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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>University Teachers' Verbal and Nonverbal Behavior as a Factor of Students' Evaluating Online-lectures</article-title>
      </title-group>
      <contrib-group>
        <aff id="aff0">
          <label>0</label>
          <institution>Herzen State Pedagogical University of Russia</institution>
          ,
          <addr-line>Saint-Petersburg, Russia 48 Moyka Embankment, St. Petersburg, 191186</addr-line>
          ,
          <country country="RU">Russia</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2020</year>
      </pub-date>
      <fpage>0000</fpage>
      <lpage>0002</lpage>
      <abstract>
        <p>The significance of psychological investigations of e-learning corresponds with intensive development of online education. The article presents the results of the study, which was aimed at analyzing the features of the university teachers' verbal and nonverbal behavior as a factor of students' evaluating the effectiveness of online-lectures. Students (n=453) watched videos of 30 online lectures (10-12 minutes, 50% female lecturers) and evaluated their content (parameters “Quality of content”, “Usefulness for future professional activities”) and emotional impression. The verbal and nonverbal behavior of lecturers was described by two experts with such parameters as “Kinetics”, “Paralinguistic”, “Interaction with students” and “Lecture content”. The results of cluster analysis reveal three behavior models of online-lecturers: “open communicative position with spontaneous verbal behavior”, “open communicative position with drafted verbal behavior” and “closed communicative position with drafted verbal behavior”. Multivariate analysis identified the models of verbal and nonverbal behavior of male and female lecturers, which determine the highest evaluation of lectures: open communicative position with drafted verbal behavior for female lecturers and closed communication position with spontaneous verbal behavior for male lecturers.</p>
      </abstract>
      <kwd-group>
        <kwd>online-lecture</kwd>
        <kwd>university teacher</kwd>
        <kwd>verbal behavior</kwd>
        <kwd>nonverbal behavior</kwd>
        <kwd>students</kwd>
        <kwd>students' subjective evaluation of lecture effectiveness</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>
        Nowadays, there is a rapid growth of distance learning technologies in education,
including the spread of online-lectures. These technologies are expanding the pool of
potential students [
        <xref ref-type="bibr" rid="ref25">25</xref>
        ], providing educational opportunities for employed students as
well as for students with health problems, members of racial and ethnic minorities
[
        <xref ref-type="bibr" rid="ref16">16</xref>
        ]. Thus, online technologies make educational services more accessible. At the
same time, online learning places high demands on students' academic motivation and
self-regulation [
        <xref ref-type="bibr" rid="ref18 ref9">9, 18</xref>
        ]. Therefore, the problem of its effectiveness in general and the
      </p>
      <p>Copyright ©2020 for this paper by its authors.</p>
      <p>
        Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0).
effectiveness of online lectures in particular is related to the students’ interest in
learning, readiness for autonomous working with educational materials and using them to
complete various educational tasks. Psychological factors of students’ interest and
motivation in offline learning are studied fairly completely to date. Psychological
studies of offline learning show that developing and improving of students' interest in
offline learning is largely determined by verbal and non-verbal behavior of the
teacher, which manifests his personal and professional traits [
        <xref ref-type="bibr" rid="ref13 ref3">3, 13</xref>
        ]. Effective and
ineffective models of the teacher’s offline behavior are described in previous studies.
However, “teacher-student” interaction in online learning differs appreciably [
        <xref ref-type="bibr" rid="ref44">44</xref>
        ],
therefore it is not possible to transfer this information directly. Currently, the patterns of
effective and ineffective models of the teacher’s online behavior have not been
sufficiently studied [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. This study analyzes the features of verbal and non-verbal behavior
of an online-lecturer, which contribute to improving the effectiveness of
onlinelecture (by students’ evaluating).
      </p>
    </sec>
    <sec id="sec-2">
      <title>Verbal and nonverbal behavior of online-lecturer</title>
      <sec id="sec-2-1">
        <title>Online-lecture as a form of “teacher-student” interaction</title>
        <p>
          An online-lecture is a form of transmission of educational material using the Internet.
Experts identify three forms of online-lectures: public media-lecture (monologue of
the lecturer to the real learners in a classroom, which is filmed and posted on the
Internet); lecture-visualization with audio (a lecturer comments some slides or clips, but
there are no his/her image in the video); media-lecture without audience (lecturer
gives information in the studio without learners) [
          <xref ref-type="bibr" rid="ref46">46</xref>
          ]. This classification is based on
two parameters: the availability/absence of a teachers' image and real learners in a
video. Each of these parameters could influence the students' perception of
educational information.
        </p>
        <p>
          The availability of a teacher’s image in a video was evaluated negatively in the
early stages of online technologies, since it was assumed that it added excess information
to educational materials and provided an excessive cognitive load on students [
          <xref ref-type="bibr" rid="ref14">14</xref>
          ].
However, the recent studies have shown that the students usually prefer
videolectures, which include the images of the teachers. Moreover, the students are more
involved in this type of online-lecture. The availability of the teacher’s image in the
video contributes to the perception of various social signals, which contribute to
improving the outcomes of learning [
          <xref ref-type="bibr" rid="ref12 ref36">12, 36</xref>
          ]. Experiments show that students spend no
more than 25 % of the time to perceiving of the teacher, and it does not disrupt the
assimilation of knowledge and does not increase the time to process the information
[
          <xref ref-type="bibr" rid="ref19">19</xref>
          ]. Students are more engaged in the content of video-lecture if the teacher’s image
is available [
          <xref ref-type="bibr" rid="ref26">26</xref>
          ]. The quality of assimilation of the information improves if
onlinelecturer is personalized [
          <xref ref-type="bibr" rid="ref33">33</xref>
          ]. In addition, the availability of a teacher’s image assures
students that they are able to complete the educational tasks, which are shown in the
video [
          <xref ref-type="bibr" rid="ref29">29</xref>
          ]. However, the effectiveness of the video with a teacher’s image varies
depending on the type of knowledge: this image could contribute to the assimilation
of declarative knowledge, but interfere with the development of procedural skills [
          <xref ref-type="bibr" rid="ref28">28</xref>
          ].
In general, research data mainly support the theory of social presence [
          <xref ref-type="bibr" rid="ref43">43</xref>
          ] as a more
relevant framework for studying online communication “teacher-student”. This theory
argues that social signals from the teacher (eye contact, facial expressions, gestures,
etc.) contribute to better understanding of the information by the students [
          <xref ref-type="bibr" rid="ref48 ref49">48, 49</xref>
          ].
        </p>
        <p>
          The problem of the audience's presence in the video-lecture remains debatable.
Some researchers believe that the availability of the real learners in the video is more
preferable, since it contribute to developing an emotional background of
“teacherstudents” communication, which catalyzes the transfer of the teacher’s personal
experience [
          <xref ref-type="bibr" rid="ref30">30</xref>
          ]. And, the lecturer’s behavior highlights his/her personal and professional
individuality if the learners are available, because it is the most common context of
“teacher-students” interaction [
          <xref ref-type="bibr" rid="ref24">24</xref>
          ]. “Student-student” interaction also is a significant
part of online learning [
          <xref ref-type="bibr" rid="ref42">42</xref>
          ]. Thus, the students’ demand for presence some learners on
the video could be quite strong. At the same time, the availability of some learners in
the video could promote the reduction of the students’ subjective contact with the
teacher and the decrease the degree of their involvement in the online-lecture.
1.2
lecturers
        </p>
      </sec>
      <sec id="sec-2-2">
        <title>Examination of verbal and nonverbal behavior of the online</title>
        <p>
          Currently, the online-lecturers’ behavior and its impact on the effectiveness of online
learning are not enough detailed in empirical studies, despite the fact that other
aspects of online communication (for example, social networks or on dating sites) are
described more completely. The main research focus is on verbal and nonverbal
means for expressing the social presence of the teacher, which is crucial for attracting
online students [
          <xref ref-type="bibr" rid="ref39 ref4">4, 39</xref>
          ]. The most important predictors of social presence in a virtual
classroom are social cues, and teachers should provide them for their online students
[
          <xref ref-type="bibr" rid="ref38 ref45">38, 45</xref>
          ]. The researchers emphasize that, a presence does not emerge automatically in
the Internet environment, but it needs intentional development [
          <xref ref-type="bibr" rid="ref34">34</xref>
          ]. In this regard, the
issue of the ways to establishing and maintaining a presence of the teacher is relevant
for online education [
          <xref ref-type="bibr" rid="ref35">35</xref>
          ]. Another issue concerns the teacher’s means of encouraging
social presence of students, as it is considered an important factor in the development
of interest in learning and its effectiveness [
          <xref ref-type="bibr" rid="ref47">47</xref>
          ]. The online-lecturer has the greatest
impact on maintaining the presence, as carried a dominant communicative load [
          <xref ref-type="bibr" rid="ref21">21</xref>
          ].
        </p>
        <p>
          Several verbal and nonverbal aspects of the teacher’s online-behavior is proved as
the factors, which contribute to enhancing social presence and thus to improving the
effectiveness of online learning. Some experts describe elements of nonverbal
behavior that affect the effectiveness of online-lectures: relevant use of paralinguistic means
(pauses, timbre, rapidity of speech, expressiveness, etc.) [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ]; bodily signals
supporting a sense of presence [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ]; teacher’s immediacy as a complex behavioral model [
          <xref ref-type="bibr" rid="ref6">6</xref>
          ];
kinetic aspects of communication (gestures, facial expressions, pantomime) [
          <xref ref-type="bibr" rid="ref17">17</xref>
          ].
Other researchers describe the features of the online-lecturer's verbal behavior: the
special introductory messages to manage students’ impressions [
          <xref ref-type="bibr" rid="ref40">40</xref>
          ]; the peculiar
techniques for constructing and maintaining the expert status [
          <xref ref-type="bibr" rid="ref20">20</xref>
          ]; the methods for
personification of the lecture communications, including the use of personal pronouns
Me and We [
          <xref ref-type="bibr" rid="ref37">37</xref>
          ]. Special attention is paid to the presentation of educational
information in a video lecture, which is implemented by use of verbal techniques too [
          <xref ref-type="bibr" rid="ref42">42</xref>
          ].
The content of the online-lecture should be as informative as possible, but clear
and structured, in order to avoid excessive cognitive load [
          <xref ref-type="bibr" rid="ref32">32</xref>
          ]. The importance of text
structuring also reveals in other genres of online communication [
          <xref ref-type="bibr" rid="ref15">15</xref>
          ].
        </p>
        <p>In general, studies of online-lecturer’s verbal and nonverbal communication show
its relevance for the social presence, and, consequently, for the effectiveness of
online-lecture, but the complete models of the effective verbal and nonverbal
behavior of online-lecturer have not yet been described.</p>
        <p>
          We should note that the gender specificity of verbal and nonverbal behavior is
found out in terms of offline communication [
          <xref ref-type="bibr" rid="ref27 ref31 ref5">5, 27, 31</xref>
          ], in particular gender
specificity of the teachers’ behavior [
          <xref ref-type="bibr" rid="ref1">1</xref>
          ]. Moreover, students could interpret the same behavior
of male and female teachers differently [
          <xref ref-type="bibr" rid="ref10 ref22">10, 22</xref>
          ]. But, we have not found information
about gender characteristics of verbal and nonverbal behavior of the online-teachers.
        </p>
        <p>Thus, we can assume the proven contribution of the teacher’s verbal and
nonverbal behavior to the effectiveness of online-lecture. But, many issues of the
effectiveness of the online-lecturer's verbal and non-verbal behavior remain unclear. It
determines the importance of studying the relationship between the verbal and nonverbal
behavior of an online-lecturer and its relation to students’ evaluating of a lecture.
2</p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>The present study</title>
      <p>This study was aimed at analyzing the features of the teacher’s verbal and nonverbal
behavior as a factor of students’ evaluating the effectiveness of online-lecture. Firstly,
we hypothesize that it is possible to identify generalized models of verbal and
nonverbal behavior of teachers, which are connected with high students’ evaluates of
online-lecture. Secondly, we predicted the difference between the models of verbal
and nonverbal behavior of male and female online-lecturers that allow students to rate
an online-lecture highly.
2.1</p>
      <sec id="sec-3-1">
        <title>Participants and procedures</title>
        <p>483 participants took part in the study, among them 30 teachers (aged 27-77,
М=43.17; SD=11.56, 50 % female, teaching experience 12.13±8.52 years) and 453
students of pedagogical faculties (aged 18-24, М=19.10; SD=1.27, 79.6 % female).
For the study, a video recording of 30 lectures was made in the format of a
medialecture without audience (video characteristics: 25 frames/sec, 1920x1080; 117
kilobits/sec, 48000 kHz, stereo). All lectures were presented as part of the Educational
psychology course. The teachers chose the topics for their lectures on their own. To
unify the shooting conditions, we asked teachers not to use multimedia presentations
during the lecture, but if necessary, teachers could use the whiteboard. Each lecture
lasted 10-12 minutes. According to the research protocol, students who participate in
the study watched an online-lecture by an unknown teacher, and then evaluated it
using the questionnaire. We invited 15-18 students to watch every online-lecture. The
students and the teachers took part in the study was voluntary; each participant was
informed about the research program and signed an informed consent.</p>
      </sec>
      <sec id="sec-3-2">
        <title>Measures</title>
      </sec>
      <sec id="sec-3-3">
        <title>2.2.1. Analysis of the lecturer's verbal and nonverbal behavior</title>
        <p>
          Two independent experts carried out the analysis of the lecturer’s verbal and
nonverbal behavior using the scheme, which is presented at Table 1. In accordance with the
literature review, we identified kinetic (location in the frame, gestures, poses, eye
contact; facial expressions) and paralinguistic (intonation) parameters of nonverbal
behavior, as well as content (structuring and drafting the lecture) and interactive
(method of self-presentation, speech tempo, involvement of the audience in
communication) parameters of verbal behavior. Developing the analysis scheme, we took
into account the opportunity to objective evaluation of these parameters. The experts
had detailed descriptions of the parameters. We used the schemes for analysis of
verbal and nonverbal behavior in “face-to-face” communication [
          <xref ref-type="bibr" rid="ref20 ref23 ref38">20, 23, 38</xref>
          ] to make the
descriptions of verbal and nonverbal parameters of online-lecturers’ behavior.
Afterward, the experts’ rates were averaged.
Involving students in communication: addressing Absolute units
the audience; jokes; using pronoun I and We)
Structuring: verbalizing the lecture purpose and Dichotomous score
plan; summing up the lecture
Drafting: reading pre-prepared text; availability of Dichotomous score
text support (paper or gadget); links to authorities
        </p>
      </sec>
      <sec id="sec-3-4">
        <title>2.2.2. Evaluating the effectiveness of online-lectures by students</title>
        <p>To evaluate the effectiveness of the online-lecture, students were offered four 7-point
scales. Two of these scales dealt with the content aspect of the lecture (“Quality of
content”, “Usefulness for future professional activities”) and other ones concerned its
emotional impression (“Interest”, “Readiness to watch such lectures on their own”).
Students’ scores for each lecture were averaged.
2.3</p>
      </sec>
      <sec id="sec-3-5">
        <title>Data Analysis</title>
        <p>We used averaging the experts’ descriptions of lecturers’ verbal and nonverbal
behavior as well as the students’ evaluations of the content and emotional impression of
online-lectures. Cluster analysis (Ward’s method, option “by columns”) was carried
out for a comprehensive description of models of online-lecturers’ verbal and
nonverbal behavior. Criteria analysis (Mann-Whitney U-test, Fisher φ*-test) was applied to
compare groups of teachers with different models of verbal and nonverbal behavior.
The distribution of student lecture scores calculated using the Kolmogorov-Smirnov
criterion d, which allowed us to use ANOVA-analysis F (0.11≤d≤0.12, p&gt;0.20) for
their analysis. These statistical procedures were implemented by IBM SPSS Statistics.
3</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>Results</title>
      <p>At the first stage of the study, we analyzed the features of verbal and nonverbal
behavior of teachers (see Table 2). The comparison analysis revealed that the male and
female behavior significantly differed in the parameters “availability of a text
support”, “using the pronoun We”, “smile”, which were higher in women as well as in
the parameter “giving a lecture standing/moving”, which was higher in men. The next
stage was aimed to identify the most distinctive features of lecturers’ verbal and
nonverbal behavior by cluster analysis. Since our data had been presented by different
types of scales, we converted numerical and percentage scales to rank scales by
quartile selection. Clustering allowed us to distinguish two groups of lecturers, which
differed in nonverbal behavior (L=6.2), and two groups – in verbal behavior
(L=5.4). Pairwise comparison showed the parameters of verbal and nonverbal
behavior with the greatest distinguishing power: “smiles”, “open posture”, “jokes” and
“availability of text support” (see Table 3).</p>
      <p>
        According to these results, we identified two types of lecturers’ nonverbal
behavior: open communication (group 1, n=20) and closed communication (group 2,
n=10). In turn, the following types of verbal behavior were described: drafted verbal
behavior (group 1, n=18) and spontaneous verbal behavior (group 1,
n=12). Eventually, we obtained three models of lecturers’ behavior: 1) the lecturers
with open communicative position and spontaneous verbal behavior (M1, n=12); 2)
the lecturers with open communicative position and drafted verbal behavior (M2,
n=8); 3) the lecturers with closed communicative position and drafted verbal behavior
(M3, n=10). We did not find any lecturers with closed communicative position and
spontaneous verbal behavior among the participants of our study.
Parameters
Sitting
Standing or moving
Gestures-illustrators
Gestures-adapters
Gestures of concern about appearance
Open posture
Posture, facing the audience
Smiles
Intonation accents
Eye contact with the camera
Speech tempo
Introducing himself/herself
Presenting his/her position/status
Links to authorities
Addressing the audience
Verbalizing the lecture purpose and
plan
Summing up the lecture
Jokes
Using the pronoun I
Using the pronoun We
Reading pre-prepared text
Availability of text support
At the third stage of analysis, we compared the students’ evaluations of the content
and the emotional impression of the lectures in line to the lecturers’ behavior
models. The ANOVA analysis did not obtain significant difference; although there was
a trend to decreasing evaluations of lectures in the cases of lecturers' closed
communicative position and drafted verbal behavior (see Table 4).
Finally, we conducted analysis of the relations between the students’ evaluations of
the lectures and the models of verbal and nonverbal communication among male and
female lecturers. The lectures of female teachers were evaluated as more interesting in
the cases of their open communicative position. Conversely, the lecturers of the male
teachers seemed more interesting if the lecturer demonstrated a closed communicative
position (see Fig. 1.1). The characteristics of verbal behavior showed another trend: a
male teacher's lecture was perceived as more interesting when his speech looked
spontaneous and natural, while an interesting lecture from a female teacher involved
preliminary drafting (see Fig. 1.2). Similar results were obtained for evaluations the
usefulness of an online lecture (see Fig. 1.3).
According to the empirical results, we described different types of university
teachers’ verbal and non-verbal behavior in times of online-lectures. The signs “open pose
– closed pose” and “smiles” demonstrated the most distinctive sense among the
parameters of non-verbal behavior. These signs are usually considered as characteristics
which express the readiness to communication [
        <xref ref-type="bibr" rid="ref42">42</xref>
        ]. Therefore we termed
corresponding types of lecturers' non-verbal behavior “open communicative position” and
“closed communicative position”. An open communicative position is characterized
by a predominance of open poses and smiles. Closed communicative position
includes a tendency to increase the time of closed poses, as well as to reduce the
number of smiles or their absence. Pre-prepared text sup-port (in paper form, smartphone
or laptop) and jokes were identified as the distinctive parameters of verbal behavior.
The lecturers who used the text support were less likely to joke during the lecture,
while the lecturers who did not have any lecture notes, joked significantly more often.
As a joke is a sign of spontaneous communication [
        <xref ref-type="bibr" rid="ref41">41</xref>
        ], these types of lectures' verbal
behavior were called “drafted verbal behavior” and “spontaneous verbal behavior”.
Combining these types of lecturers' verbal and non-verbal behavior suggested
describing three models of teachers’ behavior throughout online-lectures: “open
communicative position with spontaneous verbal behavior”, “open communicative position with
drafted verbal behavior” and “closed communicative position with drafted verbal
behavior”.
      </p>
      <p>In contrast to our first hypothesis, we did not find the models of the
onlinelecturers’ behavior, which determined the highest evaluations of lectures by students.
Despite the tendency to decrease the ratings of online-lectures of teachers with a
closed communicative position and drafted verbal behavior, statistically significant
difference was not found. Thus, we cannot conclude, that this model of the teacher’s
behavior in terms of online-lecture determines the decrease in students’ evaluations of
its content and emotional impression. Probably, the absence of statistically significant
differences is determined by the gender heterogeneity of the groups of teachers with
different behavior models. Using ANOVA analysis, we ascertained the difference
between the models of verbal and non-verbal behavior of male and female lecturers,
which associated with students’ high evaluations. The most sensitive to the gender
context were estimates of the interest and usefulness of the lecture. Higher rating of
interest in the case of online-lecture by a female teacher were associated with open
communicative position and drafted verbal behavior. Conversely, the ratings of
interest in a male teacher's lecture increased, when closed communicative position was
combined with spontaneous verbal behavior. Similarly, the models of verbal behavior
significantly determined students’ evaluations of the lecture usefulness: high ratings
of the lecture usefulness were associated with the model of drafted verbal behavior in
the cases of female teachers, but for male teachers spontaneous verbal communication
was more highly rated by students. Thereby, our second hypothesis was confirmed.</p>
      <p>
        Previously, studies of students’ evaluations of female and male university teachers
in terms of communication “face-to-face” in the classroom presented similar results:
female teachers are more often expected to warm and open communication, while
male teachers – to some communicative detachment with high intellectual potential
[
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]. Moreover, violation of these expectations can lead to a decrease in their teaching
performance ratings [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. The results of our study confirm that in terms of
onlinelectures the same trends are reproduced. “Good online-lecture” of female teacher
includes demonstration of the readiness to communication and thorough drafting the
lecture, while “good online lecture” of a male teacher is determined by his ability to
demonstrate fluency in the educational material due to low degree of communicative
openness. Therefore, we can state that students’ evaluations of online-lectures are
mediated by gender expectations just like in “face-to-face” learning.
      </p>
    </sec>
    <sec id="sec-5">
      <title>Conclusion</title>
      <p>The results of our study did not allow us to identify universal models of verbal and
non-verbal behavior of the lecturers, which would provide high subjective evaluations
of online-lectures by students. At the same time, it was found that these evaluations
are determined by the degree of compliance of verbal and non-verbal behavior of
female and male teachers with expected gender-specific behaviors. Despite the fact
that our study has some limitations, such as the unusual for “face-to-face” learning
10-12-minute lecture format and a great age range of the lecturers, these results could
be taken into account for development of training programs, which is aimed at
improving the skills of online-lecturers.</p>
      <p>Acknowledgment. This research was funded by Russian Foundation for Basic Research
(RFBR), project no. 19-013-00412 “Socio-psychological interpretation of the lecturer’s
personality in the digital educational environment”.</p>
    </sec>
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