Title: Visualizing Knowledge Networks
1Visualizing Knowledge Networks
- Presentation by
- Andy Swarbrick
- TEClab
- Univeristy of Illinois
2Introduction
- In knowledge intensive firms much of the work is
done via informal grouping. Knowledge workers
rely on their contacts to gain access to
knowledge and other resources. - The virtualization of the knowledge work
environment is in danger of hiding the very
social networks that knowledge workers depend
upon.
3Overview of Presentation
- The Underlying Academic Theories
- Knowledge and Social Capital
- Networks
- Introduction to I-KNOW
- Examples of I-KNOW in Action
- Benefits of Using I-KNOW
- Advantages of this approach
4Knowledge and Social Capital
- The Knowledge Creating Company
- Combination and Exchange
- The Role of Social Capital
5Knowledge Creating Company
- The Knowledge Based Enterprise
- A social community that specialises in the
effective transfer and creation of knowledge. - Knowledge within firms is created by two generic
processes - Combination where different types knowledge are
combined in order to create new knowledge - Exchange mechanism by which this takes place
knowledge is transferred from one place to
another through a social network
6The Role of Social Capital
- Social capital plays a central role in the
creation of Knowledge.
- Dimensions of Social Capitals
- Structural
- Relational
- Cognitive
- Factors Effecting Knowledge Exchange and
Combination - Access
- Anticipation of Value
- Motivation
- Capability
7The Role of Social Capital in the Creation of
Knowledge Capital
8Networks
- Social Networks
- Cognitive Social Structures
- Knowledge Networks
- Cognitive Knowledge Networks
- Types of Work Related Network
9Social Networks
- Its not what you know, its who you know.
Nodes represent people. Links represent who knows
who.
Example How can I get in touch with person X?
10Cognitive Social Structures
- Its not who you know, its who they think you
know. - Example I understand that X is an expert in
topic A. Whom do I know who knows X, and can
introduce me to X?
11Knowledge Networks
- Links representing the shared knowledge could be
- skills,
- expertise
- activities,
- interest sets,
- interpretations of project goals
- work flow information.
Nodes represent the individuals, project teams,
organisations, physical locations
- Example I need to find out something about topic
X. Where do I get this information?
12Cognitive Knowledge Networks
- Who knows who knows what?
- Example I need to know more about topic X. Who
in my extended (direct or indirect) network can
tell me more about topic X?
13Summary
- Social Structures are based on who knows who.
- Cognitive Social Structures are based on who
knows who knows who. - Knowledge Networks are based on Who knows what.
- Cognitive Knowledge Networks are based on who
knows who knows what.
14Work Related Network
- Two basic kinds of work related network
- Networks of Practice
- This type of network links people together whom
they may never get to know but who work on
similar practices - Communities of Practice
- A community of practice is a group of people who
share information, ideas, insights and advice
about a topic or domain. In the course of doing
so they develop a common practice (a shared body
of knowledge, process, rituals, approaches,
thinking. Over time they build a common history
and develop a shared identity.
15Main Roles within Social Networks
- The Central Connectors- who link most people in
the social network. - The Boundary Spanner who connect an social
network with other parts of the organisation or
with other similar networks. - Information Brokers keep the different sub
groups in a social network together - Peripheral Specialists who anyone can turn to
for specialised expertise - Cross Prusak, 2002
16Six Myths of Informal Networks
- To build better networks, we have to communicate
more - Everyone should be connected to everyone else
- We cant do much to aid informal networks.
- How people fit into networks is a matter of
personality (which cant be changed) - Central people that have become bottlenecks
should make themselves more accessible - I already know what is going on in my network
- Cross, Nohria Parker , 2002
17I-Know Knowledge Network Analysis
- What is I-Know
- Example Knowledge Network Graph
- An actual I-Know
- Using I-Know
- Advantages of this Approach
18I-Know/ Network Visualisation
- Inquiring Knowledge Networks on the Web. A web
based tool designed by the University of Illinois
to analyse the co-evolution of knowledge networks
and information networks.
19Example Network Graph
Clicking on the link brings up the details of the
relationship
Rectangular Boxes represent individuals/ actors
within the network
Clicking on the rectangles brings up the details
of individual/ actor
Links represent relationships between the actors.
The number of the link represents the strength of
the link.
20Locating Communities
- The following diagrams show the links based on
both reported contacts and shared interest. - The following images of maps of the social
networks are screenshots taken from the a version
of I-KNOW customised for the communities of
practice online group, hosted on the Yahoo!
Groups platform.
21Overlapping Sub Communities Based on Reported
Contact Data
This diagram only shows links between people that
contact each other at least once a week From this
diagram it is clear that group 1 acts as the hub
joining all the groups except for group 8
together.
22Identifying Roles within Networks
23Sub Communities of Interest
Using a minimum link strength of one a similar
pattern of overlapping communities begins to
appear.
24Latent Communities of Interest
This diagram shows the network of people based
solely the number of interests shared. This give
a different context of a constellation of
different interest areas within the knowledge
network
25Benefits of Using I-KNOW
- Expertise Location
- Identify areas of potential collaboration
- Identifying sub-communities
- Identifying the different role players
- Identifying networks of practice
- Improve an individuals understanding
- Identify areas of potential collaboration
26Expertise Location
- Being able to identify sets of individuals that
have certain core competencies, allows
organisation to manage the development of their
intellectual capital and personnel by - ensuring that their experts are well linked into
the organization and each other. - enabling people within the network to identify
links to people who are subject experts, this
enables the organisation to manage key knowledge
resources more effectively
27Identifying areas of potential collaboration.
- Being able to identify where people are currently
engaged in similar tasks, but not connected
through the social network or chain of
organisational reporting, allows organisations to
stop the reinvention of the wheel syndrome,
where effort is needlessly duplicated. This can
be achieved by - - integrating individuals into existing sub
communites, in order to try and encourage the
formation of social ties, which will allow the
two areas to collaborate, and - identify potential knowledge brokers, between the
two parties, in order to invoke a dialogue.
28Identifying Sub-Communities
- By being able to identify and ascertain the
nature of value-adding sub communities,
organisations and communitys leaders are able
to - - encourage and nurture communities. Promoting
social ties with the wider organisation and
encouraging links to similar communities to
improve knowledge sharing - allocate resources, such as collaboration and
communication technologies, more appropriately.
29Identifying the different role players
- By being able to identify the types of roles that
people are taking in the network, individuals,
community leaders, and organisations are able to
- - identify individuals who are well placed to
distribute information, and improve the
dissemination of information through the network - identify individuals who can access distributed
sources of knowledge. - identify individuals with needs for additional
resources to allow them to deal with large
amounts of information, - develop personal networking skills, and provide
them with support for these activities.
30Identifying networks of practice
- Being able to identify people that are engaged in
the same, or similar tasks, allows organisations
and community leaders to - - identify where resources should be directed to
set up communication networks, which will return
the highest benefits, in terms of improving
knowledge transfer. - leverage investment in existing strategic/ sub
communities , by ensuring that communities are
well linked into the wider social networks and
practice areas. This allows the knowledge
created in the communities to flow through the
organisation, in a way that can be more easily
assimilated.
31Improve an individuals understanding
- Being able to reduce the time it takes to
understand the underlying social networks allows
individuals to - integrate more quickly, when first joining an
organisation, by being able to identify, and
being identifiable, to relevant sub communities
and practice groups. - move more easily to different areas of the
organisation, by being able to leverage their
existing social and knowledge capital to gain
access to new communities
32Advantages of this Approach
- Return on investment
- Far simpler and cheaper to implement than
existing KM toolsets based on data warehousing
and business intelligence technologies - Ability to integrate in to into wider KM and
intellectual capital strategies. - Well suited to low cost pilot and proof of
concept projects, possible to get a number of
quick wins.
33Questions
- For any additional questions please contact the
TEClab - _at_ swarbric_at_uiuc.edu
- Website http//iknow.spcomm.uiuc.edu