<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD v1.0 20120330//EN" "JATS-archivearticle1.dtd">
<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>Non-profit organisations' capabilities to reduce open government data barriers: a conceptual framework</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Liubov Pilshchikova</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Anneke Zuiderwijk</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Marijn Janssen</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Delft University of Technology</institution>
          ,
          <addr-line>Postbus 5 2600 AA Delft</addr-line>
          ,
          <country country="NL">The Netherlands</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2024</year>
      </pub-date>
      <fpage>1</fpage>
      <lpage>5</lpage>
      <abstract>
        <p>Non-profit organisations are a type of intermediary that can expand the freedom of or empower communities of open government data users while not generating profits. Non-profit intermediaries perform activities with open government data to make it more easily reusable for various user groups by decreasing their user barriers, for example, through aggregating the data for less data-skilled users. According to the capability-based view, non-profit organisations have specific value capabilities to help users reduce their barriers. Based on a capability-based view and the literature on open government data user barriers, this study aims to develop a conceptual framework of the value capabilities non-profit intermediaries use to reduce open data user barriers in different stages of the user value creation process. Using a multiple case study approach, we find what constitutes the value capabilities of non-profit organisations to help reduce user barriers, and we present a conceptual framework that shows which value capabilities are applied during the users' open data value chain stages. This study helps nonprofit organisations using open government data understand which value capabilities they should focus on to reduce user barriers. The scientific relevance of this study is in creating a conceptual framework that applies a capability-based view in the context of open government data value creation and explains how non-profit organisations reduce user barriers.</p>
      </abstract>
      <kwd-group>
        <kwd>eol&gt;non-profit organisations</kwd>
        <kwd>capability-based view</kwd>
        <kwd>open government data</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        Open government data (OGD) can help governments achieve transparency, democratic
participation, economic growth, and societal benefits [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. OGD intermediaries, such as
NonProfit Organisations (NPOs), bridge the gap between OGD providers and users [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ],
facilitating data reuse [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. NPOs advocate for social change and provide services without
generating profits [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ]. They make OGD more usable by developing tools and visualisations,
training users, and organising hackathons [
        <xref ref-type="bibr" rid="ref5 ref6">5, 6</xref>
        ]. According to the Capability Based View
(CBV), NPOs have specific capabilities, defined as the capacity of an organisation to utilise
its resources and its organisational processes to get the desired results [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ]. Such capabilities
are tangible and intangible processes that develop over time through the interactions of
organisational resources (ibid.). Value capabilities represent the capabilities contributing
to creating value for the users of OGD (ibid.). OGD value is harnessed by applying an open
data value supply chain [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] to data reuse, but it is often insufficient [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ] due to the barriers.
NPOs reducing the OGD user barriers create value for the users.
      </p>
      <p>
        While previous research has examined open data user barriers [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ], value capabilities
[
        <xref ref-type="bibr" rid="ref11">11</xref>
        ], and open data value creation [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ] separately, there is limited insight into their
interrelation. This gap results in a lack of knowledge on how NPOs' value capabilities reduce
user barriers throughout the user value creation process. This knowledge can help NPOs
get OGD value to their users by identifying which capabilities to develop and when to apply
them.
      </p>
      <p>This study aims to identify the value capabilities used by NPOs to reduce OGD user
barriers at different stages of the value creation process. This framework helps NPOs
implementing OGD understand which value capabilities to focus on to aid their target
groups. The scientific relevance of this study is in creating a conceptual framework that
applies CBV in the context of OGD value creation and explains how NPOs can reduce user
barriers.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Research Background</title>
      <sec id="sec-2-1">
        <title>2.1. User Barriers</title>
        <p>
          In our research, non-profit intermediaries are organisations that reuse, enhance, or
otherwise invest in open government data to generate user value and achieve NPOs’
mission. Non-profit intermediaries can republish enhanced OGD, use OGD to create
applications and provide training or advice to publishers and users on OGD [
          <xref ref-type="bibr" rid="ref10 ref3">3, 10</xref>
          ].
Nonprofit intermediaries assist users in overcoming barriers to OGD reuse, with main user
groups of public sector employees, private sector organisations, and citizens/civil society
[
          <xref ref-type="bibr" rid="ref13">13</xref>
          ]. These barriers include difficulty in finding data, data quality issues, and complex
access [
          <xref ref-type="bibr" rid="ref12 ref13">12, 13</xref>
          ]. Organisational and individual barriers, such as users’ skills, knowledge, and
privacy concerns, also hinder OGD use [
          <xref ref-type="bibr" rid="ref14 ref15">14, 15</xref>
          ]. In our research, we look at five groups of
user barriers based on the literature: the lack of skills and awareness, lack of usability, lack
of community building, lack of governance, and lack of accessibility and findability [
          <xref ref-type="bibr" rid="ref16 ref17">16, 17</xref>
          ].
        </p>
        <p>
          NPOs' perception of barriers faced by OGD users can be influenced by their mission and
the social issues they address [
          <xref ref-type="bibr" rid="ref19">19</xref>
          ]. NPOs possess unique resources and capabilities, such as
specialised expertise, skills, or connections with data providers and users, which may affect
barriers that other intermediaries cannot affect [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ]. Therefore, NPOs may prioritise and
address OGD user barriers in distinct ways compared to other organisations due to the
difference in capabilities.
        </p>
      </sec>
      <sec id="sec-2-2">
        <title>2.2. Capability Based View</title>
        <p>
          Capability Based View (CBV) is an influential theoretical model that suggests that resources
are the source of capabilities, while capabilities are the source of an organisation’s
competitive advantage [
          <xref ref-type="bibr" rid="ref20">20</xref>
          ]. CBV has been applied in a variety of research related to the
management field [
          <xref ref-type="bibr" rid="ref21">21</xref>
          ], marketing [
          <xref ref-type="bibr" rid="ref22">22</xref>
          ], business [
          <xref ref-type="bibr" rid="ref23">23</xref>
          ] and information systems [
          <xref ref-type="bibr" rid="ref24">24</xref>
          ].
Lockett, Thompson, and Morgenstern [25] claim that customers prioritise a firm's capability
to meet their needs over its resources. Thus, a set of organisational capabilities is needed
for customer value-creating activities [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ]. Our research focuses on NPOs' capabilities to
create customer value, which equates to user value addressed by the value capabilities.
        </p>
        <p>
          We derive five value capabilities from the literature: “Individual competencies”,
“Business processes”, “Organisational capabilities”, “IT and Technological Infrastructure”,
and “Management and Governance” capabilities [26]. “Individual competencies” concern
specific skills of an employee for specific tasks related to OGD [27, 28] that are expected or
needed on an organisational level to deliver user value. “Business processes” require
structured activities that produce a service or product for the users. In the context of OGD,
business processes are NPOs’ “Open data processes”, such as data enhancement or
visualisation [26]. “Organisational capabilities” refer to how NPOs' systems and employees
work together toward organisational goals, including their collaboration, flexibility, and
motivation [29, 30]. “IT and Technological Infrastructure” are about NPOs’ technological
foundation of relevant equipment and systems for user value creation [30]. “Management
and Governance capabilities” involve managing people, OGD resources and organisational
governance [29]. This is especially relevant for NPOs, which may differ in management style
from for-profit organisations [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ].
        </p>
        <p>
          The existing literature on the capabilities of open data intermediaries, particularly NPOs,
is limited [32, 33]. In one of the studies on the capabilities of open data organisations, the
authors investigate a few NPOs [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ]. They find that the two most important value capability
areas are “Individual competencies” and “Management and governance” [
          <xref ref-type="bibr" rid="ref11">11</xref>
          ]. Their study
shows that applying CBV to OGD intermediaries is possible, and implementation in the NPO
context has potential value.
        </p>
      </sec>
      <sec id="sec-2-3">
        <title>2.3. Open Data Value Chain Stages</title>
        <p>
          The open data value chain represents the stages of value creation experienced by the NPOs
[
          <xref ref-type="bibr" rid="ref8">8</xref>
          ]. It can show at which point the value capabilities are used to reduce user barriers. The
value chain consists of four stages [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ]. First, in the context of OGD use, the users need to
acquire the data from the government. The second stage is to collect the data from the
sources, aggregate and process it as, in many cases, the data needs to be enhanced to add
value. The third stage is data distribution and delivery, which includes data publishing,
giving users access to and bringing awareness about the data for reuse. Fourth, the final
data use stage implies the reuse of the data by various users to get the most value.
        </p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Research Method</title>
      <p>This section describes the design of our research. A case study approach is used to answer
questions of how and why to explain a current event [35, 36] and to show how specific
practices are developed in the organisations [35], which fits with the research objective.
Following guidelines on describing case study research [34], the next sections discuss the
rationale and selection criteria, data collection, and case vignettes.</p>
      <sec id="sec-3-1">
        <title>3.1. Rationale and Selection Criteria</title>
        <p>The selected cases are NPOs performing OGD activities to provide value to user groups. The
case studies are exploratory due to a lack of an existing knowledge base [34, 35]. The
theoretical replication approach is chosen for its potentially contrasting case results from
diverse contexts fostering conceptual development [36]. Multiple case studies are essential
for this approach, so two are proposed to fulfill research objectives [34].</p>
        <p>
          Embedded case studies are used, focusing on NPOs as the unit of analysis, with embedded
units examining OGD activities [37]. NPOs undertake various activities across projects
involving different stakeholders and OGD types [
          <xref ref-type="bibr" rid="ref5">5</xref>
          ], impacting different barriers to OGD
reuse [38]. Semi-structured interviews with employees and document analysis are used for
data collection. Variations in NPO missions result in possibly different activities performed
and barriers influenced [
          <xref ref-type="bibr" rid="ref10">10, 40</xref>
          ]. Hence, the first criterion for the case study is the difference
in the mission and focus of NPOs. The second criterion is the organisational skills and
knowledge of OGD. The third criterion is that the organisation should have different types
of activities they perform with OGD [39, 42]. The fourth criterion is for organisations to be
located in the European Union due to its OGD-related regulations. That makes cases more
easily comparable, although there are still country differences. The fifth criterion is that
different administrative levels, municipal and national, are chosen to capture possible
differences. The sixth criterion concerns the willingness of NPOs to be part of the case
studies.
        </p>
      </sec>
      <sec id="sec-3-2">
        <title>3.2. Data Collection and Analysis</title>
        <p>Qualitative data from various sources were collected to enhance construct validity [34].
Semi-structured interviews with NPO employees, recorded via Microsoft Teams, were the
primary method, covering NPO specifics, users, OGD barriers, and activities [34]. Interview
transcripts, lasting about an hour each, underwent no suggested changes. Data
documentation was also gathered from organisational websites, with translation if needed
using the built-in translator of the Microsoft Edge browser.</p>
        <p>ATLAS.ti software was used for qualitative data analysis, following the coding stages
outlined by [33] and [41]. These included open coding, axial coding, and selective coding.
Intercoder reliability was evaluated according to [42] and involved a second coder verifying
codes independently on a subset of the data. Close similarity between the authors' codes
was observed, with high intercoder reliability.</p>
      </sec>
      <sec id="sec-3-3">
        <title>3.3. Case Vignettes</title>
        <p>
          Open Knowledge Belgium (OKBE) is an NPO whose mission is to open up knowledge in
Belgium for it to be used and useful. OKBE performs different activities as part of its
projects, such as aggregating open data, making it easier for users to find and overcome the
findability barrier. Another important activity is the organisation of campaigns and talks
with governmental organisations to open up the data so the users can access the data they
need and overcome the accessibility barrier. The organisation conducts these projects on
different administrative levels, from regional to national [
          <xref ref-type="bibr" rid="ref5">5</xref>
          ].
        </p>
        <p>City LAB Berlin is an NPO that focuses on digitalisation and urban development for the
common good of society [42]. It demands that the municipality opens up the data,
aggregates it, and develops tools for further use by the citizens. The NPO also organises
events and workshops to promote the digitalisation of the city. Projects of City LAB Berlin
focus on the city of Berlin.</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Results</title>
      <p>In this section, we first briefly describe the value capabilities of the NPOs we found. We
found the corresponding groups of underlying processes for all the value capabilities, which
we discuss in sub-section 4.1. The full value capabilities summary tables can be accessed via
doi: 10.4121/c063c91d-2ed2-4ec9-a3d3-cf9b37119a00. In sub-section 4.2. we present the
conceptual framework combining the CBV and user barriers over value chain stages as
described in 2.3.
4.1. Non-profit organisations’ value capabilities
We explored five categories of NPO value capabilities in reducing open data use barriers.
Specific capabilities or processes were identified and highlighted within each category in
italics. Firstly, the value capabilities related to “Individual Competencies” concern NPO
employees' Expertise, Knowledge, and Skills, specifically related to open data, legal issues,
communication skills, and technical skills. NPOs should promote openness to other
organisations. Secondly, Connections of the employees with other intermediary
organisations and potential OGD providers contribute to their knowledge and expertise in
the field.</p>
      <p>Secondly, within the “Organisational Capabilities,” the non-profit organisational model
brings its capabilities to an organisation, such as being seen as an advisor and a public
representative rather than competing with private organisations. Moreover, it eases the
hiring process and promotes a politic of open data and open source as a necessity. The
second organisational capability group is Collaborations with other actors, such as
governmental organisations, civil organisations, and for-profit organisations, on projects,
feedback, and data opening. The third capability group is related to Internal decision-making
that can differentiate from other intermediaries. For example, NPOs are more open to
follow-up with employee initiative projects, but they are also open to other actors proposing
project ideas. NPOs make quick decisions on project opportunities while considering users’
needs and interest in projects. The fourth organisational capability group is related to the
Personal motivations of employees that keep the organisation on track to achieve its goals
by focusing on the personal perspectives of employees. The freedom to do interest-based
projects on current social and technical topics helps to pursue diverse social problems on
the organisational level.</p>
      <p>Thirdly, concerning “Management and Governance,” the Country’s legislation context that
can account for local OGD directives and data publishing standards is an important
capability. The organisational hierarchy of NPOs can be useful due to the flexibility in project
taking and project approval process. Work structure can count as another capability as
independent project management by the employees can also be unique to the non-profit
intermediary approach to OGD.</p>
      <p>Fourthly, “Open data processes” incorporate many aspects of reusing OGD or
contributing to reuse by the users. We indicate seven groups of activities that are involved
in these processes: 1) Creating communications channels for OGD users, 2) Improving OGD
users’ awareness and data literacy, 3) Facilitating networking between OGD actors, 4)
Resolving legal concerns of OGD users, 5) Improving OGD quality, accessibility, and
usability, 6) Advocacy for OGD, and 7) Making OGD relevant and interesting for the users.</p>
      <p>Finally, or the group of value capabilities around “IT and Technology Infrastructure”, we
identify two main aspects from our data: Front-end and Back-end capabilities. For example,
for their more technical project that involve applications/websites, NPOs might need to
build database API, use cloud services, and utilise desktop open data visualisation and
integration software.</p>
      <sec id="sec-4-1">
        <title>4.2. Conceptual Framework</title>
        <p>Based on the CBV applied to NPOs’ value capabilities and OGD user barriers, as discussed in
previous sub-sections, we propose a conceptual framework linking the two. Figure 1 below
shows the value capabilities of non-profit intermediaries that help them create user value
based on our results. The value capabilities are then linked to the groups of OGD users'
barriers that they face during their value creation stages.</p>
      </sec>
      <sec id="sec-4-2">
        <title>4.2.1. Stage I: Acquiring Open Government Data</title>
        <p>During the first stage of the open data value chain, the users may face barriers such as lack
of accessibility and findability, lack of skills and awareness, and lack of community building.
The individual competencies of NPO employees help them push the government to open the
data, which could bring value to the users. One of the interviewed board members says:
“You need knowledge on how to communicate with […] policymakers, to lobby, to help them
understand.” Where the users may lack knowledge and awareness on what data they can get
and how to demand that data be open, NPOs have connections to governmental
organisations and know how to approach lobbying for data openness. Open data activists
can start by having that knowledge and connections to become NPO employees or board
members and use their knowledge and expertise for societal benefit. On the organisational
capabilities level, collaboration with other organisations helps NPOs to connect more easily
with a possible government data provider and push them to open the data. As one project
researcher points out: “[if there is a] need for data that doesn't currently exist or maybe not
in the best quality, then we would turn to our [partner organisation] and be like, do you have
contacts to these people?[…] Maybe, can we start a conversation? And that's a luxury that the
average data user would not have.” There is an awareness among NPO employees of the
benefits of NPOs, such as collaborations with other organisations and easier access to
potential data providers. Moreover, having a non-profit organisational model means that
the government, as an OGD provider, can see them differently from for-profit ones. As a
respondent points out: “ …what's different for us is that we […] lobby in a different way […]
we are speaking for the public and for a vision, we don't negotiate with money…” That suggests
that the role of a public representative can affect the perception of NPO openness demands.
By lobbying for the data to be open on behalf of the user groups, NPOs then reduce the
barriers related to accessibility that prevent value creation from the data the government
holds not as open. Additionally, as another open data process, NPOs help create spaces for
the users to come together with potential data providers. For example, the Open Knowledge
Belgium NPO organises a conference: “It’s a day where data publishers sit next to users,
citizen developers and communities to network and to openly discuss the next steps in […] Open
Data.” Creating spaces for such communication helps users share knowledge and access the
data providers to discuss data needs in person, establishing more lasting connections.</p>
      </sec>
      <sec id="sec-4-3">
        <title>4.2.2. Stage II: Data Enhancement</title>
        <p>For the second stage of the open data value chain of data enhancement, the users face a lack
of data skills and awareness and a lack of OGD usability due to, for example, the
nonmachine readable format of the data. That is where the back-end part of the IT and
Technology infrastructure capabilities of NPOs become useful. As one interviewee
describes: “So as we […] build a Python script to get this data and transform it into the tiles
that you can also see on [the project’s map].” From collecting the data to aggregating to
normalising it, many steps make OGD more usable for the user, especially if they lack the
skills to do that work themselves. As part of the open data processes that NPOs perform,
improving the quality and usability of the OGD is an important activity that can also include
data validation or improving metadata. As the respondent discusses: “…what is a good meta
description, what format do you want... making […] data GDPR compliant, meaning that there
is no personal data in it.”</p>
      </sec>
      <sec id="sec-4-4">
        <title>4.2.3. Stage III: Data Distribution and Delivery</title>
        <p>During this stage of the OD value chain, the users still might face a lack of awareness and
skills, a lack of data usability, and a lack of governance. NPOs apply their IT and
Technological infrastructure’s front-end capabilities to reduce user barriers during this
stage. A respondent gives an example: “We have applications that are prototypical
visualisations that […] demonstrate the usefulness of […] open data. […] we rely on the
community or invite the community to then use the published data and develop a use case for
themselves.” By creating prototypes in the form of, for example, web applications with data
visualisations, NPOs show the potential and value of OGD to the users. This way, the users
are aware of existing OGD on a possible topic of interest and can more easily find and access
the data as NPOs provide it through their channels. The important part of this stage is the
open data processes and organisational capabilities of NPOs. Firstly, non-profit
intermediaries make OGD relevant to user groups by considering current societal topics. A
respondent shares: “…because this was already a relevant topic and the data was out there,
we created a map just to visualise this data of energy usage and public buildings so that people
could navigate it…” As energy prices rose and more people became invested in the topic, the
NPOs’ employees, using their interest in pursuing relevant projects, addressed it by data
visualisation with a map, making OGD accessible and of interest to various citizens. Due to
the collaboration with the government as a data provider, NPOs can provide a feedback
channel for the users on how they want the data distributed. As an interviewee
explains:“…someone from the government has approached us, said: “We [want to] publish this
data. We would love to know what people want in this data so that we can make sure when we
publish it that we include it”. And […] then we've carried that to the community.” NPOs who
collaborate and connect with the government can then act as users’ representatives and
intermediaries. Additionally, by re-releasing the OGD through their channels, NPOs can
alleviate concerns about legal issues that come with data reuse. For example, for one of the
projects, the interviewee says:“ [our] license allows free […] access to our map images and all
of our underlying map data.”</p>
      </sec>
      <sec id="sec-4-5">
        <title>4.2.4. Stage IV: Final Data Usage</title>
        <p>As this stage implies the reuse of the data by a variety of users to get the most value, the
users are stalled mainly by their lack of skills and awareness and their inability to find and
access specific data they want. Even if there is a lot of OGD available due to the country
context, it may take time to grasp where to look for it. As one of the interviewees explains
about the context of the city of Berlin: “…we have a lot of different data sources. You can get
the data from the Geo portal, you can get it from the health portal, you can get it from the
Bureau, the Office of Statistics, and you have a lot of various sources.” However, even as an
NPO employee: “… It took [them] a long time to understand the whole landscape in Berlin and
where to find [the data].” One of the managerial capabilities that NPOs possess is navigating
the country context and its legislation around OGD to know what is available, what is
expected, and what can be demanded. Thus, they can help OGD be more reused by various
user communities through this capability. The organisational capabilities of NPOs that allow
them to take the role of public representative and collaborate with the stakeholders means
that they can help increase the reuse of OGD. An interviewee recounts such a situation:
“…we've gone to the Slack community and said, hey, we've been approached by someone in the
government who wants to publish data on this subject matter. […] what kinds of projects would
you envision doing with it… And we've gotten some really good feedback that way, and then
we carry it back to the government …and then they can try to make sure that they publish data
that … can be used for that.” Another value capability involved is open data processes,
specifically processes to improve the users' OGD awareness and data literacy. One of the
interviewees highlighted it as an important part of the NPO mission: “…drawing attention to
data that exists that people might not have been aware of…” NPOs can provide training,
outreach events, and advisory services for various user groups that would subsequently
help with OGD reuse.</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Discussion and Conclusion</title>
      <p>
        In our study, we identified five main groups of value capabilities and their subgroups,
aligning with the literature. For instance, within “Individual competencies,” beyond
employees’ expertise, knowledge, and skills, pre-existing connections between employees
from diverse sectors emerged as a capability. While literature emphasises open data-related
knowledge and skills [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ], the importance of connections is not, although this capability can
motivate individuals to be part of an NPO in the first place. In “Organisational capabilities,”
the non-profit organisational model contributes to other organisational capabilities,
providing space for employees' personal motivations and internal decision-making
flexibility. Given the variation in OGD regulations across countries, “Management and
governance capability” must consider the specific national context. If NPO is focused on
affecting OGD user barriers, its “Open data processes” that concern different ways of
alleviating said barriers take precedence over other value capabilities. The diversity of
activities performed is needed to tackle various problems different user groups face.
      </p>
      <p>The conceptual framework highlights that while all five value capabilities groups are
present throughout the open data value chain, not all subgroups are important at every
stage. “Open data processes” involve various NPO activities to alleviate user barriers and
are consistently implemented across all stages. NPOs implement all types of “Open data
processes.” Another crucial capability is “Organisational capabilities,” indicating the
nonprofit organisational model, decision-making processes, employee personal perspectives, and
collaborations with OGD stakeholders significantly influence barriers across stages.</p>
      <p>
        The common user barrier across all stages is the lack of open data skills and awareness,
followed by data usability issues, particularly in stages two and three. Accessibility and
findability challenges arise in the initial and final stages of the value chain. Interestingly,
community-building and governance barriers are less common, each appearing only once
as less targeted user barriers. In the study of [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ], “Individual competencies” and
“Management and governance” are identified as the two most important capabilities for
open data organisations, including NPOs. However, our study finds “Management and
governance” relevant only at the final value chain stage and “Individual competencies”
primarily important during the initial stage of acquiring OGD. However, the aim of our
research differs, and our focus on the user barriers might be responsible for the difference
in the results.
      </p>
      <p>Overall, NPOs’ value capabilities that we identified provide NPO-specific types of
capabilities that are not just generalised for OD organisations. Our findings suggest the
importance of, specifically, “Organisational capabilities” and “Open data processes” of NPOs
to reduce the user barriers across the open data value chain. We also find that the most
targeted user barrier is a lack of open data skills and awareness of the user groups, and
NPOs see that as the main problem to successful value creation from OGD.</p>
      <p>This study's limitations include using a built-in translator of the Microsoft Edge browser
for some of the website pages that are not available in English. The automated translation
can be imprecise, affecting the coding process. Additionally, few interviews were conducted
for the case studies as few current employees worked with OGD. Thus, the study could
benefit from more data for generalisation.</p>
      <p>NPOs that use OGD or focus on open data promotion can use the findings of this study to
help their target groups with OGD reuse by understanding which value capabilities they
should focus on. The scientific relevance of this study is in creating a conceptual framework
that applies CBV in the context of OGD value creation to explain how NPOs can reduce user
barriers. We recommend that future research examines the diversity of NPOs and how this
may influence the barriers and relevant capabilities involved in specific cases. This leads to
the application and evaluation of the conceptual framework developed in this research.</p>
    </sec>
    <sec id="sec-6">
      <title>Acknowledgements</title>
      <p>The authors acknowledge the financial support from the European Union’s Horizon 2020
research and innovation program under the Marie Skłodowska-Curie grant agreement No.
955569.
Capability-based View?’, presented at the Thirty Sixth International Conference on
Information Systems, Fort Worth: AISeL, 2015.
[25] A. Lockett, S. Thompson, and U. Morgenstern, ‘The development of the resource-based
view of the firm: A critical appraisal’, International Journal of Management Reviews,
vol. 11, no. 1, pp. 9–28, 2009, doi: 10.1111/j.1468-2370.2008.00252.x.
[26] F. A. Zeleti and A. Ojo, ‘Open data value capability architecture’, Inf Syst Front, vol. 19,
no. 2, pp. 337–360, Apr. 2017, doi: 10.1007/s10796-016-9711-5.
[27] A. Lindgreen and F. Wynstra, ‘Value in business markets: What do we know? Where
are we going?’, Industrial Marketing Management, vol. 34, no. 7, pp. 732–748, Oct.
2005, doi: 10.1016/j.indmarman.2005.01.001.
[28] M. R. Haas and M. T. Hansen, ‘When using knowledge can hurt performance: the value
of organizational capabilities in a management consulting company’, Strategic
Management Journal, vol. 26, no. 1, pp. 1–24, 2005, doi: 10.1002/smj.429.
[29] V. Ambrosini and C. Bowman, ‘What are dynamic capabilities and are they a useful
construct in strategic management?’, International Journal of Management Reviews,
vol. 11, no. 1, pp. 29–49, 2009, doi: 10.1111/j.1468-2370.2008.00251.x.
[30] G. D. Bhatt and V. Grover, ‘Types of Information Technology Capabilities and Their Role
in Competitive Advantage: An Empirical Study’, Journal of Management Information
Systems,vol.22,no.2,pp. 253–277, Nov. 2005, doi: 10.1080/07421222.2005.11045844.
[31] F. A. Zeleti and A. Ojo, ‘Capability Matrix for Open Data’, in Progress in Pattern
Recognition, Image Analysis, Computer Vision, and Applications, vol. 8827, E.
BayroCorrochano and E. Hancock, Eds., in Lecture Notes in Computer Science, vol. 8827.,
Cham: Springer International Publishing, 2014, pp. 498–509.
[32] F. A. Zeleti and A. Ojo, ‘Capability Model for Open Data: An Empirical Analysis’, in
Proceedings of the 11th International Conference on Theory and Practice of Electronic
Governance, Ireland: ACM, Apr. 2018, pp. 403–411. doi: 10.1145/3209415.3209492.
[33] W. L. Neuman, Social Research Methods: Qualitative and Quantitative Approaches, 7th
ed. Pearson Education, 2013.
[34] R. K. Yin, Case Study Research and Applications, 6th ed. Los-Angeles, U.S.A.: SAGE</p>
      <p>Publications, 2018.
[35] R. W. Scapens, ‘Researching management accounting practice: The role of case study
methods’, The British Accounting Review, vol. 22, no. 3, pp. 259–281, Sep. 1990.
[36] A. L. Strauss and J. M. Corbin, Basics of qualitative research: techniques and procedures
for developing grounded theory, 2nd ed. Thousand Oaks: Sage Publications, 1998.
[37] R. W. Scholz and O. Tietje, ‘Types of Case Studies’, in Embedded Case Study Methods,</p>
      <p>Thousand Oaks, U.S.A.: SAGE Publications, Inc., 2002, pp. 9–14.
[38] D. den Haan, ‘Intermediation as a dissolver of barriers: How intermediaries can help
overcome barriers in open data use’, 2018.
[39] M. Gascó-Hernández, E. G. Martin, L. Reggi, S. Pyo, and L. F. Luna-Reyes, ‘Promoting the
use of open government data: Cases of training and engagement’, Government
Information Quarterly,vol.35,no. 2, pp. 233–242, 2018, doi: 10.1016/j.giq.2018.01.003.
[40] A. Shaharudin, B. van Loenen, and M. Janssen, ‘Towards a Common Definition of Open</p>
      <p>Data Intermediaries’, Digit. Gov.: Res. Pract., vol. 4, no. 2, pp. 1–21, Jun. 2023.
[41] J. Saldana, The Coding Manual for Qualitative Researchers. London, UK: SAGE</p>
      <p>Publications Ltd., 2013.
[42] CityLAB Berlin, ‘About Us’, CityLAB Berlin. Accessed: Sep. 23, 2022. [Online]. Available:
https://citylab-berlin.org/en/about-us/</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          [1]
          <string-name>
            <given-names>I.</given-names>
            <surname>Safarov</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Meijer</surname>
          </string-name>
          , and
          <string-name>
            <given-names>S.</given-names>
            <surname>Grimmelikhuijsen</surname>
          </string-name>
          , '
          <article-title>Utilization of open government data: A systematic literature review of types, conditions, effects</article-title>
          and users',
          <source>Information Polity</source>
          , vol.
          <volume>22</volume>
          , no.
          <issue>1</issue>
          , pp.
          <fpage>1</fpage>
          -
          <lpage>24</lpage>
          ,
          <year>2017</year>
          , doi: 10.3233/ip-160012.
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          [2]
          <string-name>
            <given-names>F.</given-names>
            <surname>Gonzalez-Zapata</surname>
          </string-name>
          and
          <string-name>
            <given-names>R.</given-names>
            <surname>Heeks</surname>
          </string-name>
          , '
          <article-title>Understanding multiple roles of intermediaries in OGD</article-title>
          .',
          <source>presented at the 13th International Conference on Social Implications of Computers in Developing Countries</source>
          , Negombo, Sri Lanka,
          <year>2015</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          [3]
          <string-name>
            <given-names>A.</given-names>
            <surname>Yoon</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            <surname>Copeland</surname>
          </string-name>
          , and
          <string-name>
            <surname>P. J. McNally</surname>
          </string-name>
          , '
          <article-title>Empowering communities with data: Role of data intermediaries for communities' data utilisation'</article-title>
          ,
          <source>Proceedings of the Association for Information Science and Technology</source>
          , vol.
          <volume>55</volume>
          , no.
          <issue>1</issue>
          , pp.
          <fpage>583</fpage>
          -
          <lpage>592</lpage>
          ,
          <year>2018</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          [4]
          <string-name>
            <given-names>L. M.</given-names>
            <surname>Salamon and H. K. Anheier</surname>
          </string-name>
          , '
          <article-title>In search of the non-profit sector. I: The question of definitions'</article-title>
          ,
          <source>Voluntas</source>
          , vol.
          <volume>3</volume>
          , no.
          <issue>2</issue>
          , pp.
          <fpage>125</fpage>
          -
          <lpage>151</lpage>
          ,
          <year>1992</year>
          , doi: 10.1007/bf01397770.
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          [5]
          <string-name>
            <given-names>Open</given-names>
            <surname>Knowledge</surname>
          </string-name>
          <string-name>
            <surname>Belgium</surname>
          </string-name>
          , 'Activities', Open Knowledge Belgium.
          <source>Accessed: May</source>
          <volume>06</volume>
          ,
          <year>2022</year>
          . [Online]. Available: https://openknowledge.be/activities/
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          [6]
          <string-name>
            <given-names>Open</given-names>
            <surname>Knowledge</surname>
          </string-name>
          <string-name>
            <surname>Foundation</surname>
          </string-name>
          , 'Training', Open Knowledge Foundation. [Online]. Available: https://okfn.org/what-we-do/training/
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          [7]
          <string-name>
            <given-names>R.</given-names>
            <surname>Amit</surname>
          </string-name>
          and
          <string-name>
            <given-names>P. J. H.</given-names>
            <surname>Schoemaker</surname>
          </string-name>
          , '
          <article-title>Strategic assets and organisational rent'</article-title>
          ,
          <source>Strategic Management Journal</source>
          ,vol.
          <volume>14</volume>
          ,no.
          <issue>1</issue>
          , pp.
          <fpage>33</fpage>
          -
          <lpage>46</lpage>
          , Jan.
          <year>1993</year>
          , doi: 10.1002/smj.4250140105.
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          [8]
          <string-name>
            <given-names>B.</given-names>
            <surname>Ubaldi</surname>
          </string-name>
          , '
          <article-title>Open Government Data: Towards Empirical Analysis of Open Government Data Initiatives'</article-title>
          ,
          <source>OECD Working Papers on Public Governance</source>
          <volume>22</volume>
          , May
          <year>2013</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          [9]
          <string-name>
            <given-names>T.</given-names>
            <surname>Jetzek</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Avital</surname>
          </string-name>
          , and
          <string-name>
            <given-names>N.</given-names>
            <surname>Bjorn-Andersen</surname>
          </string-name>
          , '
          <article-title>Generating Value from Open Government Data'</article-title>
          ,
          <source>in International Conference on Information Systems (ICIS</source>
          <year>2013</year>
          ):
          <source>Reshaping Society Through Information Systems Design, Dec</source>
          .
          <year>2013</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          [10]
          <string-name>
            <given-names>M.</given-names>
            <surname>Beno</surname>
          </string-name>
          ,
          <string-name>
            <given-names>K.</given-names>
            <surname>Figl</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Umbrich</surname>
          </string-name>
          ,
          <article-title>and</article-title>
          <string-name>
            <given-names>A.</given-names>
            <surname>Polleres</surname>
          </string-name>
          , '
          <article-title>Perception of Key Barriers in Using and Publishing Open Data'</article-title>
          ,
          <source>JeDEM - eJournal of eDemocracy and Open Government</source>
          , vol.
          <volume>9</volume>
          , no.
          <issue>2</issue>
          , pp.
          <fpage>134</fpage>
          -
          <lpage>165</lpage>
          ,
          <year>2017</year>
          , doi: 10.29379/jedem.v9i2.
          <fpage>465</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          [11]
          <string-name>
            <given-names>F.</given-names>
            <surname>Ahmadi Zeleti</surname>
          </string-name>
          and
          <string-name>
            <given-names>A.</given-names>
            <surname>Ojo</surname>
          </string-name>
          , '
          <article-title>Qualitative Structural Model for Capabilities in Open Data Organizations'</article-title>
          ,
          <source>presented at the Hawaii International Conference on System Sciences</source>
          ,
          <year>2019</year>
          . doi:
          <volume>10</volume>
          .24251/HICSS.
          <year>2019</year>
          .
          <volume>351</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          [12]
          <string-name>
            <given-names>B.</given-names>
            <surname>Ricker</surname>
          </string-name>
          ,
          <string-name>
            <given-names>J.</given-names>
            <surname>Cinnamon</surname>
          </string-name>
          , and
          <string-name>
            <given-names>Y.</given-names>
            <surname>Dierwechter</surname>
          </string-name>
          , '
          <article-title>When open data and data activism meet: An analysis of civic participation in Cape Town</article-title>
          , South Africa',
          <source>Canadian Geographer</source>
          , vol.
          <volume>64</volume>
          , no.
          <issue>3</issue>
          , pp.
          <fpage>359</fpage>
          -
          <lpage>373</lpage>
          ,
          <year>2020</year>
          , doi: 10.1111/cag.12608.
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          [13]
          <string-name>
            <given-names>J.</given-names>
            <surname>Berends</surname>
          </string-name>
          ,
          <string-name>
            <given-names>W.</given-names>
            <surname>Carrara</surname>
          </string-name>
          , and
          <string-name>
            <given-names>H.</given-names>
            <surname>Vollers</surname>
          </string-name>
          , '
          <article-title>Barriers in working with open data'</article-title>
          ,
          <source>Publications Office of the European Union</source>
          ,
          <year>2020</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          [14]
          <string-name>
            <given-names>S.</given-names>
            <surname>Martin</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Foulonneau</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Turki</surname>
          </string-name>
          , and
          <string-name>
            <given-names>M.</given-names>
            <surname>Ihadjadene</surname>
          </string-name>
          , 'Open Data: Barriers, Risks and Opportunities',
          <source>presented at the 13th European Conference on e-Government (ECEG)</source>
          ,
          <year>Jun</year>
          .
          <year>2013</year>
          , pp.
          <fpage>301</fpage>
          -
          <lpage>309</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          [15]
          <string-name>
            <given-names>C. S.</given-names>
            <surname>Albano</surname>
          </string-name>
          and
          <string-name>
            <given-names>N.</given-names>
            <surname>Reinhard</surname>
          </string-name>
          ,
          <article-title>Open government data: Facilitating and motivating factors for coping with potential barriers in the Brazilian context</article-title>
          , vol.
          <volume>8653</volume>
          LNCS. Springer Verlag,
          <year>2014</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          [16]
          <string-name>
            <given-names>J.</given-names>
            <surname>Brugger</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Fraefel</surname>
          </string-name>
          ,
          <string-name>
            <given-names>R.</given-names>
            <surname>Riedl</surname>
          </string-name>
          ,
          <string-name>
            <given-names>H.</given-names>
            <surname>Fehr</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D.</given-names>
            <surname>Schöneck</surname>
          </string-name>
          , and
          <string-name>
            <given-names>C. S.</given-names>
            <surname>Weissbrod</surname>
          </string-name>
          , '
          <article-title>Current barriers to open government data use and visualisation by political intermediaries'</article-title>
          ,
          <source>in Proceedings of the 6th International Conference for E-Democracy and Open Government</source>
          ,
          <source>CeDEM</source>
          <year>2016</year>
          ,
          <article-title>Institute of Electrical and Electronics Engineers Inc</article-title>
          .,
          <year>2016</year>
          , pp.
          <fpage>219</fpage>
          -
          <lpage>229</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          [17]
          <string-name>
            <given-names>A.</given-names>
            <surname>Yoon</surname>
          </string-name>
          and
          <string-name>
            <given-names>A.</given-names>
            <surname>Copeland</surname>
          </string-name>
          , '
          <article-title>Toward community-inclusive data ecosystems: Challenges and opportunities of open data for community-based organizations'</article-title>
          ,
          <source>Journal of the Association for Information Science and Technology</source>
          , vol.
          <volume>71</volume>
          , no.
          <issue>12</issue>
          , pp.
          <fpage>1439</fpage>
          -
          <lpage>1454</lpage>
          ,
          <year>2020</year>
          , doi: 10.1002/asi.24346.
        </mixed-citation>
      </ref>
      <ref id="ref18">
        <mixed-citation>
          [18]
          <string-name>
            <given-names>M.</given-names>
            <surname>Janssen</surname>
          </string-name>
          ,
          <string-name>
            <given-names>Y.</given-names>
            <surname>Charalabidis</surname>
          </string-name>
          ,
          <article-title>and</article-title>
          <string-name>
            <given-names>A.</given-names>
            <surname>Zuiderwijk</surname>
          </string-name>
          , 'Benefits,
          <string-name>
            <given-names>Adoption</given-names>
            <surname>Barriers</surname>
          </string-name>
          and
          <article-title>Myths of Open Data and Open Government'</article-title>
          ,
          <source>Information Systems Management</source>
          , vol.
          <volume>29</volume>
          , no.
          <issue>4</issue>
          , pp.
          <fpage>258</fpage>
          -
          <lpage>268</lpage>
          ,
          <year>2012</year>
          , doi: 10.1080/10580530.
          <year>2012</year>
          .
          <volume>716740</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref19">
        <mixed-citation>
          [19]
          <string-name>
            <surname>F. van Schalkwyk</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            <surname>Caňares</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S.</given-names>
            <surname>Chattapadhyay</surname>
          </string-name>
          ,
          <article-title>and</article-title>
          <string-name>
            <given-names>A.</given-names>
            <surname>Andrason</surname>
          </string-name>
          , '
          <article-title>Open data intermediaries in Developing countries</article-title>
          ',
          <year>2015</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref20">
        <mixed-citation>
          [20]
          <string-name>
            <given-names>R.</given-names>
            <surname>Grant</surname>
          </string-name>
          , '
          <article-title>The Resource-Based Theory of Competitive Advantage: Implications for Strategy Formulation'</article-title>
          ,
          <source>in Knowledge and Strategy</source>
          , Elsevier,
          <year>1999</year>
          , pp.
          <fpage>3</fpage>
          -
          <lpage>23</lpage>
          . doi:
          <volume>10</volume>
          .1016/B978-0
          <source>-7506-7088-3</source>
          .
          <fpage>50004</fpage>
          -
          <lpage>8</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref21">
        <mixed-citation>
          [21]
          <string-name>
            <surname>M. J. Leiblein</surname>
          </string-name>
          , '
          <article-title>What Do Resource-</article-title>
          and
          <string-name>
            <surname>Capability-Based Theories</surname>
          </string-name>
          Propose?',
          <source>Journal of Management</source>
          , vol.
          <volume>37</volume>
          , no.
          <issue>4</issue>
          , pp.
          <fpage>909</fpage>
          -
          <lpage>932</lpage>
          , Jul.
          <year>2011</year>
          , doi: 10.1177/0149206311408321.
        </mixed-citation>
      </ref>
      <ref id="ref22">
        <mixed-citation>
          [22]
          <string-name>
            <given-names>K. E. K.</given-names>
            <surname>Möller</surname>
          </string-name>
          and
          <string-name>
            <given-names>P.</given-names>
            <surname>Törrönen</surname>
          </string-name>
          , '
          <article-title>Business suppliers' value creation potential: A capability-based analysis'</article-title>
          ,
          <source>Industrial Marketing Management</source>
          , vol.
          <volume>32</volume>
          , no.
          <issue>2</issue>
          , pp.
          <fpage>109</fpage>
          -
          <lpage>118</lpage>
          , Feb.
          <year>2003</year>
          , doi: 10.1016/S0019-
          <volume>8501</volume>
          (
          <issue>02</issue>
          )
          <fpage>00225</fpage>
          -
          <lpage>0</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref23">
        <mixed-citation>
          [23]
          <string-name>
            <surname>H.-L. Wang</surname>
          </string-name>
          , '
          <article-title>Theories for competitive advantage', in Being Practical with Theory: A Window into Business Research</article-title>
          , Wollongong, Australia: THEORI,
          <year>2014</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref24">
        <mixed-citation>
          [24]
          <string-name>
            <given-names>A. Khodabandeh</given-names>
            <surname>Amiri</surname>
          </string-name>
          and
          <string-name>
            <given-names>H.</given-names>
            <surname>Cavusoglu</surname>
          </string-name>
          , '
          <article-title>Enhancing Strategic IT Alignment through Common Language: Using the Terminology of the Resource-based View or the</article-title>
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>