<!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>To Adopt or Not Adopt an Open Government Data Portal. Structural Motivations in Local Governments</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>J.Ignacio Criado</string-name>
          <email>ignacio.criado@uam.es</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Carlos Jiménez-Cid</string-name>
          <email>carlos.jimenezcid@estudiante.uam.es</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Laura Alcaide- Muñoz</string-name>
          <email>lauraam@ugr.es</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Department of Political Science and International Relations, Universidad Autónoma de Madrid</institution>
          ,
          <addr-line>Madrid</addr-line>
          ,
          <country country="ES">Spain</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Dr. Laura Alcaide Muñoz is Associate Professor in Accounting and Finance Department at University of Granada</institution>
          ,
          <country country="ES">Spain</country>
        </aff>
      </contrib-group>
      <fpage>103</fpage>
      <lpage>111</lpage>
      <abstract>
        <p>Existing literature in Open Government suggests some structural variables potentially affecting the decision of adopting (or not) an open data portal by public agencies. In this paper, we analyze structural factors to understand the adoption of Open Government Data (OGD) portals at the local layer in one single country. Regarding socio-demographic, economic, political and contextual variables, we carried out a statistical analysis (nonparametric difference MannWhitney U test) and we explore the differences between a sample of city councils (adopters and non-adopters). Our results indicate some remarkable findings, including the idea that OGD portals represent the intention of governments and public administration of adopting sophisticated devices to improve their transparency and access to public information by digital means.</p>
      </abstract>
      <kwd-group>
        <kwd>Open government</kwd>
        <kwd>adoption</kwd>
        <kwd>public administration</kwd>
        <kwd>local government</kwd>
        <kwd>Spain</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>The rationale of Open Government Data (OGD) portals adoption in public settings is an important
issue. After more than a decade of implementation of different Open Government (OG) policies,
tools, and the inception of the first OGD portals, some scholars have stated the need to explore the
motivation of (non) adoption, among other aspects regarding open data in government settings.
Particularly, this paper is intended to analyze the structural features explaining the adoption of OGD
portals.</p>
      <p>There exist different perspectives in the literature about why governments adopt OGD portals.
Here, we follow authors explaining OGD portals adoption through structural variables, including
political, economic, socio-demographic factors. From this perspective, the motivation of adoption is
mediated by some variables complementary to the decisions made by those involved in the
management of public agencies. Methodologically, this paper analyzes the adoption of OGD in large
Spanish municipalities, posing the following research question: What structural factors of Spanish
city councils with more than 50,000 inhabitants explain the adoption of local OGD portals?</p>
    </sec>
    <sec id="sec-2">
      <title>2. Studying the Adoption of Open Government Data Portals</title>
      <p>
        Few studies yet explore the motivation behind OGD adoption, focusing most of them on the
institutional approach. A recent research on the determinants of OGD adoption by government
agencies
        <xref ref-type="bibr" rid="ref17">(Yang and Wu, 2021)</xref>
        carried out a qualitative study consisted on interviews with a total of
27 participants coming from the Taipei City Government. Their findings demonstrate a total of four
perspectives that supports the availability of OGD portals. The first is referred to the technological
perspective, in which data format, metadata, Information System Outsourcing and level of
informatization are highlighted. Second, the organizational perspective implies taking into account
the organizational culture, authority involvement, perceived effort, liability, benefit and loss of
making OGD available. Another perspective tackles with the legislation and the policy domains,
which materializes the constraints of open data. Finally, these authors explore make the
environmental perspective, including media and public, plus the peer effect. Then, these factors can
function as determinants for the development of OGD portals, but they can also be applied to their
pre-viewed availability.
      </p>
      <p>
        Other studies following the same perspective are
        <xref ref-type="bibr" rid="ref15">Wang and Lo (2016)</xref>
        and
        <xref ref-type="bibr" rid="ref8">Roa et al. (2020)</xref>
        . In the
first, the authors propose a model for evaluating the adoption of OGD consisting in four main
theoretical factors —perceived benefits, perceived barriers, organizational readiness, and external
pressures— that are tested through a large survey comprised on 342 respondents from Taiwanese
Government agencies. The results provide evidence about a positive relation between the OGD
adoption and three of the four factors, excepting the perceived barriers. Moreover, they found that
the perceived benefits have the highest degree of influence on the adoption of OGD. In the second,
the study states an initial difference between analyses focused on the pre-adoption (construction),
adoption (implementation), and post-adoption (usage) of OGD portals. The study is based on new
institutional theory in order to analyze the potential forces inhibiting or leading to this adoption.
Based on qualitative methodology consisting in semi-structured interviews to a total of eight Chief
Information Officers (CIO) from seven different governmental agencies, the final results show three
main drivers identified as the participation in professional networks, the common
professionalization careers, and experiences from other agencies. Hence, there is a lack of scholarly
research analyzing OGD adoption by structural factors in government.
      </p>
    </sec>
    <sec id="sec-3">
      <title>3. Research Design and Methods</title>
      <p>3.1</p>
      <sec id="sec-3-1">
        <title>Research Design</title>
        <p>While most of the previous studies have focused on OGD adoption under institutional theory, we
have focused on structural adoption factors. For this purpose, we’ve studied the Spanish local level
of government, following a double strategy. First, we have carried out a qualitative method based
on the observation and selection of the 58 OGD portals located at Spanish municipalities with more
than 50.000 inhabitants during the period encompassing the end of January and the beginning of
February 2020. Second, we have carried out a statistical analysis between those municipalities that
adopted an OGD initiative with those that didn’t while focusing on their structural factors.</p>
        <p>Regarding to the lack of studies focused on OGD adoption under these conditions, we have
selected ten structural factors inspired by previous studies on fiscal transparency: population
(inhabitants of the municipality); population density (km2 divided by inhabitants); age of
inhabitants (inhabitants aged be-tween 24 and 35 years; inhabitants aged be-tween 36 and 64 years;
and inhabitants aged with more 65 years); level of education (level of inhabitants with secondary
education); smart city context (municipalities that are Smart Cities); transparency culture
(transparency Index at the Local Governments); unemployment rate (% of unemployed inhabitants);
economic level (Gross Domestic Product (GDP) per capita); political ideology (progressive and
conservative); and finally, political stability (number of consecutive years in power5) —information
related to these structural factors has been extracted from the National Institute of Statistics
(https://www.ine.es/), Transparency International Portal
(https://transparencia.org.es/ita2017/), Spanish Interior Ministry (http://www.interior.gob.es/) and Finance and Public
Administration (www.minhap.gob.es)—. These ten structural factors were used to test the following
hypotheses that we proposed based on authors that previously have worked in the same areas:</p>
        <p>
          H1. Larger municipalities have a greater potential to make available a local OGD portal
          <xref ref-type="bibr" rid="ref1 ref14">(Thorsby
et al., 2017; Alcaide Muñoz et al., 2017)</xref>
          . We argue that larger municipalities have greater capabilities
to enable the availability of a ODP because of the ownership of more resources than the smaller ones.
        </p>
        <p>
          H2. Higher population density has a greater potential to make available an OGD portal.
          <xref ref-type="bibr" rid="ref5">(Lowatcharin and Menifield, 2015)</xref>
          . We hypothesize that a potential condensation of the demands
on OGD could have a positive effect enabling the open data portal of the city council.
        </p>
        <p>
          H3. Older people are more likely to engage with OGD portal, promoting its local availability
          <xref ref-type="bibr" rid="ref3">(Esteller-Moré and Polo-Otero, 2012)</xref>
          . We argue that the availability of an ODP could be explained
by an older population that have a greater interest and experience to engage with OGD.
        </p>
        <p>
          H4. Large municipalities with higher levels of education will promote the OGD portal availability
          <xref ref-type="bibr" rid="ref16">(Wang et al., 2019)</xref>
          . We hypothesize that higher levels of education could re-duce the information
gap about OGD promoting the availability of a local OGD portal.
        </p>
        <p>
          H5. Large municipalities coexisting with a smart city ecosystem will promote the availability of
an OGD portal
          <xref ref-type="bibr" rid="ref7">(Pereira et al., 2017)</xref>
          . We argue that a smart city ecosystem will promote the
availability of a local OGP portals because of the perceived benefits.
        </p>
        <p>
          H6. Large municipalities committed with the transparency culture are more likely to engage with
OGD, promoting its local availability
          <xref ref-type="bibr" rid="ref1 ref13">(Alcaide Muñoz et al., 2017; Tejedo-Romero and De Araujo,
2018)</xref>
          .
        </p>
        <p>
          H7. Large municipalities with a higher unemployment rate are more likely to make a local OGD
portal available
          <xref ref-type="bibr" rid="ref13 ref2">(Tejedo-Romero and De Araujo, 2018; Caamaño Alegre et al., 2013)</xref>
          . According to
the theory of legitimacy, the government initiative making available a local OGD portal could be
interpretated as an attempt of recover the social trust that have been lost by a context of economic
crisis.
        </p>
        <p>
          H8. Large municipalities with citizens with high income per capital promote the availability of
local OGD portal
          <xref ref-type="bibr" rid="ref1 ref2">(Rodríguez Bolívar et al., 2013; Alcaide Muñoz et al., 2017; Caamaño-Alegre et al.,
2013)</xref>
          . we hypothesize that a large municipality with citizens with high income per capital is more
likely to support the availability of an OGD portal, not only to fulfill a monitorial performance but
also to amplify the collaborative and participative ratio.
        </p>
        <p>
          H9. Left-wing local government is more likely to promote the availability of an OGD portal
          <xref ref-type="bibr" rid="ref1">(Alcaide Muñoz et al., 2017)</xref>
          . Our hypothesize is that a left-wing local government is more likely to
promote ODP availability just like some of the previous studies on transparency has evidenced.
        </p>
        <p>
          H10. A greater political stability in the municipality won ‘t promotes the availability of local ODP
          <xref ref-type="bibr" rid="ref4">(García-García and Curto-Rodríguez, 2018)</xref>
          . we argue that the availability of OGD initiatives will
depend on political fortress, specifically, we expect a negative relationship between political stability
and the availability of local ODP.
3.2
        </p>
      </sec>
      <sec id="sec-3-2">
        <title>Methods</title>
        <p>
          In this study, we analyzed the factors or determinant that could influence in the implementation and
development of OGD portals by Spanish municipalities (see Table 1). Regarding the statistical
analysis, we have carried out an analysis nonparametric difference test (Mann-Whitney U test)
          <xref ref-type="bibr" rid="ref6">(Mann and Whitney, 1947)</xref>
          , given that our sample does not follow a normal distribution, as we can
see with the Kolmogorov-Smirnov’s normality test
          <xref ref-type="bibr" rid="ref12">(Stephens, 1992)</xref>
          -see Table 2-. For this, two
independent samples (for each of the structural factors considered in this empirical study) were
taken from the same population of the 145 Spanish city councils (58 municipalities with OGD portals
and 87 municipalities without OGP) that have implemented or not OGD portals initiatives. We used
SPSS software in its 26.0 version which calculates the probability that two populations are equal, if
this probability is too small, we will reject the hypothesis (H0) that both samples come from a
population with the same amplitude, considering that there are differences between the populations
and there-fore, the structural factor analyzed influences on the adoption of these initiatives.
        </p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Results</title>
      <p>This section presents the results of our research. First, we present the descriptive results which can
find in Table 1, allowing us to have an idea of the socio-demographic, cities’ profile, economic and
political characteristics that the municipalities in our sample present, and not least, if any difference
is discernible between the two samples. We observe that municipalities with OGD portal have larger
population size and higher population density, although they have higher dispersion (std. dev.
472,962.34 and 4,229.69). Also, we can observe that the population pyramid is very similar between
both types of municipalities, although a greater dispersion in the municipalities that have developed
an OGD portal. On the other hand, we can observe that the municipalities with OGD portal have
citizens with a higher educational level. Also, the SCs also tend to have developed ODP, although
there is a higher dispersion (std. dev. 3.09), because only 12 municipalities are SCs. Therefore, the
index of transparency culture shows that the municipalities with OGP have a higher index than
municipalities without OGP, and with less dispersion (std. dev. 8.84 vs 10.64). Similarly, the Table 1
shows that the councils with OGD portal have less unemployment rate and a higher economic level,
also in both case the dispersion is smaller. Finally, the politic ideology and political stability do not
show significative differences in the descriptive results.</p>
      <p>Regarding our inferential analysis, U Mann Whitney test shows that the population is a variable
that influence on the adoption and development of OGD portal initiatives by the municipalities
(Sig&lt;0.05), so we reject H1 -see Table 1-, i.e., the city council with different population have different
opportunities to face projects that favor the implementation of new technologies that allow the
opening of municipalities and the dissemination of information through ODP. In addition, the
population density has influence on the adoption of OGD portal (Sig&gt;0,05) and we reject H2. So, the
concentration of the population in a municipality seems to exert pressure on public managers to
adopt and develop these innovative initiatives.</p>
      <p>In the case of age of inhabitants, we can observe that the significance is lower 0.05 in all age ranges
considered in this empirical study (inhabitants aged between 24 and 35, between 36 and 64 and more
65 years), so we reject H3. Therefore, we can affirm that the age of the inhabitants is determinants
factor that influence on the implementation of technological projects that favor the transparency of
the city councils. Similarly, the level of education shows a significance lower 0.05 (Sig. 0.041) so we
reject H4. Then, this evidence assumes that the educational level of the population influences the
initiation of open data portal initiatives by Spanish municipalities.</p>
      <p>On the other hand, the fact of a city is considered in an international ranking as a smart city if it
influences the adoption of these OGD projects. This variable shows a significance lower than 0.05
(Sig, 0.001), so it rejects H5. On the other words, the technological environment that surrounds this
type of city favors the undertaking of technologically advanced initiatives, hence a municipality
considered smart city in-fluences on the adoption of OGD portal. Give that, these municipalities
usually offer a technological maturity that other municipalities do not provide, in addition to an
openness to the outside that favors participation with citizens, which allows more possibilities for
these initiatives to prosper within this context. Also, we find that the significance of transparency
culture is lower 0.05 (Sig. 0.001) so we reject H6, i.e., the fact that a municipality has a developed
culture of transparency not influence on the adoption OGD portal initiatives.</p>
      <p>Furthermore, in the case of unemployment rate and municipal wealth, we can observe that there
is influence on the implementation OGD portal initiatives (Sig&lt;0,05), so we confirm H7 and H8 -see
Table 1-, i.e., the economic context in the municipalities that adopt these initiatives seem to influence
their decisions to undertake them. Finally, the political context is not a determining factor in
undertaking this type of initiative by municipalities, since neither political ideology nor political
stability show signs of significant influence on the data, so we accept H9 and H10. It seems that this
type of initiative and the factors that force public managers and politicians to undertake and develop
them come more from the external environment and the environmental characteristics where the
municipality is located than from an initiative undertaken by the people called to manage the public
organization.</p>
    </sec>
    <sec id="sec-5">
      <title>5. Discussion and Conclusion</title>
      <p>Open Government Data (OGD) portals represent another step forward in the transformation of
webmediated transparency with new tools in the public sector. In this paper we have analyzed structural
factors to understand the adoption of OGD portals at the local layer of government (in Spain). The
results of the study about the abovementioned variables indicate some interesting findings. On the
one hand, our analysis has rejected H1, H2, H3, H4, H5, and H6, and accepted H7, H8, H9, and H10
(we calculated the probability that two populations were equal, if this probability is too small, we
rejected the hypothesis (H0)). Therefore, population, population density, inhabitants age, level of
education, city smartness, and commitment with a culture of transparency have a role in explaining
the adoption of OGD portals. On their side, the rest of variables that we have analyzed seem to be
less important, with a special attention to political factors.</p>
      <p>
        After this analysis, some conclusions are developed regarding the comparison of a (similar) group
of city councils, including adopters and non-adopters of OGD portals, regarding structural
variables. First, OGD portals represent the intention of public authorities to adopt sophisticated
devices to improve their transparency and access to public information by digital means. Second,
OGD portals have become a new area of interest for scholars to under-stand the inclination of public
agencies to promote Open Government (OG) policies and strategies
        <xref ref-type="bibr" rid="ref10 ref11">(Ruvalcaba-Gomez et al., 2020;
Sandoval-Almazan et al., 2020)</xref>
        . These last authors suggest the importance of OG for better
governance, trust, participation and collaborative governance processes, accountability, fairness, or
digital efficiency. OGD portals encompass an opportunity to foster the implementation of OG
reforms and values regarding the challenges facing public sector managers. Another finding derives
from our sample of cases non-adopting an OGD portal. Despite the absence of determination to
create an OGD portal, this factor does not confirm the lack of transparency or participation
innovations in these city councils. Future research should focus on the motivations of (non) adoption
within cities and how this is not just a result of structural factors, as it seems to be, but also of other
internal variables requiring different types of analysis.
      </p>
      <sec id="sec-5-1">
        <title>About the Authors</title>
        <p>J. Ignacio Criado
Carlos Jiménez-Cid
Dr. J. Ignacio Criado is an associate professor in Political Science and Public Administration at Department
of Political Science and International Relations, and director of the Lab Research Group Innovation,
Technology and Public Management, Universidad Autónoma de Madrid, Spain.</p>
        <p>Carlos Jimenez Cid is a student of the "Democracy and Government" Master at the Autonomous University
of Madrid, where he also obtained his BA in "Political Science and Public Administration". He is currently
part of the Lab Research Group Innovation, Technology and Public Management at this university.
Laura Alcaide-Muñoz</p>
      </sec>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          <string-name>
            <given-names>Alcaide</given-names>
            <surname>Munoz</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L.</given-names>
            ,
            <surname>Rodriguez</surname>
          </string-name>
          <string-name>
            <surname>Bolivar</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M. P.</given-names>
            , &amp;
            <surname>Lopez Hernandez</surname>
          </string-name>
          ,
          <string-name>
            <surname>A. M.</surname>
          </string-name>
          (
          <year>2017</year>
          ).
          <article-title>Transparency in governments: a meta-analytic review of incentives for digital versus hard-copy public financial disclosures</article-title>
          .
          <source>The American Review of Public Administra-tion</source>
          ,
          <volume>47</volume>
          (
          <issue>5</issue>
          ),
          <fpage>550</fpage>
          -
          <lpage>573</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          <string-name>
            <surname>Caamaño-Alegre</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Lago-Peñas</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Reyes-Santias</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Santiago-Boubeta</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          (
          <year>2013</year>
          ).
          <article-title>Budget transparency in local governments: an empirical analysis</article-title>
          .
          <source>Local government studies</source>
          ,
          <volume>39</volume>
          (
          <issue>2</issue>
          ),
          <fpage>182</fpage>
          -
          <lpage>207</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          <string-name>
            <surname>Esteller-Moré</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Polo Otero</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          (
          <year>2012</year>
          ).
          <article-title>Fiscal Transparency: (Why) does your local government respond?</article-title>
          .
          <source>Public management review</source>
          ,
          <volume>14</volume>
          (
          <issue>8</issue>
          ),
          <fpage>1153</fpage>
          -
          <lpage>1173</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          <string-name>
            <surname>García-García</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Curto-Rodríguez</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          (
          <year>2018</year>
          ). Determinantes de la apertura de datos y rendición de cuentas en los gobiernos regionales españoles.
          <source>Revista del CLAD reforma y democracia</source>
          ,
          <volume>70</volume>
          ,
          <fpage>163</fpage>
          -
          <lpage>198</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          <string-name>
            <surname>Lowatcharin</surname>
            ,
            <given-names>G.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Menifield</surname>
            ,
            <given-names>C. E.</given-names>
          </string-name>
          (
          <year>2015</year>
          ).
          <article-title>Determinants of Internet-enabled transparency at the local level: A study of Midwestern county web sites</article-title>
          .
          <source>State and Local Government Review</source>
          ,
          <volume>47</volume>
          (
          <issue>2</issue>
          ),
          <fpage>102</fpage>
          -
          <lpage>115</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          <string-name>
            <surname>Mann</surname>
            ,
            <given-names>H. B.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Whitney</surname>
            ,
            <given-names>D. R.</given-names>
          </string-name>
          (
          <year>1947</year>
          ).
          <article-title>On a test of whether one of two random variables is stochastically larger than the other</article-title>
          .
          <source>The annals of mathematical statistics</source>
          ,
          <volume>50</volume>
          -
          <fpage>60</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          <string-name>
            <surname>Pereira</surname>
            ,
            <given-names>G. V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Macadar</surname>
            ,
            <given-names>M. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Luciano</surname>
            ,
            <given-names>E. M.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Testa</surname>
            ,
            <given-names>M. G.</given-names>
          </string-name>
          (
          <year>2017</year>
          ).
          <article-title>Delivering public value through open government data initiatives in a Smart City context</article-title>
          .
          <source>In-formation Systems Frontiers</source>
          ,
          <volume>19</volume>
          (
          <issue>2</issue>
          ),
          <fpage>213</fpage>
          -
          <lpage>229</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          <string-name>
            <surname>Roa</surname>
            ,
            <given-names>H. N.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Loza-Aguirre</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Flores</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          (
          <year>2020</year>
          , March).
          <article-title>Drivers and barriers for open government data adoption: an isomorphic neo-institutional perspective</article-title>
          .
          <source>In Future of Information and Communication Conference</source>
          (pp.
          <fpage>589</fpage>
          -
          <lpage>599</lpage>
          ). Springer, Cham.
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          <string-name>
            <given-names>Rodríguez</given-names>
            <surname>Bolívar</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M. P.</given-names>
            ,
            <surname>Alcaide</surname>
          </string-name>
          <string-name>
            <surname>Muñoz</surname>
          </string-name>
          ,
          <string-name>
            <given-names>L.</given-names>
            , &amp;
            <surname>López Hernández</surname>
          </string-name>
          ,
          <string-name>
            <surname>A. M.</surname>
          </string-name>
          (
          <year>2013</year>
          ).
          <article-title>Determinants of financial transparency in government</article-title>
          .
          <source>International public man-agement journal</source>
          ,
          <volume>16</volume>
          (
          <issue>4</issue>
          ),
          <fpage>557</fpage>
          -
          <lpage>602</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          <string-name>
            <surname>Ruvalcaba-Gomez</surname>
            ,
            <given-names>E. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Criado</surname>
            ,
            <given-names>J. I.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Gil-Garcia</surname>
            ,
            <given-names>J. R.</given-names>
          </string-name>
          (
          <year>2020</year>
          ).
          <article-title>Analyzing open government policy adoption through the multiple streams framework</article-title>
          .
          <source>Public Policy and Administration</source>
          ,
          <volume>0952076720936349</volume>
          .
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          <string-name>
            <surname>Sandoval-Almazán</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Criado</surname>
            ,
            <given-names>J. I.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Ruvalcaba-Gómez</surname>
            ,
            <given-names>E. A.</given-names>
          </string-name>
          (
          <year>2020</year>
          ).
          <article-title>Different perceptions, different open government strategies: The case of local Mexican public managers</article-title>
          .
          <source>Information Polity</source>
          ,
          <volume>26</volume>
          (
          <issue>1</issue>
          ),
          <fpage>87</fpage>
          -
          <lpage>102</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          <string-name>
            <surname>Stephens</surname>
            ,
            <given-names>M. A.</given-names>
          </string-name>
          (
          <year>1992</year>
          ).
          <article-title>Introduction to Kolmogorov (1933) on the empirical determination of a distribution</article-title>
          . In Breakthroughs in statistics (pp.
          <fpage>93</fpage>
          -
          <lpage>105</lpage>
          ). Springer, New York, NY.
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          <string-name>
            <surname>Tejedo-Romero</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          , &amp; de Araujo,
          <string-name>
            <surname>J. F. F. E.</surname>
          </string-name>
          (
          <year>2018</year>
          ).
          <article-title>Determinants of local governments' transparency in times of crisis: evidence from municipality-level panel data</article-title>
          .
          <source>Administration &amp; society, 50(4)</source>
          ,
          <fpage>527</fpage>
          -
          <lpage>554</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          <string-name>
            <surname>Thorsby</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Stowers</surname>
            ,
            <given-names>G. N.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wolslegel</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Tumbuan</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          (
          <year>2017</year>
          ).
          <article-title>Understanding the content and features of open data portals in American cities</article-title>
          .
          <source>Government Infor-mation Quarterly</source>
          ,
          <volume>34</volume>
          (
          <issue>1</issue>
          ),
          <fpage>53</fpage>
          -
          <lpage>61</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          <string-name>
            <surname>Wang</surname>
            ,
            <given-names>H. J.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Lo</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          (
          <year>2016</year>
          ).
          <article-title>Adoption of open government data among govern-ment agencies</article-title>
          .
          <source>Government Information Quarterly</source>
          ,
          <volume>33</volume>
          (
          <issue>1</issue>
          ),
          <fpage>80</fpage>
          -
          <lpage>88</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          <string-name>
            <surname>Wang</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Shepherd</surname>
            , D. y Button,
            <given-names>M.</given-names>
          </string-name>
          (
          <year>2019</year>
          ).
          <article-title>The barriers to the opening of gov-ernment data in the UK: A view from the bottom</article-title>
          .
          <source>Information Polity</source>
          ,
          <volume>24</volume>
          (
          <issue>1</issue>
          ):
          <fpage>59</fpage>
          -
          <lpage>74</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          <string-name>
            <surname>Yang</surname>
            ,
            <given-names>T. M.</given-names>
          </string-name>
          , &amp;
          <string-name>
            <surname>Wu</surname>
            ,
            <given-names>Y. J.</given-names>
          </string-name>
          (
          <year>2021</year>
          ).
          <article-title>Looking for datasets to open: An exploration of government officials' information behaviors in open data policy implementation</article-title>
          .
          <source>Government Information Quarterly</source>
          ,
          <volume>101574</volume>
          .
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>