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    <article-meta>
      <title-group>
        <article-title>Enhance Students' Resilience: A Case Study in Educating Data Design Programs within Traditional Business Academia</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Yuichi Washida</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Wenzhen Xu</string-name>
          <email>wenzhen.xu@r.hit-u.ac.jp</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Nanami Furue</string-name>
          <email>nanami.furue@r.hit-u.ac.jp</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Hitotsubashi University</institution>
          ,
          <addr-line>Tokyo</addr-line>
          ,
          <country country="JP">Japan</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>This study introduces a case of a small national university in Japan that launched a new experimental education program, the Data Design Program (DDP), by integrating design thinking and data science into traditional business academia. Results from a survey conducted over the initial three years indicate that DDP students have been able to achieve significantly higher levels of resilience capability development and maintenance of self-efficacy compared to students in conventional business management programs.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;data science</kwd>
        <kwd>design thinking</kwd>
        <kwd>emergence school 1</kwd>
      </kwd-group>
    </article-meta>
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  <body>
    <sec id="sec-1">
      <title>1. Background and Program Outline</title>
      <p>intense, with typically 120% to 150% of the capacity applicants. Faculty expertise lies in
data science, design thinking, cognitive science, engineering, marketing communication,
and innovation management.</p>
      <p>The DDP offers nine lectures and three workshops per academic year. Lectures include
foundational courses in collaboration with nearby art universities for learning design basics
and omnibus lectures where journalists from leading newspapers explain issues in their
respective fields. Workshops are conducted in a Project-Based Learning (PBL) format,
collaborating with companies and local government offices to address actual issues towards
social innovation. Currently, 17 projects are operational, with students forming teams and
engaging in their projects for over two years.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Former Research</title>
      <p>
        The post-war development of corporate management was initially centered around
"planning" studies. Drawing from modern accounting, financial management, and process
management from engineering operation research, the focus was on devising superior
management plans [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. While there were differences among various schools regarding
whether the focus of planning should be on management resources [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] or positioning within
the business flow [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ], the common goal was assessing the quality of plans. Technology was
also interpreted as part of such management resources or as part of the business flow.
      </p>
      <p>
        However, having excellent plans didn't guarantee success for all companies. Therefore,
the discussion shifted towards absorptive capacity [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] to adapt to new management
environment changes and towards understanding and utilizing environmental changes
themselves. The emergence school, advocated by Mintzberg et al., represents this shift. A
powerful method of grasping environmental changes is through data science. The
advancement of sensor technology and the internet enabled the verification of existing
theories with empirical data. Moreover, to leverage environmental changes, attention
shifted not only to productivity but also to creativity, leading to the emergence of new
methodologies like design thinking [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ], which began to be utilized in corporate management.
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Program Characteristics and Motivation</title>
      <p>The characteristic of DDP is to integrate data science and design thinking to foster the
development of new business leaders. Design thinking is not only a method aimed at
utilizing design as a management resource but also a technique to explore statistically
potential "outlier" needs through the process of empathy with extreme users. Additionally,
it is distinctive to utilize participatory observation and ethnography as means to achieve
empathy. The "outlier" needs brought by extreme users, unlike statistically dominant latent
needs brought by marketing activities, are considered to be needs that may manifest in the
near future if society undergoes changes.</p>
      <p>In DDP, by combining data science and design thinking, it is possible to cultivate a flexible
capacity to absorb towards the near future in today's highly uncertain social environment.
In other words, DDP aims to learn a new management approach beyond conventional
optimal planning. In the core PBL workshops of DDP, under the guidance of supervisors,
students themselves experience participatory observation. On the other hand, in
programming lectures using Python or R, students learn basic statistical analysis techniques
and the use of Artificial Intelligence systems, thus experiencing evidence-based social issue
resolution. Additionally, students engage in prototyping using short animations and
challenge themselves to propose solutions to real-world problems.</p>
    </sec>
    <sec id="sec-4">
      <title>4. Student Survey and Results</title>
      <p>During the summer of 2023, a questionnaire survey regarding their daily learning activities
and outcomes was conducted among fourth-year, third-year, and second-year students
enrolled in the DDP (n=79).</p>
      <p>As a comparative measure, the same questionnaire survey was administered to students
enrolled in Hitotsubashi University but not in the DDP (n=57). All questions were conducted
using the 5-point Likert scale. By comparing the results of these two surveys, the
educational effectiveness of the DDP was assessed.</p>
      <p>The results revealed that overall, students in the DDP demonstrated better learning
outcomes compared to students not enrolled in the program. Particularly noteworthy was
the finding, as illustrated in Table 1, that DDP students exhibited significantly higher
effectiveness in their ability to adapt to changes in social environments.
I can search for necessary
information related to
business (or work) from
various sources.</p>
      <p>I can discover issues inherent in
traditional ways of doing
business or operating within an
organization.</p>
      <p>I know how to secure the
necessary resources and
cooperation from others to
realize ideas and achieve goals.</p>
      <p>D D P s (n= 79) N on D D P s (n= 57)</p>
      <p>t-test
4.03
4.11
4.1
3.47
3.46
3.61</p>
      <p>Furthermore, in the case of Hitotsubashi University, it was discovered, as shown in Table
2, that DDP students were significantly better at curbing the pronounced decline in
"entrepreneurial motivation" that tends to occur as students progress through their
academic years.</p>
      <p>These survey findings serve as evidence that the DDP has successfully provided
highquality learning opportunities in line with its initial objectives.</p>
      <sec id="sec-4-1">
        <title>I believe that if I challenge myself, I can surely succeed.</title>
      </sec>
      <sec id="sec-4-2">
        <title>I have the ambition to start my own company within the next decade or so (or perhaps have already done so).</title>
        <p>4.06
3.29</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Conclusion and Further Challenge</title>
      <p>This paper examines the case of DDP as a new educational program in traditional business
academia, explaining its managerial background, educational objectives, lecture content,
and structural features. DDP can be seen as an experimental attempt within the emergence
school, and it was considered an important indicator whether students' resilience capability
towards social changes could be developed. The results of a comparative survey conducted
on DDP students over the initial three years confirmed that, as intended, students' resilience
capability was significantly developed.</p>
      <p>As a result, it was confirmed that DDP students tend to maintain a high level of
selfefficacy during their enrollment and significantly exhibit a tendency to maintain a vision of
starting their own business in the near future. Moving forward, it will be necessary to
continue measuring changes over time and verify the contribution of DDP education to the
overall revitalization of business academia.</p>
    </sec>
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