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      <title-group>
        <article-title>Learning Analytics Summer Institute Spain 2017: Advances in Learning Analytics</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Manuel Caeiro-Rodríguez Universidad de Vigo</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>España</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>España</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>España</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Salvador Ros</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Universidad Nacional de Educación a Distancia</institution>
          ,
          <country>España</country>
        </aff>
      </contrib-group>
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  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>Editors:</p>
    </sec>
    <sec id="sec-2">
      <title>Learning Analytics Summer Institute Spain 2017:</title>
    </sec>
    <sec id="sec-3">
      <title>Advances in Learning Analytics</title>
      <sec id="sec-3-1">
        <title>Manuel Caeiro-Rodríguez1, Ángel Hernández-García2, Pedro J. Muñoz-Merino3, Salvador Ros4</title>
        <sec id="sec-3-1-1">
          <title>Preface to the Conference Proceedings</title>
        </sec>
      </sec>
      <sec id="sec-3-2">
        <title>The fifth1 edition of the Learning Analytics Summer Institute Spain, LASI Spain 172</title>
        <p>was held in Madrid on July 4th and 5th, 2017. Under the main theme of “Advances in
Learning Analytics”, the conference was organized by Universidad Carlos III de
Madrid, Universidad Nacional de Educación a Distancia, Universidad Politécnica de
Madrid, in collaboration with the SNOLA (Spanish Network of Learning Analytics)
research network of excellence in a joint venue with the VII Jornadas eMadrid:
Education in Exponential Times. The LASI worldwide events, sponsored by SoLAR (Society
for Learning Analytics Research), have become in the past years an awareness-raising,
capacity-building, international network of events, where researchers and practitioners
can meet and share their work, and envision the future of learning analytics. The
programme of LASI Spain 17 comprised a great variety of activities that gathered
representatives of academia and industry, including keynotes by international experts on
learning analytics in Europe, academic paper presentation sessions, discussion panels
and workshops.
Copyright © 2017 for the individual papers by the papers' authors. Copying permitted for private and academic purposes. This volume is published and copyrighted by its editors.</p>
      </sec>
      <sec id="sec-3-3">
        <title>The different activities gave attendants the opportunity to review the state of learning analytics in a global context, and also to showcase innovative pieces of research on the field that contribute new advances and knowledge to this field, mainly–but not only– from Spanish research groups.</title>
        <p>The keynotes of LASI Spain 17 provided a broad but comprehensive overview of
trending topics on learning analytics from the discussion of frameworks to advance the
development of learning analytics to dashboards applications. More precisely, the
keynotes of the conference were as follows:
 In “Maturing the learning analytics framework for applied learning
analytics”, Hendrik Drachsler (Open Universiteit Nederland) reviewed his
research on learning analytics frameworks.
 In “Student-facing learning dashboards”, Katrien Verbert (Katholieke</p>
      </sec>
      <sec id="sec-3-4">
        <title>Universiteit Leuven) provided an overview the use of dashboards as tools to improve learning.</title>
        <p> In “Coding as a playground: young children, robots and kittens”, Marina</p>
      </sec>
      <sec id="sec-3-5">
        <title>Umaschi Bers (Tufts University) discussed the role of learning analytics in the context of computational thinking and children.</title>
        <p> Finally, in “Supporting higher education in integrating learning
analytics”, Dragan Gasevic (University of Edinburgh) provided a very detailed
analysis about the issues affecting the adoption of learning analytics in</p>
      </sec>
      <sec id="sec-3-6">
        <title>Higher Education institutions.</title>
      </sec>
      <sec id="sec-3-7">
        <title>In addition to the academic keynotes, LASI Spain 17 also had room for invited lec</title>
        <p>tures from industrial partners. For instance, Ramiro Regó Álvarez (IBM Universidades</p>
      </sec>
      <sec id="sec-3-8">
        <title>España), reviewed the wide range of solutions and resources available at IBM to support the development of learning analytics in “Uso de IBM Analytics para aprender a tomar mejores decisions”, while Miguel Pellicer (Entornos de Formación–Fundación</title>
        <p>APEREO), explained in “Open analytics in an open source ecosystem” a perspective
on how open source providers are facing the challenges posed by advances on the field.</p>
      </sec>
      <sec id="sec-3-9">
        <title>The different views on the current state and future advances in learning analytics</title>
        <p>were also discussed in a discussion panel that included key representatives of five
public Universities of Madrid: Baltasar Fernández Manjón (Universidad Complutense de</p>
      </sec>
      <sec id="sec-3-10">
        <title>Madrid), Ruth Cobos Pérez (Universidad Autónoma de Madrid), Salvador Ros Muñoz</title>
        <p>(Universidad Nacional de Educación a Distancia), Pedro Muñoz Merino (Universidad</p>
      </sec>
      <sec id="sec-3-11">
        <title>Carlos III de Madrid) and Edmundo Tovar Caro (Universidad Politécnica de Madrid).</title>
      </sec>
      <sec id="sec-3-12">
        <title>The discussion was followed the next day in a workshop directed by Dragan Gasevic</title>
        <p>under the theme “Key steps to creating and implementing a learning analytics policy”,
which involved results and ongoing research within the SHEILA project focusing on
the development of policy-related issues in learning analytics.</p>
      </sec>
      <sec id="sec-3-13">
        <title>Finally, the academic community present in LASI Spain 17 had the opportunity to</title>
        <p>describe and discuss recent scholar developments in the field, in three sessions that
included selected research studies from the open call for papers for the conference.</p>
      </sec>
      <sec id="sec-3-14">
        <title>These proceedings include the 12 selected contributions. The selection process in</title>
        <p>volved the participation of an international Programme Committee that gathered 53
scholars from 16 different nations.</p>
        <p>The first session showcased different and innovative approaches to learning
analytics: “What information do teachers demand from a computerized classroom? An
exploratory analysis” analyzes key issues and needs of instructors for a successful
application of learning analytics; “Learning analytics implementation in a multidomain
computer-based learning environment” proposes a new concept of environment based
on interconnection of applications that allow performing learning analytics; and
“Ongoing research about the use of commercial-off-the-shelf wrist wearables in
educational contexts” introduces wearables as a new data source to support and complement
learning analytics and discusses how this new technology may provide additional
information about learners and their contexts related to emotional states.</p>
        <p>The second session covered the broad theme of predictive learning analytics and
recommendation systems for educational resources, focusing on project-based learning
and teamwork activities “Predicting peer-review participation at large scale using an
ensemble learning method” proposes a system aiming to predict student participation
in peer-review activities; “Study of the flexibility of learning analytics tool to evaluate
teamwork competence acquisition in different contexts” and “Proposal of a system of
indicators to assess teamwork using log-based learning analytics” seek to help
monitoring and assessment of group activities in project-based learning; and “Using Kibana
and ElasticSearch for the recommendation of job offers to students” describes how to
apply learning analytics techniques to guide last year’s students when they face their
entry to the labor market.</p>
      </sec>
      <sec id="sec-3-15">
        <title>The third session presented examples of use of learning analytics techniques on real</title>
        <p>educational contexts: “Instructional perspective using learning analytics in computer
science education” describes an experience using different popular applications to
perform learning analytics in a computer science course; “A data collection experience
with Canvas LMS as a learning platform” explains and analyzes how to extract low
level data from Canvas LMS; “Studying students’ behaviour in UNED-COMA</p>
      </sec>
      <sec id="sec-3-16">
        <title>MOOCs” shows the results of a study on relationships between indicators from massive</title>
        <p>open online courses at Universidad Nacional de Educación a Distancia and different
student behaviors; finally, “RaMon, a rating monitoring system for educational
environments” proposes a system aiming to monitor ratings and improve assessment.</p>
        <sec id="sec-3-16-1">
          <title>Acknowledgements</title>
        </sec>
      </sec>
      <sec id="sec-3-17">
        <title>The authors thank the Spanish Ministry of Economy, Industry and Competitiveness for</title>
        <p>the funding and support of the SNOLA Network of Excellence
(TIN2015-71669</p>
      </sec>
      <sec id="sec-3-18">
        <title>REDT) to LASI Spain 17.</title>
      </sec>
      <sec id="sec-3-19">
        <title>The authors also thank the members of the Programme Committee for their dedication and knowledge, as well as all the authors who submitted their valuable contributions to LASI Spain 17.</title>
        <sec id="sec-3-19-1">
          <title>LASI Spain 17 Committees</title>
          <p>General Chairs</p>
        </sec>
      </sec>
      <sec id="sec-3-20">
        <title>Pedro J. Muñoz-Merino</title>
        <p>Universidad Carlos III de Madrid, Spain
Scientific Committee</p>
      </sec>
      <sec id="sec-3-21">
        <title>Emiliano Acquila-Natale</title>
        <p>Universidad Politécnica de Madrid, Spain</p>
      </sec>
      <sec id="sec-3-22">
        <title>Francisco J. García-Peñalvo</title>
        <p>Universidad de Salamanca, Spain</p>
      </sec>
      <sec id="sec-3-23">
        <title>Dragan Gasevic</title>
        <p>University of Edinburgh, United Kingdom</p>
      </sec>
      <sec id="sec-3-24">
        <title>Inés González-González</title>
        <p>University of Bolton, United Kingdom</p>
      </sec>
      <sec id="sec-3-25">
        <title>Mariluz Guenaga</title>
        <p>Universidad de Deusto, Spain
Ángel Hernández-García</p>
        <p>Universidad Politécnica de Madrid, Spain</p>
      </sec>
      <sec id="sec-3-26">
        <title>Sharon Hsiao</title>
        <p>Arizona State University, United States of America</p>
      </sec>
      <sec id="sec-3-27">
        <title>Santiago Iglesias-Pradas</title>
        <p>Universidad Politécnica de Madrid, Spain</p>
      </sec>
      <sec id="sec-3-28">
        <title>Seiji Isotani</title>
        <p>Universidade de São Paulo, Brazil</p>
      </sec>
      <sec id="sec-3-29">
        <title>Ana Isabel Jiménez-Zarco</title>
        <p>Universitat Oberta de Catalunya, Spain</p>
      </sec>
      <sec id="sec-3-30">
        <title>Srećko Joksimović</title>
        <p>University of Edinburgh, United Kingdom</p>
      </sec>
      <sec id="sec-3-31">
        <title>Marco Kalz</title>
        <p>Open Universiteit, Netherlands</p>
      </sec>
      <sec id="sec-3-32">
        <title>Vitomir Kovanović</title>
        <p>University of Edinburgh, United Kingdom</p>
      </sec>
      <sec id="sec-3-33">
        <title>Mikel Larrañaga</title>
        <p>Euskal Herriko Unibertsitatea, Spain</p>
      </sec>
      <sec id="sec-3-34">
        <title>María Arcelina Marques</title>
        <p>Instituto Superior de Engenharia do Porto, Portugal</p>
      </sec>
      <sec id="sec-3-35">
        <title>Alejandra Martínez-Monés</title>
        <p>Universidad de Valladolid, Spain</p>
      </sec>
      <sec id="sec-3-36">
        <title>Iratxe Menchaca-Sierra</title>
        <p>Universidad de Deusto, Spain</p>
      </sec>
      <sec id="sec-3-37">
        <title>Milos Milovanovic</title>
        <p>Univerzitet u Beogradu, Serbia</p>
      </sec>
      <sec id="sec-3-38">
        <title>Julià Minguillón</title>
        <p>Universitat Oberta de Catalunya, Spain</p>
      </sec>
      <sec id="sec-3-39">
        <title>Miroslav Minovic</title>
        <p>Univerzitet u Beogradu, Serbia</p>
      </sec>
      <sec id="sec-3-40">
        <title>Rafael Molina-Carmona</title>
        <p>Universidad de Alicante, Spain</p>
      </sec>
      <sec id="sec-3-41">
        <title>Nic Nistor</title>
        <p>Ludwig Maximilians Universität München, Germany</p>
      </sec>
      <sec id="sec-3-42">
        <title>Marcus Specht</title>
        <p>Open Universiteit Nederland, Netherlands</p>
      </sec>
    </sec>
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</article>