km & business goals 2004/ 1 copyright © 2004 knowledge research institute, inc. people-centered...
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KM & Business Goals 2004/ 1 Copyright © 2004 Knowledge Research Institute, Inc.
Situation-Handling and Mental Models: Stories Drive People-Centered KMPeople-Centered KM
Master Class
2004
Karl M. WiigKnowledge Research Institute, Inc.
Arlington, TX 76016-3517phone: (817) 572-6254 fax: (817) 478-1048
e-mail: [email protected] –– website: www.krii.com
KM & Business Goals 2004/ 2 Copyright © 2004 Knowledge Research Institute, Inc.
Master Class Rationale Master Class Rationale
All deliberate actions are guided by models – models of situations and of how to handle them.
To support performance, effective KM makes use of the best understanding of knowledge-related
processes – such as the most relevant and reliable cognitive sciences results in the case of people.
This master class focuses on the role that stories play in learning and in structuring the mental
reference models used for handling situations – by people and organizations.
KM & Business Goals 2004/ 3 Copyright © 2004 Knowledge Research Institute, Inc.
Stories Provide Structure to Stories Provide Structure to Mental ModelsMental Models
It is always difficult to integrate separate knowledge and information objects into coherent wholes
By engaging in conceptual blending, stories tie together concepts, judgments and other objects into
mental spaces that provide meaningful structure, organization, and relationships
Stories cover many abstraction levels: How-To, Know-That, Know-Why, Patterns and Metaphors
Stories complement theories and principles
KM & Business Goals 2004/ 4 Copyright © 2004 Knowledge Research Institute, Inc.
Example:Example:
The Manager Uses IncentivesThe Manager Uses Incentivestoto
Influence Employee BehaviorInfluence Employee Behaviortoto
AchieveAchieveEnterprise Performance Enterprise Performance
KM & Business Goals 2004/ 5 Copyright © 2004 Knowledge Research Institute, Inc.
Mental Reference Models Are Behind All Mental Reference Models Are Behind All Actions!Actions!
Mental Model ofHow Employee
Behavior InfluencesEnt. Performance
DesiredEnterprise
Performance
AchievedEnterprise
Performance
DesiredEmployeeBehavior
ActualEmployeeBehavior
Mental Model ofHow Incentives
InfluenceEmployee Behavior
Incentives
Real EmployeeReaction toIncentives
Enterprise andMarket Reaction
to EmployeeBehaviors
Observed Employee Behavior
Measured and Observed Enterprise Performance
KM & Business Goals 2004/ 6 Copyright © 2004 Knowledge Research Institute, Inc.
How Does the Manager LearnHow Does the Manager Learnthe Relations between Employee the Relations between Employee
Behavior and Enterprise Performance?Behavior and Enterprise Performance?From personal experiences mostly remembered as
stories but also generalized as meaningful relations
By learning about and remembering stories of how people behaviors have influenced performance Best Practice stories Experiences related by other practitioners
By studying business theory
By formulating within her own mind cohesive understanding of how and why various incentives work – by building mental reference models
KM & Business Goals 2004/ 7 Copyright © 2004 Knowledge Research Institute, Inc.
How Does the Manager LearnHow Does the Manager Learnto Influence Employees?to Influence Employees?
By learning about and remembering stories of how people have reacted to incentives Best Practice stories Experiences related by other practitioners Stories of personal experiences with incentives
By studying HR, psychology, and business theory
By formulating within her own mind cohesive understanding of how and why various incentives work – by building mental reference models
KM & Business Goals 2004/ 8 Copyright © 2004 Knowledge Research Institute, Inc.
How Can Knowledge Management How Can Knowledge Management Strengthen the Manager’s Knowledge?Strengthen the Manager’s Knowledge?
Examples of KM Approaches:
Transfer employees to new roles
Communities of Practice
Use business simulations to build mental reference models for many different situations
Apprenticing and Shadowing
Examples of important knowledge: Judgment about which factors are important
Understand market reactions to enterprise behaviors Understand people reactions to incentives
Understand deployment of incentives
KM & Business Goals 2004/ 9 Copyright © 2004 Knowledge Research Institute, Inc.
Our Work Is Becoming More ComplexOur Work Is Becoming More Complex
1. Routine tasks (simple,
repetitive, andwell understood)
2. Logical or lesscommon
variations(transformations)
ofRoutine Situations
3. Complex, yetexpected
extensions ofroutines
integrated withexternal factors
4. Unexpectedchallenges
(conditions),but with a mixof routines andexternal factors
6. Unusualchallenges
outsidejob scope
5. Totally unexpected
situations and non-routine challenges,
yet within the larger job scope
RequiredKnowledge
Can BeExplicated
(Some Can BeAutomated)
Workers NeedAdditionalKnowledge
ConsiderableNew Knowledge
Is Required
PastWork
FutureWork
Some AbstractKnowledgeIs Needed
Frequency ofOccurrences
Complexityof Work
Candidatesfor
IntelligentAutomation
Potentials forDelivering Work
RequiringGreater Knowledge
KM & Business Goals 2004/ 10 Copyright © 2004 Knowledge Research Institute, Inc.
Adapted from Bechara et alia, Science 28 Feb, 1997 When Needed, New Situation-SpecificMental Reference Models
Are Created by Conceptual Blending
Most Decisions Are NonconsciousMost Decisions Are Nonconsciousand Result from Activating Mental Reference Models!
Decision
Situation ReasoningStrategies
Facts-Objectives
Options fordecision
andinnovation
Representationof futureoutcomes
Covert activation ofbiases related to
previous emotional[or meaningful]experiences ofcomparablesituations
Reference ModelLibrary
Personal MentalModels of
Wellknown Cases
KM & Business Goals 2004/ 11 Copyright © 2004 Knowledge Research Institute, Inc.
StrategicStrategicActionActionModelsModels
Governing Principles ModelEthical and Judgmental Consideration
Values, Goals, Expectations
General Approach ModelGeneral Behavioral Conduct
Gestalt of Approach (Schema)
Specific Method ModelMethodological Approach
Specifics of Approach (Script)"Best Practices" Models
Operational Action ModelPractical Detailed Approach
Concrete Action Steps (Routines) Approaches to Engage Basic Mechanisms
PeoplePeopleImitateImitatetheirtheirRoleRoleModels!Models!
KM & Business Goals 2004/ 12 Copyright © 2004 Knowledge Research Institute, Inc.
Mental Reference ModelsMental Reference Models
“Give me an example I can adapt to fit my problem!”
People Imitate Prior Behaviors and Organizations Reenact Past Practices
People making decisions, to the largest extent possible, rely on past experiences
People and organizations adapt and execute reference models to imitate prior successes and
avoid prior failures
They build large libraries of reference behavior patterns
KM & Business Goals 2004/ 13 Copyright © 2004 Knowledge Research Institute, Inc.
Mental Reference Models Are StoriesMental Reference Models Are Stories
Stories, provide the basic structure and often the origin of mental reference models
It Is Always Hard to Grasp the Whole Coherently
Stories Are Unsurpassed for Effective Communication
We Rely on Stories to Tackle New Problems
Stories Help Us Learn Better
Stories and Mental Simulations
KM & Business Goals 2004/ 14 Copyright © 2004 Knowledge Research Institute, Inc.
From Sensemaking to Effective ActionsFrom Sensemaking to Effective Actions
Personal Knowledge(Action-Oriented Operational and Governance IC Assets)
Mental Reference Models – Concepts – Understandings – Judgments – Principles – Facts
SituationalAwarenessSituation
Action Spaceand Innovation
Capability
ExecutionCapability
Effective
ActionUnderstandingof
Situation
Information
Decision
Actionsto ChangeSituationGovernance Competence and Perspectives
MonitoringFeedbackCorrective
AdjustmentFeedback FeedbackCorrective
Adjustment
SensemakingDecision-Making/Problem-Solving Implementation
KM & Business Goals 2004/ 15 Copyright © 2004 Knowledge Research Institute, Inc.
Ongoing Situation
Information Information InformationNewNew New
Situations Are Mostly DynamicSituations Are Mostly Dynamic
Copyright © 2003 Knowledge Research Institute, Inc.
InitialSituation
SituationalAwareness
Sensemaking
Information
Action Spaceand Innovation
Decision-Making/Problem-Solving
Understandingof
Situation ExecutionCapability
Implementation
Decision
Monitoring
Governance Competence
CorrectiveAdjustment
CorrectiveAdjustment
Feedback FeedbackFeedback
KnowledgeMental Reference Models – Concepts – Understandings – Judgments – Principles – Facts
EffectiveAction
Actionsto ChangeSituation
Actionsto ChangeSituation
KM & Business Goals 2004/ 16 Copyright © 2004 Knowledge Research Institute, Inc.
Sensemaking Reference ModelsSensemaking Reference Models
Situation Recognition reference models to:
Analyze, verify and validate the incoming information that describes the situation
Maintain situational awareness to ascertain that the situation is considered in its relevant context
Create reliable understanding of the situation
Communicate understanding to Decision-Making/Problem-Solving
KM & Business Goals 2004/ 17 Copyright © 2004 Knowledge Research Institute, Inc.
Decision-Making/Problem-Solving Decision-Making/Problem-Solving Reference ModelsReference Models
This large library of reference models ranges from concrete action models, scripts, abstract schemata, to
metaknowledge models and are used to: Assess if routine or novel approaches are pertinent
for handling the situation Innovate, create and explore effective and desirable
action-options to handle the situation Evaluate the potential implications of the created Action-Options relative to situation objectives and
Implementation feasibility
Communicate Action-Option to Implementation
KM & Business Goals 2004/ 18 Copyright © 2004 Knowledge Research Institute, Inc.
Implementation Reference ModelsImplementation Reference Models
Execution Method reference models are used to:
Interpret and understand the Action-Option intents and how to implement it effectively
Plan and manage the Implementation process
Secure and manage required resources
Improvise and innovate to adjust Implementation to actual conditions
KM & Business Goals 2004/ 19 Copyright © 2004 Knowledge Research Institute, Inc.
Monitoring Reference ModelsMonitoring Reference Models
Governance Approach reference models to:
Ascertain that Situation-Handling is performed to fulfill context and enterprise
objectives best possible
Help the process become the most effective possible in spite of limited information, limited
knowledge, changing conditions, lacking motivation, and all other obstacles
KM & Business Goals 2004/ 20 Copyright © 2004 Knowledge Research Institute, Inc.
MakeSense
Decide &Innovate
Execute
Monitor
Apply KnowledgePersonal OperationsLevel
Effective Actions Are Needed at All LevelsEffective Actions Are Needed at All Levels
MakeSense
Decide &Innovate
Execute
Monitor
Apply Knowledge
MakeSense
Decide &Innovate
Execute
Monitor
Apply Knowledge Division Business PlanLevel
MakeSense
Decide &Innovate
Execute
Monitor
Apply Knowledge Enterprise StrategyLevel
KM & Business Goals 2004/ 21 Copyright © 2004 Knowledge Research Institute, Inc.
Missing Mental Reference ModelsMissing Mental Reference ModelsLead to:Lead to:
Focus on first-order and short-term results while disregarding long-term implications
Delays and procrastination when people are uncertain about how to proceed
Misunderstandings and frustrations when people do not share insights and perspectives
Work errors and costly mistakes when people lack the requisite expertise
Dissatisfied customers who are not understood well
KM & Business Goals 2004/ 22 Copyright © 2004 Knowledge Research Institute, Inc.
Remember:Remember:Most Scientific Knowledge Is Built from Most Scientific Knowledge Is Built from
Observations of Real-Life Events that Observations of Real-Life Events that Initially May Be Represented by Stories Initially May Be Represented by Stories
Insights – including new perspectives that lead to further study and research – are typically
noted or discovered when “something” happens.
A story is established when “that” happens
And it is the story that is remembered and told
KM & Business Goals 2004/ 23 Copyright © 2004 Knowledge Research Institute, Inc.
Stories are the normal and most effective way of Stories are the normal and most effective way of providing the context, structure, real meaning, providing the context, structure, real meaning,
metaphors and overall understanding of metaphors and overall understanding of complex topic areas – and their relations to complex topic areas – and their relations to
other parts of the system in which they exist.other parts of the system in which they exist.
Hence, stories – the portrayals of actors, the Hence, stories – the portrayals of actors, the telling of conflicts and relationships, the telling of conflicts and relationships, the illumination of objectives and drives, the illumination of objectives and drives, the
identification of threats and opportunities, and identification of threats and opportunities, and all the other aspects of interesting situations – all the other aspects of interesting situations –
are interesting and difficultare interesting and difficult but ever so important! but ever so important!
KM & Business Goals 2004/ 24 Copyright © 2004 Knowledge Research Institute, Inc.
Thank You!
KM & Business Goals 2004/ 25 Copyright © 2004 Knowledge Research Institute, Inc.
Additional Slides
KM & Business Goals 2004/ 26 Copyright © 2004 Knowledge Research Institute, Inc.
Individual ActionsIndividual ActionsBuildBuild
Corporate Behavior and Corporate Behavior and PerformancePerformance
Our customers must experience uniformly helpful and innovative behavior from all
parts of our company.
They must obtain competitive benefits from their relationships with us
KM & Business Goals 2004/ 27 Copyright © 2004 Knowledge Research Institute, Inc.
ConsolidatedEnterpriseBehavior
InnumerableNano Actions
Marketand
StakeholderResponse
RealizedPerformance
CostsService QualityProduct Quality
Customer Supportetc.
Effectsof
Actions
Effectsof
Actions
Micro"Action"
Micro"Action"
Micro"Action"
Micro"Action"
Small Actions Lead to Broad Behavior Small Actions Lead to Broad Behavior
R&D-Marketing
Engineering
Manufacturing
Delivery & Start-Up
KM & Business Goals 2004/ 28 Copyright © 2004 Knowledge Research Institute, Inc.
Knowledge & Information Are Different!Knowledge & Information Are Different!
CumulatedOperating &Performance
History
KnowledgeDiscoveryin DataBases(KDD)
KnowledgeBases(KB)
Knowledge/ IT Apps
IT-Based Knowledge Management
ResultingBehavior
Decisionsfollowed by
Actions
ResultingBehavior
IdentifyRemedialAction
Decideto Pursue New
Product
PursueLoss-leaderw Promise
KnowledgeRequired to Perform
Activity
UnderstandCustomerSituations
AdhesiveBehaviors in
ExtremeConditions
Implicationsof Company& MarketActions
CriticalThinking forUnexpectedSituations
ArgyllStrategy
R&DCapabilities
ProcessOperationsEconomics
Cost-BenefitAnalysis
CommunicateEffectively
DetailedActivity or
Business Tasks
AggregatedBusinessFunction
New CustomerService
---• Application
Support• Create
New ProductOpportunities
• EducateCustomers
DiagnoseCustomer
ApplicationProblems
Identify"Best-Fit"
Products forApplications
AnalyzeNew Product
Cost/ScheduleOpportunities
EducateCustomers in
ComplexApplications
Work withCustomers'
Customers toEstablish Needs
Work withR&D to
Explore NewProducts
ImplementArgyll
StrategyIntents
New KnowledgeCreated during Work
Data &Information
Tacit & ExplicitKnowledge
InformationCapital
IntellectualCapital
Knowledge Management of Intellectual Capital
Information Management of Information Capital
MarketTrends
CustomerOrders &
Requirements
GeneralInformation Items
Required to PerformBusiness Tasks
InformationSystemBuildingBlocks
CorporateStrategy &Direction
Today'sProduction Plan
& Budget
CustomerOrders &Market &EconomicSituation
MarketTrends &
Forces
DetailedInformation
ItemsRequired
Today'sCompanyPicture
DetailedProduct
Information
CustomerRequirements
PlantSchedules
Order Book&
Backlog
R&DSchedules
TechnicalDevelopments
etc.
Company &Plant Situation& Conditions
KM & Business Goals 2004/ 29 Copyright © 2004 Knowledge Research Institute, Inc.
Topic Knowledge and MetaknowledgeTopic Knowledge and Metaknowledge
TopicKnowledgeMethodology
Domain
Metastrategic Knowing
Metaknowledge
Metastrategic Knowing
Metaknowledge
TopicKnowledge
TopicKnowledge
TopicKnowledge
Primary WorkDomain
WorldUnderstanding
Domain
EnterpriseNavigation
Domain
KM & Business Goals 2004/ 30 Copyright © 2004 Knowledge Research Institute, Inc.
Topic Knowledge at Five Conceptual LevelsTopic Knowledge at Five Conceptual LevelsTopic Knowledge
Schemata
Scripts
Operational Models
Routine / Rote Actions
Working Knowledge
General PrinciplesInsurance Business
Risks
ConceptualizeSituation
UnderwritingProcedures
Evaluating RiskCalculating Impacts
Obtain FactsComplete Forms
- Work Domain -
KM & Business Goals 2004/ 31 Copyright © 2004 Knowledge Research Institute, Inc.
We Possess Knowledge in Many Domains We Possess Knowledge in Many Domains
Topic Knowledge Topic Knowledge Topic Knowledge Topic Knowledge
Schemata
Scripts
Operational Models
Routine / Rote Actions
General Principles
Schemata
Scripts
Operational Models
Routine / Rote Actions
Schemata
Scripts
Operational Models
Routine / Rote Actions
Work Domain Enterprise Navigation World Understanding
Working Knowledge Working Knowledge
Social ConductBusiness Operations
General PrinciplesInsurance Business
Risks
General PrinciplesSociety
Environment
Create Gestalt ofCase
Relating Case toWorld-at-Large
Identify PublicInformation Sources
Access PublicAgencies
Identify Out-of-ScopeChallenges
Methods forSeeking Assistance
CollaboratingIncorporate Advice
Access ExpertNetwork
ConceptualizeSituation
UnderwritingProcedures
Evaluating RiskCalculating Impacts
Obtain FactsComplete Forms
Schemata
Scripts
Operational Models
Routine / Rote Actions
Methodology Domain
Working Knowledge
General PrinciplesRisk EvaluationMethodologies
Critical ThinkingStrategies
Critical ThinkingStrategies
Evaluating RiskCalculating Impacts
Obtain FactsComplete Forms
KM & Business Goals 2004/ 32 Copyright © 2004 Knowledge Research Institute, Inc.
MetaknowledgeMetaknowledge Has Many Elements Has Many Elements
Metaknowledge
Metastrategic Knowing Metatask Knowledge
aboutTask Goals
Metastrategic Knowledgeabout Strategies to Address
Task Goals
Declarative Metaknowledge"Know What"
Knowing What Is Known
Procedural Metaknowledge"Know How"
Knowing Strategies for How to Proceed
Metacognitive KnowingMetaknowledge aboutDeclarative Knowing
KM & Business Goals 2004/ 33 Copyright © 2004 Knowledge Research Institute, Inc.
Examples of Comprehensive KnowledgeExamples of Comprehensive Knowledge
Topic Knowledge
Metaknowledge
Metastrategic Knowing Metatask Knowledge
aboutTask Goals
Metastrategic Knowledgeabout Strategies to Address
Task Goals
Declarative Metaknowledge"Know What"
Knowing What Is Known
Procedural Metaknowledge"Know How"
Knowing Strategies for How to Proceed
Topic Knowledge Topic Knowledge Topic Knowledge
Schemata
Scripts
Operational Models
Routine / Rote Actions
General Principles
Schemata
Scripts
Operational Models
Routine / Rote Actions
Schemata
Scripts
Operational Models
Routine / Rote Actions
Work Domain Enterprise Navigation
Working Knowledge Working Knowledge
Social ConductBusiness Operations
General PrinciplesInsurance Business
Risks
General PrinciplesSociety
Environment
Create Gestalt ofCase
Relating Case toWorld-at-Large
Identify PublicInformation Sources
Access PublicAgencies
Identify Out-of-ScopeChallenges
Methods forSeeking Assistance
CollaboratingIncorporate Advice
Access ExpertNetwork
ConceptualizeSituation
UnderwritingProcedures
Evaluating RiskCalculating Impacts
Obtain FactsComplete Forms
Schemata
Scripts
Operational Models
Routine / Rote Actions
Methodology Domain
Working Knowledge
General PrinciplesRisk EvaluationMethodologies
Critical ThinkingStrategies
Critical ThinkingStrategies
Evaluating RiskCalculating Impacts
Obtain FactsComplete Forms
Metacognitive KnowingMetaknowledge aboutDeclarative Knowing