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421-672 Management of Technological Enterprises
Managing Knowledge in Technological Enterprises (II) – Knowledge Engineering in the OrganisationWilliam P. (Bill) Hall (PhD)Evolutionary Biology of Species and Organizationshttp://www.orgs-evolution-knowledge.net
Ex Documentation and KM Systems AnalystHead OfficeTenix GroupWilliamstown, Vic. 3016
National FellowAustralian Centre for Science, Innovation and SocietyMelbourne UniversityUni Office: ICT 3.67, 111 Barry St., CarltonPhone: +61 3 8344 1488 (Thurs-Fri)Email: [email protected]
1 April 2008
People
Process
Infrastructure
Organizational knowledge
Leave one of the legs off, and the stool will fall
over
What are organisations?
A level of complexity in a hierarchically complex world
• Stanley Salthe (1993) Development and Evolution: Complexity and Change in Biology
HI GH LEVEL SYSTEM / ENVI RONMENT
SYSTEMSYSTEM SYSTEM
SUBSYSTEMS
boundaryconditions,constraints,regulations
FOCAL LEVEL
Possibilities
initiatingconditions
universallaws
"material -causes"
ORGANISATION—
People, Machines—
Living Cells, Parts
Emergentproperties• Synthesis cann
ot predict higher level properties
• Behaviour isuncomputable
• Boundary conditions & constraints select
• Analysis can explain
The organisation is a self-sustaining complex system in the environment
Processes (which may be complex subsystems in their own rights) are necessary responses to imperatives:
– Survival– Self-maintenance of the processes themselves
Constraints and boundaries(laws of nature determine what is possible)
The organisation's imperatives and goals
Hall, W.P. 2006 Emergence and growth of knowledge and diversity in hierarchically complex living systems.
ProcessesProcesses
Energy (exergy)
Recruitment
Materials
I ncomeObservations
Entropy/Waste
Products
Departures
ExpensesActions
Where can knowledge be found?
Popper's three worlds
EnergyThermodynamics
PhysicsChemistry
Biochemistry
Cyberneticself-regulation
CognitionConsciousness
HeredityRecorded thought
Expressed languageComputer memoryLogical artifactsReproduction/Production
Development/Recall
Drive/Enable
Regulate/Control Infe
rred
logic
Descr
ibe/P
redic
t
TestObserve
Existence/RealityWorld 1
World 3The world ofexplicit/ objective knowledge
Produced /evaluated byworld 2processes
World 2
World of mental orpsychological states and processes, subjective experiences
Emerges from world 1processes.
Tacit organismic/personalknowledge
Polanyi's epistemology of personal knowledge encompassed within Popper's World 2
What kinds of knowledge exist in a complex hierarchy?
Tacit knowledge (= Popper's dispositional knowledge)– Humans - Personal propensities or capabilities to behave or
perform in certain ways that cannot readily be expressed in words: experience, natural talent, unconscious knowledge, etc.
– Organisations - structure of networks formed by members of the organization, electronic networks, computational apparatus, production lines, organisational routines, and the physical layout, capabilities and etc., (Nelson and Winter 1982).
Implicit knowledge– Humans - personal knowledge that can be expressed linguistically– Organisations - Some undocumented personal knowledge held
by individuals relates to organisational roles rather than to the person's life and activities independent from the organisation.
What kinds of knowledge exist in a complex hierarchy?
Explicit knowledge– Humans - linguistically articulated knowledge preserved and
disseminated for intersubjective understanding and criticism in the form of discussions, books, papers, on-line articles etc.
– Organisations• Explicit knowledge produced by individual humans for
organizations they belong to that conveys meaning that is important to the functioning of the organizational entity, but has little or no relevance to the individual person in isolation
• Explicit forms of knowledge stored in computer memories and disseminated electronically to effect actions (e.g., regulatory instructions in a continuous flow chemical plant, instructions for numerically controlled tools in a robotically controlled assembly line, etc.). May be automatically produced without human involvement
Individual knowledge in the organization
Important difference– individual knowledge (in any form), known only by a person – organizational knowledge is (socially) available and accessible to those
who can apply it for organizational needs– Even where explicit knowledge exists, individual knowledge may be
required to access it within a useful response time. Individual knowledge addresses questions like:
– who has the tacit capabilities and experience to perform a task– what knowledge is needed– where explicit knowledge may be found– why the knowledge is important or why it was created– when the knowledge was or may be needed– how to apply the knowledge.
To improve organizational OODA performance a way is needed to rapidly find and coordinate people who have appropriate individual knowledge but don't know the problem exists.
Vines, R., Hall, W.P., Naismith L. 2007. Exploring the foundations of organisational knowledge: An emergent synthesis grounded in thinking related to evolutionary biology. actKM Conference, Australian National University, Canberra, 23-24 October 2007.
"Living knowledge“: source of organisational knowledge
The organization may know less than its members
Organizational knowledge is more than the sum of the knowledge of the organization's individual members, but people with their individual knowledge count
People have lives outside their local organizational circumstances ('boundaryless careers') Arthur 1994)
People know a lot the organization doesn't– Tacit (Polanyi 1958, 1966) skills and understandings that cannot
readily be expressed in words; – Implicit knowledge the person can articulate and which could readily be
shared if anyone knew to ask for it (Snowden 2000, 2002)– Explicit documents and other tangible resources the individual may
know about but that are not generally known about in the organization. Social cooperation coordinates individual knowledge for
organizational purposes– Explicit knowledge becomes common knowledge as awareness
spreads– Common knowledge becomes formal knowledge when reviewed,
approved and signed off
Cycling between W2 and W3 to build personal knowledge
Building organisational knowledge
Building and maintaining an adaptive KM architecture to meet organisational imperatives
DRIVERS ENABLERS & IMPEDIMENTS
PEOPLE PROCESS
STRATEGY DEVELOPMENT
STRATEGICREQUIREMENTS
OBSERVATIONOF CONTEXT & RESULTS ORIENTATION & DECISION ENACTED
STRATEGY
In competition Win more contracts
Perform better on contracts won
Minimise losses to risks and liabilities
Meet statutory and regulatory requirements
Operational Excellence
Customer satisfaction
Stakeholder intimacy
Service delivery
Growth Sustainability Profitability Risk mitigation
Knowledge audit
Knowledge mapping
Business disciplines
Technology & systems
Information disciplines
Incentives & disincentives
Etc.
Internal / external communication
Taxonomies Searching & retrieval
Business process analysis & reengineering
Tracking and monitoring
Intelligence gathering
QA / QC
Strategic management
Architectural role
Communities of Practice
Corporate communications
HR practices Competitive intelligence
IT strategy Etc.
… ITERATION …
Team Expertise Knowledge Mapping (TEAM)Susu Nousala 2006; PhD RMIT Eng (submitted)
Nousala, S., Miles, A., Kilpatrick, B., Hall, W.P. 2005. Building knowledge sharing communities using team expertise access maps (TEAM). Proceedings, KMAP05 Knowledge Management in Asia Pacific Wellington, N.Z. 28-29 November 2005.
Nousala, S. 2005. PhD Thesis. RMIT University Knowledge pertinent to organizational survival may exist in world 2 and
world 3 in a variety of forms. – Knowledge held individually by people belonging to the organization – Tacit organizational routines belonging to internal communities (i.e.,
CoPs) that may be autopoietic in their own rights– Physical layout (Nelson and Winter 1982)– Corporate documentation
To respond rationally to imperatives and perturbations– Identify, access, assemble and use relevant knowledge – Organizational resources and time available to do it are limited
Effective organizational response is bounded by these limitations TEAM study focuses on individual knowledge
Knowledge mapping
Codification of knowledge vs pointing to people who have knowledge– Snowden's paradoxes
• know more than we can say• say more than we can write• knowledge will be volunteered but cannot be conscripted
– Availability of the knowledge is more important than its form Mind mapping was originally a brainstorming tool to help codify
– Offers flexibility– Substantial textual annotation capabilities– Linking
Used to facilitate social coordination of individual knowledge– Socialization in the interview process
• People happy to share career successes and war stories– Socialization in the search and retrieve process
• Experts introduced as people with rich stores of experience
organisatioalrevolution
evolutionarygrowth
creativity
direction
delegation
coordination
collaboration
leadership
autonomy
control
red tape
-???-
AGE OF ORGANISATION
SIZE
OF
OR
GA
NIS
ATI
ON
Small
Young
Large
Old
L. Greiner 1998. Evolution and revolution as organizations grow. Harvard Business Review May-June 1998
Organisational knowledge in world 3 managing engineering content
Persistent objects of corporate knowledge– Articles of incorporation & employment agreements– Contracts – E-mails & correspondence– Graphics and drawings– Plans, records, process & procedure documents– Enacted workflow systems– Written history– Links & captured contexts– Databases– AV recordings
World 3 comprises the bulk of organizational memory or heredity = "content"
Product and textual data are structured and are managed as content (SGML/XML)
Production mgmt data is transactional and is managed as records and fields
Goal is to manage all project data within a single configuration management umbrella
MRP / PRODUCTION MGMT• MBOM• Production planning• Production schedule• Procurement• Warehousing• Establish & release workorders
ProjectSchedule
HRM
Accounting
CS2
RFT
Capability requirements Documentation requirements
PRODUCT MODELS(structured designs )
MODELS / BOMs:• Component definitions• Component hierarchies
- System- Physical structural- Availability
OBJECTS MANAGED• Drawings• Parts lists• Configurations• Component metadata
DOCUMENT MODELS(structured documents )
MODELS:• Element definitions
- Content- Attributes
• Element hierarchies• Element sequences
OUTPUT OBJECTS• Contract/subcontract
documents• Procedures/instructions• Deliverable documents• All other controlled
documents
COMMON REQUIREMENTS• Config control / Change mgmt
- Develop/Author- Release- Effectivity
• Workflow management- Configuration changes- Document changes- Other business objects
• Track and control source data
Link element to component
Manage elements
LSA toolsLSAR database
Manage design activities
EBOMEBOM
Manage documentation activitie
s
Catalogue
Drawings
Configuration and knowledge management architecture goals for a large project
Managing contractual knowledgeProject A
Design Study
Review, edit, signoff
Negotiate
Review, negotiate, amend
Project APrime Contract
RFT and Bid
Review, edit, signoff
Project ABid Documents
RFQs
BidsNegotiations
Project ASubcontracts
Review,negotiate, amend
Project AProcedures,Design Docs
Review,edit,
signoff
Project ASupport Documents
• 20 - 50 year lifecycle
Project BDesign Study
Review, edit, signoff
Project BDesign Study
Review, edit, signoff
Project BDesign Study
Review, edit, signoff
Operationalexperience
Streamline bidding documentation funnel
SYST
EM B
SYST
EM A
50+ ENGINEERS & ANALYSTS ENTERING OWN WORKAPPROXIMATELY 600+ INDIVIDUAL WORD PROCESSED DOCUMENTS INCLUDED IN TENDER
EACH INDIVIDUAL ELECTRONIC DOCUMENT FILE WILL BE WORKED ON BY MANYAUTHORS
ENGINEERS & ANALYSTS CREATE AND TYPE, LOCATE AND AMALGAMATE DATA & OBJECTS
PRINT? - REVIEW & EDIT / RETURN FOR CHANGE, PRINT? - REVIEW & EDIT AGAIN
1000’S OF SOURCE DATA ITEMS - MAY BE WP DOCUMENTS PRODUCED IN-HOUSE,PREVIOUS TENDERS, DDS DOCS, SUPPLIER SOURCE DATA IN UNKNOWN FORMAT,STANDARDS, GRAPHICS, SPREADSHEETS, DRAWINGS, CLIENT DOCUMENTS, ETC
COORDINATOR AND DOCO PRODUCTION TEAM PRINT 600+ FILES & ASSEMBLE REVIEWVOLUMES
SUM
MA
RY
SYST
EM C
SUM
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SYST
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SYST
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SYST
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SYST
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COORDINATOR & DOCO PRODUCTION TEAM VALIDATE 900+ ELECTRONIC FILES AGAINST DID CONTENTS
DOCO PRODUCTIONTEAM PRINT MASTER
COPY FROM CDDIRECTORY
DATA CONTROL PRINTS COPIES
DOCO PRODUCTIONTEAM TRANSFER VALIDATEDSUBDIRECTORIES TOCD DIRECTORY - BURN CD ROM
SENIOR MANAGERS REVIEW & EDIT CONTENT / STYLE ETC.
DOCO PRODUCTION TEAM ASSEMBLES 900+ FILES INTO SUB-DIRECTORIESTECHNICAL SUPERVISORS AND MANAGERS REVIEW & EDIT TECH CONTENT
TEXT EDITOR PROOFS FOR READABILITY AND ENGLISH USAGE
Huge task– Uses production
resources– Don’t reinvent
knowledge Conflicting views of time
– Supplier: crushing deadline
– Client: inordinate delay Word processing friction
– multiplies task magnitude
– wastes resources & time– major source of delay
Delay generates crisis– disorientation– panic– error
Prime contractor production/mgmt issues
Effective contract management critical to business Prime contractor multiplies all process inefficiencies
many times over!– Customer presents wants, supplier must offer solutions– Tender won must pay for all lost tenders ( 5 to 10)– Contract flows down to many subcontracts ( 10 to 100) – Comparatively unskilled authors ( 2)
Client pays for all suppliers’ inefficiencies!
Exari Pty Ltd
Independent software developer, Queen St., Melbourne– http://www.exari.com
Significant relationships– Oasis eContracts WG– CCH Australia/Wolters Kluwer Pacific
SmartPrecedent– XML based precedent management and
intelligent authoring system– Round trip between XML and RTF– Based on a DTD for the structural hierarchy of
contractual documents
Document Assembly - defined
Document assembly is the process by which
an instance document is
produced from a template
document.
Exari™ Software
TEMPLATEDOCUMENT
INSTANCEDOCUMENT
A template document is a
document which may contain
certain blanks and pieces of optional text.
It captures what is common, and what may differ, between a set of similar instance
documents.
An instance document is a document created to meet a particular need in some transaction.
Input from a person or database is required in order to fill in the blanks and choose between the optional texts.
issues and frustrations – keeping things up-to-date
the maintenance monster • clauses copied across hundreds of documents• dependent on technical support for updating• hard to get end user feedback
LOTS OF COPIES TO UPDATE
ONE CLAUSE
Exari™ Software
Strategies and solutions – easier maintenance
shared clause libraries
CLAUSE CLAUSE CLAUSE CLAUSE CLAUSE
BOILERPLATE
CLAUSE CLAUSE CLAUSE
COMMON
CONTRACT CONTRACTCONTRACT
update boilerplate &
other common clauses in one
place
LESS DEPENDENCE ON TECHNICAL SUPPORT AND CODING SKILLS
IMPROVED CAPTURE OF FEEDBACK & SUGGESTIONS FOR IMPROVEMENT
Exari™ Software
CONCLUSIONS
Electronic content management is revolutionary technology that is reinventing the nature of humanity (to say nothing of organizations).– (Barring differences in the language of expression) one person
can access the persistent memory our our entire species for specific knowledge
• I use Google many times every day when I want to know something• Google can do it in milliseconds!• ISI's Web of Science is better for more specific and detailed
knowledge - searches may take minutes and you may still have to resort to paper (economic issues not technical ones)
– An increasing number of cognitive processes are already automated and many more are in the process
• Indexing• Semantic retrieval• Alerts
The revolution may be essentially complete within my own lifetime. It will affect everything we do and are as humans.
CrossbowValidates and integratesdata across 15 legacysystems
TeraTextContent management
AMPSNavy'smaintmgmt
CSARSProvides correctivefeedback from AMPSinto supplier's knowledge developmentactivities
DESIGN / ENGPRODUCT DATAMANAGEMENT• Product Model• CAD / Drawing
Mgmt• Config Mgmt• Eng Change• Workflow
Process Control
• Doco Revision& Release
DOCO CONTENTMANAGEMENT
DOCUMENTAUTHORING
LSARDATABASE
LOGISTICANALYSIS
TOOLS(prime)
PRODUCT CONFIGMANAGEMENT• Product Model• Drawing Mgmt• Config Mgmt• Change Request• Workflow
Process Control
• Doco Revision& Release
MAINTENANCEMANAGEMENT• Schedule• Resource Reqs• Procedures• Completion• Downtime• Resource UsageRECORDING
REPORTINGANALYSIS
TOOLS(prime)
MRPSYSTEM• Plan• Fabricate• Assemble
SUPPLY SYSTEM
change request
config change
doco change
ECO
change effected
docochangeorder
releaseddocochange
config changes
EC /docochangerequest
maintenancehistory
docoserver
Analysis &optimisation
orders receipts
change task
doco change
shared systems?
data change
& Release
Tenix/Navy architecture developed in Melbourne for managing ANZAC Ship support knowledge
UPDATEMAINT DATA /
PROCEDURE
UPDATECONFIG
Navy Systems
The cost/benefit equation for content management vs DMS
Impl
emen
tati
on
Init
ial d
ocum
ent
set
Proliferation of configurationsIn-service maintenance
Cost
Time
New CMS
Traditional DMS
Note: CMIS cost is for first project only.
Knowledge Based Improvement of Business ProcessesDalmaris - PhD 2006 UTS
Developed in a framework of Popperian epistemology– three worlds– evolutionary theory of knowledge
An "organizational learning" method
Fundamental assumptions about knowledge
Explicit specification of the concept of “Business Process”
A guide to the improvement process
Improvement methodology components
Perfo
rman
ce E
v alu
atio
nPe
rform
anc e
Ana
lysis
Proc
ess
Mod
ell in
gIm
prov
emen
t Sy n
t hes
is
Proc
ess
Audit
i ng
IMPROVEMENT METHODOLOGY
PROCESS ONTOLOGY
EPISTEMOLOGY
TOOLSAuditing and analysis tools facilitate process improvement tasks
Dalmaris, P., Tsui, E., Hall, W.P., Smith, B. 2007. A Framework for the improvement of knowledge-intensive business processes. Business Process Management Journal. 13(2): 279-305Dalmaris, P. 2005. PhD Thesis. University of Technology Sydney
Evolutionary improvement of the methodology
Evolutionary improvement of the methodology– Problem formulation– Reaching the solution
Literature Review
Case 1
Case 2
Case 3
Error reduction
Problem Re-Formulation
Tentative Theory Re-formulation
Tentative Theory
Formulation(Framework)
Problem Formulation
The current state of the methodology
Knowledge Tools
Knowledge Paths
Knowledge Transactions
Identify potential improvement areas¦(desired process
performance)
Process Members
Environment: constraints, policies, targets
Audit:Probing, current state of the process (AS IS)
Audit method shown in Figure 3
Design:Result (AS COULD)
Analysis:Improvement
improvement configuration of process
classes
FunctionsKnowledge Containers
Knowledge Objects
Knowledge Transformations
Observe– Establish business ontology– 'As is'audit
Orient– Map, analyze, synthesize
Decide– Present 'as could'
Implement