The Determination of Customer Location as Human-Computer
Interaction in the Retail Trade: Potentials and New Business Models
Matthias Wißotzki
1
, Philipp Schweers
2
and Johannes Wichmann
1
1
Business Informatics, Wismar University of Applied Sciences, Philipp-ller-Str. 14, 23966 Wismar, Germany
2
Business Informatics, Rostock University, Albert-Einstein-Str. 22, 18059 Rostock, Germany
Keywords: Indoor Location Based, Innenraum Navigation, Indoor Positioning, Indoor Navigation.
Abstract: The Customer Journey has to be better grasped and understood, so that enterprises will be able to exist at the
stationary trade regarding the future of digital competition. The seamless transition from outdoor to indoor
navigation and analyses of movement streams enable many new fields of application, which improve the
Customer Journey. The derivation of new fields of application and business models requires knowledge of a
market’s needs and potentials. The aim of this work is to determine the needs and potentials for the regulation
of indoor location as well as the derivation of new cases of application and potential business models. For this
purpose, interviews with experts from leading software and technology companies as well as specialists of
retail trade with many years of professional experience were conducted.
1 INTRODUCTION
Humans spend a large part of their time in buildings,
regardless of whether in the working or in the private
life. Location Based Services are, for many years, an
established expansion of the outside-living. There,
they have proved themselves as a driver of digital
innovation, for example the health, mobility and
logistics sector and also in the retail trade. Indoor
Location Based Services will extend the existing
spectrum in future and change our dealing with
products, enterprises and customers in buildings and
rooms.
The housing industry as well as the retail trade
and other economies in industry have a paramount
interest in the regulation of an indoor position (Conti
et al., 2016). Therefore, this paper focuses on the
retail trade, which offers a huge potential for applying
an indoor positioning system. In doing so, this
research is intended to identify specific needs and
potentials for the retail trade. As the best-fitting,
already available technical infrastructure for indoor
positioning, an ultrasonic-based solution is
determined. It contains the advantages that the
existing loudspeaker systems in the salesrooms can be
used for navigation and they do not need an extra
installation of hardware, which allows a particularly
fast realization of implementing the navigation.
Further, the system is able to communicate with a
lighting system, which allows a combined application
of Visible Light Communication (VLC).
The second chapter will describe the used
methodology of research, beginning with the
literature research about the preparation of the
interviews up to the analysis of needs and potentials.
Hereinafter follows the examination of the current
status of the research. The fourth chapter describes
the determined cases of application. The analysed
needs are derived from it. Afterwards, the potentials
will be considered. The work ceases with a final view
of all summarized results.
2 PROCESS OF RESEARCH
The paper answers the following research questions:
Which cases of application can be supported by
the regulation of an indoor location?
Which needs does the retail trade have in regard
to the regulation of an indoor position?
Which potentials does the regulation of an indoor
location offer to the retail trade?
The research’s methodical attempt contains five
steps: first - literature research, second - execution of
a guided interview, third - derivation of application
Wißotzki, M., Schweers, P. and Wichmann, J.
The Determination of Customer Location as Human-Computer Interaction in the Retail Trade: Potentials and New Business Models.
DOI: 10.5220/0007618304250432
In Proceedings of the 21st International Conference on Enterprise Information Systems (ICEIS 2019), pages 425-432
ISBN: 978-989-758-372-8
Copyright
c
2019 by SCITEPRESS Science and Technology Publications, Lda. All rights reserved
425
cases, fourth - analysing of needs and fifth - potential
analysis.
2.1 Literature Research
The first step of the research procedure is the
literature research about LBS and the research’s
current status in relation to the regulation of indoor
positioning. Important publications are, among
others, Progress in Location Based Services in
2018“ (Kiefer et al., 2018), Philipp Jäcks’ research
about the ultrasonic-based regulation of indoor
positions (cks, 2016) as well as a survey of the ILA
about the regulation of indoor locations (Conti et al.,
2016) with specific cases of application in different
branches. The results of the literature research
represent the current status (chapter 3), are
fundamental and lead to the questions of the guide-
supported interviews.
2.2 Guide-supported Interview
The interview’s aim is to determine personal
information, knowledge and experiences. The
number of interviews is currently limited to five
selected experts. It is assumed, that already a low
number of interviews can determine the main cases of
application, needs and potentials. The literature
describes this phenomenon of data acquisition as a
saturation, which means that conducting more
interviews would not lead to new knowledge (Krüger
et al., 2014).
The qualitative analysis of the interviews occurs
in three steps: elevation, processing and analysis of
the material (Krüger et al., 2014). The elevation is
based on guide-supported interviews. The processing
is occurred by coding (Mayring, 2010). The analysis
takes place with the help of a quantitative and a
qualitative content analysis.
2.2.1 Preliminary Considerations
The interviews’ circumstances in relation to the
execution, the audio recording, the interview partners
as well as the validation are the result of the
preliminary considerations.
Form of Execution
One survey per company is conducted. Therewith,
experts behave more independent concerning
affiliations to the own company and their
competitors. Furthermore, it is easier to arrange
separate appointments for interviews, compared to a
large common appointment. It is expected, that
isolated interviews cause lower reworking costs
because statements are easier to allocate and thereby
facilitate an appropriate documentation.
Audio Recording
It is assumed that an audio recording would influence
the intervieweesanswers. If there is a consideration
between more accurate recordings and handwritten
notes, the decision is made in favour to the (then)
unrestricted interview partners. Concerning scope
and detail level of handwritten notes, they are
sufficient for an analysis. The constraint, that an
evaluation of emphasis or other linguistic aspects
subsequent to the interview is impossible, is known
and accepted.
Selection of Interview Partners
The interview partners are divided in two groups. The
first one is part of the technology sector and they were
selected by considering the underlying technological
infrastructure. The second group represents the
retailers as the customers of such technologies.
Communicative Validation
Creating notes always contains the risk that the
content of the notes may differ from what the
interviewed person has said (Krüger et al., 2014). To
counter this problem, it was decided to get the result
confirmed by the respondent afterwards. This so-
called "communicative validation" raises the validity
of the interview data (Krüger et al., 2014).
2.2.2 Evaluation
The content analysis represents an evaluation
procedure with consideration of the following
scientific quality criteria: traceability, repeatability
and reliability (Krüger et al., 2014).
Schmidt refers to a method of interview analysis
in five steps. First, evaluation categories are formed
initially, which are described subsequent to an
encoding guide (Schmidt, 2004). A description of a
category in the encoding guide is made out of four
parts: the description and definition of the category,
coding rules and examples (anchor and demarcation
examples) (Mayring, 2010). With assistance of those
evaluation categories, the interviews can be coded
and it is possible to create substantial overviews
(Schmidt, 2004). The coding’s aim is the
transformation of bullet points into data that can be
qualitatively and quantitatively evaluated (Krüger et
al., 2014). Finally, hypotheses of the individual inter-
views can be examined for the purpose of a deeper
interpretation (Schmidt, 2004). This research
represents the characteristic aspects of each
interview.
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2.3 Needs Analysis
The needs analysis starts on the demand side. In
addition to requirements, it also determines clusters
of people. In each cluster of individuals, the same or
at least very similar requirements to an ideal product
exist (Berekoven et al., 2009). The needs analysis is
based on the use cases of the interview partners. Some
needs are specific to a use case, others are deduced
from a group of use cases.
2.4 Potential Analysis
The established methods for potential analysis are
useless for the analysis of technologies, because they
are geared to companies and personnel.
In relation to the interviews, a question of the
guideline is directly targeted to determine the
potential of indoor positioning. Many potentials
result from the answers of the interviews and will be
examined more closely and also be classified in the
following.
3 STATE OF THE ART
Together with the Open Geospatial Consortium
(OGC) and the i-locate project, the InLocation
Alliance (ILA) conducted a survey for the
determination of indoor location (Conti et al., 2016).
The ILA was founded by the cellular mobile
telephone industry to accelerate the introduction of
solutions for indoor positions. These solutions
improve the mobile experience by creating new
opportunities for consumers and industry (InLocation
Alliance, 2018).
The OGC® is an international industry
consortium with 519 companies, government
departments and universities, which are participating
in a consensus process to develop publicly available
interface standards. The OGC® standards support
interoperable solutions that make web, wireless and
LBS, as well as current IT, location-based available
(Open Geospatial Consortium, 2018).
The i-locate project was founded by the European
Commission within the Information and
Communication Technology Program (ICT-PSP).
The project's aim is to create a public geo-portal to
gather and provide information about publicly
accessible buildings as Open Data, as well as an open
source toolkit for integrated hybrid (indoor-outdoor)
LBS to locate and track objects and people (i-locate
project, 2018).
Altogether, 153 survey replies from 33 nations
were collected and evaluated in the survey. The
participants were composed of one-third of users and
two-thirds of system developers for the determination
of an indoor position. All participants are directly
involved in the determination market of an indoor
location and are aware of its dynamics.
The majority of the survey participants are users
of systems for the determination of an indoor position
and work in the healthcare sector or provide services
for the elderly. Only a small proportion of the
respondents are within the retail market. Even more
important is the fact, that the developers of systems
for determination of an indoor location recognize
more than 20 different industries at the same time as
their target groups. This demonstrates the broad
applicability of solutions for determination of an
indoor position.
The survey’s aim was to create a broad overview
of requirements and cases of applications for the
determination of an indoor position. Furthermore,
trends, challenges and opportunities should be
gathered.
In the following chapters the requirements,
interests and cases of applications of determination of
an indoor location will be represented.
3.1 Requirements
The evaluation of the survey revealed the following
requirements:
Privacy as a whole is regarded as the most critical
barrier because of its social (concerning the user
perception) and legal implications.
The current level of interoperability is considered
inadequate. The increase of interoperability
would lead to cost minimisation.
As seen from the software perspective, the
developments in future should focus on platforms
that permit the use of several location
technologies.
Hardware developments should focus on
technologies that gather data in a passive system
with low latency and small energy demand.
Furthermore, the solutions should be easy to
configure.
Two requirements have turned out clearly: good
position accuracy and long-lasting site
infrastructures that can be used for a variety of
different applications.
The Determination of Customer Location as Human-Computer Interaction in the Retail Trade: Potentials and New Business Models
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3.2 Users and Providers Interests
The described survey shows a high agreement of
interests at the determination of an indoor position by
users and providers of localization systems (Conti et
al., 2016):
Localization of People
The evaluation resulted in two possibilities of
localization: Determination of the position in the
mobile device or via network environment. The
first category implies a major interest in
navigation, orientation- and real-time position
determination, which is necessary for pathfinding
and visitor interaction applications. The second
category contains analytics, geo-fencing,
approach recognition and other functions related
to setting up context sensitive environments. The
interest in Location Based Marketing (LBM) and
Location Based Social Network (LBSN) is very
low.
Localization of Objects
Two interests stand out clearly: tracking and real-
time positioning. In comparison to systems for the
localization of people, there is a low interest in
analyzing the location of objects.
3.3 Explicit Cases of Application
The following section describes specific cases of
application, which were compiled by the participants
of the aforementioned survey. The core topic of this
work is a special focus on the retail trade. The cases
of application were reduced and sorted in a
descending order from the point of view of the
content-related closeness to the retail trade:
Retail Trade
The survey participants mention the following
cases of application: localization of a product in a
salesroom, navigation to Point of Sale (PoS)
terminals with contactless payment, location
determination of people and the provision of
targeted advertising. Referred to marketing, the
participants mention the Location Based
Marketing (LBM) and the Location Based
Advertising (LBA). Retailers can use precise
location determination to increase their profit
margins, to manage warehouse replenishment
more efficient, to avoid empty shelves and to offer
custom-made advertising (Giaglis et al., 2002).
Ambient Intelligence
With the identification of approaching and
distance measurement between objects and
people, the participants describe two basic
functions of the ambient intelligence. A utilization
is the information transmission of street lighting
by VLC.
Facility Management
The evaluation is especially interesting for facility
management. Within this, the survey’s
participants are interested in functions like e.g.
monitoring the passenger flow in the interior
space, object tracking, security and
authentication. As another aspect, the analytics
are mentioned. Here, the usage data can be used
in different granularities (buildings, floors or
individual rooms) to develop a comprehensive
spatial database of the interior space.
Security
In the security area, geo-fencing and person
tracking are examples for cases of application.
Another case is the reference of emergency exits
or safe areas, even if the lighting breaks down or
smoke reduces visibility.
Corporate Offices
One way to use the determination of indoor
positions in an office is a virtual reception of
visitors and their navigation to the desired
destination. Another example is the official
tracking and work control. Thereby, the duration
of staying and movement patterns of people and
objects in and between different institutions can
be gathered.
4 INTERVIEW EVALUATION
AND DERIVATION OF THE
CASES OF APPLICATION
In this section, the first research question is answered:
Which uses of application can be supported with the
determination of an indoor location?
4.1 Qualitative Analysis
The qualitative analysis investigates the mentioned
cases of application per interview.
First Interview
The first interview partner describes a difference
between analyses with and without additional data.
Personal data about the customer’s profile as well as
items in the shopping basket are mentioned as
additional data. Without them, applications like
navigation, surveys, and location-based advertising
can be implemented anyway, by using information
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from the paths and residence times. With additional
data in form of customer profile and demographic
information, it would be possible to build cohorts and
to compare them among each other. Furthermore,
correlations from the shopping basket to the
customers’ path, to articles and residence times could
be analysed. By using the data per costumer, one
could considerate the comparison of branches,
locations or industries. Besides to the analysis, the
navigation to products and the retrieval of product
information were mentioned as cases of application.
Second Interview
When asked about the cases of application, the second
interview partner mentions analyses, product
navigation along a shopping list and location-based
advertising. For the employees, it could be possible to
use the determination of indoor locations as a path
optimization in the pick-and-pack-navigation at the
warehouse. Another case of application affects the
advice. Here it is conceivable that a customer calls for
an employee instead of seeking for one.
Third Interview
The third interview partner divides the cases of
application into the following four groups: customer
campaign, customer friendliness, employee
efficiency and analysis. The customer campaign
includes location-based actions. The group of
customer friendliness contains the navigation to
products and path optimization along a shopping list.
The group of employee efficiency comprises the
navigation at shelf stocking and the pick-and-pack
navigation. No specific examples are mentioned for
the analysis.
Fourth Interview
The interviewee focuses on the navigation: from the
employee to the customer, from the customer to the
employee as well as from the customer and employee
to the product. The interview partner mentions the
measurability of the return on marketing activities
and investments as a current problem. He would like
to be able to analyse the effectiveness of brochure
advertising. The determination of indoor positions
represent a solution, from his point of view.
Fifth Interview
The interview partners of the fifth interview define
the completeness audit of guests on board as an case
of application: The determination of indoor position
can be used to equalize a return to the last harbour
because of the apprehension of forgotten guests. An
analysis could represent a location-adjusted view of
the shop assortment. It is impossible to represent
every product at a prominent place on the shelf.
Consequently, this means that the sales figures of the
same product in two various attractive positions can
be different. Therefore, it may appear the conclusion
that because one product sells less often than another
and it therefore should be taken out of the assortment
may be wrong, if the position was not considered. The
aim of the location-adjusted view would be to
determine the effect of the product positioning inside
the shop.
4.2 Quantitative Analysis
The analysis is the only case of application, which is
mentioned by all interview partners. Thereby, two of
the interview partners mention that hot spots,
residence times and A/B tests are specific aims for an
analysis. Four interview partners declare themselves
in favour of location-based advertising and
navigation. Two interview partners indicate that
customers could be navigated to the products along a
shopping list. It would also be possible to route
employees to customers or vice versa. Figure 1 shows
the four most frequent cases of application.
Figure 1: Frequencies of applications.
Respectively, application cases with one mention
are surveys, the demand for product information, the
position recording of products on the shelf and
notifications.
5 NEEDS ANALYSIS
In this section, the second research question is
answered: Which needs does the retail trade have in
regard to the determination of an indoor position?
Within the needs analysis, some people clusters
are determined, which have the same or at least
similar claims to an ideal product. These groups of
customers are partly derived from the interview
partners and include the following stakeholders:
Hardware and software developers for the
determination of an indoor location, derived from
the technological perspective as well as
The Determination of Customer Location as Human-Computer Interaction in the Retail Trade: Potentials and New Business Models
429
Employees, retailers, and costumers in operative
business. According to the interview partners, the
customers and employees most urgently need the
navigation or rather the path optimization. On the
other hand, the retailers have a great interest in
analytics.
The following paragraphs describe the derived
needs for each case of application. The section ends
with a short summary of the needs.
Navigation
To realize the most appropriate navigation, not only
the aim but also the knowledge of possible barriers is
necessary. Walls, shelves or locked doors are
examples for typical obstacles. The generated
database is dedicated to calculate the route. Since the
system navigates people threw buildings, a
distinction between floors is necessary to reach the
targeted place.
When using the navigation system, the targeted
product has to be visible within a few centimetres, so
that it could be found in a large amount of products.
One claim also refers to the frequency of the
positions’ determination. It has to be sufficiently high
to detect slight position changes. In addition, the
orientation of the customer is helpful, so that it could
be distinguished, whether the person faces the
product or he or she is adverted.
To navigate along the shopping list, the
calculation of the shortest route is necessary. If a
customer calls an employee for advice, the location of
the customer must be visible to the employee.
Surveys
This case is triggered by certain events and schedules
to fill out a survey by the customers. Events for
inducing such surveys can be a long residence time,
leaving or entering a business. The reliable
determination of such entry events can be derived as
a need. In addition to that, the respondent needs an
input device.
Product Information
Similar to the navigation section, the products have to
be distinguishable in this case of application as well.
It is not very helpful for the customer, if he or she is
in front of a shelf and all products within a radius of
one metre are displayed on his smartphone. In this
case, the customer would need a possibility to
determine the product for which he or she needs more
information. Therefore, the position of the
smartphone, the viewing direction and the centimetre-
precise location of the products are necessary
features.
Data Acquisition of Products on the Shelf
In this application case, a high precision in a three-
dimensional space with an accuracy of a few
centimetres is required. While of scanning a product
in the shelf, the position of the scanner is captured and
stored on the product.
Location-based Offers/Advertising
Two characteristics of this case of application are
conceivable, depending on the personalization: one
possibility without and another with profile data of
the customer. In both cases, data about offers have to
be available. The trigger for displaying an
advertisement could be: entering an area (geofencing)
or approaching a product. The grade of accuracy
about the position determination depends on the
trigger.
Notifications at Approaching Reduced
Products
As in previous cases of application, the accuracy of
location determination has to be high enough to
reliably identify a convergence to products. The
notification has to be transmitted to the customer.
Check Completeness of Guests on Board
The checking of completeness should make a
turnaround of the boat because of the apprehension of
forgotten guests unnecessary. To encounter this
requirement, a high degree of reliability is needed to
implement this solution in the envisaged
environment. There must be no difference between
the systemically determined and the indeed
completeness.
Use of Personnel or Energy Usage according to
Capacity
In this case of application, the reliability is very
important as well. Here, the specific needs can be
derived to be able to reliably determine the workload.
Analysis
The hot spot analysis requires the least amount of
data. It is sufficient to evaluate superimposed location
determinations. For the analysis of walking routes,
the measurement data must at least be clearly
assigned to the measuring device, but not to an
identified person. The analysis of customer interests
in relation to the residence time next to a product or
in different departments needs a clear identification.
Furthermore, it is interesting to generate precise
predictions about the tendencies of customers out of
measured data. From A/B tests, no general need can
be derived. The compared situations before and after
a change or at the same time in two different areas are
too different to determine concrete predictions. For
the comparison of locations, branches or companies,
the measured position data have to be clearly assigned
to one of these perspectives. The analysis of residence
times requires the definition of a radius, in which
several measured values are assigned to the same
place in order to aggregate residence times. Only
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then, the staying is distinguishable from a minimal
movement. Sales and shelf positions must be gathered
at the selling time, so that revenues can be analysed
in a location-adjusted way. The requirement is to
connect the position data of products with their sales.
Therefore, it is necessary to differentiate between
clothes inside and outside of the changing room, to
gain information about the situation and whether it is
a possible sale or just a fitting. For that, a high
accuracy is required. In order to investigate the
complaint subsequent to marketing approaches, it
must be distinguishable whether visits by customers
were induced by those approaches or not.
Summary
Derived from the cases of application, the following
requirements are determined: identification of a
person, connection to external data sources,
orientation of the navigated person, differentiation
between floors, high reliability of the position
determination as well as a high spatial and temporal
accuracy.
6 POTENTIAL ANALYSIS
In this section, the third research question is
answered: Which potentials does the regulation of an
indoor location offer to the retail trade? The database
dedicated to answer this question consists of
potentials for the determination of indoor position,
which were named by the interview partners. In the
following segments, the individual potentials are
named and their frequency of mention is presented.
Afterwards, they will be divided in four groups.
The most frequently mentioned potentials are the
increase of comfort and the path optimization. In the
latter case, two interview partners named incoming
Figure 2: Frequencies of potentials.
goods and pick-and-pack. Revenue growth, increase
of customer satisfaction, improvement of advice,
LBA precision enhancement, process optimisation
and employee efficiency, as well as the appeal
improvement for a store visit were also mentioned
twice. Figure 1 shows the most common potentials.
The optimisation of product placement,
gamification, cost savings because of capacity-
controlled energy use and the support of multichannel
marketing were only mentioned once.
The analysis results in the following four groups
of potentials and gamification.
Economy
Here, the interview partners recognize the following
potentials: reducing personnel deployment, saving
energy by product placement according to the amount
of margins. Furthermore, they mentioned the increase
in revenue as a potential.
The fifth interview partner describes an
economically negative aspect of navigation.
According to him, the number of visited touch points
would be reduced. In addition, the following of a
route reduces the potential that customers buy
something that they coincidentally see, because their
attention pertains to the route.
Efficiency
The path and process optimization are potentials in
the field of efficiency. Superficially is the employees’
daily tasks optimization in the retail trade.
Marketing
The potentials are the increase of the accuracy of
location-based advertisements, the increase of the
appeal for a store visit and the support of
multichannel marketing. An identifying
determination of an indoor position could reduce
friction losses between online and offline analyses.
Convenience
In addition to improve the consulting, the increase in
comfort and customer satisfaction were mentioned.
7 CONCLUSIONS
Digitalization is currently one of the main drivers of
economic growth. As a consequence thereof, the
management in stationary retail trade has to think
about additionally and new digital services because of
an increasing digital competition and omnipresent
access technologies, as well as dynamic customer
requirements. One possibility is to analyse streams of
motion for a better understanding of the customer
journey and a seamless transition from outdoor to
indoor navigation dedicated to the detection of
products. Varieties of new fields of application arise
The Determination of Customer Location as Human-Computer Interaction in the Retail Trade: Potentials and New Business Models
431
out of this context, which have been explored more
closely in this research.
To determine those applications, interviews with
experts from leading software and technology
companies were conducted. The interview notes were
evaluated both qualitatively and quantitatively. The
analysis of the customer journey, the determination of
an indoor position including navigation and location-
based advertising belong to the most frequently
mentioned cases of application. According to the
experts’ opinions, they have a great potential for
increasing customer comfort with regard to path
optimization. Additionally, location-based
advertising generates completely new context-related
upselling potentials for the stationary trade.
Furthermore, the evaluation showed that the experts
still ascertain potentials especially in the fields of
efficiency improvement, digital marketing
approaches, promotion of convenience and
gamification.
The derived experts needs include the
identification of a person, the connection with
external data, the orientation of the navigated person,
the differentiation between floors, a high level of
reliability and a large degree of spatial and temporal
accuracy. Based on those needs, the further research
should validate the findings, as the number of five
interviewees does not claim to be indisputable in
relation to scientific correctness. Furthermore, it
could concentrate on the comparison of available
technologies, the increasing of representativeness and
the legally exploring of data protection to enlarge the
knowledge of location based services and their
possible implementation.
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