen et al., 2008</xref>; <xref ref-type="bibr" rid="B17">Evanschitzky et al., 2012</xref>). Especially the decision-making process of consumers to buy novel products is often characterized by a high degree of complexity (<xref ref-type="bibr" rid="B9">Broniarczyk and Alba, 1994</xref>; <xref ref-type="bibr" rid="B46">Mukherjee and Hoyer, 2001</xref>). Visual attention plays a crucial role in this context. It serves as gatekeeper for further information processing (<xref ref-type="bibr" rid="B27">Hoyer et al., 2018</xref>). Proper processing of information is especially vital when it comes to the understanding and acceptance of novel products. Perceived risk and uncertainty further play a crucial role in this context (<xref ref-type="bibr" rid="B44">Mitchell and Boustani, 1993</xref>). In turn, cultural aspects shape the levels of perceived risk and associated levels of arousal (<xref ref-type="bibr" rid="B21">Gierlach et al., 2010</xref>). The increased speed at which companies develop novel products has led to a rise in studies on visual attention, associated perceived risk and arousal as well as information processing of consumers regarding novel products (<xref ref-type="bibr" rid="B6">Bettman et al., 1998</xref>; <xref ref-type="bibr" rid="B46">Mukherjee and Hoyer, 2001</xref>; <xref ref-type="bibr" rid="B2">Arts et al., 2011</xref>; <xref ref-type="bibr" rid="B33">Kardes and Wyer, 2013</xref>; <xref ref-type="bibr" rid="B28">Hubert et al., 2017</xref>). Moreover, in today&#x2019;s globalized world and with regard to strategies in international marketing, the perception and production of new products needs to be discussed in a multicultural setting (<xref ref-type="bibr" rid="B17">Evanschitzky et al., 2012</xref>; <xref ref-type="bibr" rid="B51">Rubera and Kirca, 2012</xref>). Having a more comprehensive knowledge of how novel products are perceived by consumers in cross-cultural settings is crucial. Previous studies have already shown that cultural differences drive the perception of products and objects in general (e.g., <xref ref-type="bibr" rid="B30">Ishii et al., 2003</xref>; <xref ref-type="bibr" rid="B58">Strombach et al., 2014</xref>). As the processes of visual attention and perception are often related to complex unconscious automatic processes (<xref ref-type="bibr" rid="B42">Messner and W&#x00E4;nke, 2011</xref>) it is difficult to measure these concepts using self-report data only. Physiological as well as gaze parameters allow for a more comprehensive understanding in this regard (<xref ref-type="bibr" rid="B53">Shimojo et al., 2003</xref>). Prior intercultural studies (e.g., <xref ref-type="bibr" rid="B4">Bao et al., 2003</xref>; <xref ref-type="bibr" rid="B52">Shavitt et al., 2006</xref>) did also not account for socioeconomic changes such as Chinese increasingly focusing on Western behavior (<xref ref-type="bibr" rid="B16">Davis, 2013</xref>).</p>
<p>Against this background, the present exploratory study focuses on a cross-cultural comparison of visual attention and attractiveness ratings of already known versus novel products. In particular, the study investigates the visual information processes regarding cars that consumers already are familiar with as well as prototypes of cars that are new to them (novel products). With respect to unconscious processes, eye-tracking was applied to measure consumers&#x2019; visual attention and electrodermal activity (EDA) measures were included for investigating their arousal levels, which are according to literature related to psychological correlates such as positive/negative emotion, mental effort, task difficulty, risk perception/uncertainty, and anxiety (<xref ref-type="bibr" rid="B26">Holper et al., 2014</xref>). The field setting applied in the United States and China allows for a cross-cultural comparison and increases external validity (<xref ref-type="bibr" rid="B36">Kopton and Kenning, 2014</xref>; <xref ref-type="bibr" rid="B22">Gneezy, 2017</xref>). With regard to the conscious evaluation of the products under scrutiny, a traditional scale approach featuring measures for attractiveness (<xref ref-type="bibr" rid="B7">Brakus et al., 2014</xref>) was employed.</p>
<p>The paper contributes to the understanding of cross-cultural differences in visual information processing of products in general and novel products in particular. It, potentially, provides insights into product evaluation in terms of attractiveness ratings at both, conscious and unconscious levels. This approach enables to understand consumer behavior in a cross-cultural setting above and beyond mere survey data. Implications within the context of new product development can be derived on a more comprehensive level, as physiological data of gaze parameters as well as electrodermal activity provide insights into the unconscious drivers of stated product ratings. Adding this kind of data enables to draw a more holistic picture of what is really going on inside the consumers&#x2019; in terms of cognitive and affective information processing and therefore it might help to come up with ideas to enhance the customer experience and consumers&#x2019; value perceptions.</p>
</sec>
<sec id="S2">
<title>Theoretical Frame and Hypotheses</title>
<p>In the following, we provide the conceptual frame for the hypotheses tested along the relevant theoretical concepts investigated in the present study. The study provides insights mainly into the areas of visual attention and perceived attractiveness of novel products. Theoretical underpinnings of how uncertainty and culture relate to those key areas are outlined.</p>
<sec id="S2.SS1">
<title>Visual Attention</title>
<p>For human beings vision has been seen as the most dominant sense (<xref ref-type="bibr" rid="B29">Hutmacher, 2019</xref>). When it comes to new product evaluation from a consumers&#x2019; perspective, visual attention therefore plays a vital role. For the understanding of visual attention and attentional deployment, different antecedents like (1) surrounding context, (2) salience mapping, (3) inhibition of return, (4) eye movement, or (5) scene understanding and object recognition are crucial (<xref ref-type="bibr" rid="B31">Itti and Koch, 2001</xref>). Regarding the design aspects in new product development, prior studies have stated that especially visual attention plays an important role in the way that consumers process novel product designs (<xref ref-type="bibr" rid="B32">Johnston et al., 1990</xref>; <xref ref-type="bibr" rid="B20">Folkes and Matta, 2004</xref>). From a physiological perspective, gaze parameters serve as an indicator for visual inspection (<xref ref-type="bibr" rid="B53">Shimojo et al., 2003</xref>). When it comes to the investigation of visual perception of novel products among consumers from different cultures, it is important to note that prior research has shown different gaze parameters comparing Asian and Western cultures. Consumers from Asian nations tend to screen stimuli for short durations, whereas people from Western nations tend to fix their vision on objects for longer durations (<xref ref-type="bibr" rid="B11">Chua et al., 2005</xref>; <xref ref-type="bibr" rid="B24">Goh et al., 2009</xref>; <xref ref-type="bibr" rid="B47">Peng-Li et al., 2020</xref>). Therefore, the following hypothesis is derived:</p>
<list list-type="simple">
<list-item>
<label>H1:</label>
<p>Chinese consumers in our sample pay shorter visual attention to products than US-American consumers in our sample.</p>
</list-item>
</list>
</sec>
<sec id="S2.SS2">
<title>The Role of Arousal in Visual Attention and in Different Cultural Settings</title>
<p>The novelty of products can create uncertainty in decision-making and is related to perceived risk (<xref ref-type="bibr" rid="B13">Cox and Rich, 1964</xref>; <xref ref-type="bibr" rid="B5">Bauer, 1967</xref>; <xref ref-type="bibr" rid="B61">Taylor, 1974</xref>; <xref ref-type="bibr" rid="B54">Shoemaker and Shoaf, 1975</xref>). Prior findings showed that the facets of perceived risk are context-dependent (<xref ref-type="bibr" rid="B10">Campbell and Goodstein, 2001</xref>; <xref ref-type="bibr" rid="B18">Featherman and Pavlou, 2003</xref>). Perceived risk and uncertainty are accompanied by higher EDA levels and activation in the anterior cingulate cortex of the brain, indicating a higher level of arousal (<xref ref-type="bibr" rid="B14">Critchley, 2002</xref>). Psychophysiological arousal covary with risk-sensitive decision-making processes (<xref ref-type="bibr" rid="B59">Studer and Clark, 2011</xref>). Furthermore, with respect to the interaction of risk-aversion and culture, it has been shown that Asians tend to be more risk-averse than US-Americans (<xref ref-type="bibr" rid="B4">Bao et al., 2003</xref>; <xref ref-type="bibr" rid="B56">Sorrentino et al., 2013</xref>). Therefore, it is hypothesized that:</p>
<list list-type="simple">
<list-item>
<label>H2:</label>
<p>While observing novel products, Chinese consumers in our sample show higher levels of arousal (indicating a potentially higher level of perceived risk) than US-American consumers in our sample.</p>
</list-item>
</list>
<p>Moreover, prior research has shown that risk-averse consumers tend to delay the adoption of new products (<xref ref-type="bibr" rid="B1">Aggarwal et al., 1998</xref>) and relate them to losses (<xref ref-type="bibr" rid="B4">Bao et al., 2003</xref>). This connotation of experiencing a loss might in turn have a negative impact on the consumers&#x2019; evaluation of the new product. Therefore, it is assumed that:</p>
<list list-type="simple">
<list-item>
<label>H3:</label>
<p>Perceived attractiveness of the novel car is lower for Chinese consumers compared to US-American consumers in our sample.</p>
</list-item>
</list>
</sec>
<sec id="S2.SS3">
<title>The Role of Culture in Visual Attention</title>
<p>The theory of individualism versus collectivism has aimed at explaining cross-cultural differences in consumption (<xref ref-type="bibr" rid="B55">Singelis et al., 1995</xref>; <xref ref-type="bibr" rid="B52">Shavitt et al., 2006</xref>). Closely related to the theory of individualism/collectivism is the approach of vertical versus horizontal orientation. Vertical orientation emphasizes hierarchy versus horizontal orientation focuses more on equality (<xref ref-type="bibr" rid="B62">Triandis and Gelfand, 1998</xref>; <xref ref-type="bibr" rid="B48">Rahman and Luomala, 2020</xref>). Early consumer research stated that the Chinese were more vertically oriented and collectivistic than US-Americans (e.g., <xref ref-type="bibr" rid="B4">Bao et al., 2003</xref>). However, some studies demonstrate that Chinese society (more specifically, people with high income) are increasingly focusing more on individualistic factors than on collectivistic factors (<xref ref-type="bibr" rid="B63">Yan, 2010</xref>). Personal wellbeing is one such individualistic factor (<xref ref-type="bibr" rid="B57">Steele and Lynch, 2013</xref>). Recent studies also show acculturation to global consumer culture (<xref ref-type="bibr" rid="B15">Czarnecka et al., 2020</xref>) as well as a person&#x2019;s social value orientation playing a role in this context (<xref ref-type="bibr" rid="B45">Moon et al., 2018</xref>). Besides those recent developments, it is assumed that power distance and hierarchy is generally still ranked higher in Asian cultures compared to the US (<xref ref-type="bibr" rid="B40">Li et al., 2014</xref>; <xref ref-type="bibr" rid="B23">Goa and Zhang, 2022</xref>). The following is hypothesized:</p>
<list list-type="simple">
<list-item>
<label>H4a:</label>
<p>Chinese and US-American consumers in our sample differ in terms of individualism/collectivism.</p>
</list-item>
</list>
<list list-type="simple">
<list-item>
<label>H4b:</label>
<p>Chinese and US-American consumers in our sample differ in terms of vertical versus horizontal orientation.</p>
</list-item>
</list>
<p>More specifically, vertically oriented consumers, such as the Chinese, have a high focus on hierarchy, power distance and structure. These consumers rely less on equality in power/status (higher &#x201C;power distance&#x201D;; <xref ref-type="bibr" rid="B25">Hofstede, 1984</xref>) and focus more on hierarchical structures. Furthermore, consumers from high power distance cultures show lower impulsive buying tendencies, higher self-control, and more deliberate processing (<xref ref-type="bibr" rid="B64">Zhang and Mittal, 2008</xref>; <xref ref-type="bibr" rid="B65">Zhang et al., 2012</xref>). The greater degree of deliberate processing and the higher self-control are aligned with higher risk-aversion. The subsequent hypothesis is based on these findings and on the conceptual underpinnings regarding the level of arousal:</p>
<list list-type="simple">
<list-item>
<label>H5:</label>
<p>The vertical orientation of consumers has a significant effect on their attractiveness ratings of the novel car. This effect is moderated by the level of arousal.</p>
</list-item>
</list>
</sec>
</sec>
<sec id="S3">
<title>Methodology</title>
<sec id="S3.SS1">
<title>Experimental Setting</title>
<p>The present physiological field studies were conducted in the United States (Los Angeles) and China (Beijing). The 42 participants (US: <italic>N</italic> = 22, Mage = 46.50, SD = 11.97, 14 males; China: <italic>N</italic> = 20, Mage = 35.95, SD = 9.64, 13 males)<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> were randomly recruited from a base of the targeted segment of potential premium car consumers (e.g., participants with high income, generally well-educated). Different cars were chosen from five well-known car brands in the premium class&#x2013;subsequently referred to as brands C1, C2, C3, C4, and P. The car brands were neither US-American nor Chinese. Thus, &#x201C;country-of-origin&#x201D; effects (<xref ref-type="bibr" rid="B43">Michaelis et al., 2008</xref>) can be excluded. While, previous studies on novel product designs lack the use of real prototypes (e.g., <xref ref-type="bibr" rid="B38">Kreuzbauer and Malter, 2005</xref>), one of the cars with the presented study was a &#x201C;real&#x201D; prototype (P). The prototype showed substantial design changes (compared to the existing model) and had been developed exclusively by a well-known automobile company and was not yet available on the market. In consequence, the use of a real prototype offers the advantages of increasing the external validity of the experiment and of ensuring that the unknown car is not processed differently by participants as a result of being perceived as unrealistic or even artificial.</p>
<p>In both cultural groups (China and the United States), a study supervisor led participants through the entire experiment, and for the Chinese group the supervisor was a native speaker of Mandarin. The first sequence of the experiment involved the participants observing all cars from a distant position (capturing their very first impression after opening their eyes from an approximately 5 m distance) (see <xref ref-type="fig" rid="F1">Figure 1</xref>), and the second sequence involved the participants observing each car separately, and from a close-up position (see <xref ref-type="fig" rid="F2">Figure 2</xref>). Each participant was equipped with the mobile neurophysiological technology and ran through the experiment individually. Each participant was instructed by a single experimental supervisor.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>First phase of the experimental setup (own illustration).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-13-840862-g001.tif"/>
</fig>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Second phase of the experimental setup (own illustration).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-13-840862-g002.tif"/>
</fig>
</sec>
<sec id="S3.SS2">
<title>Measurements</title>
<p>For capturing the physiological data a mobile eye-tracking tool (SensoMotoric Instruments, Teltow, Germany) and a mobile EDA tool (edaMove by movisens, with Ag/AgCl electrodes) was used. These tools measure, respectively, visual attention (stationary: <xref ref-type="bibr" rid="B50">Rosbergen et al., 1997</xref>; <xref ref-type="bibr" rid="B8">Brasel and Gips, 2008</xref>; mobile: <xref ref-type="bibr" rid="B12">Clement et al., 2013</xref>; <xref ref-type="bibr" rid="B60">Suher et al., 2014</xref>) and arousal (stationary: <xref ref-type="bibr" rid="B37">Kopton et al., 2013</xref>; mobile: <xref ref-type="bibr" rid="B39">Kuijpers et al., 2012</xref>). They were used during the phases of visual information processing and attractiveness ratings of actual novel cars, in an exhibition hall. For eye-tracking data, the dwell times (ms) were measured associated with visual information processing of each car. The participants looked from a fixed place from which the automobiles were positioned in a way so that the participants could observe the front-side perspective of each car (see <xref ref-type="fig" rid="F1">Figures 1</xref>, <xref ref-type="fig" rid="F2">2</xref>). In contrast to classical computer lab experiments, the field approach featured different time-durations for each participant&#x2019;s experimental run. Therefore, each EDA integral (&#x03BC;) was normalized for each stimulus condition concerning time-duration and was furthermore log-transformed (<xref ref-type="bibr" rid="B3">Bach et al., 2010</xref>). As relative values (individual baselines) were used for each participant, it is possible to compare the responses of the Chinese and the Americans without any potential bias due to differences in body temperature or respiration levels.</p>
<p>To determine cultural differences, a traditional rating scales approach was applied. The Horizontal (H)/Vertical (V)&#x2013;Individualism (I)/Collectivism (C) scale (e.g., <xref ref-type="bibr" rid="B62">Triandis and Gelfand, 1998</xref>) (with a nine-point Likert scale range from 1 = &#x201C;strongly disagree&#x201D; to 9 = &#x201C;strongly agree&#x201D;; HI: &#x03B1; = 0.81; HC: &#x03B1; = 0.89; VI: &#x03B1; = 0.72; and VC: &#x03B1; = 0.76) was used. Attractiveness ratings of the cars served as key behavioral dependent variables. Participants were asked to indicate their general liking for the cars&#x2019; exterior designs according to a five-point Likert scale (1 = &#x201C;extremely attractive&#x201D; and 5 = &#x201C;not attractive at all&#x201D;) similar to <xref ref-type="bibr" rid="B7">Brakus et al. (2014)</xref>. In order to avoid any language induced bias, scales were translated to Mandarin and American English by a native speaker.</p>
</sec>
<sec id="S3.SS3">
<title>Results</title>
<sec id="S3.SS3.SSS1">
<title>Manipulation Check</title>
<p>Responses from all participants measuring attractiveness were generally high for all cars [Median (Mdn)_C1 = 2; Mdn_C2 = 2; Mdn_C3 = 2; Mdn_P = 1.5] with one exception (Mdn C4 = 3). Friedman&#x2019;s ANOVA for comparison of all cars was significant, &#x03C7;2(4) = 37.56, <italic>p</italic> &#x003C; 0.001. However, Bonferroni-corrected pairwise follow-up tests showed significant differences only for brand C4 (P-C4: <italic>T</italic> = &#x2212;1.91, adj. <italic>p</italic> &#x003C; 0.001; C1-C4: <italic>T</italic> = &#x2212;1.06, adj. <italic>p</italic> = 0.021; C2-C4: <italic>T</italic> = &#x2212;1.16, adj. <italic>p</italic> = 0.008; C3-C4: <italic>T</italic> = &#x2212;1.18, adj. <italic>p</italic> = 0.006) (see <xref ref-type="table" rid="T1">Table 1</xref>). The other comparisons were insignificant. Thus, C4 was excluded from analysis.</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Manipulation check: Paired comparisons for Friedman&#x2019;s ANOVA.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Comparisons</td>
<td valign="top" align="center">Test statistic</td>
<td valign="top" align="center">Stand. test statistic</td>
<td valign="top" align="center"><italic>p</italic></td>
<td valign="top" align="center">Adj. <italic>p</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Car P&#x2013;Car C1</td>
<td valign="top" align="center">&#x2212;0.85</td>
<td valign="top" align="center">&#x2212;2.45</td>
<td valign="top" align="center">0.014</td>
<td valign="top" align="center">0.014</td>
</tr>
<tr>
<td valign="top" align="left">Car P&#x2013;Car C2</td>
<td valign="top" align="center">&#x2212;0.75</td>
<td valign="top" align="center">&#x2212;2.17</td>
<td valign="top" align="center">0.030</td>
<td valign="top" align="center">0.030</td>
</tr>
<tr>
<td valign="top" align="left">Car P&#x2013;Car C3</td>
<td valign="top" align="center">&#x2212;0.73</td>
<td valign="top" align="center">&#x2212;2.11</td>
<td valign="top" align="center">0.035</td>
<td valign="top" align="center">0.035</td>
</tr>
<tr>
<td valign="top" align="left">Car P&#x2013;Car C4</td>
<td valign="top" align="center">&#x2212;1.91</td>
<td valign="top" align="center">&#x2212;5.52</td>
<td valign="top" align="center">0.000</td>
<td valign="top" align="center">&#x003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Car C1&#x2013;Car C4</td>
<td valign="top" align="center">&#x2212;1.06</td>
<td valign="top" align="center">&#x2212;3.07</td>
<td valign="top" align="center">0.002</td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left">Car C2&#x2013;Car C4</td>
<td valign="top" align="center">&#x2212;1.16</td>
<td valign="top" align="center">&#x2212;3.35</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">0.008</td>
</tr>
<tr>
<td valign="top" align="left">Car C3&#x2013;Car C4</td>
<td valign="top" align="center">&#x2212;1.18</td>
<td valign="top" align="center">&#x2212;3.42</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">0.006</td>
</tr>
<tr>
<td valign="top" align="left">Car C2&#x2013;Car C1</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">0.28</td>
<td valign="top" align="center">0.783</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">Car C3&#x2013;Car C1</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">0.730</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">Car C3&#x2013;Car C2</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">0.069</td>
<td valign="top" align="center">1.00</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S3.SS3.SSS2">
<title>Results of Eye-Tracking Measures</title>
<p>Eye-tracking results from independent <italic>t</italic>-tests (for C2) and from Mann-Whitney tests for non-normally distributed variables (C1, C3, P)<sup><xref ref-type="fn" rid="footnote2">2</xref></sup> showed that during the first phase of visual processing of the cars, Chinese consumers significantly showed shorter dwell times for all known cars [car C1: Mdn_US = 1499.50, Mdn_China = 166.40, <italic>U</italic> = 85.00, <italic>z</italic> = &#x2212;2.00, <italic>p</italic> = 0.024; car C2: M_US = 3685.97, SD = 2359.66; M_China = 1622.05, SD = 1538.38, <italic>T</italic>(32) = 2.93, <italic>p</italic> = 0.002; car C3: Mdn_US = 2728.10, Mdn_China = 1131.30; <italic>U</italic> = 88.00, <italic>z</italic> = &#x2212;1.89, <italic>p</italic> = 0.003] (see <xref ref-type="table" rid="T2">Table 2</xref>), affirming H1. For the prototype (P), it was found only a marginally significant difference (Mdn_US = 4151.30; Mdn_China = 2446.50, <italic>U</italic> = 96.00, <italic>z</italic> = &#x2212;1.61, <italic>p</italic> = 0.056).</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Statistics of dwell time.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center" colspan="2">Americans (<italic>N</italic> = 19)<hr/></td>
<td valign="top" align="center" colspan="2">Chinese (<italic>N</italic> = 15)<hr/></td>
<td valign="top" align="center" colspan="2">Comparisons<hr/></td>
</tr>
<tr>
<td/>
<td valign="top" align="left">M<break/> (SD)</td>
<td valign="top" align="center">Mdn</td>
<td valign="top" align="center">M<break/> (SD)</td>
<td valign="top" align="center">Mdn</td>
<td valign="top" align="center">Mann&#x2013;Whitney <italic>U</italic> (z)/<italic>T</italic>-test</td>
<td valign="top" align="center"><italic>p</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Car C1<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">2522.926<break/> (3028.342)</td>
<td valign="top" align="center">1499.50</td>
<td valign="top" align="center">1136.25<break/> (1583.53)</td>
<td valign="top" align="center">166.40</td>
<td valign="top" align="center"><italic>U</italic> = 85.00<break/> <italic>z</italic> = &#x2212;2.00</td>
<td valign="top" align="center">0.024</td>
</tr>
<tr>
<td valign="top" align="left">Car C2</td>
<td valign="top" align="center">3685.974<break/> (2359.661)</td>
<td valign="top" align="center">3892.70</td>
<td valign="top" align="center">1622.05<break/> (1538.38)</td>
<td valign="top" align="center">1365.80</td>
<td valign="top" align="center"><italic>T</italic> = 2.927<break/> (<italic>df</italic> = 32)</td>
<td valign="top" align="center">0.002</td>
</tr>
<tr>
<td valign="top" align="left">Car C3<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">3432.000<break/> (2892.018)</td>
<td valign="top" align="center">2728.10</td>
<td valign="top" align="center">2236.37<break/> (2538.39)</td>
<td valign="top" align="center">1131.30</td>
<td valign="top" align="center"><italic>U</italic> = 88.00<break/> <italic>z</italic> = &#x2212;1.89</td>
<td valign="top" align="center">0.003</td>
</tr>
<tr>
<td valign="top" align="left">Car P<xref ref-type="table-fn" rid="t2fns1">&#x002A;</xref></td>
<td valign="top" align="center">5076.168<break/> (3867.421)</td>
<td valign="top" align="center">4151.30</td>
<td valign="top" align="center">3572.25<break/> (4169.86)</td>
<td valign="top" align="center">2446.50</td>
<td valign="top" align="center"><italic>U</italic> = 96.00<break/> <italic>z</italic> = &#x2212;1.61</td>
<td valign="top" align="center">0.056</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t2fns1"><p><italic>&#x002A;Non-parametric (based on Kolmogorov&#x2013;Smirnov tests).</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS3.SSS3">
<title>Results of Electrodermal Activity Measures</title>
<p>For data pre-processing prior to the main EDA analyses, each participant&#x2019;s overall mean arousal level was computed for all cars (with the mean arousal level for each car&#x2019;s front, sides, and rear considered).<sup><xref ref-type="fn" rid="footnote3">3</xref></sup> This allowed to capture the consumers&#x2019; complex overall impressions of each car and to account for differences between the front of the car and the other sides of it (see <xref ref-type="table" rid="T3">Table 3</xref>).</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Statistics of arousal levels.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Stimulus</td>
<td valign="top" align="center" colspan="2">Americans (<italic>N</italic> = 21)<hr/></td>
<td valign="top" align="center" colspan="2">Chinese (<italic>N</italic> = 19)<hr/></td>
<td valign="top" align="center" colspan="2">Comparisons<hr/></td>
</tr>
<tr>
<td/>
<td valign="top" align="center">M<break/> (SD)</td>
<td valign="top" align="center">Mdn</td>
<td valign="top" align="center">M<break/> (SD)</td>
<td valign="top" align="center">Mdn</td>
<td valign="top" align="center">Mann&#x2013;Whitney <italic>U</italic> (<italic>z</italic>)/<italic>T</italic>-test</td>
<td valign="top" align="center"><italic>P</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Car C1</td>
<td valign="top" align="center">0.2417<break/> (0.169)</td>
<td valign="top" align="center">0.20</td>
<td valign="top" align="center">0.33<break/> (0.18)</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center"><italic>T</italic> = &#x2212;1.67<break/> (<italic>df</italic> = 38)</td>
<td valign="top" align="center">0.052</td>
</tr>
<tr>
<td valign="top" align="left">Car C2<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.21<break/> (0.15)</td>
<td valign="top" align="center">0.15</td>
<td valign="top" align="center">0.30<break/> (0.18)</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center"><italic>U</italic> = 130.00<break/> <italic>z</italic> = &#x2212;1.88</td>
<td valign="top" align="center">0.031</td>
</tr>
<tr>
<td valign="top" align="left">Car C3<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.19<break/> (0.11)</td>
<td valign="top" align="center">0.15</td>
<td valign="top" align="center">0.30<break/> (0.18)</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center"><italic>U</italic> = 118.00<break/> <italic>z</italic> = &#x2212;2.02</td>
<td valign="top" align="center">0.022</td>
</tr>
<tr>
<td valign="top" align="left">Car P</td>
<td valign="top" align="center">0.22<break/> (0.13)</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">0.36<break/> (0.21)</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center"><italic>T</italic> = &#x2212;2.60<break/> (<italic>df</italic> = 38)</td>
<td valign="top" align="center">0.007</td>
</tr>
<tr>
<td valign="top" align="left">Car Front C1</td>
<td valign="top" align="center">0.25<break/> (0.15)</td>
<td valign="top" align="center">0.15</td>
<td valign="top" align="center">0.32<break/> (0.19)</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center"><italic>T</italic> = &#x2212;1.31<break/> (<italic>df</italic> = 38)</td>
<td valign="top" align="center">0.099</td>
</tr>
<tr>
<td valign="top" align="left">Car Front C2<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.25<break/> (0.16)</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">0.34<break/> (0.24)</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center"><italic>U</italic> = 155.00<break/> <italic>z</italic> = &#x2212;1.21</td>
<td valign="top" align="center">0.114</td>
</tr>
<tr>
<td valign="top" align="left">Car Front C3<xref ref-type="table-fn" rid="t3fns2">&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.22<break/> (0.13)</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">0.36<break/> (0.27)</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center"><italic>U</italic> = 135.00<break/> <italic>z</italic> = &#x2212;1.55</td>
<td valign="top" align="center">0.061</td>
</tr>
<tr>
<td valign="top" align="left">Car Front P<xref ref-type="table-fn" rid="t3fns1">&#x002A;</xref></td>
<td valign="top" align="center">0.24<break/> (0.16)</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">0.42<break/> (0.29)</td>
<td valign="top" align="center">0.39</td>
<td valign="top" align="center"><italic>U</italic> = 137.00<break/> <italic>z</italic> = &#x2212;1.69</td>
<td valign="top" align="center">0.047</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t3fns1"><p><italic>&#x002A;Non-parametric (based on Kolmogorov&#x2013;Smirnov tests).</italic></p></fn>
<fn id="t3fns2"><p><italic>&#x002A;&#x002A;Highly significant Shapiro&#x2013;Wilk Test, so that non-parametric test was implemented.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<p>The independent <italic>t</italic>-tests (C1, P) and Mann&#x2013;Whitney tests (C2, C3) indicated significant differences between American and Chinese participants [car C1: M_US = 0.24, M_China = 0.33, <italic>t</italic>(38) = &#x2212;1.67, <italic>p</italic> = 0.052; car C2: Mdn_US = 0.15, Mdn_China = 0.29, <italic>U</italic> = 130.00, <italic>z</italic> = &#x2212;1.88, <italic>p</italic> = 0.031; car C3: Mdn_US = 0.15, Mdn_China = 0.33, <italic>U</italic> = 118.00, <italic>z</italic> = &#x2212;2.02, <italic>p</italic> = 0.022]. Car P showed the highest significant difference [M_US = 0.22, M_China = 0.36, <italic>t</italic>(38) = &#x2212;2.60, <italic>p</italic> = 0.007]. Furthermore, only the arousal levels corresponding to the car fronts, each of which is described as the &#x201C;car&#x2019;s face&#x201D; and which characterize the car&#x2019;s design (<xref ref-type="bibr" rid="B34">Keaveney et al., 2012</xref>), are processed further. These results show no significant differences for the known cars. However, they show significant differences for the front of the prototype P (Mdn_US = 0.17, Mdn_China = 0.39, <italic>U</italic> = 137.00, <italic>z</italic> = &#x2212;1.69, <italic>p</italic> = 0.047), affirming H2.</p>
<p>Regarding H3, focusing on the conscious level of visual information processing <italic>via</italic> asking for the attractiveness ratings, it was found that Chinese participants (Mdn_China = 2.00) indicated significantly lower ratings for the prototype than US-American participants (Mdn_US = 1.00, <italic>U</italic> = 156.00, <italic>z</italic> = &#x2212;1.76, <italic>p</italic> = 0.039), affirming H3. For the three known cars, the differences between Americans and Chinese were not significant (car C1: Mdn_US = 2, Mdn_China = 2.50, <italic>U</italic> = 185.00, <italic>z</italic> = &#x2212;0.92, <italic>p</italic> = 0.179; car C2: Mdn_US = 2, Mdn_China = 2, <italic>U</italic> = 193.00, <italic>z</italic> = &#x2212;0.72, <italic>p</italic> = 0.24; car C3: Mdn_US = 2, Mdn_China = 2, <italic>U</italic> = 206.50, <italic>z</italic> = &#x2212;0.36, <italic>p</italic> = 0.361).</p>
</sec>
<sec id="S3.SS3.SSS4">
<title>Culture and Arousal as Moderators</title>
<p>Individual cultural differences were captured by using traditional self-report scales for the cultural differences of individualism (vertical/horizontal orientation), collectivism (vertical/horizontal orientation), horizontal orientation (individualism/collectivism), and vertical orientation (individualism/collectivism). There was no significant difference between Chinese and American participants with regard to &#x201C;individualism&#x201D; [M_US = 5.97, SD = 1.01, M_China = 6.07, SD = 1.37; <italic>t</italic>(40) = &#x2212;0.28, <italic>p</italic> = 0.391] and &#x201C;collectivism&#x201D; [M_US = 6.97, SD = 1.11, M_China = 6.62, SD = 1.44; <italic>t</italic>(4) = 0.90, <italic>p</italic> = 0.186]. Therefore, H4a had to be rejected. However, results showed differences between the Chinese and American participants concerning horizontal orientation (Mdn_US = 7.56, Mdn_China = 6.94, <italic>U</italic> = 132.50, <italic>z</italic> = &#x2212;2.21, <italic>p</italic> = 0.014) and vertical orientation [M_US = 5.36, SD = 1.31, M_China = 6.02, SD = 1.34; <italic>t</italic>(40) = &#x2212;1.60, <italic>p</italic> = 0.059], affirming H4b (see <xref ref-type="table" rid="T4">Table 4</xref>).</p>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Statistics of cultural differences: Combined factors.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Cultural differences</td>
<td valign="top" align="center" colspan="2">Americans<break/> (<italic>N</italic> = 22)<hr/></td>
<td valign="top" align="center" colspan="2">Chinese<break/> (<italic>N</italic> = 20)<hr/></td>
<td valign="top" align="center" colspan="2">Comparisons<hr/></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">Means<break/> (SD)</td>
<td valign="top" align="center">Mdn</td>
<td valign="top" align="center">Means<break/> (SD)</td>
<td valign="top" align="center">Mdn</td>
<td valign="top" align="center">Mann&#x2013;Whitney <italic>U</italic> (<italic>z</italic>)/<italic>T</italic>-test</td>
<td valign="top" align="center"><italic>p</italic></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Individualism (V and H orientation)</td>
<td valign="top" align="center">5.97<break/> (1.01)</td>
<td valign="top" align="center">5.94</td>
<td valign="top" align="center">6.07<break/> (1.37)</td>
<td valign="top" align="center">5.80</td>
<td valign="top" align="center"><italic>T</italic> = &#x2212;0.28</td>
<td valign="top" align="center">0.391</td>
</tr>
<tr>
<td valign="top" align="left">Collectivism<break/> (V and H orientation)</td>
<td valign="top" align="center">6.97<break/> (1.11)</td>
<td valign="top" align="center">7.19</td>
<td valign="top" align="center">6.62<break/> (1.44)</td>
<td valign="top" align="center">6.72</td>
<td valign="top" align="center"><italic>T</italic> = 0.90</td>
<td valign="top" align="center">0.186</td>
</tr>
<tr>
<td valign="top" align="left">Vertical orientation<break/> (I and C)</td>
<td valign="top" align="center">5.36<break/> (1.31)</td>
<td valign="top" align="center">5.23</td>
<td valign="top" align="center">6.02<break/> (1.34)</td>
<td valign="top" align="center">6.00</td>
<td valign="top" align="center"><italic>T</italic> = &#x2212;1.60</td>
<td valign="top" align="center">0.059</td>
</tr>
<tr>
<td valign="top" align="left">Horizontal orientation<break/> (I and C)<xref ref-type="table-fn" rid="t4fns1">&#x002A;</xref></td>
<td valign="top" align="center">7.56<break/> (0.83)</td>
<td valign="top" align="center">7.56</td>
<td valign="top" align="center">6.67<break/> (1.46)</td>
<td valign="top" align="center">6.94</td>
<td valign="top" align="center"><italic>U</italic> = 132.50<break/> <italic>z</italic> = &#x2212;2.21</td>
<td valign="top" align="center">0.014</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t4fns1"><p><italic>&#x002A;Non-parametric (based on Kolmogorov&#x2013;Smirnov tests).</italic></p></fn>
</table-wrap-foot>
</table-wrap>
<p>Finally, to test H5, stating that the individual vertical orientation has an effect on the attractiveness rating of the novel car, a factorial ANOVA (bootstrapping, within-subject design) with attractiveness of P being the dependent variable (<italic>z</italic>-transformed) was computed. Moreover, we tested a potential moderating effect of arousal. The independent variables of vertical orientation (mean of factor sum) and arousal relating to prototype P were binary coded by a median split [Mdn (vertical orientation) = 5.78; Mdn (overall arousal level) = 0.28]. The results demonstrate a marginally significant main effect of consumers&#x2019; vertical orientation on the attractiveness ratings for the novel car (prototype P) [<italic>F</italic>(1,15) = 3.09, <italic>p</italic> = 0.099, &#x03B7;_p^2 = 0.171]. The arousal relating to car P showed no main effect. However, the interaction effect turned out to be highly significant [<italic>F</italic>(1,15) = 18.74, <italic>p</italic> = 0.001, &#x03B7;_p^2 = 0.55]. Follow-up tests with confidence intervals based on 1000 bootstrap samples indicated marginally significant differences between consumers with low versus high vertical orientation regarding their attractiveness ratings (M_diff = 0.65, 95% CI [&#x2212;0.54, 1.22], <italic>p</italic> = 0.081). However, there is no significant difference regarding the arousal of the novel car (prototype P) (M_diff = 0.26, 95% CI [&#x2212;1.13, 0.86], <italic>p</italic> = 0.251) (see <xref ref-type="table" rid="T5">Table 5</xref>).</p>
<table-wrap position="float" id="T5">
<label>TABLE 5</label>
<caption><p>Statistics of bootstrapped factorial ANOVA: Cultural differences and arousal level for novel product.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left" colspan="5">Dependent variable: Attractiveness rating for novel product <italic>P</italic> (<italic>z</italic>-transformed)<hr/></td>
</tr>
<tr>
<td valign="top" align="left"><bold>Independent variables</bold></td>
<td valign="top" align="center"><bold>Sum of squares</bold></td>
<td valign="top" align="center"><bold><italic>F</italic></bold></td>
<td valign="top" align="center"><bold><italic>p</italic></bold></td>
<td valign="top" align="center"><inline-formula><mml:math id="INEQ1"><mml:msubsup><mml:mi mathvariant="normal">&#x03B7;</mml:mi><mml:mrow><mml:mtext>p</mml:mtext></mml:mrow><mml:mn>2</mml:mn></mml:msubsup></mml:math></inline-formula></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Arousal level (P)</td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">0.495</td>
<td valign="top" align="center">0.03</td>
</tr>
<tr>
<td valign="top" align="left">Vertical orientation</td>
<td valign="top" align="center">1.61</td>
<td valign="top" align="center">3.09</td>
<td valign="top" align="center">0.099</td>
<td valign="top" align="center">0.17</td>
</tr>
<tr>
<td valign="top" align="left">Interaction<break/> (Arousal level &#x00D7; Vertical orientation)</td>
<td valign="top" align="center">9.75</td>
<td valign="top" align="center">18.74</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">0.56</td>
</tr>
<tr>
<td valign="top" align="center" colspan="4">[<italic>R</italic><sup>2</sup> = <italic>0.556</italic>.]</td>
<td/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p><italic>Levene&#x2019;s test showed non-significant results.</italic></p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
</sec>
<sec id="S4" sec-type="conclusion">
<title>Conclusion, Limitations, and Further Research</title>
<p>Overall, the present small-scale study contributes to a range of areas in consumer research. First, it presents new exploratory findings in the area of cultural differences in consumers&#x2019; visual attention of novel products, by providing physiological data from a field study enhancing external validity of the contribution.</p>
<p>Second, the study demonstrates that Chinese and American consumers included in our sample differ in their way, how to visually engage with products. This finding is crucial for any new product development aiming to be launched across different cultures. The cultural differences in visual attention are specifically based on unconscious processes (such as differences in gaze parameters as well as in arousal levels). These findings underline the relevance of investigating cultural differences with physiological measures in addition to behavioral ones.</p>
<p>Third, the analyses reveal that Chinese and US-American consumers included in our sample approach novel products differently. Vertical orientation in particular seems to shape the perceived attractiveness of the novel product. The level of arousal (measured at an implicit level), turns out to be the driving force in this context. Although these findings are already intriguing, further studies would be valuable to test the robustness of the differences found. Further analyses could also focus on a potentially moderating role of perceived uncertainty, thereby strengthening the findings with regard to the differences in arousal levels. Moreover, prior studies have revealed that Chinese participants show lower impulsive buying tendencies due to triggered self-control (<xref ref-type="bibr" rid="B65">Zhang et al., 2012</xref>). Because uncertainty could also be managed with higher self-control, it would be useful to observe whether the reaction to uncertainty resulting from novel product changes over time (for instance, after self-control exhaustion for the different cultures). Additionally, the findings provide an indication that Chinese consumers who are targeted for premium products like cars also tend to be more individualistic, like Western consumers. This cultural finding, potentially, demonstrates that socioeconomic change in China is shaping new cultural approaches, which is an area of inquiry that should deserve substantial attention from researchers in the near future. The present study shows that among present-day consumers, US-Americans and Chinese differ predominantly on the basis of divergent horizontal and vertical approaches.</p>
<p>Due to the small sample size, which is often the case in psychophysiological studies (<xref ref-type="bibr" rid="B49">Riedl et al., 2020</xref>), the results of the present study are exploratory in nature. Future research should build upon our findings and test whether the effects found also hold for a broader sample.</p>
<p>Moreover, we also suggest including a more diverse set of stimuli as well as further features of the cars tested. Regarding a potential psychological explanation, further research in this context should also account for further socio-demographic variables of the respondents, including individual personality characteristics beyond variables focusing on cultural difference. Doing so would enable to get a more comprehensive picture on different market segments. Focusing not only on evaluations on an attitude-level but also on intentions or actual purchase behavior would further enhance the practical implications of the topic.</p>
<p>Further research could include studies manipulating particular features and element of the cars as well as to include overall evaluations of those features beyond mere visual aspects or where subject asked to mentally compare the cars. This could include qualitative investigations focusing on the mental representations of the features of the cars.</p>
<p>A valuable extension of this research would result from measuring not only the arousal level as such but also including other methods, which are capable of capturing the associated valence component. In this regard, methods like startle reflex modulation (e.g., <xref ref-type="bibr" rid="B35">Koller and Walla, 2012</xref>) or fMRI would support the further exploration of the valence changes in EDA levels of consumers with low or high vertical orientations. This would also allow gaining a better understanding of the role of arousal within the context of novel products in a qualitative manner. It would help to develop further insights into the role of positively toned (e.g., excitement or curiosity) or rather negatively toned (e.g., risk and uncertainty) facets within the evaluation and decision-making processes of novel products. Furthermore, moving into the area of brain activation research offers potential for providing information about underlying brain mechanisms that can reveal important insights into the influence that cultural patterns and ongoing cultural changes impose on consumer decision-making. The significance of this line of research extends beyond Chinese and US-American cultures, and beyond the valuable knowledge of responses to novel products. In this way, the present research has potentially opened an avenue of investigation that both needs and deserves an energetic research response.</p>
</sec>
<sec id="S5" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the first and corresponding author upon request, without undue reservation.</p>
</sec>
<sec id="S6">
<title>Ethics Statement</title>
<p>The studies involving human participants were reviewed and approved by IRB, Zeppelin University. The patients/participants provided their written informed consent to participate in this study.</p>
</sec>
<sec id="S7">
<title>Author Contributions</title>
<p>IR was the leading author responsible for data collection, data analysis, and the first draft of the manuscript. This manuscript was one part of her Ph.D. thesis &#x201C;Beitr&#x00E4;ge zur Integration neurophysiologischer Methoden in das Innovationsmanagement.&#x201D; MH, MK, and PK contributed equally to the manuscript, revisions, and writing on the provided draft. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="conf1" sec-type="COI-statement">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="pudiscl1" sec-type="disclaimer">
<title>Publisher&#x2019;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>IR received funding of personnel and travel costs for her Ph.D. from AUDI AG. The authors declare that for this study, AUDI AG. did not influence the study design, collection, analysis, interpretation of data, the writing of this article or the decision to submit it for publication. Studies were planned and applied according to standard rules of freedom in research.</p>
</sec>
<ack><p>The authors would like to thank Bruno Preilowski, former head of Hugo-Eckener Laboratory for Experimental Psychology and Brain Research at Zeppelin University for supporting with the experimental set-up.</p>
</ack>
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<fn-group>
<fn id="footnote1">
<label>1</label>
<p>Age differences between samples are due to the possible pool of participants in the targeted consumer segment. We assume no bias here, because studies on age differences and visual attention are mainly focused on performance and age ranges are much higher between young (around 20 years) and older (around 60 years) participants (see for example <xref ref-type="bibr" rid="B41">Madden et al., 2007</xref>).</p></fn>
<fn id="footnote2">
<label>2</label>
<p>It needs to be mentioned that three US-American and four Chinese participants had to be excluded due to inaccurate eye tracking after re-calibration.</p></fn>
<fn id="footnote3">
<label>3</label>
<p>It needs to be mentioned that one US-American and one Chinese participants had to be excluded due to inaccurate EDA measurements.</p></fn>
</fn-group>
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</article>