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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Optimizing Explorative Search for the Needs of Media Professionals: The DIVE+ Use Case</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Justin Verhulst</string-name>
          <email>justinverhulst@gmail.com</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Victor de Boer</string-name>
          <email>v.de.boer@vu.nl</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Oana Inel</string-name>
          <email>oana.inel@vu.nl</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Lora Aroyo</string-name>
          <email>lora.aroyo@vu.nl</email>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>University of Amsterdam</institution>
          ,
          <addr-line>Amsterdam</addr-line>
          ,
          <country country="NL">The Netherlands</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Vrije Universiteit Amsterdam</institution>
          ,
          <addr-line>Amsterdam</addr-line>
          ,
          <country country="NL">The Netherlands</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2017</year>
      </pub-date>
      <fpage>11</fpage>
      <lpage>14</lpage>
      <abstract>
        <p>more research on the relationship between narratives and the interpretation process is needed [3]. Also, as [2] argues, more user studies are needed to test the DIVE+ interface so that it can be improved. A potentially relevant user group that could be part of the DIVE+ user studies are media professionals, since they share a lot of the exploration practices of humanities scholars. Just as humanities scholars, sense-making and contextualization are central in the work practices of media professionals. Investigating the digital exploration practices of media professionals and determining if, and how, events, narratives and serendipity are useful to them thus perfectly fits as a DIVE+ research project and helps us to determine what aspects and features of a search tool media professionals value when they conduct exploratory searches.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>INTRODUCTION</title>
      <p>DIVE+1 has taken on the challenge to improve access to and
understanding of cultural heritage. This is facilitated by DIVE+ through
a web interface that allows users to interact with events and
narratives. This research aimed to find out if this search browser is
suitable for the user group of media professionals. By
investigating their research needs and search practices, we can determine if
exploratory search and DIVE+ could be useful to them. A diverse
set of user testing methods was utilized to investigate this, and
we translated the search requirements of media professionals into
concrete recommendations for the interface of DIVE+, so that the
tool can be further improved.</p>
    </sec>
    <sec id="sec-2">
      <title>Research problem</title>
      <p>In the last 3 to 4 years, DIVE+ has undergone a number of
transformations of both the interface and back-end data support, in order to
provide the most optimal support for the users. Recommendations
from the numerous user studies provided the input for this. These
user studies mainly involved humanities scholars, as this group
works a lot with historical material and archival collections. As
such, search tools that support them in this are very useful to them,
and they will remain an important focus of the DIVE+ research
community. However, the current research focuses on a new user
group: media professionals. While previous research has
demonstrated that events and narratives within the DIVE+ browser indeed
help scholars to better contextualize and interpret the collection,</p>
    </sec>
    <sec id="sec-3">
      <title>METHODS</title>
      <p>
        A range of methods was used to achieve the research goals.
Specifically, the following data collection methods were adopted:
• Usability testing of DIVE+ by means of simulated work tasks,
in which think-aloud protocols were followed
• Self-administrable questionnaires
• Focus group
• Poster session
• Log analysis
The methods were used in diferent compositions and in diferent
settings in the period from May to July 2017. Four user studies were
conducted, with four diferent user groups: humanities scholars,
media professionals, (digital) humanities students and computer
science students. This unique combination of user tests allowed us
to retrieve in-depth insights on the exploratory search practices of
media professionals and their use of DIVE+, while it also gave us the
possibility to determine how this group compares with students and
humanities scholars. The focus on the current research however
is on media professionals; consult [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ] for more detailed results
concerning the scholars.
Media professionals argued that their search process is influenced
to a large extent by, most prominently, the following constraints:
time, budget, and target audience of a program. When making
a program, there is a limited amount of time as there often is a
deadline, although this also depends on the type of program. Elaborate
(exploratory) searches are thus not always possible. Also, the type
of material sought depends on the target audience of the program.
If a program has a younger audience, material that is recognizable is
suitable, while programs that have an older target audience rather
need material that is new and original. So there is a clear diference
between the material sought when the target audience is diferent.
Moreover, to do their jobs eficiently, media professionals are in
need of transparency during search - they need to know where
sources come from and they need to be able to verify it.
3.2
      </p>
    </sec>
    <sec id="sec-4">
      <title>Limited DIVE+ User Experience</title>
      <p>The DIVE+ user experience was not considered optimal. One of
the most prominent issues in DIVE+ that was the cause of this,
identified by the media professionals, was a lack of transparency
at diferent levels in the tool, mainly related to how events are
represented in DIVE+ and how they are presented to the user. This
is where the problem lies: DIVE+ did not ofer enough clues to the
media professionals that allowed them to ‘check’ the information. It
was not evident where the information was coming from and why
it was presented to them. Particularly, participants needed more
transparency on the following aspects:
• How are relationships between entities generated
• What is the rationale behind the labels given to entities
• Metadata and information that describes individual entities
Another limitation of DIVE+ mentioned by the media professionals
was the limited amount of control they could exercise to tailor the
search tool to their specific needs. Filtering options were missed and
more control was requested concerning the exploration path. Most
prominently, the fact that they could not filter on the type of media
and the collection was considered as a drawback. These filtering
requirements also closely reflect the work-related constraints of
media professionals discussed previously. Particularly, the type of
program (e.g. Youth news or Evening News) afects the type of
material that is sought for, and media professionals wanted to have
more options in DIVE+ to tailor to these needs, even in this initial
stage of search.
3.3</p>
    </sec>
    <sec id="sec-5">
      <title>Events, Narratives and Serendipity</title>
      <p>The previously described findings relate to the events, narratives,
and serendipity in DIVE+ in the following ways. First of all, how
events and their interrelations are presented to the users is not clear,
due to the transparency issues. This has negative consequences for
the usefulness of narratives and events. Second, media professionals
were most critical of all studies groups concerning the suggested
narratives. Still, the potential of the exploration path and narratives
is noted, for example for sharing stories and the search path with
colleagues. Last, the relevance of search results is dificult to assess
(due to the aforementioned problems), which limits the potential
for serendipitous findings.</p>
    </sec>
    <sec id="sec-6">
      <title>RECOMMENDATIONS</title>
      <p>The previous discussion shows that DIVE+ currently is limited in
its ability to facilitate understanding and interpretation of archival
collections to its users. Regarding the media professionals, the
requirements that they have for searching are not fully supported
by the diferent features in DIVE+. Their requirements for an
exploratory search tool can be summarized as follows:
• It should be time-eficient to use
• There should be enough information available that describes
collections and objects
• The information should be transparent and verifiable
• There should be options to tailor the search to the specific
(needs of the) media professional.</p>
      <p>Some of these demands can easily be solved by implementing small
changes in the user interface of DIVE+. Other demands, such as
that it should be time-eficient to use, are more dificult, or even
undesirable, to meet. After all, the aim of DIVE+ is not to provide
quick solutions to information problems, but rather to support users
in their exploration of cultural heritage collections. In adapting the
search browser to new user groups, developers should keep this
in mind. Still, we think that a lot of the issues can, and should, be
solved so that DIVE+ is better able to fulfill its potential.
5</p>
    </sec>
    <sec id="sec-7">
      <title>CONCLUSION</title>
      <p>In investigating the search practices of media professionals, we
found a set of requirements, relating to their work practices, that
they have for searching: a tool should be time-eficient, there should
be enough information available in the tool and this should be
transparent, and there should be enough options to tailor the search.
These requirements could not be fulfilled by the exploratory search
browser DIVE+. Particularly, the way in which events and event
entities were presented provide users with too little means to
understand and grasp why it was presented to them in this way. This
results in a lack of trust and a skeptic attitude, which is problematic
as it has negative consequences for the usefulness of the constructed
narratives and the serendipitous findings. All in all, this let us
conclude that currently, narratives, events and serendipity in DIVE+
do not optimally support the exploratory search needs of media
professionals. Right now, the main challenge that lies ahead for the
DIVE+ research community is to increase the transparency of the
tool, so that users are better able to understand what is presented to
them, and why it is presented to them. Recommendations proposed
in this research should be implemented and tested with users. This
allows DIVE+ to better support users in their explorations through
cultural heritage.</p>
    </sec>
  </body>
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</article>