Idea networking is a qualitative method of doing a
cluster analysis
Cluster analysis or clustering is the data analyzing technique in which task of grouping a set of objects in such a way that objects in the same group (called a cluster) are more Similarity measure, similar (in some specific sense defined by the ...
of any collection of statements, developed by Mike Metcalfe at the
University of South Australia
The University of South Australia is a public research university based in Adelaide, South Australia. Established in 1991, it is the successor of the former South Australian Institute of Technology. Its main campuses along North Terrace are ...
.
Networking lists of statements acts to reduce them into a handful of clusters or categories. The statements might be source from interviews, text, websites,
focus group
A focus group is a group interview involving a small number (sometimes up to ten) of demographically predefined participants. Their reactions to specific researcher/evaluator-posed questions are studied. Focus groups are used in market researc ...
s,
SWOT analysis
In strategic planning and strategic management, SWOT analysis (also known as the SWOT matrix, TOWS, WOTS, , and Situation analysis, situational analysis) is a decision-making technique that identifies the strengths, weaknesses, opportunities, ...
or community consultation. Idea networking is
inductive as it does not assume any prior classification system to cluster the statements. Rather keywords or issues in the statements are individually linked (paired). These links can then be entered into network software to be displayed as a network with clusters. When named, these clusters provide emergent categories, meta themes, frames or concepts which represent, structure or sense-make the collection of statements.
Method
An idea network can be constructed in the following way:
* 60 to 200 statements are listed and assigned reference numbers.
* A table is constructed showing which statements (by reference number) are linked (paired) and why. For example, statement 1 maybe linked to statements 4, 23, 45, 67, 89 and 107 because they all are about the weather (see table).
The number of links per statement should be from 1 to 7; many more will result in a congested network diagram. This means choosing why the statements are linked may need grading as strong or weak, or by sub sets. For example, statements linked as being about weather conditions may be further subdivided into those about good weather, wet weather or bad weather, etc.). This linking is sometimes called 'coding' in thematic analysis which highlights that the statements can be linked for several and different reasons (source, context, time, etc.). There may be many tens of reasons why statements are linked. The same statements may be linked for different reasons. The number of reasons should not be restricted to low number as so anticipate the resultant clustering.
*The reference numbers are put into a network diagramming software, usually in the form of a matrix with the reference numbers along the top and side of the matrix. Each cell will then have a 1 or 0 to indicate whether its row and column reference number are linked.
*The software is instructed to draw network diagram using maximum node repulsion. This encourages cluster formation. Around 5 clusters are identified in the network diagram, both visually and using the cluster identification algorithms supplied with the software (e.g. Newnan Girvan sub-groups)

*A descriptive collective adjective name is determined for each cluster of statements (a meta narrative, classification name or label).
*The list of statements is then reported as being clustered into these five or so cluster names (themes, frames, concepts). For example, one might report that your analysis of the statements shows that those at community meeting were using the concepts of exposure, interaction, safety, light and inspiration in their responses.
Underlying philosophy
In his book ''
Notes on the Synthesis of Form'', the pragmatist
Christopher Alexander
Christopher Wolfgang John Alexander (4 October 1936 – 17 March 2022) was an Austrian-born British-American architect and Design theory, design theorist. He was an Professors in the United States#Professor emeritus and emerita, emeritus profes ...
suggested networking the ideas of clients as means to identifying the major facets of an architectural design.
This is still used modern design work usually using
cluster analysis
Cluster analysis or clustering is the data analyzing technique in which task of grouping a set of objects in such a way that objects in the same group (called a cluster) are more Similarity measure, similar (in some specific sense defined by the ...
. Modern
social network analysis software
Social network analysis (SNA) software is software which facilitates quantitative analysis of behavior, quantitative or qualitative research, qualitative social network analysis, analysis of social networks, by describing features of a network eit ...
provides a useful tool for how these ideas can be networked.
This simply adds ideas to the list of computers, power stations, people and events that can be networked (see
Network theory
In mathematics, computer science, and network science, network theory is a part of graph theory. It defines networks as Graph (discrete mathematics), graphs where the vertices or edges possess attributes. Network theory analyses these networks ...
).
The links between ideas can be represented in a matrix or network. Modern network diagramming software, with node repulsion algorithms, allows useful visual representation of these networks revealing clusters of nodes.
When networking peoples' statements or ideas, these become the nodes and the links are provided by an analyst linking those statements thought to be similar. Keywords, synonyms, experience or context might be used to provide this linking. For example, the statements: (1) "That war is economics progressed by other means, might be considered linked to the statement"; (2) "That progress unfortunately needs the innovation which is a consequence of human conflict".
Linguistic
pragmatism
Pragmatism is a philosophical tradition that views language and thought as tools for prediction, problem solving, and action, rather than describing, representing, or mirroring reality. Pragmatists contend that most philosophical topics� ...
argues we use our conceptions to interpret our perceptions (sensory inputs).
These conceptions might be represented by words as conceptual ideas or concepts. For example, if we use the conceptual idea or concepts of justice to interpret the actions of people, we get a different interpretation (or meaning) compared to using the conceptual idea of personal power. Using the conceptual idea of justice makes certain action ideas seem reasonable. These may include due process, legal representation, hearing both sides, have norms or regulations for comparison. Therefore, there is a relationship between conceptual ideas and related apparently rational action ideas.
If the statements gathered at a consultative meeting are considered action ideas, then clusters of these similar actions ideas might be considered to examples of a meta idea or conceptual idea. These are also called themes, and frames. Modern research extending Miller's Magic number 7 plus or minus 2, to idea handling, suggests a five-part classification is appropriate for humans.
Notable applications and uses
Using networking to cluster statements is considered useful because:
*It provides a multi-dimensional alternative to
post-it note
A Post-it note (or sticky note) is a small piece of paper with a re-adherable strip of glue on its back, made for temporarily attaching notes to documents and other surfaces. A low-adhesion, tack pressure-sensitive adhesive allows the notes to ...
s in clusters.
*It offers a convenient graphic which can be presented in reports and analysed using network metrics (See
Computer assisted qualitative data analysis software).
*It is an auditable process where each step taken can be explained in supporting documentation.
*It is a qualitative alternative, and thus more subtle and transparent, than
NVivo,
thematic analysis
Thematic analysis is one of the most common forms of analysis within qualitative research. It emphasizes identifying, analysing and interpreting patterns of meaning (or "themes") within qualitative data. Thematic analysis is often understood as a m ...
,
cluster analysis
Cluster analysis or clustering is the data analyzing technique in which task of grouping a set of objects in such a way that objects in the same group (called a cluster) are more Similarity measure, similar (in some specific sense defined by the ...
,
factor analysis
Factor analysis is a statistical method used to describe variability among observed, correlated variables in terms of a potentially lower number of unobserved variables called factors. For example, it is possible that variations in six observe ...
,
multidimensional scaling
Multidimensional scaling (MDS) is a means of visualizing the level of similarity of individual cases of a data set. MDS is used to translate distances between each pair of n objects in a set into a configuration of n points mapped into an ...
or
principal component analysis
Principal component analysis (PCA) is a linear dimensionality reduction technique with applications in exploratory data analysis, visualization and data preprocessing.
The data is linearly transformed onto a new coordinate system such that th ...
. This subtleness includes enabling the analyst to deal with metaphor, synonyms, pronouns and alternative terminology generally. No variables (variation in numerical data) are necessary.
See also
*
Brainstorming
Brainstorming is a creativity technique in which a group of people interact to divergent thinking, suggest ideas spontaneously in response to a prompt. Stress is typically placed on the volume and variety of ideas, including ideas that may seem o ...
*
Concept driven strategy
A concept-driven strategy is a management methodology that centers on the development of core concepts or ideas to drive decision making. This approach aims to establish distinctive Value proposition, value propositions and competitive advantage, ...
*
Concept mapping
A concept map or conceptual diagram is a diagram that depicts suggested relationships between concepts. Concept maps may be used by instructional designers, engineers, technical writers, and others to organize and structure knowledge.
A conc ...
*
Group concept mapping – a very similar method of cluster analysis
*
Institutional logic Institutional logic is a core concept in sociological theory and Organization studies, organizational studies, with growing interest in Qualitative marketing research, marketing theory. It focuses on how broader belief systems shape the cognition a ...
*
Pathfinder network
*
Repertory grid
*
Sensemaking
Sensemaking or sense-making is the process by which people give meaning to their collective experiences. It has been defined as "the ongoing retrospective development of plausible images that rationalize what people are doing" ( Weick, Sutcliffe, ...
*
Social network analysis
Social network analysis (SNA) is the process of investigating social structures through the use of networks and graph theory. It characterizes networked structures in terms of ''nodes'' (individual actors, people, or things within the network) ...
*
Thematic analysis
Thematic analysis is one of the most common forms of analysis within qualitative research. It emphasizes identifying, analysing and interpreting patterns of meaning (or "themes") within qualitative data. Thematic analysis is often understood as a m ...
References
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Cognition
Linguistics
Qualitative research