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  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>A Metamodel for GDPR-based Privacy Level Agreements</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Vasiliki Diamantopoulou</string-name>
          <email>v.diamantopoulou@brighton.ac.uk</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Konstantinos Angelopoulos</string-name>
          <email>k.angelopoulos@brighton.ac.uk</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Michalis Pavlidis</string-name>
          <email>m.pavlidis@brighton.ac.uk</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Haralambos Mouratidis</string-name>
          <email>h.mouratidis@brighton.ac.uk</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>School of Computing, Engineering and Mathematics University of Brighton</institution>
        </aff>
      </contrib-group>
      <abstract>
        <p>The adoption of the General Data Protection Regulation (GDPR) is a major concern for data controllers of the public and private sector, as they are obliged to conform to the new principles and requirements managing personal data. In this paper, we propose that the data controllers adopt the concept of the Privacy Level Agreement. We present a metamodel for PLAs to support privacy management, based on analysis of privacy threats, vulnerabilities and trust relationships in their Information Systems, whilst complying with laws and regulations, and we illustrate the relevance of the metamodel with the GDPR.</p>
      </abstract>
      <kwd-group>
        <kwd>Privacy Level Agreement</kwd>
        <kwd>Metamodel</kwd>
        <kwd>General Data Protection Regulation</kwd>
        <kwd>Privacy Management</kwd>
        <kwd>Privacy Engineering</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>Introduction</title>
      <p>
        Over the last decade, governments have given special attention and have focused
their e orts towards the compliance of their services with the Open
Government standards, as this will ultimately result in a democratisation of
decisionmaking [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ], taking advantage of the advancements in Information and
Communication Technologies. Open Government promotes the idea that citizens should
have access to understandable, accurate, reusable, auditable data and
information about government operations and decision making, where transparency [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ]
and the presence of mechanisms for public scrutiny and oversight are in place,
with an emphasis on government accountability. In such context, privacy
preservation represents an important public value for Open Government and the
increased use of e-services has raised issues about the privacy of the information
provided by the citizens and about the sharing of that information [
        <xref ref-type="bibr" rid="ref13 ref20 ref8">13, 8, 20</xref>
        ].
      </p>
      <p>
        A recent European Commission (EC) initiative for capturing European
citizens' opinion concerning their attitude to data protection [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] revealed that 69%
are concerned that the personal data they provide may be used for a purpose
other than that for which it was collected. The same survey reveals that 58%
are convinced that they are obliged to provide personal information in order to
bene t from online products and services, while 52% are sceptical about the
provision of personal information in return for online services. This survey makes
clear that a big share of citizens still remains reluctant of using online services,
adding another obstacle to the wide adoption of e-government services. Citizens'
unawareness concerning the handling of their personal data is enhanced by the
fact that the monitoring of personal information is ubiquitous; while the data
storage is so durable as to render one's past undeletable [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]. The General Data
Protection Regulation (GDPR) [
        <xref ref-type="bibr" rid="ref16">16</xref>
        ] that forces organisations to manage data in
a speci c way with regards to privacy reinforces all the above.
      </p>
      <p>This work proposes a metamodel that captures the privacy-related entities
mentioned in the GDPR and the relationships among them, and allows the
designers of e-services to better understand the concepts that must be included
in a PLA. The reminder of the paper is set out as follows: Section 2 discusses
related work while Section 3 presents the conceptual language of a PLA. Finally,
Section 4 concludes the paper by raising issues for further research.
2</p>
    </sec>
    <sec id="sec-2">
      <title>Related Work</title>
      <p>
        Work on PLAs has been limited so far. The Privacy Level Agreement Working
Group of the Cloud Security Alliance (CSA) has de ned a PLA in the context of
cloud services [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. Similarly, the concept of PLA has been presented by [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ] as a
standardised way for cloud providers to describe their data protection practices.
In the same way to the CSA proposal, this work focuses on the cloud environment
and the PLA is considered as a means for the cloud providers to ensure that their
privacy policy is communicated to the service consumers. However, these works
are limited only to privacy aspects of cloud provision and do not provide support
for speci cation of user preferences and needs or ways to de ne privacy threats
and vulnerabilities related to these needs.
      </p>
      <p>
        The authors in [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ] propose an architecture that promotes the employment of
privacy policies and preferences. They introduce the Privacy Controller Agent for
storing and comparing service providers' privacy policies and user privacy
preferences. However, this work does not provide an agreement between two entities
(e.g., PA and citizens) but rather an architecture to de ne privacy policies.
      </p>
      <p>
        On the other hand, the literature provides many examples of works that
focus on the speci cation of Service Level Agreements (SLAs) which refer to the
mutual agreement that ensures the obligations and the requirements both of a
service provider and a customer [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. In contrast to the PLA concept, an SLA does
not take into account privacy aspects of the agreement between a service provider
and a service consumer. sed on their privacy preferences, relevant threats and
trust issues along with an indication of the value of their data. PLA will be a
clear way that empowers and supports them in deciding about their data and
receive warnings about `bad decisions' or breaches with respect to their privacy.
3
      </p>
    </sec>
    <sec id="sec-3">
      <title>Metamodel of a Privacy Level Agreement</title>
      <p>In this section we propose a metamodel that captures the entities mentioned in
the GDPR, related to data protection in e-services o ered by PAs. This
metamodel formalises the relationships of the privacy-related concepts of the GDPR
and contributes to the development of digital contracts between PAs and citizens
who use their e-services. Words in italics refer to the concepts of the metamodel.</p>
      <p>
        The rst concept is the Public Administrator (PA) who o ers an e-service
used by citizens and requires various data from them. A PA is identi ed by
its name, place of establishment and contact details of the PA's data controller
administrator. Paragraph 39th of the GDPR states that the identity of the data
controller (i.e. PA) to the data subjects (i.e. citizens) should be indicated, to
provide transparency. Also, according to the 1st paragraph of the 30th Article
of the GDPR, the data controller shall maintain a record providing contact
details of the controller administrator. In the context of our work, assigning
such a responsibility to an employee of the organisation is important so that the
citizen has a point of contact in case they want to make a query, contributing to
the accountability of the service [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ]. Contact details need to include an email
address in order the PA to be accessible to citizens [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ].
      </p>
      <p>
        For the elicitation of citizens' privacy preferences, a PA publishes
questionnaires where each question refers to speci c data and how it could be managed,
e.g., a PA might ask citizens for how long they prefer their data to be stored at
the PA's database. Each answer captures a privacy preference of a citizen which
restricts the data they share with a PA. The government applications that
engage citizens and allow interactivity with them have positive payo s for trust in
government [
        <xref ref-type="bibr" rid="ref21">21</xref>
        ]. Additionally, the 70th paragraph of the GDPR highlights the
processing of personal data for marketing reasons and describes explicitly
citizens' right to consent or not. According to the 156th paragraph of the GDPR,
a citizen should be fully aware of the purposes of their data sharing, and this
should be subject to appropriate safeguards for the rights and freedoms of the
them.
      </p>
      <p>
        Citizen's data is also requested by external organisations. Therefore, some of
the citizen's privacy preferences are related to the permission of sharing their
data with these organisations or not. Based on this, a request can be either
allowed or denied. According to the 4th paragraph of the 30th Article of the
GDPR, the data controller shall maintain a record providing the categories of
recipients to whom the personal data have been or will be disclosed, i.e. recipients
in third countries or international organisations. The 82nd paragraph of the
GDPR mentions that the PA should maintain records of processing activities
concerning citizens' personal data. Moreover, in [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ] it is argued that history
events can in uence trust of an individual. This information can support the
citizens in taking better decisions concerning the sharing of their data with
the PA. Hence, a history-based assessment shall be associated with each piece
of data that is exposed to requests from external organisations. This type of
assessment consists of an analysis of the citizens' privacy preferences and the
generation of a prediction of the possible outcomes of subsequent requests. It
contains an estimation of the amount of requests for the citizens' data that have
been allowed or denied, based on their requirements available and the aggregated
statistics about other citizens, collected up to that moment.
      </p>
      <p>
        Another important aspect of privacy that GDPR targets is citizens'
awareness about the value of their data. To improve awareness, data shall be associated
with three values. The rst value captures citizens' valuation, the second
captures the valuation by the PA, and the third captures the average valuation of
all the citizens. These values represent the relative importance of the provided
information with respect to how sensitive this information is, given that citizens
have not yet acquired critical thinking on which data they should share [
        <xref ref-type="bibr" rid="ref19">19</xref>
        ].
This information will increase citizens' awareness about how their data is used,
as well as their criteria to assess and control the level of risk for their privacy.
Consequently, it is expected that citizens will gain useful insights on the value
of their digital personal data. In addition, by providing information to the PA
about the value of the collected data that has been assigned by the citizens, it
will allow better decision making for the PA.
      </p>
      <p>
        PAs have certain requirements about how to handle citizens' privacy in the
context of their services. Such requirements constrain the operations that PAs
perform on the citizen's data (e.g., transmit, modify, read, etc.). For example,
when transmitting digitally a document from one organisation to another, the
communication channel should satisfy con dentiality constraints, e.g., by using
encryption. Additionally, the PA operations should be compliant with existing
laws and communicated to the citizens. According to the 23rd and the 60th
paragraphs of the GDPR it is necessary to ensure citizens' consent for the
processing of their personal data. Acquiring complete information about processing
and storing of their data to the PAs' information systems, citizens are fully
informed, e.g., on the location of their stored data, on the processing ways, etc.
Also, this eld answers to the demand of the 42nd paragraph of the GDPR for
the proof of citizens' consent. Furthermore, the compliance of the operations
performed by PAs should be communicated to citizens. In particular, the 81st
paragraph of the GDPR refers the adherence to an approved code of conduct or
an approved certi cation. Law compliance is one of the factors that makes an
environment feel safe and trustworthy for the citizen [
        <xref ref-type="bibr" rid="ref12">12</xref>
        ].
      </p>
      <p>
        A recent survey conducted by the EC [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ] showed that only 37% of the
European citizens are aware of a National Public Authority responsible for protecting
their personal data rights. Adding such information to the PLA will raise citizens
awareness regarding the protection of their data rights by the speci c Authority.
      </p>
      <p>
        From a technical point of view, the architecture of the PA systems must be
compliant with the privacy requirements of the PA. This should be demonstrated
to the citizens before deciding to consent sharing their data with PAs, in order
to enhance their trust [
        <xref ref-type="bibr" rid="ref14 ref7">7, 14</xref>
        ]. The 83rd paragraph of the GDPR highlights the
importance of the maintenance of the data security, attributing this
responsibility to the PA for the evaluation of the risks inherent in the processing and
for the implementation of measures to mitigate the identi ed risks, ensuring an
appropriate level of security.
      </p>
      <p>The 78th and the 84th paragraphs of the GDPR describe the concern of
PAs to ensure the protection of citizens' personal data by adopting appropriate
technical and organisational measures, presenting speci c actions to be
implemented. The adoption of internal policies and the implementation of measures
will meet the principles of data protection-by-design and by-default. To avoid
privacy violations from the PA's system architecture, a security analysis should
precede the system's design. Therefore, the metamodel includes the threat model
concept that is composed of the PA system's vulnerabilities, threats and attacks
that potentially could exploit them, as well as the countermeasures that are
implemented to defend the system.</p>
      <p>The 83rd paragraph of the GDPR highlights the importance of the
maintenance of the data security and privacy, attributing this responsibility to the PA
for the risks evaluation inherent in the processing and for the implementation
of security and privacy measures to mitigate the identi ed risks, ensuring an
appropriate security level.</p>
      <p>
        Finally, citizens need assurances that the PA introduces appropriate
mechanisms and processes to support the privacy needs, and informs them when these
needs are not followed, due to either PA policies or legislation. Such information
improves the transparency of PA's operations in terms of data management, and
it therefore contributes to citizens' trust improvement. The existence of secure
systems and the communication of the security related information to the
citizens can contribute to the development of citizen trust towards the PA and its
systems [
        <xref ref-type="bibr" rid="ref17">17</xref>
        ].
4
      </p>
    </sec>
    <sec id="sec-4">
      <title>Conclusions</title>
      <p>This work proposes a metamodel to describe the privacy-related concepts
mentioned in the GDPR, which allows designers of e-government services to compose
PLAs. The adoption of PLAs will enhance citizens' trust, since there is a
formal agreement that guarantees that citizens privacy preferences are respected.
Furthermore, our proposal allows the creation of digital contracts that can be
used by the PAs e-services to enclose, monitor and enforce citizens privacy
preferences. Given that our proposal is based on the current version of the GDPR,
the metamodel allows every time a new article is introduced or changed, to
identify the overall changes in the domain and the impact that might have in the
objectives of the PLA.</p>
      <p>Future directions include the identi cation of appropriate methods and tools
that will enable PAs to capture the necessary information during the design time
of the PA system and also to support run-time privacy protection. The above
can later be validated through a real case study. Moreover, we plan to provide
a tool that will receive as input a more detailed version of our metamodel and
automatically produce the schema of a PLA. This way we target to standardise
the creation of PLAs and therefore, improve interoperability when PLAs need
to be merged due to an expansion of an e-service or the union of two PAs their
format will be identical.</p>
    </sec>
  </body>
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