=Paper=
{{Paper
|id=Vol-2218/paper7
|storemode=property
|title=Dynamics in Information Demand Patterns: A Case Study from Situative Maintenance
|pdfUrl=https://ceur-ws.org/Vol-2218/paper7.pdf
|volume=Vol-2218
|authors=Kurt Sandkuhl,Holger Lehmann
|dblpUrl=https://dblp.org/rec/conf/bir/SandkuhlL18
}}
==Dynamics in Information Demand Patterns: A Case Study from Situative Maintenance==
https://ceur-ws.org/Vol-2218/paper7.pdf
Dynamics in Information Demand Patterns:
A Case Study from Situative Maintenance
Kurt Sandkuhl, Holger Lehmann
University of Rostock, Chair of Business Information Systems, 18059 Rostock
{kurt.sandkuhl, holger.lehmann}@uni-rostock.de
Abstract. The paper investigates a topic related to demand-oriented information supply in
organisations: how to discover the need for changes and updates in information demand de-
scriptions, such as information demand patterns (IDP), and make them more dynamic. The
research approach taken is explorative: using real-world requirements from projects motivating
the IDP development, we investigate causes of change and a possible classification of these
causes. We analyse information demand of selected roles, develop an IDP and analyse causes
for changes in information demands. The contributions of this paper are (1) to motivate the
need for research on dynamics in IDP, (2) the analysis of dynamics in a selected IDP, and (3) a
classification of causes for the changes.
Keywords: information demand, information demand patterns, dynamics.
1 Introduction
In the field of information logistics, much research work during the last two dec-
ades has been spent on understanding the nature and practices of information demand
[[1], [5]], developing methods and technologies for improving demand-oriented in-
formation supply in organizations [[2], [4]] and implementing or evaluating solutions
for various application scenarios (see, e.g. [[3]]). However, judging from the pub-
lished research work, IDP so far are considered as a rather static construct, i.e. the
information demand of an organizational role captured in IDP is considered as quite
stable. In a recently performed industrial case study we observed changes in IDP
which give reason to believe that such changes also occur in other organizational
settings. We argue that an enriched IDP-model representation could support detection
and remedying such changes.
The research question discussed in this paper is “In information logistics, what are
the causes for changes in information demand and how can changes be discovered in
information demand patterns?” The research approach taken is explorative: using
real-world requirements from projects motivating the IDP development, we investi-
gate causes of change. We analyse information demand of selected roles, develop an
IDP and analyse causes for changes in information demands. The contributions of this
paper are (1) to motivate the need for research on dynamics in IDP, (2) the analysis of
dynamics in a selected IDP, and (3) a classification of causes for the changes.
The remaining part of the paper is structured as follows: section 2 briefly de-
scribes the research method we use. The background for our work from information
logistics is described in section 3. Section 4 presents an industrial case showing ex-
amples for changes in information demand based on the demand of certain organiza-
tional roles. Section 5 investigates the causes for change. Conclusions and future
work are discussed in Section 6.
2 Research Method
Research work in this paper started from the following research question which is
based on the motivation presented in section 1:
RQ: In organizational information supply, why is the information demand of roles
changing and how can these changes be categorized?
The research method used for working on this research question is a combination
of literature study and descriptive case study. Based on the research question defined,
we started to identify existing approaches for dynamics in information supply. The
purpose was to find existing theories or approaches that investigate changes, evolu-
tion or observed dynamics in information demand. Since the literature study returned
no such theories or approaches (see Section 3), we decided to perform a case study in
order to gather information about possible manifestations of dynamics. Qualitative
case study is an approach to research that facilitates exploration of a phenomenon
within its context using a variety of data sources [10]. This ensures that the subject
under consideration is explored from different perspectives that allows for multiple
facets of the phenomenon to be revealed and understood. Within the case study, we
used two different perspectives, which at the same time represent sources of data: We
observed the activities in the industrial case (maintenance planning) and we analyzed
documents from different phases the observed process, including the documents de-
scribing the facility in question, common instructions and administrative documents
involved (cf. section 4.1).
Yin differentiates various kinds of case studies [10]: explanatory, exploratory and
descriptive. The case study presented in Section 4 has to be considered as descriptive,
as it is used to describe the phenomenon of information demand change in the real-
life context in which it occurs. Based on the case study results, we conclude that there
is a need for further investigating dynamics in information demand and suitable me-
thodical support. This argumentative-deductive part is discussed in Section 5.
3 Background
This section will briefly describe the background for our work from information
demand analysis (Section 2.1) and information demand patterns (Section 2.2).
71
3.1 Information Demand Analysis
Much work in information logistics has been spent on defining and understanding
the characteristics of information demand. We will use the results of Lundqvist who
defined information demand as follows: “Information Demand is the constantly
changing need for relevant, current, accurate, reliable, and integrated information to
support (business) activities, whenever and where ever it is needed.” [[7], p.59]. Fur-
thermore, Lundqvist’s work confirmed the conjecture that information demand of a
person is based on the roles and tasks this person has: “Information demand depends
on the role and tasks an entity has within a larger organization. If the role and/or the
tasks change, so too will the demand". This role-centric perspective with task and
responsibilities as primary characteristics was the starting point for developing a
method for information demand analysis. This method consists of several intercon-
nected phases that can be applied in a sequential and iterative manner. The infor-
mation demand analysis (IDA) method was developed to support this task based on a
well-defined method notion [[8]]. According to the IDA-method, the process of ana-
lysing information demand starts with scoping the area of analysis, includes model-
ling, analysis and evaluation of information demand context, and concludes in the
application of the results in suitable information systems implementation and/or busi-
ness process reengineering activities. The phases in the IDA process have a clearly
defined list of prerequisites and expected outcomes as described in the method hand-
book [[6]]. The different phases have the following main characteristics:
Scoping: Scoping includes definition of the area of analysis and has the pur-
pose of selecting the part of an organization to analyse with respect to the in-
formation demand as well as identifying the individuals providing the neces-
sary background information during the continued process of analysing.
Information Demand Context Modelling: The main purpose of this phase is to
identify the basic information demands based on the core concept of infor-
mation demand context, i.e., which role needs to do what tasks and what does
this require in terms of resources.
ID-Context Analysis and Evaluation: Once the context related information is
gathered this has to be analysed and represented in a format useful for contin-
ued work. During this phase a choice has to be made whether or not analysis
should be continued and if so what refinements to focus on.
Representation and Documentation: As the different analysis phases produce
models and documents expressed in different notations the purpose of this
phase is to collect and combine the results into a unified coherent representa-
tion that can be used to communicate the information demands as well as uti-
lize them in activities aimed at improving information flow.
3.2 Information Demand Patterns
The basic idea of information demand patterns (IDP) is similar to most pattern de-
velopments in computer science: to capture knowledge about proven solutions in
order to facilitate reuse of this knowledge. In this paper, the term information demand
72
pattern is defined as follows: An information demand pattern addresses a recurring
information flow problem that arises for specific roles and work situations in an en-
terprise, and presents a conceptual solution to it [[9]]. An information demand pat-
tern consists of different parts (see Section 5 for an example):
The pattern name usually is the name of the role the pattern addresses.
The organisational context explains where the pattern is useful. This context
description identifies the application domain or the specific departments or func-
tions in an organisation forming the context for pattern definition.
The problems of a role are identified. The tasks and responsibilities a certain role
has are described in order to identify and discuss the challenges and problems,
which this role usually faces in the defined organisational context.
The conceptual solution describes how to solve the addressed problem. This in-
cludes the information demand of the role, which is related to the tasks and re-
sponsibilities, a timeline indicating the points in time when the information
should be available, and quality criteria for the different elements of the infor-
mation demand. These criteria include the general importance of the information,
the importance of receiving the information completely and with high accuracy,
and the importance of timely or real-time information supply.
The effects of using the proposed solution are described. If the needed infor-
mation should arrive too late or is not available at all, this might affect the possi-
bility of the role to complete its task and responsibilities. Information demand
patterns include several kinds of effects: potential economic consequences;
time/efficiency effects; effects on increasing or reducing the quality of the work
results; effects on the motivation of the role responsible; learning and experience
effects; effects from a customer perspective.
The above parts of a pattern are described in the textual description. Additionally,
a pattern can also be represented as a visual model, e.g., a kind of enterprise model.
4 Industrial Case: Maintenance Planning and Management
This section summarizes the design, content and results of a case study on dynam-
ics in information demand which was performed in a medium-sized company offering
facility maintenance services. The purpose of the case study was to study dynamics of
information demand and why dynamics occurs.
4.1 Case Study Design
In order to investigate the origin of information demand dynamics, we had the pos-
sibility to study a case from facility maintenance. This case originated from a cooper-
ation between industry and academia which aims at implementing process innova-
tions in the case study company. This resulted in the rare opportunity to study infor-
mation demand from inside the company. From a method perspective, we followed
the recommendations of [10] for performing qualitative case analysis. The unit of
analysis in the case study is the organisation unit “maintenance”, i.e. our work does
not address repair or construction services. In this organisation unit we studied the
73
core work processes and the tasks and responsibilities of all involved roles. The data
sources used are documents provided by the case study company and notes taken by
the personnel involved in the project. Furthermore, one researcher worked several
days in a maintenance team with the intention to observe potential differences with
the management’s view on how work processes should be performed and the reality
in the field. The researcher collected information about the work processes, technolo-
gies used and practices by observing the co-workers and taking notes. The manage-
ment of the case study company agreed to this procedure and the co-workers were
informed about the purpose of the data collection.
4.2 Summary of Case Study Data
The case study company is medium-sized company from the North German region,
which offers services in the field of ventilation, air conditioning, refrigeration and
clean room technology. Since 1996, the company has been audited regularly accord-
ing to ISO 9001 (quality management standard). Therefore, requirements regarding
the traceability of the document flow, handling of complaints, development and appli-
cation of quality-relevant measures and continuous further training in the industrial
engineering and commercial areas are permanently implemented.
The employees of the company are specialists in ventilation, air conditioning, re-
frigeration, electrical, control engineering an energy consulting. The range of services
relates to the business areas of project planning, production, delivery, assembling and
service.
The case study is part of a cooperation project with the title situational mainte-
nance support. The focus is on the area of maintenance & service, i.e. this organiza-
tion unit of the company was examined more closely. The company's maintenance
department carries out service activities on customer objects whose installations were
built either in-house or by third-party suppliers. The project was initiated because the
company was dissatisfied with the provision of information to its employees. The
reasons were no uniform reports for maintenance and service, as well as in part the
outdated work with analog documents.
In this context, the actual status of the processes was recorded and modeled, all rel-
evant roles identified and their information demand determined using the method of
information demand analysis1.
To illustrate this, an example process of the maintenance department, in particular
the role of the maintenance manager, is described below (see figure 1). The role of the
maintenance manager must consolidate all relevant documents after receiving a con-
firmation of a new maintenance order. This role is also responsible for communi-
cating with customers & employees and for preparing and follow-up maintenance.
The activities of this responsibility include, for example, arranging appointments,
executing & checking orders, writing invoices, creating checklists & protocols and
1
Lundqvist, M; Holmquist, E; Sandkuhl, K (2009): Information Demand Context Modelling
for Improved Information Flow: Experiences and Practices. In: IFIP. Aachen.
74
instructing technicians. Below is an excerpt of a process of the role maintenance man-
ager in modelled form.
Figure 1. Section of a process model of the role Maintenance Manager
Several roles within the company show a certain dynamic with regard to the de-
mand for information. This means that due to various factors, such as special re-
quirements of customers, experience of the respective employees, use of components
of new / other manufacturers, the information demand of a role can change.
4.3 Information Demand of the Maintenance Manager
For one of the roles, the head of the maintenance unit, we captured the information
demand using the structure of information demand patterns (IDP). For brevity rea-
sons, we only include an excerpt of the IDP. The pattern description follows the struc-
ture introduced in section 3.2. The first element is the context where the pattern is
useful:
Context:
The context for this pattern is the management of maintenance in ventilation, air
conditioning, refrigeration and clean room technology industries, in particular indus-
try sectors with complex physical products. Own installations or third-party objects in
the mentioned industry require regular maintenance, which must be carried out by
trained personnel. Change reports, standardization updates, customer- or enhance-
ments requests usually initiate changes in maintenance processes, materials or in-
stalled systems.
75
Systematic handling of such requests requires coordination of decision making and
implementation. The role responsible for coordinating and managing maintenance
works, specific processes, products, product parts or system is often called mainte-
nance manager. The information demand pattern describes the information demand
typically experienced by the role maintenance manager.
The pattern is supposed to be useful for enterprises producing and maintaining
physical products with different variants and various released configurations. The
pattern focuses on the maintenance manager, i.e. it does not include change imple-
mentation and change audit. In enterprises integrating change administration, imple-
mentation and audit in the same role, the pattern can be used as starting point, but
needs to be extended.
The next part is the problem addressed by the pattern:
Problem:
The pattern addresses the general problem of delayed decisions, redundant activi-
ties and inconsistent data in engineering change management and the resulting prod-
uct or quality problems. This includes the following problems, which were observed
by practitioners in engineering change projects:
The pattern addresses the general problem of delayed decisions, hard-to-plan activ-
ities and inconsistent data in change management and the resulting product or quality
problems. This includes the following problems, which were observed by practition-
ers in engineering change projects:
Updates of used standards regarding the offer and planning of mainte-
nance can influence these activities.
Incorrect planning of both personnel and materials can result in delays
and additional workload. The reason for this are varying system sizes,
which cannot always be handled in the same way.
Insufficient communication with other departments, such as measure-
ment, control and regulation technology department, can lead to per-
sonnel and time shortages.
Inadequate analogue information supply to the technicians causes an
unsatisfying work flow on site because diverging requirements of some
customer make it difficult to implement uniform processes
Diverse customer requirements, especially for larger enterprises, some-
times do not allow the use of uniform documents and protocols. Be-
cause they use their own protocols.
It follows the information demand, which is based on the tasks and responsibilities
of the role under consideration:
Information Demand:
The information demand is based on the tasks and responsibilities of the role. The
tasks of the maintenance manage include
76
Responsibility: to manage all stages of the whole maintenance lifecycle
(a) data gathering, (b) quotation calculating, (c) planning maintenance,
(d) performing maintenance, (e) quality management
Collect data from own installations as well as from external objects, en-
sure its completeness & integrity and prepare them for further use.
Calculate and prepare quotations for maintenance, including technical
details, maintenance intervals, material and personnel planning as well
as planned costs
Coordinate personnel, materials and maintenance processes
Decision-making on the basis of various requirements
The information demand of the role maintenance responsible consists of:
To receive all relevant revision documentation regarding the object to
be maintained and it´s technical units
To get all information about general conditions of a maintenance object
like contact persons, special requirements of the system, time re-
strictions etc.
To get all information about diverse customer requirements like sepa-
rate protocols that need to be used, activities that deviate from standard
procedures, etc.
To receive all information about working documents like protocols,
work report, checklists, remarks or additional service reports
To have access to the standard sheets to prepare quotations an mainte-
nance activities
To have access to the documentation of the installation at production
time
To have access to the documentation of history of maintenance of the
installation
To have access to the documentation of the manufacturer components
used within an installation
The quality criteria for the information demand information use three levels:
Decisive: you can’t manage without this information
High: it is very important to have, but in worst case you could complete
the task without
Nice to have: you will manage without this information, but this will af-
fect the result
For each pattern, the quality criteria are summarized in a table, which includes the
information demand (left column), the general importance of this information, and the
importance to get the information accurately, as soon as possible and completely.
Table 1 shows an extract of the quality criteria for the example pattern:
77
Table 1. Quality criteria for example pattern
General im- Accurate In real complete
Information Demand portance time
Revision documentation Decisive Decisive High Decisive
general conditions Decisive High High High
working documents Decisive High High High
history of maintenance High High Nice to have High
Standard sheets Decisive Decisive Nice to have High
[…] […] […] […] […]
The effects of not receiving the needed information or of receiving it too late are
described in a short text and in a table. We will only include an excerpt of this text
and table (table 2) due to space limitations:
Effects:
If the needed information should not be available or arrive too late this will have effects on
the area of responsibility of the maintenance manager :
Economic effects: the economic consequences could be
o Increased costs by unnecessary and additional maintenance activities
o Increased cost by Incorrect material consumption due to improper planning
Time/efficiency of the task: maintenance management and maintenance process-
es will need much more time and will be less efficient. An example is
o If wrong or too little material has been taken to a maintenance object, an
extra trip to the object may be necessary.
o If a standardization used for preparation and documentation changes, this
can mean a revision of the complete documents.
The customer relationship might influenced negatively. Examples are:
o Contractual conditions such as duration of maintenance, used material or
operational capability of the systems cannot be guaranteed.
[…]
Table 2. Summary of effects for example pattern
Economic Time Quality […]
effect efficiency effect
Revision Documentation High High High […]
General Conditions Low High Moderate […]
[…] […] […] […] […]
The above matrix shows the relations between information and effects. The fol-
lowing categories were used in the table:
78
Low: The impact of any missing/inaccurate/late information is low.
Moderate: The impact of any missing/inaccurate/late information is limited.
High: the impact of any missing/inaccurate/late information may be considerable.
The timeline and the visual model of the information demand pattern are not in-
cluded in the paper due to space restrictions.
5 Dynamics in Information Demand
In this section, we present possible changes in the information demand of the
“maintenance manager” which can be observed in the case study and their reasons.
Therefore, we dedicate ourselves to the question asked at the outset why the infor-
mation demand of a role within an enterprise can change and for which reasons this
happens. Within the case study, several influencing factors have arisen regarding the
dynamics of the information requirements of the role of the maintenance manager
(see figure 2). In the following the 3 examples Updates of standard sheets, diverse
customer requirements and special manufacturer components are presented as an
excerpt.
Updates of Diverse
Standard Customer
Sheets Requirements
Special
Manufacturer […]
Components Dynamics in
Information
Demand
Figure 2. Influencing factors for dynamics in information demand
Updates of Standard Sheets:
The initial collection of information for third-party objects, the calculation of quo-
tations, the planning of maintenance and the preparation of practical documents for
fitters are based on so called “VDMA2 standard sheets”. The corresponding standard
sheets of the VDMA-241863 standard are updated at regular intervals and thus cause a
variable information demand for the maintenance manager in the case study. The
reason for the changing need for information lies in the use of the standards and its
topicality within the activities of the maintenance manager. The quotation for a
2
Verband Deutscher Maschinen- und Anlagenbau e.V. (VDMA) is europe's largest industrial
association with around 3200 members and is headquartered in Germany. One of the central
topics of the VDMA is standardization and technology policy.
3
available at https://aig.vdma.org/en/viewer/-/v2article/render/21480821, last call at
29.08.2018
79
maintenance assignment is based on the VDMA standard 24186, which means that
uniform component designations and the maintenance procedures proposed by the
VDMA for the respective component are used in the quotation. Based on the quota-
tion, the maintenance manager creates documents for the persistent documentation
and for the work instructions of the fitters such as checklists, inventory lists or proto-
cols. If the maintenance manager receives the information about the update of the
VDMA standard too late, in the worst case all documents created would have to be
revised.
Diverse Customer Requirements:
Usually the maintenance manager uses the uniform documents of his own compa-
ny to plan and carry out maintenance. However, sometimes it is necessary to deviate
from the standard procedure due to special customer requirements. Some customers
pretend to have their own maintenance protocols completed. This is often the case
with larger companies, which also increases the complexity of the information con-
tent. If the information about this particular requirement is not known or is only
known too late, both the planning process and maintenance could be affected to a
negative degree.
Special manufacturer components:
In most cases of maintenance, the manufacturer and the type of components are
known and can be maintained on the basis of the VDMA documents and the know-
how of the technicians. In some special cases, previously unknown manufacturers or
components were found in third-party objects whose required maintenance activities
could not be clearly determined. In these situations, either manufacturer-specific doc-
umentation is required or the respective customer service must be contacted in order
to carry out and log correct maintenance. This is also a variability of information de-
mand to which the maintenance manager must react.
6 Summary and Outlook
Based on a case from maintenance management, this paper investigated if changes
in the information demand of organisational roles occur and what the reasons are. The
main observation is that we found several kinds of changes in information demand of
the role maintenance manager. A next step could be a coherent classification of these
changes for better reuse possibilities. In this context, we also assume that by analys-
ing the effects of changes in information demand, a division into levels can be made:
High-level changes in IDP – new tasks for organisational role
Low-level changes – how the ID is expressed
Implementation changes – how the ID is manifested
In future work, we intend to investigate how the detection of dynamics could be
done in a systematic way. Our conjecture is that the use of the context analysis / con-
text modelling approaches (e.g. [11]) could be feasible and useful. We intend to test
context modelling methods for applicability and to develop a context model (cf. [12])
formalizing the variation that cause changes in the information demand.
80
Acknowledgement: The work within the frame of the SIWA project presented in
this contribution was funded by Dr. Diestel GmbH, the State of Mecklenburg-
Vorpommern and the EFRE Programme of the EU.
Literature
[1] Dinter B., Winter R.:. Information Logistics Strategy-Analysis of Current Practices and
Proposal of a Framework. in Proceedings of the 42nd Hawaii International Conference on
System Sciences. Los Alamitos: IEEE Computer Society, (2009)
[2] Lin F., Sandkuhl K.: A New Expanding Tree Ontology Matching Method. in On the move
to meaningful internet systems. OTM 2007 Workshops. Berlin: Springer (2007)
[3] Meister S., Stahlmann V.: Telemedia l ILOG Listeners. Information Logistics Processing
of Telemedical Values Using CEP and HL7. in Ambient Assisted Living. 2012. Berlin
Heidelberg: Springer (2007)
[4] Billig A., Blomqvist E. and Lin. F.: Semantic Matching based on Enterprise Ontologies. In
Proceedings of the 6th International Conference on Ontologies, DataBases, and Applica-
tions of Semantics.. Berlin Heidelberg: Springer, (2007)
[5] Lundqvist M.; Holmquist, E.; Sandkuhl, K.; Seigerroth, U., & Strandesjö, J. Information
Demand Context Modelling for Improved Information Flow: Experiences and Practices. In
IFIP Working Conference PoEM, The Practices of Enterprise Modelling, 2 (pp. 8 - 22).
LNBIP 39, Springer Verlag, (2009)
[6] Lundqvist M.: Handbook for Information Demand Analysis. Version 1.0, Deliverable 4 of
the infoFLOW project, April 2010, Jönköping University, School of Engineering, (2010)
[7] Lundqvist M.: Information Demand and Use: Improving Information Flow within Small-
scale Business Contexts. Licentiate Thesis, Dept of Computer and Information Science,
Linköping University, Linköping, Sweden, ISSN 0280-7971, (2007)
[8] Lundqvist M., Sandkuhl K., Seigerroth U.: Modelling Information Demand in an Enter-
prise Context: Method, Notation and Lessons Learned. International Journal Systems
Modeling and Design, Vol. 3 (1), IGI Publishing. (2011).
[9] Sandkuhl K.: Information Demand Patterns. Proc. PATTERNS 2011, The Third Interna-
tional Conferences on Pervasive Patterns and Applications, pp. 1-6. September 25-30,
2011; Rome, Italy. ISBN: 978-1-61208-158-8 (2011)
[10] Yin, R. K.: Case Study Research: Design and Methods, Third Edition, Applied Social
Research Methods Series, Vol 5; Sage Publications, Inc, 2002; 3rd edition, 2002.
[11] Sandkuhl, K. and U. Borchardt. 2014 “How to identify the relevant elements of context in
Context-aware Information Systems?” 13th International Conference on Business Infor-
matics Research (BIR 2014), September 22-24, 2014, Lund (Sweden). LNBIP, Springer.
[12] Berziša, S.; Bravos, G.; Gonzalez, T.; Czubayko, U.; España, S.; Grabis, J.; Henkel, M.;
Jokste, L.; Kampars, J.; Koç, H.; Kuhr, J.; Llorca, C.; Loucopoulos, P.; Pascual, R.; Pastor,
O.; Sandkuhl, K.; Simic, H.; Stirna, J.; Valverde, F. and J. Zdravkovic. 2015. “Capability
Driven Development: An Approach to Designing Digital Enterprises” Business & Infor-
mation Systems Engineering, 57(1):15-25, 2015, ISSN: 2363-7005, DOI: 10.1007/s12599-
014-0362-0
81