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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>ORCID:</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Evaluating the Ergonomics of Online Store User Interfaces Based on Visual Analytics</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Konstantin Dergachev</string-name>
          <email>kv.dergachev@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Elena Dergacheva</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>DNS sites.</string-name>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Bryansk State Technical University</institution>
          ,
          <addr-line>bulv. 50 let Oktyabrya 7, Bryansk, 241035</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2016</year>
      </pub-date>
      <volume>000</volume>
      <fpage>0</fpage>
      <lpage>0002</lpage>
      <abstract>
        <p>The volume of the online commerce market is growing steadily; however, the online store conversion remains at a fairly low level. One of the reasons for the low conversion rate of online stores is the lack of the ergonomic design. The interface expert assessment and usability testing allow identifying interface errors of existing sites. The methodology is proposed for testing the ergonomics of the graphical user web interface of online stores based on choosing alternatives and visual analytics. The methodology is based on combining expert assessment of user interfaces with usability testing throughout the design process. Expert assessment is a quick way to find the main ergonomic problems, which is recommended to be used at the stages of developing technical specification, prototyping and final testing. The expert assessment mechanism of ergonomics is improved based on interface checklists and visual analysis of results.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Graphical user interface,</title>
    </sec>
    <sec id="sec-2">
      <title>Web interface, ergonomics, online store, interface design, prototyping, checklist, evaluation methodology, decision making, multi-criteria evaluation,</title>
      <sec id="sec-2-1">
        <title>1. Introduction</title>
        <p>
          2021 Copyright for this paper by its authors.
increasing the number of accounts by almost 19%, which has ultimately enhanced revenues by more
than $1 million [
          <xref ref-type="bibr" rid="ref5">5</xref>
          ].
        </p>
        <p>Interface problems can be divided into design ergonomics concerns and the problems of interface
incompatibility with the user activity structure. In relation to many online store sites, the second problem
is successfully solved, due to the sufficient simplicity and standardising the process of finding and
purchasing goods. If the user non-standard behaviour on the site is planned, related to the specifics of
the online store subject area and the features of the purchase, then the interaction must be carefully
checked on the system potential users.</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>The problem of improving design ergonomics for many sites comes to the fore and is subject to more</title>
      <p>detailed study.</p>
      <p>
        The presence and properties of the Web interface individual components are regulated by the quality
manual for Web interfaces ISO 9241-151: 2008 [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ], however, aspects of evaluating the ergonomics of
the online store Web interface are not affected by this and other standards [
        <xref ref-type="bibr" rid="ref7 ref8">7, 8</xref>
        ]. Therefore, the problem
of creating a methodology for testing online store ergonomics is urgent.
      </p>
    </sec>
    <sec id="sec-4">
      <title>Comparative expert analysis of the speed of similar site users can be carried out using the GOMS</title>
      <p>
        method [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. However, this method has significant limitations, does not allow identifying problems and
ways for their solution, and is not intended for a comprehensive assessment of the interface ergonomics.
      </p>
    </sec>
    <sec id="sec-5">
      <title>In work [10], a method is proposed for formalizing the interface quality assessment relative to similar</title>
      <p>programme interfaces. However, the analogs under consideration may not be ideal, which may lead to
decreasing the quality level and complicating the expert assessment procedure.</p>
      <p>
        Ergonomics testing is based on selecting and using many criteria and characteristics, the set of which
can vary for each site. The general set of requirements for the website interfaces is determined by the
standard [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. When designing and evaluating each website, the standard requirements are to be
transformed into a set of easily verifiable and understandable ergonomic criteria and characteristics.
This set is developed by expert designers, domain specialists, constructors, customers, and other
decision makers. Differences in viewpoints, as a rule, are observed both among the groups of
decisionmakers and within each group, which can lead to emerging redundant criteria, differences in evaluating
the interface quality.
      </p>
      <p>
        The subjectivity of the criteria for evaluating the interface and interpreting the results of testing
interfaces introduced by decision-takers makes the task of multi-criteria evaluation and choice of the
alternatives urgent. The use of visual analytics methods allows reducing the number of alternatives and
criteria, can increase the objectivity of the proposed assessment methods, as well as the objectivity of
interpreting the study results of the interface ergonomics [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ].
      </p>
      <p>
        Applying specialized methods of data visualization can also improve the analysis efficiency of large
amounts of data [
        <xref ref-type="bibr" rid="ref12 ref13 ref14 ref15">12-15</xref>
        ]. Using visual analytics is especially important for the comparative analysis of
a few analog interfaces for several dozen characteristics at the stage of developing a technical task, as
well as at the stage of evaluating several options for interface prototypes of the designed application.
      </p>
      <p>Thus, the task arises of creating a methodology for evaluating the interface ergonomics, which will
allow determining a set of adequate assessment criteria, objectively evaluate by criteria, clearly present
the study results and draw a conclusion about the advantages, disadvantages and directions of improving
the interface.</p>
      <sec id="sec-5-1">
        <title>2. Relationship between the interface design and ergonomics evaluation</title>
      </sec>
    </sec>
    <sec id="sec-6">
      <title>A generalized scheme for designing a user interface, on the basis of which a methodology for evaluating ergonomics has been developed, is shown in Figure 1.</title>
      <p>
        The developed methodology is based on the following formulated principles:
1. The expert assessment and usability testing of the interface should be applied in the design,
starting from developing technical specifications, and then when checking the correctness of the first
and subsequent versions of the prototype, since with each new iteration, fixes in the interface are
more expensive than at the previous one.
2. The biggest problems of analog interfaces or the system being developed can be discovered by
experts involved in the design process. The expert conducts a preliminary check of the interface
compliance with the technical specification requirements and ergonomics criteria. Therefore,
starting from the early design stages, it is advisable to involve experts to evaluate the decisions made
within the developed prototypes. Expert assessment usually precedes usability testing.
3. The procedure for evaluating the interface quality by an expert is heuristic and subjective;
therefore it is necessary to formalize this process in order to ensure the objectivity and evidence of
the expert conclusions with a minimum loss in the examination speed. To ensure the reliability and
consistency of the research findings, it is necessary to provide for a multi-criteria evaluation of the
expert judgment conformity and, if necessary, take measures aimed at increasing the conformity
[16]. In addition, it is advisable for an expert to have visual analytics tools at his disposal.
4. Interface design is an iterative process focused on improving different versions of the interface
prototype by periodic peer review and user testing [17, 18].
5. The effectiveness of the interface solutions of each prototype is checked by means of the interface
expert assessment and / or usability testing [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. If testing shows acceptable results of compliance
with the technical task requirements or with its abbreviated version that is the checklist, then one
proceeds to developing a better version of the prototype, otherwise (if ergonomic problems are
found), the current version is corrected or developed anew [17].
      </p>
    </sec>
    <sec id="sec-7">
      <title>6. Usability testing of the interface is carried out by potential users of the online store who are</title>
      <p>familiar with the subject area. It is recommended to involve test groups of 4-5 participants. This
study is advisable to carry out after eliminating expert comments. A promising area of interface
testing is biometric assessment and tracking the user view direction. These techniques make it
possible to reveal the user hidden subconscious motives [19].</p>
      <p>User interface ergonomics depends on the quality of carrying out individual work within the
interface design framework. At the first design stage, the features of the subject area and analog
interfaces are studied. Analysing the interfaces of analogous systems involves the expert selection of
the evaluation criteria. Given the subjectivity and differences in the expert opinions, this task of
multicriteria evaluation will require involving the resources of the software analytical system to select
objective criteria and the degree of their importance (the process of “Analysis of opinions”). Then
ranking the evaluation criteria is performed and the interface is directly analyzed. The interface analysis
can be performed both by an expert and by an analytical system that carries out the analysis on the rule
base and the estimation model. Further, according to the analysis results, one obtains numerical and
visualized data that reveal the advantages and disadvantages of the interface under consideration. The
data received are used to develop the technical specification and interface checklist. After the expert
assessment, usability testing of similar interfaces can be used, which helps to identify their objective
additional flaws and to confirm the problems found by the experts.</p>
      <p>The analysis of user requirements, as a rule, is based on observing user activities according to
predeveloped scenarios and questionnaires, allowing identifying goals, objectives, and typical examples of
applying the interface.</p>
      <p>At the high-level design, the designer arranges navigation links between the interface blocks. Testing
users by the classification method of card sorting helps one to determine the navigation links by the
user view, to group functions in menus and on separate pages, to determine the product catalogue
structure. In this situation, the “Analysis of opinions” block performs the processing and interpreting of
statistical information obtained as a result of card sorting.</p>
      <p>Low-level design is the stage at which expert assessment involves estimating the quality and
identifying shortcomings of the paper, presentation, pseudo-real and real versions of the prototype. The
peer review scenario at this stage is similar to studying the analogs, with the exception of its iteration.
Evaluating the prototype version interface is carried out within the framework of the previously
developed technical task. Visualizing the level of the criteria fulfilment allows one to understand the
degree of the project readiness and to determine the places where the interface needs improving.
Usability testing allows one to determine the prototype compliance with the technical task requirements
and is the main way to determine the ergonomics of the developed interface.</p>
      <sec id="sec-7-1">
        <title>3. Methodology for evaluating ergonomics</title>
        <p>In checking the interface ergonomics, expert assessment takes a dominant position, especially at the
initial design stages when developing technical specifications. The mechanism of checklists [20],
supplemented by a visual evaluation model, allows having a quick and accurate assessment of the
interface ergonomics or its prototype ergonomics. A checklist is a list of requirements for individual
properties and interface elements that have their own weighting coefficients. If the requirement is met,
its weight is added to the total amount; if it is not met, the weight is not added. The requirements are
not always met unambiguously and at a high level, therefore it is proposed to take into account the
degree of the requirement fulfilment on a six-point scale (0 – the requirement is not met, 5 – the
requirement is met in full). An interface checklist is developed for each project, but a universal basic
checklist grounded on the basic ergonomic requirements for such sites can be proposed for designing
an online store site.</p>
        <p>To evaluate the ergonomics of the graphical user interface of online store sites, it is proposed:
1. To select uniquely defined characteristics (criteria) for evaluating the interface ergonomics.
2. To assign to the ergonomics characteristics j quantitative values of the weighting
coefficients   determining the importance of the characteristics. The sum of the weighting factors
must be equal to 1.
3. To choose a scale for evaluating the ergonomics characteristics (for example, a six-point scale
from pj=0 which means that the characteristic is not implemented until pj=5 which means that the
characteristic is implemented at the highest level).
interface.</p>
        <sec id="sec-7-1-1">
          <title>Evaluating the quality of the online store interfaces by user speed</title>
        </sec>
        <sec id="sec-7-1-2">
          <title>Ergonomic features / interface solutions</title>
          <p>
            Each of the ergonomics criteria is implemented through various characteristics of a variety of
interface elements and interface solutions determined by the user mental model, subject area and
standard [
            <xref ref-type="bibr" rid="ref7">7</xref>
            ].
          </p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-8">
      <title>The problem of identifying the interface individual characteristics and especially determining their</title>
      <p>weighting coefficients is associated with the mutual influence of various ergonomic characteristics on
different criteria of ergonomics. For example, fewer data entry errors tend to result in increasing the
speed and user higher subjective satisfaction. Due to their versatility, such characteristics can have
higher weighting coefficients characterising their importance to ensure the ergonomics of the site user</p>
      <p>To test the methodology, the site interfaces of Eldorado [21], M.Video [22] and DNS [23] online
stores are analysed. The comparison results are presented in Table 1-4.</p>
      <p>To calculate the integral estimation of ergonomics using the formula for determining the
ergonomics level of the V interface:

=
∑    

to use other types of decision rules, as well as their combinations.</p>
    </sec>
    <sec id="sec-9">
      <title>To conduct ranking and clustering of ergonomic characteristics according to the main criteria of ergonomics (user speed, reduction in the number of errors, subjective satisfaction, clarity of the</title>
    </sec>
    <sec id="sec-10">
      <title>To build a visual evaluation model that allows one to objectively and visually present the results interface). of the ergonomics test.</title>
    </sec>
    <sec id="sec-11">
      <title>To draw conclusions about the shortcomings of the analyzed sites.</title>
      <p>Thus, the maximum possible value of user interface ergonomics level is Vmax=5.
The ergonomics of any online store interface is based on the following criteria:
14.</p>
    </sec>
    <sec id="sec-12">
      <title>User speed</title>
    </sec>
    <sec id="sec-13">
      <title>Reduction of user errors</title>
    </sec>
    <sec id="sec-14">
      <title>User subjective satisfaction</title>
    </sec>
    <sec id="sec-15">
      <title>Interface comprehensibility</title>
      <sec id="sec-15-1">
        <title>Interface quietness</title>
      </sec>
      <sec id="sec-15-2">
        <title>Restricting on decision making (shopping cart)</title>
      </sec>
      <sec id="sec-15-3">
        <title>Minimizing data entry</title>
      </sec>
      <sec id="sec-15-4">
        <title>Navigating</title>
      </sec>
      <sec id="sec-15-5">
        <title>Sorting and filtering search results</title>
      </sec>
      <sec id="sec-15-6">
        <title>Combining typical actions (purchase)</title>
      </sec>
      <sec id="sec-15-7">
        <title>Grouping related items</title>
      </sec>
      <sec id="sec-15-8">
        <title>Simplicity (number of elements)</title>
      </sec>
      <sec id="sec-15-9">
        <title>System memory (information storage)</title>
      </sec>
      <sec id="sec-15-10">
        <title>Searching hints</title>
      </sec>
      <sec id="sec-15-11">
        <title>Size of interface elements</title>
      </sec>
      <sec id="sec-15-12">
        <title>Searching by part of a word</title>
      </sec>
      <sec id="sec-15-13">
        <title>Searching history Arranging items in order of importance</title>
        <p>kj
0,04
0,03
0,03
0,03
0,03
0,02
0,02
0,02
0,02
0,02
0,015
0,015
0,015</p>
      </sec>
      <sec id="sec-15-14">
        <title>Ergonomic features / interface solutions</title>
      </sec>
      <sec id="sec-15-15">
        <title>Pictogram comprehensibility</title>
      </sec>
      <sec id="sec-15-16">
        <title>Standard nature of elements</title>
      </sec>
      <sec id="sec-15-17">
        <title>Changing properties of elements during the interaction</title>
      </sec>
      <sec id="sec-15-18">
        <title>Compliance with the industry standards</title>
      </sec>
      <sec id="sec-15-19">
        <title>Displaying the access path</title>
      </sec>
      <sec id="sec-15-20">
        <title>Visible ownership of controls to an object</title>
      </sec>
      <sec id="sec-15-21">
        <title>Reference for typical actions</title>
      </sec>
      <sec id="sec-15-22">
        <title>Tooltips Subject area reference</title>
        <p>kj
0,035
0,035
0,03
0,03
0,025
0,02
0,015
0,015
0,015</p>
      </sec>
    </sec>
    <sec id="sec-16">
      <title>As a result of the calculations according to formula 1, we will determine the level of the interface</title>
      <p>quality of the compared sites. Eldorado website has its interface ergonomics score of VE=3,575.
M.Video website shows the second result, that is VM=3,88. DNS site has the best level of the interface
ergonomics, that is VD =4,155 among those considered websites.</p>
      <p>The integral value of the interface quality level gives us insights into the necessity to improve the
site. Making a decision about the characteristics that need to be improved requires clustering, ranking
and comparing individual ergonomic characteristics.</p>
    </sec>
    <sec id="sec-17">
      <title>It is proposed to evaluate ergonomics within the four identified clusters that meet the main</title>
      <p>ergonomics criteria. A radar chart is chosen as a visual benchmark for comparing multiple interfaces.
The choice of radar diagram is due to the fact that the evaluated characteristics are not related to each
other, as well as the fact that the area bounded by the diagram line is proportional to the quality level
of the interface.</p>
      <p>Let's construct separate diagrams for the characteristics of each of the four ergonomics criteria. The
quality level of each feature is determined by multiplying the rating of each site by the feature weighting
coefficient. As a result, based on the data in tables 1-4, we will obtain the corresponding diagrams for
evaluating the ergonomic characteristics of online stores (Figure 2).</p>
      <p>a)
13
14
12
15
11
16
10
0,2
0,15
0,1
0,05
0
1</p>
      <sec id="sec-17-1">
        <title>Eldorado</title>
      </sec>
      <sec id="sec-17-2">
        <title>M.Video DNS 4 4</title>
        <p>4
5
4
4
4
4
3
2
5
4
4
3
4
4
4
4
5
0,15
0,1
0,05
0
1
pj
3
4
3
4
4
4
4
3
3
4
3
c)
13
12
11
14
0,25
0,2
0,15
0,1
0,05
0
10
7
9
8
3
6
4
5
d)
8
7
9
2
0,2
0,15
0,1
0,05
0
4
3
6
Eldorado
DNS
5</p>
      </sec>
    </sec>
    <sec id="sec-18">
      <title>Analyzing the deviation of the line corresponding to a specific interface from the line of the</title>
      <p>maximum quality level (MAX), as well as the area formed by this line, it is possible to draw a conclusion
about the level of the interface quality. The closer the points of the broken curve to the centre of the
diagram, the lower the overall level of quality of this criterion implementation in the interface of the
site in question.</p>
    </sec>
    <sec id="sec-19">
      <title>Using such diagrams, one can solve two types of problems:</title>
      <p>1. Improving the interface of one of the analyzed sites (determining the ergonomic characteristics
by which the site lags behind the maximum indicator and the competitors).</p>
    </sec>
    <sec id="sec-20">
      <title>2. Designing the interface of a new site (determining the best ergonomic solutions or improving</title>
      <p>those available in analogs).</p>
      <p>Let's show by example approaches to solving the problem of improving the site of Eldorado online
store. Figure 2a shows that M.Video and DNS sites are leading in terms of user speed. It is advisable to
take ergonomic characteristics № 2, 11, 12, 13 of DNS site and № 9 of M.Video site as standards of
implementation.</p>
      <p>It is necessary to pay attention to the characteristics of the leading interfaces; the points of their
diagrams are as distant as possible from the maximum values. They are the best of the considered
analogs, but their improvement will provide the most significant gain in ergonomics. Thus, we can
recommend to improve and use ergonomic characteristics № 1, 3, 8 of DNS leader site.</p>
      <p>The characteristics of Eldorado site № 4, 7, 14 are rated on par with those of the competitors, but
they need improving. The characteristics of Eldorado site № 5, 6 10, 12, 16 are maximum and do not
need any improvement.</p>
    </sec>
    <sec id="sec-21">
      <title>The task of designing a new site interface requires knowledge of the main disadvantages and</title>
      <p>advantages of the similar sites. From the diagram in Figure 2, we can see that it is advisable to take
characteristics № 2, 11, 12, 13, 16 of DNS site, characteristics № 5, 6, 10, 12 of Eldorado site and
characteristics № 9 of M.Video site as standards of implementation. Then we consider the
characteristics of the leading interfaces, as the points of their diagrams are distant from the maximum
values. Thus, we can recommend to improve and use ergonomic characteristics № 1, 3, 4, 7, 8, 14 of</p>
    </sec>
    <sec id="sec-22">
      <title>DNS leader site.</title>
      <sec id="sec-22-1">
        <title>4. Conclusion</title>
        <p>Thus, the proposed methodology makes it possible to determine the absolute value of the user
interface ergonomics level for the online store website, as well as the relative level of interface quality
in the case of comparing several sites. Presenting visual analysis tools obtained in the process of
evaluating the ergonomics of the alternative site allows one to involve expert cognitive capabilities in
the analysis process and to perceive the solution fully, entirely using all the evaluation criteria proposed
in the work. The described technique can be applied at the initial design stages as an express analysis
for setting development goals, as well as at the stage of designing and testing interface prototypes to
evaluate the decisions made as an addition to usability testing methods and independently of them. With
the help of expert assessment according to the methodology proposed in this work, it is possible to
quickly determine the strengths and weaknesses of user interfaces, which are advisable to take into
account when creating new sites for online stores or improving existing sites.</p>
      </sec>
      <sec id="sec-22-2">
        <title>5. References</title>
        <p>[16] A. Podvesovskii, O. Mikhaleva, et. al., Model of Control of Expert Estimates Consistency in</p>
      </sec>
    </sec>
    <sec id="sec-23">
      <title>Distributed Group Expertise. in: A. Kravets et. al. (eds) Creativity in Intelligent Technologies and</title>
    </sec>
    <sec id="sec-24">
      <title>Data Science. CIT&amp;DS 2017. Communications in Computer and Information Science; 754. Cham:</title>
      <p>Springer, 2017, pp. 361-374. doi: 10.1007/978-3-319-65551-2_26.
[17] O.V. Sayapin, O.V. Tikhanychev, S.V. Chiskidov, I.A. Bystrakova, Development of Applied</p>
    </sec>
    <sec id="sec-25">
      <title>Programme Interfaces: Modelling or Prototyping, in: Applied Informatics, Vol. 15, No. 1 (85),</title>
      <p>2020, pp. 47-56. doi: 10.24411/1993-8314-2020-10004.
[18] O.V. Tikhanychev, User Interfaces in Automated Systems: Development Problems, in: Software
systems and computational methods, Vol. 2, 2019, pp. 11-22. doi:
10.7256/24540714.2019.2.28443.
[19] D.A. Kostyuk, O.O. Latiy, A.A. Markina, Approach to Biometric Evaluation of the Graphical User
Interface Ergonomics, in: Bulletin of Brest State Technical University. Physics, mathematics,
computer science, Vol. 5 (101), 2016, pp. 46-49.
[20] D.P. Soroka, Evaluating Method Analysis of the User Interface Ergonomic Indicators In the world
of scientific discoveries, No. 10-2 (70), 2015, pp. 894-906.
[21] Eldorado.ru, 2021. URL: https://www.eldorado.ru
[22] M.Video, 2021. URL: https://www.mvideo.ru
[23] DNS, 2021. URL: https://www.dns-shop.ru</p>
    </sec>
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