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Taxonomy Development Case Studies

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Title: Taxonomy Development Case Studies


1
Taxonomy DevelopmentCase Studies
  • Tom ReamyChief Knowledge Architect
  • KAPS Group
  • Knowledge Architecture Professional Services
  • http//www.kapsgroup.com

2
Agenda
  • Introduction
  • Development Process Examples
  • Tale of Two Taxonomies Best of Times and Worst
    of Times
  • Conclusion

3
Taxonomy Development Process
  • Foundation Strategic Business Context
  • Focus Groups, contextual interviews
  • Knowledge Architecture Audit Knowledge Map
  • Taxonomy Strategy/Model forms, technology,
    people
  • Existing taxonomic resources, software
  • Draft Taxonomy
  • Information Interviews, focus groups, card sorts
  • Content Analysis, top down bottom up
  • Refine, feedback, pilot app
  • Taxonomy Plans Governance, Maintenance,
    Applications

4
Knowledge Architecture AuditKnowledge Map
5
Taxonomy Development ProcessProgressive
Refinement
6
Taxonomy Development Tips and TechniquesFoundati
on
  • Strategic Foundation
  • Info Problems what, how severe
  • Political environment support, special
    interests
  • Knowledge Architecture Audit Self Knowledge
  • Size, Major Org, Info environment
  • Strategic Questions why, what value from the
    taxonomy, how are you going to use it
  • Technology Environment ECM, Enterprise Search

7
Taxonomy Development Tips and TechniquesTaxonomy
Foundation
  • Variety of taxonomies important to know the
    differences, when to use what.
  • People Get a good taxonomist! (Assign
    resources, learn)
  • Library Science Cognitive Science Cognitive
    Anthropology
  • Technology
  • Taxonomy Management, Visulaization
  • Entity Extraction
  • Content Structures Get a good taxonomy!
  • Glossary, Index, Pull from multiple sources
  • Get a good document collection

8
Infrastructure Solutions Taxonomy
DevelopmentTaxonomy Model
  • Enterprise Taxonomy
  • No single subject matter taxonomy
  • Need an ontology of facets or domains
  • Standards and Customization
  • Balance of corporate communication and
    departmental specifics
  • At what level are differences represented?
  • Customize pre-defined taxonomy additional
    structure, add synonyms and acronyms and
    vocabulary
  • Enterprise Facet Model
  • Actors, Events, Functions, Locations, Objects,
    Information Resources
  • Combine and map to subject domains

9
Taxonomy Development Tips and TechniquesDevelopm
ent and/or Customization
  • Combination of top down and bottom up (and
    Essences)
  • Top Design an ontology, facet selection
  • Bottom Vocabulary extraction documents, search
    logs, interview authors and users
  • Develop essential examples (Prototypes)
  • Most Intuitive Level genus (oak, maple, rabbit)
  • Quintessential Chair all the essential
    characteristics, no more
  • Work toward the prototype and out and up and down
  • Repeat until dizzy or done
  • Map the taxonomy to communities and activities
  • Category differences
  • Vocabulary differences

10
Taxonomy Development Tips and TechniquesEvaluate
and Refine
  • Formal Evaluation
  • Quality of corpus size, homogeneity,
    representative
  • Breadth of coverage main ideas, outlier ideas
    (see next)
  • Structure balance of depth and width
  • Kill the verbs
  • Evaluate speciation steps understandable and
    systematic
  • Person Unwelcome person Unpleasant person -
    Selfish person
  • Avoid binary levels, duplication of contrasts
  • Primary and secondary education, public and
    private

11
Taxonomy Development Tips and TechniquesEvaluate
and Refine
  • Practical Evaluation
  • Test in real life application
  • Select representative users and documents
  • Test node labels with Subject Matter Experts
  • Balance of making sense and jargon
  • Test with representative key concepts
  • Test for un-representative strange little
    concepts that only mean something to a few people
    but the people and ideas are key and are normally
    impossible to find

12
Enterprise Environment Case Studies
  • A Tale of Two Taxonomies
  • It was the best of times, it was the worst of
    times
  • Basic Approach
  • Initial meetings project planning
  • High level K map content, people, technology
  • Contextual and Information Interviews
  • Content Analysis
  • Draft Taxonomy validation interviews, refine
  • Integration and Governance Plans

13
Enterprise Environment Case One Taxonomy, 7
facets
  • Taxonomy of Subjects / Disciplines
  • Science gt Marine Science gt Marine microbiology gt
    Marine toxins
  • Facets
  • Organization gt Division gt Group
  • Clients gt Federal gt EPA
  • Instruments gt Environmental Testing gt Ocean
    Analysis gt Vehicle
  • Facilities gt Division gt Location gt Building X
  • Methods gt Social gt Population Study
  • Materials gt Compounds gt Chemicals
  • Content Type Knowledge Asset gt Proposals

14
Enterprise Environment Case One Taxonomy, 7
facets
  • Project Owner KM department included RM,
    business process
  • Involvement of library - critical
  • Realistic budget, flexible project plan
  • Successful interviews build on context
  • Overall information strategy where taxonomy
    fits
  • Good Draft taxonomy and extended refinement
  • Software, process, team train library staff
  • Good selection and number of facets
  • Final plans and hand off to client

15
Enterprise Environment Case Two Taxonomy, 4
facets
  • Taxonomy of Subjects / Disciplines
  • Geology gt Petrology
  • Facets
  • Organization gt Division gt Group
  • Process gt Drill a Well gt File Test Plan
  • Assets gt Platforms gt Platform A
  • Content Type gt Communication gt Presentations
  • Issues
  • Not enough facets
  • Wrong set of facets business not information
  • Ill-defined facets too complex internal
    structure

16
Enterprise Environment Case Two Taxonomy, 4
facets
  • Environment Issues
  • Value of taxonomy understood, but not the
    complexity and scope
  • Under budget, under staffed
  • Location not KM tied to RM and software
  • Solution looking for the right problem
  • Importance of an internal library staff
  • Difficulty of merging internal expertise and
    taxonomy

17
Enterprise Environment Case Two Taxonomy, 4
facets
  • Project Issues
  • Project mind set not infrastructure
  • Wrong kind of project management
  • Special needs of a taxonomy project
  • Importance of integration with team, company
  • Project plan more important than results
  • Rushing to meet deadlines doesnt work with
    semantics as well as software

18
Enterprise Environment Case Two Taxonomy, 4
facets
  • Research Issues
  • Not enough research and wrong people
  • Interference of non-taxonomy communication
  • Misunderstanding of research wanted tinker toy
    connections
  • Interview 1 implies conclusion A
  • Design Issues
  • Not enough facets
  • Wrong set of facets business not information
  • Ill-defined facets too complex internal
    structure

19
Taxonomy DevelopmentConclusion Risk Factors
  • Political-Cultural-Semantic Environment
  • Not simple resistance - more subtle
  • re-interpretation of specific conclusions and
    sequence of conclusions / Relative importance of
    specific recommendations
  • Understanding project scope
  • Access to content and people
  • Enthusiastic access
  • Importance of a unified project team
  • Working communication as well as weekly meetings

20
Conclusion
  • Enterprise Context strategic, self knowledge
  • Importance of a good foundation
  • Taxonomy Model
  • Be Smart beg, borrow, steal resources
  • Importance of Taxonomy Vision
  • Infrastructure resource, not a project
  • Evolving processes to direct the evolution
  • Importance of Taxonomy
  • Balance of expertise and local knowledge

21
Questions?
  • Tom Reamytomr_at_kapsgroup.com
  • KAPS Group
  • Knowledge Architecture Professional Services
  • http//www.kapsgroup.com
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