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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>September</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Using the Fractal Enterprise Model for analyzing and predicting effects from introducing IT solutions</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Giorina Maratsi</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff1">1</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Ilia Bider</string-name>
          <email>ilia@dsv.su.se</email>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff2">2</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Enterprise Modeling</institution>
          ,
          <addr-line>Fractal Enterprise Model, ADOxx, Organizational Change, Digital Transformation</addr-line>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Stockholm University Student</institution>
          ,
          <addr-line>Borgarfjordsgatan 12, Kista-Stockholm, 164 55</addr-line>
          ,
          <country country="SE">Sweden</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Stockholm University</institution>
          ,
          <addr-line>Borgarfjordsgatan 12, Kista-Stockholm, 164 55</addr-line>
          ,
          <country country="SE">Sweden</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>University of Tartu</institution>
          ,
          <addr-line>Ülikooli 18, 50090 Tartu</addr-line>
          ,
          <country country="EE">Estonia</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2023</year>
      </pub-date>
      <volume>1</volume>
      <fpage>3</fpage>
      <lpage>15</lpage>
      <abstract>
        <p>Due to complexity in today's business environment, aligning strategic goals with IT systems requires an analysis of the effects which the introduction of IT solutions brings. Enterprise Modeling (EM) can be used for the multidimensional analysis of an organization in order to bridge the gap between business and IT. Choosing a suitable EM technique is a challenging task, as standard modeling tools used in ITworld may be too IT-oriented and have limited ability to compare non-IT enabled business with ITenabled business. The goal of this experience report is to test the fitness of Fractal Enterprise Model (FEM) and the FEM toolkit created with the help of ADOxx for the task of analyzing and predicting the effects of introducing IT systems into the business. A business case is examined where an IT project in an accreditation agency operating in European higher education area is analyzed. Different data collection methods were deployed, among them document study, semi-structured interviews, and own observation. The paper provides preliminary guidelines for practitioners for building FEMs for the situations before and after the IT introduction phase and analyzing/predicting effects based on them.</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1. Introduction</title>
      <p>
        In today’s competitive and dynamic business environment, organizations need to constantly
transform themselves by introducing IT solutions that enable effectiveness and efficiency in
terms of business goals, organizational structure and processes. This can help them to deal with
complexity, which has been reported to be a serious business problem [
        <xref ref-type="bibr" rid="ref1">1</xref>
        ]. The current
experience report aims at sharing our experience in the field of Enterprise Modeling for the task
of analyzing and predicting effects of IT introduction into the business. For this purpose, it
examines the use of Fractal Enterprise Model (FEM) and the FEM toolkit which was built with the
help of metamodeling environment ADOxx [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ].
      </p>
      <p>
        Enterprise Modeling (EM) is a practice that among other things supports the multidimensional
analysis of an organization in order to bridge the gap between business and IT, therefore achieve
the so-called Business and IT Alignment (BITA) [
        <xref ref-type="bibr" rid="ref3">3</xref>
        ]. It is generally perceived as an effective way
to enhance coordination within an organization [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], achieve the desirable state through new
digitized processes and ensure that IT investments add value and are aligned with business
strategy [
        <xref ref-type="bibr" rid="ref5">5</xref>
        ].
      </p>
      <p>
        Analyzing the effects of IT introduction is not a trivial task, as they may relate not only to the
processes in which IT is being introduced, but also to other parts of the organizational activities
that are also affected by a change [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ]. Aligning business goals with IT systems requires an analysis
      </p>
      <p>
        2023 Copyright for this paper by its authors.
of the effects that IT introduction brings, regardless of whether they are positive or negative. Due
to the complexity of modern organizations, creation and use of IT systems the functioning of
which the management can understand is a demanding task. According to [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ], EM is essential to
provide the management with enterprise models that are understandable and suitable for their
decision-making processes. The importance of analyzing the effects of introducing IT is not
restricted to the introduction phase. It can be beneficial to predict the effects before the
introduction has started, during the phase of choosing the right IT system among several
alternatives, or when a decision on introducing a specialized system has been reached. This can
help plan measures to facilitate changes in advance [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ].
      </p>
      <p>
        According to [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ] one problem that is observed in IT projects that affects business processes is
that only the most visible processes are part of investigation from the management side, which
might not represent the full picture of the enterprise, but provides rather a partial or
halfdocumented knowledge. Another challenging aspect is that business process architecture is
primarily designed to present well-defined processes, with little emphasis being given in
analyzing the whole organization and identifying all existing processes.
      </p>
      <p>
        For choosing a suitable Enterprise Modeling (EM) technique that provides management with
reliable information, some requirements/criteria can be set. Firstly, it should provide a holistic
view on the operations of an organization, meaning that it could help identify all the areas of the
business that could be affected by providing enough concepts for building the holistic models [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ].
Secondly, it should be understandable for business people that lack a technical background in
computer science [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ] or at least being understood without extensive training [
        <xref ref-type="bibr" rid="ref9">9</xref>
        ]. Different
modeling techniques can be used for a variety of business decision-making and purposes, where
each modeling technique (i.e. BPMN [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ], ArchiMate[
        <xref ref-type="bibr" rid="ref11">11</xref>
        ]) is aimed at examining a specific aspect
of an organization. Standard modeling tools used in IT-world may be too IT-oriented and have
limited ability to compare a non-IT enabled business with an IT-enabled business. Another issue
is that traditional EM tools face the challenge that the new models that are created might have
limited connection to the old one or cannot properly show all capabilities and assets of an
organization [
        <xref ref-type="bibr" rid="ref6">6</xref>
        ], making the comparison between existing business processes and the ones to be
introduced after IT intervention difficult.
      </p>
      <p>Thus, there is a need for a modeling technique that could provide means for analyzing all
effects of IT introduction, and the Fractal Enterprise Model (FEM) seems promising in this
respect. According to [12], FEM bridges the gap between the visualization of as-is and the
development of a new process architecture of an organization. By building enterprise models of
the relevant parts of the business, the comparison between the state before and after IT
introduction is enabled in a more formal way.</p>
      <p>The research question we try to answer in this paper is: “In what way can FEM be used for
analyzing and predicting effects from IT introduction?”. The research question is sought to be
answered on an example of an accreditation agency of 20 employees operating in the field of
accreditation, certification and quality assurance in higher education. The transformative IT
project of the accreditation agency that is being examined is related to the introduction of a new
software for supporting accreditation procedures in higher education (called from now on “easy
job”). The new system serves to improve the internal management routines.</p>
      <p>Note that the focus on testing FEM for the task, does not mean that other EM languages cannot
be used for this task, or FEM is the most optimal solution. The scope of this paper is limited to
FEM, as this technique seems promising for finding all areas in an organization that are/would
be affected by the change. Also, we are not expecting FEM to be useful for calculating effects in
economic or other terms. Other techniques are needed to analyze all changes that new IT brings
into organization and express them in economic, cultural, or some other type of measurements.</p>
      <p>The rest of the paper is structured in the following manner. Section 2 presents the knowledge
base, including a short description of FEM, and the business case. Section 3 introduces as-before
models of the business case and presents the methodology that was followed when building them.
Section 4 presents as-after models, and analyzes the differences. Section 5 reflects on the main
findings, answers the research question, and discusses limitations.</p>
    </sec>
    <sec id="sec-2">
      <title>2. Knowledge base</title>
      <sec id="sec-2-1">
        <title>2.1. A short introduction to FEM</title>
        <p>
          Fractal Enterprise Model (FEM) is a modeling technique that shows interconnections between
business processes and assets that an organization manages [
          <xref ref-type="bibr" rid="ref6">6</xref>
          ]. The name fractal is referring to
the recursive nature of the model. Building of FEMs is supported by a graphical environment
called FEM toolkit [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ] that is based on the metamodeling environment ADOxx [
          <xref ref-type="bibr" rid="ref2">2</xref>
          ]. According to
[
          <xref ref-type="bibr" rid="ref6">6</xref>
          ], FEM has been initially developed for finding all or the majority of the processes within an
organization. Through the expansion of FEM in several case studies, it has been revealed that FEM
can be used in planning organizational change and transformation [
          <xref ref-type="bibr" rid="ref6 ref7">6,7</xref>
          ]. An example of a FEM
related to our business case is presented in Fig. 1, which will be discussed in the next subsection.
        </p>
        <p>FEM has four types of nodes: business process, asset, external pool and external actor, the latter
is not used in this paper. A process, depicted as an oval in the notation, represents a repetitive
behavior. An asset, depicted as a rectangle, represents a set of things that are engaged in the
behavior and play a certain role in it, thus ensuring that the behavior continues to be repetitive.
There are two types of relations between processes and assets – used in and managed by. A used
in relation between a process and asset means that the asset plays a certain role in the process.
The relation is visually represented by an arrow with a solid line that goes from the asset to the
process. A managed by relation between an asset and a process means that the process changes
the set, i.e. adds or removes elements or changes their properties. The relation is visually
represented by an arrow with a dashed line that goes from the process to the asset. To identify
which role the asset plays in the process, or how the process changes the asset, a label is added
to the relation.</p>
        <p>There are 8 labels for used in relation:
1. Workforce: people employed in the process who belong to the given organization.
2. Partner: external agents participating in the process, they can be other organizations or
people not employed by the given organization.
3. EXT (EXecution Template) - any kind of regulations that determines the activities flow in
the process, e.g. software development methodologies, process maps, manuals, etc.</p>
        <p>There are three labels for managed by relation:
1. The acquire relationship refers to the process of adding a new element to the asset.
2. The maintain relationship refers to the process of keeping existing assets "in shape".
3. The retire relationship refers to the process of excluding elements that are no longer used
in the process.</p>
        <p>An external pool represents a set of things, active or passive, from which an organization can
acquire some elements, or to which it can add some elements. An external pool can be connected
to a process via a blue dashed arrow with a round dot start. The arrow shows which process
draws from the pool or adds elements to it.</p>
        <p>A standard way of building FEM is starting from a process of interest and going down using
architypes (patterns) for extending the model downwards. An architype is a template defined as
a fragment of a model where labels inside ovals (processes) and rectangles (assets) are omitted,
but arrows are labelled. FEM has two types of architypes: process-assets architypes and an
assetprocesses architype. A process-assets architype represents the kinds of assets that can be used in
a given category of processes. There are several architypes of this sort. The upper part of Fig. 2
presents a so-called generic process-assets architype, which can be applied to any process. There
are also specific process-assets architypes.</p>
        <p>
          The asset-processes architype shows the kinds of processes that are aimed at changing the
given category of assets. There is only one such architype, which is presented in the bottom part
of Fig. 2. In the FEM toolkit an architype is invoked by clicking on the plus sign in the bottom of a
process or asset shape. This will lead to additional elements being added to the model. More on
architypes, FEM and FEM toolkit see in [
          <xref ref-type="bibr" rid="ref6">6</xref>
          ] and [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ].
        </p>
      </sec>
      <sec id="sec-2-2">
        <title>2.2. Business case</title>
        <p>The generic FEM model of the examined business case is presented in Figure 1. To build it,
the authors started with the primary process that delivers value to a beneficiary and then
identified the assets (resources) that are needed to manage the process. For the identification of
assets, the first author carried out an empirical investigation based on her experience in the
agency and complementary documents that describe the processes.</p>
        <p>The main process of the accreditation agency is the accreditation of programs or institutional
accreditation of public/private universities through external assessment by peer-review
completed by experts in the field. The objective of the agency is to offer high quality assessment
services to higher education institutions nationally and internationally (shown with dashed
acquire) by attracting more universities. Main beneficiaries are public and private national and
international universities. Part of the IT infrastructure are the IT tools for supporting
accreditation procedures. The primary process of the accreditation agency can be decomposed
into three processes: the program accreditation, the supporting processes, and the institutional
accreditation. The focus will be on the first two since institutional accreditation is similar to
program accreditation.</p>
        <p>During the recent years, the agency has been undergoing a transformation process triggered
by changes in the national and European laws, therefore the management considered it necessary
to redesign the processes related to the support of accreditation procedures through a so-called
easy job project, which will be in the focus of this paper.</p>
      </sec>
      <sec id="sec-2-3">
        <title>2.3. A framework for analyzing effects from IT introduction</title>
        <p>As has been mentioned in Section 1, an enterprise model alone does not have enough
information for calculating the effects of introduction of IT in quantitative or even qualitative
manner. What it can help with is to highlight areas of change that can be far beyond the processes
in which new IT systems are being introduced. For doing quantitative and qualitative predictions,
we need another framework which can be used after all areas of a change have been discovered.
In this work, we use a framework from [13] as an additional framework for analysis of the effects
from IT systems introduction into practice. It was developed by analyzing 80 research papers and
grouping the effects from IT investments into 25 categories. Table 1 presents the criteria from
[13] that we have used in the current research.</p>
        <sec id="sec-2-3-1">
          <title>In processes or departments, less expenses</title>
          <p>Human resources</p>
        </sec>
        <sec id="sec-2-3-2">
          <title>Learning and knowledge</title>
          <p>Non-human resources
Structure of the Business Organization
Components of the business</p>
        </sec>
        <sec id="sec-2-3-3">
          <title>Decision making</title>
        </sec>
        <sec id="sec-2-3-4">
          <title>Organizational culture</title>
        </sec>
        <sec id="sec-2-3-5">
          <title>Information</title>
        </sec>
        <sec id="sec-2-3-6">
          <title>Technology/tools</title>
        </sec>
        <sec id="sec-2-3-7">
          <title>Strategy planning</title>
        </sec>
        <sec id="sec-2-3-8">
          <title>Efficiency</title>
        </sec>
        <sec id="sec-2-3-9">
          <title>Productivity</title>
        </sec>
        <sec id="sec-2-3-10">
          <title>Cost reductions formulation and</title>
          <p>Connections between
components
Transforming and making
structural changes</p>
          <p>Criteria for analyzing effects of IT introduction</p>
          <p>Communication oMpoerneditaylpoegsueof communication, more</p>
        </sec>
        <sec id="sec-2-3-11">
          <title>Flow of products/services</title>
        </sec>
        <sec id="sec-2-3-12">
          <title>Improved flow between processes</title>
        </sec>
        <sec id="sec-2-3-13">
          <title>Control and follow up</title>
        </sec>
        <sec id="sec-2-3-14">
          <title>Change management</title>
        </sec>
        <sec id="sec-2-3-15">
          <title>Integration and coordination</title>
        </sec>
        <sec id="sec-2-3-16">
          <title>Flexibility</title>
        </sec>
        <sec id="sec-2-3-17">
          <title>Improved reporting possibilities, better evaluation of options</title>
        </sec>
        <sec id="sec-2-3-18">
          <title>Improved ability to restructure, add or remove processes</title>
        </sec>
        <sec id="sec-2-3-19">
          <title>Improved coordination and integration of different parts and better planning among departments</title>
        </sec>
        <sec id="sec-2-3-20">
          <title>Adaptation to changes in market conditions</title>
        </sec>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>3. Building as-before models</title>
      <sec id="sec-3-1">
        <title>3.1. Data sources</title>
        <p>• Internal documents, such as protocols and meetings minutes of the accreditation agency,
have been used to understand the role and scope of the accreditation agency operations.
• Four interviews were conducted with the accreditation agency general manager, quality
assurance manager, process manager and external IT company to understand processes
and roles and how they are affected by introduction of new IT systems. They were
conducted individually with the participants in a semi-structured format. In addition,
unstructured and informal discussions were conducted with the participants of the
processes when the needs aroused.
• Lastly, after presentation of the results to the stakeholders, two unstructured interviews
were conducted with the general manager and process manager.</p>
      </sec>
      <sec id="sec-3-2">
        <title>3.2. FEM for the easy job project</title>
        <p>The easy job project concerns the introduction of new IT systems in the supporting processes.
The general model for this part of the business activity is presented in Fig. 3. To connect this
model to other models built for the business case, we use the ghost feature of the FEM toolkit. The
ghost feature allows to present the same element in several places, in the same model or in a
different one. The feature allows to split a complex model in parts by creating a package of
interconnected models. A second occurrence of the same element has a thick arrow in the right
upper corner of the shape that represents the element. A new occurrence of the same element
can also be presented in a decomposed way. The decomposition is shown by a shape with the
dashed border that contains other shapes (see Fig. 1 and 3).</p>
        <p>As shown in Fig. 3, there are four main supporting processes for the accreditation procedures:
(1) "Financing &amp; Accounting handling" with basic IT tool the finance and accounting software; (2)
the "Monitoring of program accreditation procedures"; (3) "Tracking of employees' working
hours" with a software called “Timetac”, and (4) "Monitoring of servers &amp; storage capacity" that
uses physical servers and cloud storage. From the above, the "Monitoring of program
accreditation procedures" will be further decomposed and examined in the next section, since it
is the main process affected by the “easy job” software.</p>
        <p>During the interviews with the management, it was discovered that the current IT
infrastructure used for accreditations is not in a good shape, since different software tools and
database monitoring tools (e.g. Access, Excel) are used for completing the tasks involved. This
impedes planning and execution of accreditation routines in an effective and efficient manner and
leads to the time-consuming processes that are either non-automated or only partially
automated.</p>
        <p>An external IT company was commissioned by the accreditation agency to introduce in
autumn 2022 a new software called “easy job” that will serve as a "one-stop shop" for the
supporting processes related to “Financing and Accounting handling”, “Monitoring of program
accreditation procedures” and “Tracking of employees’ working hours” of the agency.</p>
      </sec>
      <sec id="sec-3-3">
        <title>3.3. FEM for monitoring of program accreditation procedures</title>
        <p>The monitoring of program accreditation in the as-before state is presented in Fig. 4. There
are a number of different tools used in this activity, but they do not automate the processes
sufficiently and do not provide enough data for analytics. The activity mostly uses general
Microsoft tools, such as Word, Access, Excel. More specifically it uses:
•
•
•</p>
        <p>Access database of accreditation procedures. It serves the planning of the whole
accreditation procedure by setting milestones in Access and calculating employees'
workload.</p>
        <p>Moodle “archive” linked to the agency’s website. A version of Moodle specifically designed
for the accreditation agency for archiving accreditation reports and publishing them to
agency’s website (used since 2018).</p>
        <p>Database of experts in an Excel file. It supports the nomination of peer-review experts.</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>4. Building and analyzing as-after models</title>
      <sec id="sec-4-1">
        <title>4.1. FEMs for the as-after situation</title>
        <p>The FEMs for the situation after the new systems have been introduced into practice are
presented in Fig. 5 (corresponds to Fig. 3) and Fig. 6 (corresponds to Fig. 4). For tracking changes,
the affected assets and processes are marked by special background colors in Fig. 5 and 6. The
assets/processes that underwent changes are marked with the light orange color, and new
assets/processes that have been added are marked by the light blue color. Additionally, the assets
that will be disappearing in the new state can be marked with grey color in the as-before models,
which is not presented in Fig. 3 and 4.</p>
        <p>The details of changes are as follows:
•
•
•</p>
        <p>Financing &amp; accounting handling: is replaced by "easy job" software. The new software
offers the possibility of saving automatically all transactions in digital folders. This is also
reducing the need for printing the documents, which can now be sent to external auditors
directly as digital files (environmental friendlier solutions).</p>
        <p>Tracking of employees’ working hours: is also replaced by "easy job" software that
replaces the "Assigned projects" and “Process map in the head of project managers” by
providing resources overview per employee/per week and tasks/timings in Gantt Charts.
The new features enable better resource-planning by the management and provide
project management solutions for accreditation managers in a homogeneous way
(milestones, tasks tracking for each accreditation step).</p>
        <p>Monitoring servers &amp; storage capacity: provides the agency with storage capacity to
support all processes. The process is handled by an external IT company (partner),
freeing time for IT project manager. The IT company will maintain the new system and
provide storage solutions. This change is expected to provide more reliable services and
support from experts in the field.</p>
      </sec>
      <sec id="sec-4-2">
        <title>4.2. Analyzing potential problems during the introduction</title>
        <p>Based on the comparison of as-before and as-after model, we can generate the following
questions related to the introduction of the new tools:
• Workforce question. How can employees contribute to the monitoring of accreditation
procedures and coordination of tasks? This can prove a challenging task since employees
are usually reluctant to use new tools and change their routines if they do not clearly see
the benefits from their involvement.
• Tech &amp; Info Infrastructure question.</p>
        <p>a. Access database of accreditation procedures &amp; Moodle archive will disappear. How can
replacement of Access database and Moodle by "easy job" can take place smoothly?
Moving data from Access database to "easy job" is expected to be a demanding task
since all accreditation procedures are currently monitored in Access.
b. Physical folders of accreditation procedures will have to be replaced by digital folders.</p>
        <p>How much digital space will be needed and how the conformance with
regulations/auditing processes will be reassured? The IT project manager will have to
provide predictions on the size of digital folders in order to have enough space for cloud
storage and cooperate with external IT company on this issue.
• Procedural (EXT) questions. The new software will provide management with more detailed
and precise information on a daily basis, enabling 3-month prediction of workload. How
difficult this transition can be? The transition will require internal communication and
training of employees regarding the new software and which data should be extracted to
make the 3-month reporting useful for decision making.</p>
      </sec>
      <sec id="sec-4-3">
        <title>4.3. Prediction of effects after the introduction</title>
        <p>In Table 2, we present the most important expected effects from the introduction of new systems in
the easy job project. They have been obtained based on the analysis of difference between as-before
and as-after models, as well as on the criteria presented in Table 1.</p>
        <p>Process map in the
head of project</p>
        <p>managers</p>
        <p>Tasks &amp; timings
shown in Gantt Charts
Resources overview
per employee/per</p>
        <p>week</p>
        <p>Print-outs of
transactions saved</p>
        <p>manually</p>
        <p>Transactions saved
automatically in “easy
job” digital folders
6-month reports of
accreditation status</p>
        <p>3-month reports of
accreditation status</p>
        <p>Physical folders of
accreditation
procedures</p>
        <p>EXT
(tacit)
EXT
EXT
Stock
Stock
EXT</p>
        <p>EXT</p>
        <p>Type of
change
Removed</p>
        <p>New
New</p>
        <p>New
Removed
Removed
Changed
Removed</p>
        <p>Expected result</p>
        <p>Improved
activities planning
through charts,
doing more with
same resources
due to identifying
resources
availability.</p>
        <p>Reduced
paperwork and
automation of</p>
        <p>tasks.</p>
        <p>Improved decision</p>
        <p>making.</p>
        <p>Use of digital
folders that lead to
less hard copies,</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>5. Discussion</title>
      <p>Affected asset
Digital folders of
accreditation
procedures
FEM asset
category
therefore more
sustainable
solutions.</p>
      <p>Improved data</p>
      <p>quality.</p>
      <p>Creation of
“onestop shop” solution
instead of
scattered IT</p>
      <p>systems.</p>
      <p>Less dependency
on programming
skills due to easily
adapted interface
of “easy job” by
internal staff.</p>
      <p>Involvement of all
staff in using “easy
job” through
training that
creates enhanced
internal
collaboration and
alignment to
common business
goals.</p>
      <p>Better
collaboration with
external IT
company than
being dependent
on one person’s
external IT
expertise (past). It
also frees up
internal resources
(IT project
manager).</p>
      <p>Improved data</p>
      <p>quality,
automation of
work.</p>
      <sec id="sec-5-1">
        <title>5.1. Reflections on the project experience</title>
        <p>From the EM perspective, this experience report is a test of fitness of FEM for analyzing and
predicting effects of IT-introduction. It is also an investigation of how this EM technique can be
used for these purposes. The primarily goal of the project was to check if we could use FEM and
the FEM toolkit for the intended purposes and in which ways.</p>
        <p>
          To be of use for the intended purposes, firstly, the modeling technique should help identify the
areas of the business that could be affected by providing enough concepts in the modeling
technique for depicting these areas. For depicting the as-before and as-after process architecture
of the accreditation agency the following features of FEM and the FEM toolkit have been used:
• The process-assets and asset-processes architypes [
          <xref ref-type="bibr" rid="ref6 ref7">6,7</xref>
          ], that help to build the model of
relevant parts of the organization.
• The ghosting features provided by the FEM toolkit [
          <xref ref-type="bibr" rid="ref7">7</xref>
          ], that help to divide a complex model
in parts and provides a possibility for browsing through them. The feature helps to find the
source for a ghost and trace assets and processes that serve more than one purpose.
        </p>
        <p>
          Secondly, it should help make a comparison between as-before and as-after models on the
right level of details. In contrast to other business modeling techniques, FEM can show
connections between as-before and to-be models, without models being too IT-oriented. In FEM,
the comparison is enhanced by a special feature “subclassing assets or processes” based on
various dimensions by using specific background colors to denote specific elements of the model
[
          <xref ref-type="bibr" rid="ref7">7</xref>
          ]. This feature has been used to identify what has been added, what has been changed and what
has been removed as the result of IT introduction. In terms of applicability, FEM is suitable as a
basis for calculating effects of changes that are spread through different part of the business, as
it takes into consideration the wider environmental context. It might not be applicable if the
change is limited to changing the software without changing anything else.
        </p>
        <p>There are some limitations on the usefulness of FEM in assessing and predicting the effects.
FEM helps only in finding areas that have been changed (or are to be changed). There is a need
for other methods to assess the financial, and other impacts of the change.</p>
        <p>The limitation of the project itself is that we have only used one modeling technique for the
purpose. The results show that it is quite useful, which does not exclude that some other
technique could be as useful, or even better. A systematic comparison with other modeling
techniques that could serve the same purpose is required to understand which technique is better
suited for the task. This comparison is planned for the future.</p>
      </sec>
      <sec id="sec-5-2">
        <title>5.2. Preliminary procedure for analyzing &amp; predicting effects</title>
        <p>As part of experience sharing, the steps followed in this small-scaled project can serve as
preliminary guidelines for analyzing and predicting effects of IT system introduction with the use
of FEM. The guidelines consist of the following steps:
• Step 1 Intervention understanding: Define problem and scope of a planned
organizational intervention.
• Step 2 Processes &amp; assets: Identify the processes-sub(processes) &amp; assets that are directly
or indirectly affected by an intervention.
• Step 3 Building before intervention FEM model: Build a FEM model as-is or as-before
(in case the intervention has been completed) to the depth needed to understand the
planned IT intervention.
• Step 4 Building after intervention FEM model: Build a FEM to-be or as-after (in case the
intervention has been completed) to the depth needed to understand the planned IT
intervention.
• Step 5 Comparison of models: Compare the as-is/as-before with to-be/as-after models
by noting which assets and processes have been removed and which have been added. In
the FEM toolkit, this can be made visible through the subclassing feature of the FEM toolkit.
More specifically, the disappearing processes and assets in the as-is/as-before model can
be highlighted by the grey background color, new processes and assets in the to-be/as-after
model and changed processes can also be highlighted with specific colors, e.g. light orange
and blue.
• Step 6 Calculating the effects: Based on the differences between the models, possible
effects can be derived based on investigating directly affected, non-directly affected,
removed (i.e. freeing resources due to automation), or added processes and assets. This
can be based on the highlighted by specific background colors elements of FEMs that show
the following categories of changes: (a) removed, (b) new or (c) changed asset/process. In
the planning phase, the calculated effects can be used for decision making including
approval, amendment, or rejection of a specific change.
• Step 7 Evaluation of intervention: This step is related to completed interventions. It
includes investigation of whether the calculated effects correspond to the reality and if not,
why.</p>
        <p>The preliminary procedure above can be considered as an answer on the research question
posed in introduction, namely: “In what way can FEM be used for analyzing and predicting effects
from IT introduction?”. The above steps can be used by enterprise architects, modelers, process
managers in order to visualize, report and document changes in IT projects of transformative
character. This procedure was tested in a larger project in the accreditation agency, but due to
the size limitation, we cannot discuss the results in this paper.</p>
        <p>The procedure defined above can produce positive effects in completing the introduction of
new IT solutions. It can help in removing stress from employees and minimizing the resistance to
change, e.g. by properly informing and training the staff affected by the change, as well as
identifying potential side-effects that have not been expected from the beginning.</p>
      </sec>
    </sec>
    <sec id="sec-6">
      <title>Acknowledgements</title>
      <p>The authors would like to thank the accreditation agency management and employees that took
the time to participate in interviews and provide documentation that helped the building of
models. Also, many thanks for the anonymous reviewers whose comments helped to improve the
text. The second author’s work was partly supported by the Estonian Research Council (grant
PRG1226).
[12] I. Bider, D. Bork, E. Perjons, FEM toolkit – A Tool for Business Process Architects, in: BPM,
2021, pp. 155-155.
[13] M. Gammelgård, M. Ekstedt, P. Gustafsson, A categorization of benefits from IS/IT
investments, in: Proceedings of the 13th European Conference on Information Technology
Evaluation, ECITE, 2006, pp. 1-11.</p>
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