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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta />
    <article-meta>
      <title-group>
        <article-title>A Matrix for Context-Aware Business Process Management: Empirical Evidence from Hilti</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Jan vom Brocke</string-name>
          <email>jan.vom.brocke@uni.li</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Manuel Weber</string-name>
          <email>manuel.weber@uni.li</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Thomas Grisold</string-name>
          <email>thomas.grisold@uni.li</email>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>University of Liechtenstein</institution>
          ,
          <addr-line>Fürst-Franz-Josef-Strasse, 9490 Vaduz</addr-line>
          ,
          <country country="LI">Liechtenstein</country>
        </aff>
      </contrib-group>
      <abstract>
        <p>We present a framework to classify business processes according to their contextual management requirements. Our framework results from a real-world project with Hilti, a globally operating company. Following a design science research approach, we identify two key dimensions to classify business processes: variability and frequency. As these two dimensions are present to different degrees, we develop four context clusters in which business processes can be organized: reliability, performance, agility, and innovation. Our framework provides several implications for business process management (BPM). It facilitates BPM approaches, which are sensitive towards contextual requirements and thus, are more likely to be adopted successfully. Specifically, our BPM Context Matrix can also be used to plan and scope the implementation of various digital technologies to support and advance BPM in organizations.</p>
      </abstract>
      <kwd-group>
        <kwd>Business Process Management</kwd>
        <kwd>Context-Aware BPM</kwd>
        <kwd>Information Technologies</kwd>
        <kwd>Business Process Taxonomy</kwd>
        <kwd>Process Mining</kwd>
        <kwd>Robotic Process Automation</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>-</title>
      <p>
        Our case company, Hilti, is a globally operating company in the construction industry.
It develops products, software, and services for customers worldwide. Hilti has
introduced a process repository based on Microsoft (MS) Sharepoint. Like for many
companies, however, the adoption of such models as well as their maintenance has proven
challenging. Hilti decided to revisit their business process management (BPM)
approach considering the state of the art in research. Hilti engaged with the ten principles
of good BPM [
        <xref ref-type="bibr" rid="ref10">10</xref>
        ] and decided to develop a context-aware approach to manage their
business processes.
      </p>
      <p>
        Context-awareness essentially states that there is no ‘one-size-fits-all’ approach for
the management of processes. This is because business processes have different
functions and thus, espouse different management requirements [
        <xref ref-type="bibr" rid="ref8">8</xref>
        ]. There are numerous
advantages to context-aware process management, such as increased process flexibility,
better decision-making, and better risk management [
        <xref ref-type="bibr" rid="ref25 ref30 ref8">8, 25, 30</xref>
        ].
      </p>
      <p>We have engaged with Hilti on their journey of revising their global process
management system within a project called ‘GPMS next generation’. We present our
approach in the following. The global rollout is planned for 2022.</p>
      <p>Copyright © 2021 for this paper by its authors. Use permitted under Creative
Commons License Attribution 4.0 International (CC BY 4.0).</p>
    </sec>
    <sec id="sec-2">
      <title>Situation faced</title>
      <p>2.1</p>
      <sec id="sec-2-1">
        <title>Case Description</title>
        <p>
          Hilti is a globally operating corporation specialized in construction tools and
services. Employing more than 30’000 people worldwide, the company develops products,
services, and infrastructures, mostly in the B2B sector. The headquarters are located in
Schaan, Liechtenstein [
          <xref ref-type="bibr" rid="ref6">6</xref>
          ].
        </p>
        <p>
          Hilti implemented a BPM approach many years ago. The founder, Martin Hilti, had
envisioned an Enterprise Resource Planning (ERP) system long before this became the
standard [
          <xref ref-type="bibr" rid="ref6">6</xref>
          ]. In 2018, Hilti has been awarded with the Global Awards for Excellence
in BPM &amp; Workflow by the Workflow Management Coalition (WfMC) [
          <xref ref-type="bibr" rid="ref4">4</xref>
          ].
        </p>
        <p>
          Besides a traditional functional organization, Hilti implemented a process
organization and allocated resources to business process management along the BPM lifecycle
[
          <xref ref-type="bibr" rid="ref14">14</xref>
          ]. To this end, the company specified most of its 149 single processes.
        </p>
        <p>
          The company currently uses a global process management system (GPMS). A
process repository based on MS Sharepoint is used for describing, designing, and
disseminating process models [
          <xref ref-type="bibr" rid="ref16">16</xref>
          ]and information throughout the organization [
          <xref ref-type="bibr" rid="ref5">5</xref>
          ] and along
the whole BPM lifecycle [
          <xref ref-type="bibr" rid="ref14">14</xref>
          ].
2.2
        </p>
      </sec>
      <sec id="sec-2-2">
        <title>Problems and Challenges in BPM</title>
        <p>
          Despite the strong success of the existing BPM approach, it became apparent that
the existing GPMS is being used only to a limited extent. Most of the stored documents
have not been accessed or modified in the ways it was envisioned when introducing the
system. This entails the risk that processes are executed incorrectly, inadequately, or in
an uncoordinated manner as process descriptions might not be accessed or – if accessed
– might prove outdated. Furthermore, stakeholders reported that operational staff is
seeking for additional process information but lack user experience in finding useful
information or documents in the current process repository (database). Also, it was
reported that the implemented software had been perceived as outdated because it would
not align with the expectations of a modern digital work experience. This has led to a
rather negative attitude of many employees towards the GPMS and also the BPM
approach as a whole. In summary, it can be said that the problem at hand goes beyond
merely technical issues. The main reason lies in the limited user experience with the
existing tool, which is based on a "simple" process repository that does not account for
various capability areas in BPM, such as governance, use of new digital technologies,
and new methods [
          <xref ref-type="bibr" rid="ref26">26</xref>
          ] along the whole BPM lifecycle [
          <xref ref-type="bibr" rid="ref14">14</xref>
          ].
        </p>
        <p>Specifically, we identified the following problems:
• ‘One-size-fits-all’ approach: Most business processes are modeled, visualized,
and described in one and the same way, predominantly using traditional
modeling languages (e.g., BPMN). Different process requirements are hardly or
not at all considered in the modeling and description.
• Outdated information and low access rates: More than two-thirds of the
documents containing useful insights were not uploaded or modified within the last
two years. Moreover, most of them are seldomly opened.
• No ‘single source of truth’: Some functional areas have implemented
additional systems providing useful and valuable insights for users. Data is
scattered across various systems and repositories, increasing the risk of
inconsistent process information.
• Missing functionality: The current GPMS is set up as a stand-alone repository
and has several shortcomings regarding its features and functionalities, which
are relevant for efficient process work.</p>
        <p>These problems point to issues with respect to the existing BPM approach. To solve
these problems, the company recognized the need for a new approach to guide their
BPM initiatives. Given that processes have different contextual requirements, we
initiated a project where we explicitly accounted for context-awareness around business
process work.
2.3</p>
      </sec>
      <sec id="sec-2-3">
        <title>Project Goal: Development of a Context-Aware BPM Approach</title>
        <p>
          We decided to design a new BPM approach that is based on context-awareness.
Building on taxonomies that were developed to operationalize and measure the
organizational context [
          <xref ref-type="bibr" rid="ref30 ref31">30, 31</xref>
          ], we set out to (1) pinpoint the relevant context at Hilti, (2)
identify project clusters, and (3) propose cluster-specific guidelines to manage the
processes. It has been decided to showcase and evaluate the approach focusing on process
descriptions (i.e., models, documentation, visualization) and the associated process
documents (e.g., attachments such as technical documentation, standard operating
procedures, manuals/instructions, forms, and templates).
        </p>
        <p>To this end, we embraced context-aware process descriptions, which were not
considered before. This means that processes can be described in different ways depending
on their contextual requirements. Accordingly, processes are modeled, stored, and
represented differently unless they share very similar contextual needs. This approach
should also account for the fact that different stakeholders with different requirements
access this application/platform to acquire existing or updated process knowledge.</p>
        <p>
          While working with the company on the context-aware process descriptions, it
already became apparent that the context-aware approach would be of use beyond
revising the methods for process descriptions. The project team realized that
context-awareness affects the entire BPM approach. Using the BPM Billboard [
          <xref ref-type="bibr" rid="ref9">9</xref>
          ], we also
investigated what management recommendations would apply in each of the clusters,
referring to the BPM capability areas [
          <xref ref-type="bibr" rid="ref13 ref26">13, 26</xref>
          ]. As one important outcome, the company
envisioned that our approach can inform and guide the implementation of new digital
technologies; accordingly, we ensured that our approach can inform the selection of
digital technologies, such as process mining and robotic process automation, by
accounting for the contextual needs of the processes.
        </p>
      </sec>
    </sec>
    <sec id="sec-3">
      <title>Action taken</title>
      <p>
        Our project has been following a design science research (DSR) approach [
        <xref ref-type="bibr" rid="ref15">15</xref>
        ],
where we closely collaborate with process experts in the company to obtain first-hand
knowledge about contextual requirements [
        <xref ref-type="bibr" rid="ref2">2</xref>
        ]. Following vom Brocke et al. [
        <xref ref-type="bibr" rid="ref7">7</xref>
        ], the key
motivation of any DSR-project is to generate design knowledge, which in our case was
design knowledge in the form of a new artifact: the BPM Context Matrix. In the
following, we briefly outline the actions taken. More details regarding the methodological
procedure can be found in Weber et al. [
        <xref ref-type="bibr" rid="ref29">29</xref>
        ], vom Brocke et al. [
        <xref ref-type="bibr" rid="ref4">4</xref>
        ], and [
        <xref ref-type="bibr" rid="ref11">11</xref>
        ].
3.1
      </p>
      <sec id="sec-3-1">
        <title>Kick-Off</title>
        <p>
          In 2019, we first developed a joint understanding of the problem together with the
management. We informally discussed the case with the Chief Information Officer (CIO)
as well as with the Head of Operational Excellence. We then presented our vision of a
next-generation BPM approach at the semi-annual meeting of all global process owners
(GPOs), who have strategic responsibility for individual processes or process areas. We
emphasized the principles of purpose, context-awareness, technology appropriation,
and simplicity [
          <xref ref-type="bibr" rid="ref10 ref12">10, 12</xref>
          ].
        </p>
        <p>There was agreement that these four principles are important and should drive the
development of a new BPM approach. In addition, there was consensus that the key to
such a new approach is to detail to operationalize context-awareness. Once we knew
distinct types of contexts at Hilti, we could – for each context type – focus on the
purpose (and requirements), identify the most appropriate technology, and deliver the
purpose in the most simple and effective way. Hence, we decided to emphasize
contextawareness within this project.
3.2</p>
      </sec>
      <sec id="sec-3-2">
        <title>The Survey</title>
        <p>
          In the next stage, we conducted a company-wide global survey in order to assess the
contextual factors of all business processes at Hilti. We approached Global Process
Owners (GPO), Global Process Managers (GPM), and Regional / Local Process
Managers (R/LPM) of the case company: 42 process experts were asked to specify the
process(es) they are responsible for [
          <xref ref-type="bibr" rid="ref29">29</xref>
          ].
        </p>
        <p>
          The survey was based on the contextual process dimensions as proposed by vom
Brocke et al. [
          <xref ref-type="bibr" rid="ref8">8</xref>
          ]. We slightly adapted these dimensions and included additional factors
that were considered important by key informants in the organization: standardization,
creativity, variability, interdependence (human interaction, process steps),
knowledgeintensity.
3.3
        </p>
      </sec>
      <sec id="sec-3-3">
        <title>Expert Workshops and Task Force</title>
        <p>Subsequently, we conducted a workshop and several individual meetings with GPOs
and the CIO to make sense of the survey data. Three researchers from the University of
Liechtenstein and three employees from Hilti’s Department for Operational Excellence
formed the core team (the task force). We held weekly heads-up meetings as well as
topic-specific ad-hoc meetings and brainstorming sessions. The overarching goal of this
task force was to identify the needs underlying different process types, understand the
impact of different contextual factors, and jointly develop an overall process approach
that considers contextual factors and integrate them under one overarching BPM
approach.</p>
        <p>Occasionally, we engaged operational clerks to obtain feedback on the usefulness
and limitations of our context-aware approach for specific business processes. The
results were then presented and discussed with the CIO/GPO community, which formed
the steering board for this project.
4
4.1</p>
      </sec>
    </sec>
    <sec id="sec-4">
      <title>Results developed so far</title>
      <sec id="sec-4-1">
        <title>Development of the BPM Context Matrix</title>
        <p>The following Fig. 1 shows the (survey-)evaluation of the six process-dimensions
across all 41 main processes. The survey participants rated these contextual
processdimensions using the 7-point Likert-scale. In specific, we see that each process has
different characteristics with regards to the context dimensions.</p>
        <p>We created a single figure for each process. This allowed us to find similar or
identical properties across business processes with respect to these six dimensions. We
developed a spider diagram for each process showing how the respective process has been
evaluated according to all dimensions. We printed each spider diagram on a separate
sheet and conducted a card-sorting exercise together with all GPOs at the CIO/GPO
meeting. Fig. 2 shows two randomly selected spider diagrams we printed for the
workshop. We asked the participants to form groups on the grounds of similar spider
diagrams. Importantly, we did not reveal the names of the processes (as this would bias
the perception of the process) but only numbers. We had four groups of 3-4 GPOs
working in parallel, and we subsequently discussed the groupings they came up with.</p>
        <p>The card sorting exercise demonstrated the actual differences of processes regarding
contextual needs. At the same time, we recognized the potentials for grouping or
clustering the processes with respect to similar properties. Interestingly, while the groups
worked independently, they all converged towards similar groupings. We used these
groups, then, to find key dimensions, which would serve best to distinguish the
processes regarding the relevant context.
Dimensions. Based on the groupings, we discussed which dimensions were most
salient to distinguish process types. Together with the management of the company, we
agreed on two key dimensions: variability and frequency.</p>
        <p>
          Variability is expressed as the degree to which a process can or should respond to
internal and external dynamics [
          <xref ref-type="bibr" rid="ref15 ref23">15, 23</xref>
          ]. We observed that some process groups need
variability (e.g., a R&amp;D process, which differs according to the goal, timeline, and
people involved). Other processes such as those prevailing in Audit and Finance should not
be variable at all.
        </p>
        <p>
          The second dimension, frequency, reflects how often the process is carried out [
          <xref ref-type="bibr" rid="ref21">21</xref>
          ].
We observed that some processes are performed often, and others are performed once
per month or year. Process executions are more similar when they often occur [
          <xref ref-type="bibr" rid="ref17">17</xref>
          ].
Audit and finance processes, for example, need to conform to some defined standard in
contrast to R&amp;D processes, which by their nature tend to occur rather rarely but usually
deviate from detailed guidelines and standards.
        </p>
        <p>Context clusters. By using a combination of two dimensions (variability and
frequency), we developed a 4-quadrant matrix. We refer to this as the BPM Context
Matrix. Each quadrant represents a process cluster that contains processes with comparable
characteristics (‘identical nature’) as well as the number of runs. We have assigned
intuitive names to these process clusters (as shown in Fig. 3): Performance, Innovation,
Reliability, and Agility. In the following, we will exemplify our ideas, but we would
like to note that such processes occur in almost every organization.</p>
        <p>Performance Cluster: Processes of high frequency and low variability. This cluster
is about processes which are performed very often (high frequency). Each performance
should be carried out in one pre-defined way (low variability). Consider a production
process. Ideally, the outcome of such a process is always the same, and the way of
production (production process) usually does not change.</p>
        <p>
          Innovation Cluster: Processes of low frequency and high variability. Processes that
belong to the Innovation Cluster require a high degree of creativity [
          <xref ref-type="bibr" rid="ref3">3</xref>
          ]. Much of what
happens in these processes cannot be anticipated or prescribed. These processes occur
rather rarely (low frequency). However, if such innovation processes are executed, they
usually run differently after each iteration (high variability). An example of this is the
design of a new product or service, which usually involves a high degree of creativity.
Since the outcome of such processes is usually uncertain and not clear in detail from
the beginning, they exhibit a high degree of variability. However, the frequency with
which such processes are performed is rather low.
        </p>
        <p>Reliability Cluster: Processes of both low frequency and low variability. This cluster
is about processes which are performed very rarely (low frequency). When they are
performed, however, the execution should be more or less the same (low variability).
Consider the preparation of a tax return. This process is typically always structured in
the same way and is usually carried out once a year. Consistency and reliability are key,
not only for reasons of compliance but also to ensure that information is integrated
when it is needed. The preparation of a tax return can be mentioned here as an example.
Since tax returns usually have to be filed once a year (low frequency) and are usually
always done in the same way (low variability), this type of process can be assigned to
the Reliability Cluster.</p>
        <p>Agility Cluster: Processes of both high frequency and high variability. In the Agility
Cluster, we find processes that run frequently (high frequency) and, at the same time,
exhibit a strong potential to deviate across process executions (high variability). We
assume that we often have to deal with complex issues in the Agility Cluster. One
example is the talent acquisition process. The way in which new employees are acquired
may be similar in its basic steps, but the exact implementation varies depending on the
applicant (the talent) and the open position.</p>
        <p>Innovation</p>
        <p>
          Agility
Reliability
Impact of process clusters. For each cluster, we identified the key challenges for
managing these processes. Thereby, we clarify what is most critical in both running and
managing processes as part of a specific context cluster. We then mapped our insights
against the BPM capability framework [
          <xref ref-type="bibr" rid="ref13 ref26">13, 26</xref>
          ]. Table 1 gives examples for all context
types and all capability areas. These preliminary results and insights were obtained
through close collaboration between researchers and key stakeholders from the
com
        </p>
      </sec>
      <sec id="sec-4-2">
        <title>Adapting the Framework for the Selection of New Digital</title>
      </sec>
      <sec id="sec-4-3">
        <title>Technologies</title>
        <p>Our BPM Context Matrix does not only enable the management of business processes
according to their contextual requirements. It can also inform and guide the selection
of relevant digital technologies, such as process mining and robotic process automation
(RPA). Fig. 4. enlists requirements for digital technologies to ensure that the process
is running as desired. We assert that digital technologies need to fulfill different
functions and provide different affordances, depending on the contextual requirements of a
respective business process. We sketch out implications for each cluster below.
Project Management Support System
• Apply creative problem solving and</p>
        <p>design methods as well as tools
• Document only on stages
• Apply project management systems
• Apply messaging systems
Knowledge Management Support System
• Make use of check lists (“yellow pages”)
• Reduce to essential documentation
• Apply knowledge management systems</p>
        <p>
          Performance Cluster: For this cluster, we envision IT-enabled automation of
processes in order to make processes more efficient and effective. Since these processes
occur very often, and given they are supported through multiple digital technologies,
we typically have extensive event logs. Hence, process mining is a suitable digital
technology, which can be used to ensure conformance and efficiency [
          <xref ref-type="bibr" rid="ref18">18</xref>
          ]. Furthermore,
robotic process automation can be useful to automate recurrent steps in the process
execution [
          <xref ref-type="bibr" rid="ref1">1</xref>
          ].
        </p>
        <p>
          Innovation Cluster: We do not consider it necessary to document detailed steps of a
process belonging to the Innovation Cluster. This would also restrict the process users
in their creative work. An example can be a product design process where designers
take new actions which respond to the specific needs of a given project [
          <xref ref-type="bibr" rid="ref27">27</xref>
          ]. Support
can be provided by means of project management or messaging systems, which afford
knowledge sharing and process transparency, as well as social media [
          <xref ref-type="bibr" rid="ref24 ref28">24, 28</xref>
          ] and
webconferencing tools [
          <xref ref-type="bibr" rid="ref19">19</xref>
          ].
        </p>
        <p>Reliability Cluster: For processes belonging to the Reliability Cluster, we see the
necessity to provide the users or employees only relevant process information (as far as
its execution is concerned). The documentation should therefore be available in a
compact and easy-to-use form. Knowledge management systems or simple checklists could
be used to support the process stakeholders as effectively as possible.</p>
        <p>Agility Cluster: For processes belonging to the Agility Cluster, we recommend
managing their complexity (especially the variability factor) to be able to intervene at an
early stage. This is because such complex processes are usually difficult to manage and
adapt once they have been started. Similar to the performance cluster, these processes
also occur very frequently (high frequency). Hence, process analytics methods and
tools can also be used here.
5</p>
      </sec>
    </sec>
    <sec id="sec-5">
      <title>Lessons learned</title>
      <p>Lesson Learned (1): The process experts in our case company reported that the
established and old approach was of limited use. Our BPM Context Matrix provides more
support and acceptance within the company's internal BPM organization. They now see
the BPM Context Matrix (Fig. 3) as a map and guidance for their process modeling
activities. In addition, they use it as an internal tool to communicate, plan and
coordinate BPM initiatives.</p>
      <p>It is important to note that our framework results from the work of a single company.
Arguably, this limits the generalizability of our framework. However, after using this
framework in several other projects with different companies, we report that the process
clusters are suitable for many other organizations, too. This is because the process
clusters are organized in a way that any kind of business process can be assigned.</p>
      <p>
        Lesson Learned (2): Digital technologies have been playing an important role for
BPM. They provide emerging opportunities to improve and innovate business process
work [
        <xref ref-type="bibr" rid="ref22">22</xref>
        ]. It often seems that companies want to select digital technologies (such as
RPA or process mining) because they are popular. What is often overlooked is that such
technologies need to respond to the specific requirements of a process [
        <xref ref-type="bibr" rid="ref18">18</xref>
        ]. Otherwise,
there is a high chance that these technologies fall into oblivion. Our framework provides
a pragmatic yet empirically grounded means to select and/or design digital technologies
that support business process work in the most suitable way. From this point of view,
our framework is not only helpful for the case presented herein but also for any other
organization which wants to capitalize on the potentials associated with various digital
technologies.
      </p>
      <p>Lesson Learned (3): In the context of this university-industry project, we were able
to identify two motives for the implementation of a (new) context-aware BPM
approach:</p>
      <p>(3 a) Some companies are subject to external (international) standards. We strongly
advise that only those process events and issues should be included within process
models and descriptions, which are absolutely necessary. We advocate starting modeling
‘minimally inversive’ processes, which are minimally viable for the time being and
meet the basic needs of all stakeholders. Hence, with this new BPM approach, we want
to promote an appropriate balance between the minimum requirements from a
regulatory perspective and the necessary requirements from a practical perspective.</p>
      <p>(3 b) Although the advantages of such a context-aware BPM matrix outweigh the
disadvantages, this approach should only be seen as an offer for all process stakeholders
to align and coordinate their BPM initiatives and projects. Moreover, the process
stakeholders should only accept this new approach to model processes context-aware if they
can see a benefit in doing so. This also increases the acceptance of the involved people
of these conceived (context-aware) solutions and considerations.</p>
      <sec id="sec-5-1">
        <title>Acknowledgments</title>
        <p>This research has profited from funding provided by the European Union within the
Erasmus+ program [2019-1-LI01-KA203-000169], “BPM and Organizational Theory:
An Integrated Reference Curriculum Design”.</p>
      </sec>
    </sec>
  </body>
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