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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Factors Influencing Municipal Solid Waste Sorting Behavioral Intention: A Study Among Pupils in Hanoi  Urban Areas</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Quynh-Nga Nguyen</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Hai-Yen Hoang</string-name>
          <email>yhoang250@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Nguyen-Nhu-Y Ho[</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Thi-Thuy-Anh Tran</string-name>
          <email>tranthithuyanh@vnu.edu.vn</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Copyright © by the paper's authors. Use permitted under Creative Commons License Attribution 4.0 International (CC BY 4.0). In: N. D. Vo, O.-J. Lee, K.-H. N. Bui</institution>
          ,
          <addr-line>H. G. Lim, H.- J. Jeon, P.-M. Nguyen, B. Q. Tuyen, J.-T. Kim, J. J. Jung</addr-line>
          ,
          <institution>T. A. Vo (eds.): Proceedings of the 2nd International Conference on Human-centered Artificial Intelligence (Computing4Human 202</institution>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>International School, Vietnam National University</institution>
          ,
          <addr-line>Hanoi</addr-line>
          ,
          <country country="VN">Vietnam</country>
        </aff>
      </contrib-group>
      <fpage>57</fpage>
      <lpage>66</lpage>
      <abstract>
        <p>With significant economic growth in Hanoi's urban districts, solid waste generation skyrockets, they were negatively impacting the environment and human health. Waste classification is a required answer to this problem and is used in many nations. Numerous publications have been written on the importance of source-based garbage categorization and sorting. The uniqueness of this study is to uncover elements that influence students' intentions toward municipal solid waste sorting based on the theory of planned behaviour. A structural equation model was validated using 170 samples from Hanoi students (SEM). The data showed that students' intentions to sort waste were positively influenced by attitude and subjective norm, but not by perceived behavioural control. This study's findings may help governments, schools, and environmental organizations encourage students to engage in MSWS.</p>
      </abstract>
      <kwd-group>
        <kwd>Theory of Planned Behavior</kwd>
        <kwd>Pro-Environment</kwd>
        <kwd>Municipal Solid Waste Sorting</kwd>
        <kwd>Hanoi urban pupils</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>In recent years, municipal solid waste (MSW) disposal has drawn the attention of urban
areas in Vietnam, particularly Hanoi, one of the major cities with a high population
density. However, dealing with MSW remains a significant concern and a great
challenge for the city. An example is a rise due to landfill overflow in Nam Son, Xuan
Son, becoming more and more severe and being on alert for the solid waste issue [1].
Therefore, sorting waste is a critical component in reducing the amount of MSW
generated in this scenario.
</p>
      <p>Municipal solid waste sorting (MSWS) is critical for the human living environment
and physical health since residential garbage comprises a significant amount of
hazardous waste and corrosive compounds that endanger human health indirectly by
polluting land, water, and air. Numerous researches have examined individual
behaviour and intention toward MSWS; however, these studies have primarily focused
on groups of ordinary populations [2, 3], and few have attempted to analyze young
people's intention toward MSWS precisely. As the future society's masters,
welleducated young people are the most critical group, and their behavioural intentions are
essential to the future living environment's survival. Furthermore, creating MSWS
habits takes time, regardless of age or purpose to sort rubbish; thuơs, we should focus
on raising MSWS awareness among the younger generation.</p>
      <p>As a result, the research will apply multiple-choice surveys to assess students'
attitudes about environmental issues, specifically garbage classification. The primary
survey subjects were students from Hanoi's urban districts (12 districts total). From 6
to 18 years old, children may develop their behaviours, and Hanoi's unsettling pollution
will somehow affect them. Therefore, the best way to assist people in creating a habit
of long-term trash classification and disseminating it to the community is to understand
their behaviour on this subject.
2</p>
    </sec>
    <sec id="sec-2">
      <title>Literature review</title>
      <p>The Theory of Planned Behavior (TPB) [4] assumes that behaviour may be predicted
or explained by the intention to conduct it (Fishbein and Ajzen, 1975) [5]. TPB is well
defined and indicated by several publications, studies, and reviews [6, 7]. If the person
accurately evaluates their amount of control, Ajzen (1991) [4] suggests that the
behavioural control element directly influences their BI.</p>
      <p>
        TPB has been widely employed in research since its inception and is regularly used
to analyze pro-environmental behaviour [
        <xref ref-type="bibr" rid="ref10">8-10</xref>
        ]. Studies on waste classification systems
[
        <xref ref-type="bibr" rid="ref11 ref12">11, 12</xref>
        ], procedures [
        <xref ref-type="bibr" rid="ref13">13</xref>
        ], waste classification technology [
        <xref ref-type="bibr" rid="ref14">14</xref>
        ], and waste sorting
behaviour select the TPB model have recently been conducted. Over time, this theory
can be used to analyze and forecast individual social behaviour. Fan, Yang, and Shen
(2018) [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ] used the Theory of Planned Behavior to build a
"motivation-intentionbehaviour" theoretical model. According to the research, general and specialized
environmental motives influence behavioural intentions. This study adds motivation,
background, and habit factors to understanding household solid waste categorization
determinants and improves TPB.
      </p>
      <p>
        Also, based on TPB and earlier studies, [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ] determined the elements that affect
people's behavioural intents in classifying municipal solid trash in Bau Bang District
(Binh Duong Province, Vietnam). The findings reveal that attitude, subjective norms,
and perceived behavioural control favourably influence people's intention and
behaviour to sort municipal solid waste (MSW). The study made policy
recommendations to encourage people in the study region to sort their waste on this
premise.
      </p>
      <p>According to TPB, individual behaviour is primarily driven by intention, which is
affected by three aspects: attitude (ATT), subjective norm (SN), and perceived
behavioural control (PC). That means the more positive the ATT and SN, the more
significant influence on PC and the stronger affect individual behavioural intention.
Figure 1 displays the theoretical model.</p>
      <sec id="sec-2-1">
        <title>Attitude</title>
      </sec>
      <sec id="sec-2-2">
        <title>Subjective Norm</title>
      </sec>
      <sec id="sec-2-3">
        <title>Perceived Behavioral Control</title>
      </sec>
      <sec id="sec-2-4">
        <title>Behavioral Intention</title>
        <sec id="sec-2-4-1">
          <title>Source: Ajzen, 1991</title>
          <p>
            Fig 1. Theory of Planned Behavior (simplified)
Attitude. To express a positive or negative opinion towards a specific action [
            <xref ref-type="bibr" rid="ref17">17</xref>
            ].
Many researchers have established the impact and prediction of AT on BI [
            <xref ref-type="bibr" rid="ref18">18</xref>
            ]. Most
research shows that those with a positive AT toward action has a stable BI [
            <xref ref-type="bibr" rid="ref19">19</xref>
            ]. This
study specifies attitude as students' cognizance and biases of behaviour toward MSWS
and conversely. Hypothesis H1 - AT relates positively to MSWS BI.
          </p>
          <p>
            Subjective Norm. SN mentions societal variables influencing an individual's conduct
[
            <xref ref-type="bibr" rid="ref20">20</xref>
            ]. For example, the government can commence this influence by enacting
environmental legislation, or the family and school can educate pupils. It can also be
caused by social aspects like family and friends who act as essential decision-making
references. In this scenario, Vietnamese society leans towards collectivism [
            <xref ref-type="bibr" rid="ref21">21</xref>
            ]. The
more students know about MSWS, the more likely they are to attend [
            <xref ref-type="bibr" rid="ref22">22</xref>
            ]. Therefore,
the following hypothesis is proposed: Hypothesis H2 - SN relates positively to MSWS
BI.
          </p>
          <p>
            Perceived behavioral control. PC is the expectation of a person doing a specific
controlled behaviour [4]. Ajzen (1991) [4] defines perceived behavioural control as
many aspects that constrain or enhance conduct. Students in MSWS control their
behaviour based on perceived barriers to or facilitators of waste classification. Students
who are confident in their garbage classification skills are more likely to participate in
waste separation [
            <xref ref-type="bibr" rid="ref23">23</xref>
            ]. Since that is the case, the following hypothesis is proposed:
Hypothesis H3 - PC relates positively to MSWS BI.
          </p>
          <p>Nguyen et al.</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>Methodology</title>
      <sec id="sec-3-1">
        <title>Measures and Data Collection</title>
        <p>The research uses surveys to collect relevant data. Survey questions were developed
through the understanding of TPB [4] based on a 5 point Likert scale (1 = Strongly
Disagree to 5 = Strongly Agree).</p>
        <p>Online surveys were utilized to assess students' attitudes toward MSWS and
proenvironmental conduct in general. Due to the complexity and severity of the
COVID19 outbreak, online questionnaires were created to enable the authors to communicate
with them. Although 181 surveys were gathered, only 170 could be evaluated.
3.2</p>
      </sec>
      <sec id="sec-3-2">
        <title>Research Method and Statistical Analysis</title>
        <p>Relationship among AT, SN, PC and BI was verified with structural equation modeling
(SEM) by using AMOS 20.0.</p>
        <p>
          The steps below are evaluated using SPSS 20. The first was to use descriptive
statistics to look at the participants' demographics and determine their means and
standard deviations for each factor. Second, Cronbach's alpha was used to assess the
model's reliability (CA). Exploratory factor analysis (EFA) is used to determine the
relationship between observed variables and baseline factors [
          <xref ref-type="bibr" rid="ref24">24</xref>
          ]. The Principal Axis
Factoring extraction method was used in EFA, while in Promax, the Kaiser
Normalization rotation approach was used. A prior theoretical model underpins a set of
observations, and AMOS 20.0 was used to extract confirmatory factor analysis (CFA)
[
          <xref ref-type="bibr" rid="ref24">24</xref>
          ]. Fourth, assess the model's reliability (CR) and convergent validity (AVE);
standardized regression weight data were used to determine each factor's CR and AVE.
In the following step, the model was tested through the recommended threshold of SEM
included: χ2/df (the ratio of chi-square to the degree of freedom), CFI &gt; 0.9
(comparative fit index), GFI (goodness-of-fit index), RMSEA (root mean square error
of approximation) and TLI (Tucker-Lewis index). Then, the relationships among the
five factors were validated, and the report of the hypotheses testing findings was
delivered.
4
4.1
        </p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>Findings: Data Analysis and Result</title>
      <sec id="sec-4-1">
        <title>Measurement Model: Reliability and Validity</title>
        <p>
          To confirm the convergent validity of the data, the study used EFA and CFA. According
to the EFA results, there were no eliminated variables because their factor loadings
were higher than 0.50 [
          <xref ref-type="bibr" rid="ref25">25</xref>
          ] and ranged from 0.619 to 0.913. Then, the remaining
variables were tested by CFA. The average variance extracted (AVE) was scaled from
0.531 to 0.618, higher than the recommended benchmark point of 0.50 [38]. Therefore,
the study has solid convergent validity of measurement items.
        </p>
        <p>
          CA was conducted to examine the internal items’ consistency of each construct [44].
The results show that CA varied from 0.847 to 0.884, demonstrated exemplary
reliability (.80 or greater) [
          <xref ref-type="bibr" rid="ref26">26</xref>
          ]. Furthermore, CR ranged from 0.847 to 0.880 and was
AT
SN
PC
BI
        </p>
        <p>
          AT1
AT2
AT3
AT4
AT5
AT6
SN1
SN2
SN3
SN4
PC1
PC2
PC3
PC4
PC5
BI1
BI2
BI3
BI4
BI5
higher than 0.7 and AVE. Therefore, the constructs’ reliability was confirmed.
The structural model was set up by applying AMOS 20.0. The result showed an
acceptable model fit through these values χ2 = 278.962, χ2/df = 1.743, CFI = 0.932,
GFI = 0.867, RMSEA = 0.066 and TLI = 0.919. Every statistic was in the suggested
limitation, indicating a good model fit of the advised model to the data [
          <xref ref-type="bibr" rid="ref26 ref27 ref28 ref29">26-29</xref>
          ].
Measurement of model fit indices is described in table 3.
        </p>
        <p>CFI</p>
        <p>GFI
RMSEA</p>
        <p>TLI</p>
        <p>&gt;0.95 great; &gt;0.9
traditional; &gt;0.8 sometimes</p>
        <p>permissible
&gt;0.95 great; &gt;0.9
traditional; &gt;0.8 sometimes</p>
        <p>permissible
&lt;0.06 good fit; 0.06-0.08
acceptable fit; 0.08-0.1
mediocre fit; &gt;=0.1 poor fit
&gt;= 0.9 good
0.932
0.867
0.066
0.919</p>
        <p>Traditional
Sometimes permissible</p>
        <p>Acceptable fit</p>
        <p>Good</p>
        <sec id="sec-4-1-1">
          <title>Source: Compiled results from AMOS 20.0 software</title>
          <p>4.3</p>
        </sec>
      </sec>
      <sec id="sec-4-2">
        <title>Hypothesis Testing</title>
        <p>The standardized path coefficients of AT and SN indicated that AT (β = 0.305, p &lt;
0.001) and SN (β = 0.531, p &lt; 0.001) affect the separation intention of MSW positively
and significantly. It is explained by standardized path coefficient (β) indices in Table 5,
meaning a unit increase in AT raised the pupils’ MSWS intention by 0.305 units. A unit
increase in SN raised the pupils’ MSWS intention by 0.531 units. Nevertheless, PC (β
= -0.029, p = 0.631) did not positively affect on BI. The result supported hypotheses
H1 and H2 while rejecting H3. Table 4 and figure 2 show the result details of the
hypothesis test.</p>
        <sec id="sec-4-2-1">
          <title>Source: Compiled results from AMOS 20.0 software</title>
          <p>Fig 2. SEM model</p>
        </sec>
        <sec id="sec-4-2-2">
          <title>Source: AMOS 20.0 software</title>
          <p>5
5.1</p>
        </sec>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>Conclusion and Implications</title>
      <sec id="sec-5-1">
        <title>Conclusion</title>
        <p>The authors used the TPB to examine factors impacting students' behavioural intentions
in MSWS in Hanoi. Among the three model constructs, perceived behavioural control
was insignificant, but attitude and subjective norm were. These findings can help
governments, schools, and environmental organizations inspire MSWS participants.
Specifically, all possible measures are enforcing regulations, disseminating MSWS
information, delivering MSWS lectures alongside theoretical classes, simplifying trash
classification, and increasing waste-collecting infrastructure.
5.2</p>
      </sec>
      <sec id="sec-5-2">
        <title>Implication</title>
        <p>
          AT and Its Implications. The findings indicated that AT impacted pupils' behavioural
intention toward MSWS according to p-value &lt;0.001. Besides, standardized path
coefficient equal to 0.305, thus AT had impact on BI. As can be observed, students'
recognition of waste categorization is critical to improving students' waste
classification intention. According to the survey results, most students are pleased about
waste sorting. Generation Z may have more significant opportunities to interact with
information. Especially current environmental movements like reducing plastic straw
use and the trash cleaning challenge [
          <xref ref-type="bibr" rid="ref30 ref31">30, 31</xref>
          ]. They are interested in MSWS because
they believe waste classification can help clean up the environment.
        </p>
        <p>
          SN and Its Implications. SN had the most impact on students' waste classification
intentions. BI influenced more than AT, with a p-value of 0.001 and a normalized path
coefficient of 0.531. Due to their ages, external social pressure has a significant impact
on students' intentions. At this stage, intent and behaviour are formed by emulating the
surrounding people's behaviour and are easily influenced by external stimuli [
          <xref ref-type="bibr" rid="ref32">32</xref>
          ]. For
example, involving family and friends in MSW classification increases collectivism
[
          <xref ref-type="bibr" rid="ref33">33</xref>
          ]. However, the poll shows that the percentage of family and friends sorting rubbish
is low, lowering the pupils' intention.
        </p>
        <p>To increase the students' awareness, the classification of MSW can be integrated into
the educational content. In addition, the government should enforce related legislation,
policies and disseminate MSWS information across the society to make it compulsory
for citizens.</p>
        <p>
          PC and Its Implications. In this study, PC was not a significant determinant of the
pupils’ BI. However, the finding indicates that students are quite confused in their
participation in garbage classification, and their intention has not significantly
improved. The reason may be that even though the city has made specific efforts in
educating pupils on how to classify waste [
          <xref ref-type="bibr" rid="ref34 ref35">34, 35</xref>
          ], such action has not been widely
disseminated. Given the above finding, it can be implied that further education for the
pupils is necessary to identify their ability to classify waste and improve public
accessibility and convenience in MSWS to allow them to feel easier in achieving the
classification of waste.
        </p>
        <p>Nguyen et al.</p>
      </sec>
    </sec>
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