lecture 1 - the nature of knowledge management

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    Lecture 1

    The Nature of Knowledge Management

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    Need for Knowledge

    Management

    Knowledge has become the key resource,for a nations military strength as well asfor its economic strength is

    fundamentally different from the traditionalkey resources of the economist land,labor, and even capitalwe needsystematic work on the quality of

    knowledge and the productivity ofknowledge the performance capacity, ifnot the survival, of any organization in the

    knowledge society will come increasinglyto de end on those two factors

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    What is Knowledge

    Management?

    Knowledge management (KM) may simply bedefined as doing what is needed to get the most out ofknowledge resources.

    In general, KM focuses on organizing andmaking available important knowledge,wherever and whenever it is needed.

    KM is also related to the concept of intellectualcapital.

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    Forces Driving Knowledge

    Management1. Increasing Domain Complexity: Intricacy of

    internal and external processes, increased competition,and the rapid advancement of technology allcontribute to increasing domain complexity.

    2. Accelerating Market Volatility: The pace of change,or volatility, within each market domain has increasedrapidly in the past decade.

    3. Intensified Speed of Responsiveness: The timerequired to take action based upon subtle changeswithin and across domains is decreasing.

    4. Diminishing Individual Experience: High

    employee turnover rates have resulted in individualswith decision-makin authorit havin less tenure

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    Knowledge Management Systems

    Information technology facilitates sharing aswell as accelerated growth of knowledge.

    Information technology allows the movement of

    information at increasing speeds andefficiencies.

    Today, knowledge is accumulating at an ever increasing

    rate. It is estimated that knowledge is currently doublingevery 18 months and, of course, the pace is increasing...Technology facilitates the speed at which knowledge andideas proliferateBradley [1996]

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    Knowledge Management Systems

    Knowledge management mechanisms are organizationalor structural means used to promote knowledgemanagement.

    The use of leading-edge information technologies (e.g.,Web-based conferencing) to support KM mechanismsenables dramatic improvement in KM.

    knowledge management systems(KMS): the synergy betweenlatest technologies and social/structural mechanisms

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    Knowledge Management Systems

    KM systems classification based onobservations on the KM systemsimplementations:

    Knowledge Discovery Systems

    Knowledge Capture Systems

    Knowledge Sharing Systems

    Knowledge Application Systems

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    Knowledge Management Systems

    Artificial intelligence and machine learning

    technologies important role in the KMprocesses, enabling the development of KMS.

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    Issues in Knowledge

    Management Effective KM is not about making a choice between software

    vs. wetware, classroom vs. hands-on, formal vs. informal, technical

    vs. socialuses all the options available to motivated employees to

    put knowledge to work [and] depends on recognizing that allof these options basically need each other [Stewart, 2002].

    One of the primary differences between traditionalinformation systems and KM systems is the active role

    that users of KM systems play on building the contentof such systems.

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    Essence of KM

    1. Knowledge is first created in the peoplesminds. KM practices must first identify ways toencourage and stimulate the ability of

    employees to develop new knowledge.2. KM methodologies and technologies must

    enable effective ways to elicit, represent,organize, re-use, and renew this knowledge.

    3. KM should not distance itself from theknowledge owners, but instead celebrate andrecognize their position as experts in the

    organization.

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    What is Data?

    Data comprises facts, observations, orperceptions

    Data represents raw numbers or assertions

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    What is Information?

    Information is processed data

    Information is a subset of data, only includingthose data that possess context, relevance andpurpose

    Information involves manipulation of raw data

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    What is Knowledge?

    A justified true belief

    It is different from data & information

    Knowledge is at the highest level in a hierarchywith information at the middle level, and data tobe at the lowest level

    It is the richest, deepest & most valuable of thethree

    Information with direction

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    Data, Information, and Knowledge

    InformationData

    Zero Low Medium High Very High

    Value

    Knowledge

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    Data, Information, and Knowledge:Example

    H T H T TH H H T H

    T T T H T

    pH = 0.40pT = 0.60RH = +$10RT = -$8

    nH = 40nT = 60

    InformationData

    Zero Low Medium High Very High

    Value

    Knowledge

    EV = -$0.80

    CountingpH = nH/(nH+nT)pT = nT/(nH+nT)

    EV=pH RH+ pT RT

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    Subjective View of knowledge

    Knowledge as State of Mind

    Knowledge as Practice

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    Objective View of knowledge

    Knowledge as Objects

    Knowledge as Access to Information

    Knowledge as Capability

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    Types of Knowledge

    Individual, social, causal, conditional, relationaland pragmatic

    Embodied, encoded and procedural

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    Procedural and Declarative

    Knowledge

    Declarative knowledge (substantive knowledge)focuses on beliefs about relationships amongvariables

    Procedural knowledge focuses on beliefs relatingsequences of steps or actions to desired (orundesired) outcomes

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    Tacit and Explicit Knowledge

    Tacit knowledge includes insights, intuitions,and hunches

    Explicit knowledge refers to knowledge that hasbeen expressed into words and numbers

    We can convert explicit knowledge to tacitknowledge

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    General and Specific Knowledge

    General knowledge is possessed by a largenumber of individuals and can be transferredeasily across individuals

    Specific knowledge, or idiosyncratic

    knowledge, is possessed by a very limited

    number of individuals, and is expensive to

    transfer

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    Technically and Contextually

    Specific Knowledge

    Technically specific knowledge is deepknowledge about a specific area

    Contextually specific knowledge knowledgerefers to the knowledge of particularcircumstances of time and place in which workis to be performed

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    Illustrations of the Different

    Types of Knowledge

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    Knowledge and Expertise

    Expertise can be defined as knowledge of higherquality

    An expert is one who is able to perform a task

    much better than others

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    Types of Expertise

    Associational Expertise

    Motor Skills Expertise

    Theoretical (Deep) Expertise

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    Types of Knowledge

    Simple knowledge focuses on one basic area

    Complex knowledge draws upon multiple distinct areasof expertise

    Support knowledge relates to organizationalinfrastructure and facilitates day-to-day operations

    Tactical knowledge pertains to the short-term

    positioning of the organization relative to its markets,competitors, and suppliers

    Strategic knowledge pertains to the long-termpositioning of the organization in terms of its corporate

    vision and strategies for achieving that vision

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    OrganizationalEntities

    People

    Knowledge Reservoirs

    Groups

    Individuals Organizational Units

    Inter-organizationalNetworks

    Organizations

    Artifacts

    Practices RepositoriesTechnologies

    Reservoirs of Knowledge

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    Characteristics of Knowledge

    Explicitness

    Codifiability

    Teachability Knowledge Specificity

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    Knowledge Management

    Knowledge management can be defined asperforming the activities involved in discovering,capturing, sharing, and applying knowledge so as

    to enhance, in a cost-effective fashion, theimpact of knowledge on the units goal

    achievement.

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    Knowledge Resources

    The term knowledge resources refers not only tothe knowledge currently possessed by theindividual or the organization but also to the

    knowledge that can potentially be obtained (atsome cost if necessary) from other individuals ororganizations

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    Knowledge Management

    Solutions

    Knowledge management solutions refer to thevariety of ways in which KM can be facilitated

    KM processes

    KM systems

    KM mechanisms and technologies

    KM infrastructure

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    Knowledge Management Systems

    Knowledge management systems are theintegration of technologies and mechanisms thatare developed to support KM processes

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    KM Systems

    KM Mechanisms and Technologies

    KM Infrastructure

    KM Processes

    An Overview of Knowledge

    Management Solutions

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    Capture

    Externalization

    Internalization

    Sharing Socialization

    Exchange

    Application Direction

    Routines

    Discovery

    Combination

    Socialization

    Knowledge Management

    Processes

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    Knowledge Discovery

    Knowledge discovery may be defined as thedevelopment of new tacit or explicit knowledgefrom data and information or from the synthesis

    of prior knowledge

    Combination

    Socialization

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    Knowledge Capture

    Knowledge capture is defined as the process ofretrieving either explicit or tacit knowledge thatresides within people, artifacts, or organizational

    entities.

    Knowledge captured might reside outside theorganizational boundaries, including consultants,

    competitors, customers, suppliers, and prioremployers of the organizations new employees

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    Externalization and

    Internalization

    Externalization involves converting tacitknowledge into explicit forms such as words,concepts, visuals, or figurative language

    Internalization is the conversion of explicitknowledge into tacit knowledge. It representsthe traditional notion of learning

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    Knowledge Sharing

    Knowledge sharing is the process through whichexplicit or tacit knowledge is communicated toother individuals

    Effective Transfer

    Knowledge is shared and not recommendationsbased on knowledge

    It may take place across individuals, groups,departments or organizations

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    Direction & Routines

    Direction refers to the process through whichindividuals possessing the knowledge direct theaction of another individual without transferring

    to that person the knowledge underlying thedirection

    Routines involve the utilization of knowledge

    embedded in procedures, rules, and norms thatguide future behavior

    l d

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    Knowledge Management

    Mechanisms

    KM mechanisms are organizational or structuralmeans used to promote KM

    Examples of KM mechanisms include learningby doing, on-the-job training, learning byobservation, and face-to-face meetings

    K l d M

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    Knowledge Management

    TechnologiesTechnologies that support KM include artificial

    intelligence (AI) technologies encompassingthose used for knowledge acquisition and case-

    based reasoning systems, electronic discussiongroups, computer-based simulations, databases,decision support systems, enterprise resourceplanning systems, expert systems, management

    information systems, expertise locator systems,videoconferencing, and information repositoriesencompassing best practices databases andlessons learned systems

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    Knowledge Management Systems

    KM systems utilize a variety of KM mechanismsand technologies to support the KM processes

    Knowledge Management Discovery Systems

    Knowledge Management Capture Systems

    Knowledge Management Sharing Systems

    Knowledge Application Systems

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    Knowledge Discovery Systems

    Knowledge discovery systems support theprocess of developing new tacit or explicitknowledge from data and information or from

    the synthesis of prior knowledge

    Support two KM sub-processes

    combination, enabling the discovery of new explicit

    knowledge socialization, enabling the discovery of new tacit

    knowledge

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    Knowledge Capture Systems

    Knowledge capture systems support the processof retrieving either explicit or tacit knowledgethat resides within people, artifacts, or

    organizational entitiesTechnologies can also support knowledge

    capture systems by facilitating externalization

    and internalization

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    Knowledge Sharing Systems

    Knowledge sharing systems support the processthrough which explicit or implicit knowledge iscommunicated to other individuals

    Discussion groups or chat groups facilitateknowledge sharing by enabling individuals toexplain their knowledge to the rest of the group

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    Knowledge Application Systems

    Knowledge application systems support theprocess through which some individuals utilizeknowledge possessed by other individuals

    without actually acquiring, or learning, thatknowledge

    Mechanisms and technologies support

    knowledge application systems by facilitatingroutines and direction.

    K l d M

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    Knowledge Management

    Mechanisms

    Mechanisms facilitating direction includetraditional hierarchical relationships inorganizations, help desks, and support centers

    Mechanisms supporting routines includeorganizational policies, work practices, andstandards

    K l d M

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    Knowledge Management

    Technologies

    Technologies supporting direction includeexperts knowledge embedded in expert systems

    and decision support systems, as well as

    troubleshooting systems based on the use oftechnologies like case-based reasoning

    Technologies that facilitate routines are expert

    systems, enterprise resource planning systems,and traditional management information systems

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    KM Processes, Mechanisms, and

    Technologies

    K l d M t

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    Knowledge Management

    Infrastructure

    Organizational Culture

    Organizational Structure

    Communities of Practice

    Information Technology Infrastructure

    Common Knowledge

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    Organizational Culture

    Organizational culture reflects the norms andbeliefs that guide the behavior of the

    organizations members

    Attributes of an enabling organizational cultureinclude understanding of the value of KMpractices, management support for KM at all

    levels, incentives that reward knowledge sharing,and encouragement of interaction for thecreation and sharing of knowledge

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    Organizational Structure

    Hierarchical structure of the organization affectsthe people with whom individuals frequentlyinteract, and to or from whom they are

    consequently likely to transfer knowledge Organizational structures can facilitate KM

    through communities of practice

    Organization structures can facilitate KMthrough specialized structures and roles thatspecifically support KM

    Inf ti n T hn l

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    Information Technology

    Infrastructure

    The IT infrastructure includes data processing,storage, and communication technologies andsystems

    One way of systematically viewing the ITinfrastructure is to consider the capabilities itprovides in four important aspects:

    Reach Depth

    Richness

    Aggregation

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    Common Knowledge

    Common knowledge also refers to theorganizations cumulative experiences in

    comprehending a category of knowledge and

    activities, and the organizing principles thatsupport communication and coordination

    Common knowledge helps enhance the value of

    an individual experts knowledge by integratingit with the knowledge of others

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    Physical Environment

    Physical environment includes the design ofbuildings and the separation between them; thelocation, size, and type of offices; the type,

    number, and nature of meeting roomsA 1998 study found that most employees

    thought they gained most of their knowledge

    related to work from informal conversationsaround water coolers or over meals instead offormal training or manuals

    Knowledge Management

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    Knowledge Management

    Infrastructure

    Overview of Knowledge

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    KM Processes

    KM Mechanisms

    KM Infrastructure

    KM Technologies

    Organization

    Culture

    Analogies and metaphorsBrainstorming retreatsOn-the-job training

    Face-to-face meetingsApprenticeshipsEmployee rotationLearning by observation.

    IT

    Infrastructure

    Common

    Knowledge

    ExternalizationCombination RoutinesSocialization Exchange DirectionInternalization

    KnowledgeCapture

    KnowledgeSharing

    KnowledgeApplication

    Decision support systemsWeb-based discussion groupsRepositories of best practices

    Artificial intelligence systemsCase-based reasoning

    GroupwareWeb pages

    Physical

    Environment

    Organization

    Structure

    KnowledgeDiscovery

    KM SystemsKnowledge

    CaptureSystems

    KnowledgeSharingSystems

    KnowledgeApplicationSystems

    KnowledgeDiscoverySystems

    Overview of Knowledge

    Management Solutions

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    Thank you!