Learning Organisation
Learning OrganisationGravin Defines the learning organisation as
follows:Learning organisation is skilled at five main activities
such as1. Systematic Problem Solving2. Experimentation with new
approaches3. Learning from past experiences4. Learning from best
practices from others5. Transferring knowledge quickly and
efficiently
3 Ms of framework for Learning organisation:1. Meaning2.
Management3. Measurement
No learning organisation is built overnight. Success comes from
carefully cultivated attitudes, commitments, management processes
that accrue slowly and steadily.Role of learning for improvementIts
not possible for any organisation to improve without learning
first. Its a first step in order to produce large result set for
the desired output.Continuous improvement requires a commitment to
learning is the basic truth of improvement.Basic functionality of
organisation involves1. Solving a problem2. Introducing a product3.
Reengineering a processThese all processes require a new way of
learning, seeing the world with a new light and acting
accordingly.
In absences of above, generally companies are found to repeat
the old practices. Thus the change that is proposed remains
cosmetic and improvement thus become fortuitous or short lived.
Analysis of 3 MsScholars are always found talking about various
things regarding learning. Their discussion of learning
organisations have often been reverential and utopian, filled with
near mystical terminologies.e.g.Peter Senge with his book The fifth
Discipline describes, where people continually expand their
capacity to create the result the truly desire, where new and
expansive patterns of thinking are nurtured, where collective
aspiration is set free and where people are continually learning
how to learn together.Senge thus suggested use of 5 component
technologies:1. Systems Thinking2. Personal Mastery3. Mental
models4. Shared Vision5. Team LearningAccording to him, these 5
components play very important part in learning organisations,
pursuing the goal with these 5 polished components takes the
organisation to the new heights of achievements.Systemic problem
solving toolsBrainstormingExperimentationPerformance Management
Characteristics-Culture to encourageProcesses for interaction in
different functionsTools & techniques to facilitate
Steps to LearnLearn facts, knowledge,process,procedureLearn New
job skills that apply to other situations as wellLearning to
adaptTypes of LearningAdaptive
Caring
Innovative
Team BuildingAnalysis of 3 MsContinued...Nonaka characterised
knowledge creating companies as place where Inventing new knowledge
is not a specialised activityit is a way of behaving, indeed, a way
of being, in which everyone is a knowledge worker.
All these examples are very idyllic and desirable. No doubt. But
at the same time, they do not provide a framework for action. The
recommendations are far too abstract and too many questions
remained unanswered.e.g. managers cant answer the question like,
when exactly company has become learning organisation? Or what
concrete behavioural changes required in organisation? Or what
policies must be there in place? Etc.
Most discussions of learning organisations finesse these issues.
Their focus is high philosophy and grand themes. Sweeping metaphors
rather than the gritty details of practice, three critical issues
are left unresolved, yet each is essential for effective
implementation.Analysis of 3 MsContinued...First is the question of
Meaning. We need a plausible, well-grounded definition of learning
oraganisation; it must be actionable and easy to apply.Second is
the question of Management. We need clearer guidelines for
practice, filled with operational advice rather than high
aspirations.Third is the question of Measurement. We need better
tools for assessing an organisations rate and level of learning to
ensure that gains have in fact been made.Once these 3 Ms are
addressed, managers will have a firmer foundation for launching
learning organisations. Without this ground work, progress is
unlikely, and for the simplest of reasons. For learning to become a
meaningful corporate goal, it must be first understood.What is a
Learning Organisation?Surprisingly, a clear definition of learning
organisation has proved to be elusive over the years.Organisational
theorists have studied learning for a long time; the accompanying
quotations suggest that there is still considerable
disagreement.Most scholar view organisational learning as a process
that unfolds over time and link it knowledge acquisition and
improved performance.
Some, for example, believe that behavioural change is required
for learning; others on other hand insists that new ways of
thinking are enough, nothing extra is requires to do.Some cite
information processing as the mechanism through which learning
takes place; others proposed shared insights, organisational
routines, and even sometimes memory.And some think that
organisational learning is common, while others believed that
flawed, self-serving interpretations are the norms.
Due to all above conflicts in producing a single unique view on
learning organisation, scholars have first considered a basic
definition.What is a Learning Organisation? ContinuedDefinition:A
learning organisation is an organisation skilled at creating,
acquiring and transferring knowledge and at modifying its behaviour
to reflect new knowledge and insights.
This begins with simple truth:New ideas are essential if
learning is to take place. Some times they are created through
flashes of insight or creativity; at other times they arrive from
outside the organisation or are communicated by knowledge
insiders.Whatever be the sources, these ideas are the trigger for
organisational improvement. But they can not themselves create a
learning organisation.
It has been found that all institutes, companies have been
effective in creating new knowledge or acquiring the same, but all
of them have one common thing, i.e. they are notable less
successful in applying the knowledge to their own activities.What
is a Learning Organisation? ContinuedTotal quantity management, for
example, is now taught at many business schools, yet the number
using it to guide their own decision making is very
small.Organisational consultant advise clients on social dynamics
and small group behaviour but are notorious for their own
infighting and factionalism. And GM with a few exceptions (like
saturn and Nummy), has had little success in revamping its
manufacturing practices, even though its managers are experts on
lean manufacturing, JIT production and requirement for improved
quality of work life.Organisations that do pass the definitional
test- Honda, Corning and general Electric come quickly to mind-have
by contrast become adept at translating ne w knowledge into new
ways of behaving.These companies actively manage the learning
process to ensure that it occurs by design rather than by chance.
Distinctive policies and practices are responsible for their
success, they form the building blocks of learning
organisation.Building BlocksLearning Organisations are skilled at
five main activities:1. Systematic Problem Solving2.
Experimentation with new approaches3. Learning from past
experiences4. Learning from best practices from others5.
Transferring knowledge quickly and efficiently
Each of these is accompanied by a distinctive mind-set, tool
kit, pattern behaviour.Many companies practice these activities as
learning organisations.But only few of them are consistently
successful because they rely largely on happenstances and isolated
examples.Systems and processes that support these activities are
created and integrated them into a whole system to support daily
operations.Systematic Problem SolvingThis is the first activity. It
hugely relies on philosophy and methods of quality movement. This
idea is broken down into various parts which in turn make this idea
a huge success.1. Relying on scientific method rather than guess
work for diagnosing problems. It helps in understanding the root
cause and thus improves efficiency of problem solving. (what Deming
calls the plan, do, check, act cycle is applicable over here).
2. Insisting on data rather than assumptions. Having a concrete
data helps to analyse the situation in better way. It also helps in
decision making considerably as decisions made based on factual
data are always far efficient and accurate than those which are
made based on assumptions (Fact based management).
3. Use of simple statistical tools like histogram, pareto
charts, regression, correlation, cause and effect diagrams
etc.Systematic Problem Solving continuedMost training programs
focuses on problem solving techniques using standard day to day
life examples which helps to understand the concept in much simpler
way. These tools are very effective and also relatively straight
forward and thus are easily communicated.Accuracy and precision are
essential for learning. Employees must therefore become more
disciplined in their thinking and more attentive to details.
5 Wh type questions are always useful in this kind of approach.
They areWho, What, Why, Where, When and HowThus answers to all
these questions effectively produce good results for this
technique.Systematic Problem Solving - Xerox MachineLets analyse
famous Xerox machine case which made use of problem solving
process.Step by step approachStep to be takenIdentify & select
problemQuestion to be answeredWhat do we want to
change?Expansion/divergenceLots of problems for
considerationContraction/ConvergenceOne problem statement. One
Desired state agreed uponWhats next?Identify the gap.Systematic
Problem Solving - Xerox Machine continued2nd step in Xerox machine
progress is as follows:Step by step approachStep to be takenAnalyse
ProblemQuestion to be answeredWhats preventing us from reaching the
Desired State?Expansion/divergenceLots of potential causes
identified.Contraction/ConvergenceKey causes to be identified and
verifiedWhats next?Key causes documented and ranked.Systematic
Problem Solving - Xerox Machine continued3rd step in Xerox machine
progress deals with solution generation. This is most important
step as solutions generated in this step will only be considered
while making selection for the final solution:Step by step
approachStep to be takenGenerate Potential SolutionQuestion to be
answeredHow could we make the changes?Expansion/divergenceLots of
ideas on how to solve the problem.Contraction/ConvergencePotential
solutions clarified.Whats next?Solution ListSystematic Problem
Solving - Xerox Machine continued4th step: selecting the most
appropriate solution amongst the various solutions:Step by step
approachStep to be takenSelect and plan the solutionQuestion to be
answeredWhat is the best way to do it?Expansion/divergenceLots of
criteria for evaluating potential solution.Lots of ideas on how to
implement and evaluate the selected
solution.Contraction/ConvergenceCriteria to use for evaluating the
solutions is agreed up on.Implement and evaluate plans agreed
upon.Whats next?Monitor the change.Evaluate solution
effectivenessSystematic Problem Solving - Xerox Machine
continued5th step: Implementing the solution selected:Step by step
approachStep to be takenImplement the solutionQuestion to be
answeredAre we following the
plan?Expansion/divergenceContraction/ConvergenceImplementation of
agreed-on contingency plan.Whats next?Solution in placeSystematic
Problem Solving - Xerox Machine continued6th step: Evaluate the
Solution:Step by step approachStep to be takenEvaluate the
solution.Question to be answeredHow well did it
work?Expansion/divergenceContraction/ConvergenceEffectiveness of
solution agreed upon.Continuing problems if any.Whats
next?Verification if problem is solved or not.Agreement to address
continuing problems.ExperimentationThis activity involves the
systematic searching for and testing of new knowledge. Use of
scientific method is essential. It takes 2 main forms:1. On going
programs2. One-of-a-kind demonstration projects
Ongoing programs are series of experiments designed to produce
incremental gain of knowledge. They are mainstay of most continuous
improvement programs and are especially common to the shop floor.
For example, corning, with diverse raw material and new formulation
to increase the yield and provide better grades of glass.
Successful ongoing programs share various common characters:1.
They work hard to ensure steady flow of several ideas2. Requires
incentive system that favors risk taking.3. Ongoing programs need
managers and employees who are skilled and well trained to perform
the execution of the task.Experimentation ContinuedDemonstration
ProjectsThese are usually larger and more complex than ongoing
programs. These include holistic, systematic, system wide changes
introduced on single site and often undertaken with the goal of
developing new organisational capabilities.
These projects share number of distinctive characteristics:1.
These are usually first project to adopt changes and implement the
same for which organisation hoping to see new effects and implement
the changes in new system. Involve Learning by doing
considerably.2. Establish policy guidelines and decision rules for
later projects of the organisation.3. Often encounter severe tests
of commitment from employees who wish to see whether the changed
rules have been implemented.4. They are normally developed by
several strong multi-functioning teams reporting directly to the
senior management.5. They tend to have only limited impact on the
rest of the organisational behaviour if they are not accomplished
by explicit strategies for transferring learning.3. Learning from
Past ExperienceThis is the 3rd of the five main activities at which
Learning Organizations are skilled.
Companies must review their successes and failures , assess them
systematically, and record the lessons in a form that employees
find open and accessible.
One expert has called this process the Santayana Review, citing
the famous philosopher George Santayana, who coined the phrase
Those who cannot remember the past are condemned to repeat it.
Regrettably, too many managers today are indifferent, even
hostile, to the past, and by failing to reflect on it, they let
valuable knowledge escape.
23IBM 360 Computer SeriesA study of more than 150 new products
concluded that the knowledge gained from failures is often
instrumental in achieving subsequent success.
This can be simplified by summarizing that Failure is the
Ultimate Teacher.
For example: IBMs 360 computer series which was one of the most
popular and profitable ones was based on the technology of the
failed Stretch computer that preceded it. In this case, as in many
others, learning occurred by chance rather than by careful
planning.
24BOEINGHowever, a few companies have established processes that
need their managers to periodically think about the past and learn
from their mistakes.
For example: Boeing 737 and 747 Both planes were introduced with
much fanfare and with serious problems. Project Homework, a
high-level employee group, was commissioned by senior managers to
ensure that the problems were not repeated.
Project Homework compared the development processes of the 737
and 747 with those of the 707 and 727 which were the companys two
most profitable planes.
After working for 3 years, they produced hundreds of
recommendations and an inch-thick booklet; several members of the
team were then transferred to the 757 and 767 start-ups, and guided
by experience they produced the most successful, error-free
launches in Boeings history.
25XEROXSimilar retrospective approach adopted by other companies
like Xerox, which, like Boeing, studied its product development
process, examining 3 troubled products in an effort to understand
Why the companys new business initiatives failed so often?
Senior management invited ADL(Arthur D. Little consulting
company which focused on its past successes) consultants from
around the world to a 2-day jamboree, featuring booths and
presentations documenting a wide range of the companys most
successful practices, publications and techniques.
26British PetroleumBP established a post-project appraisal unit
to review major investment projects, write-up case studies and
derive lessons for planners that were incorporated into revisions
of the companys planning guidelines.
For this, a 5-person unit reported to the board of directors and
reviewed 6 projects annually. The bulk of the time was spent in the
field interviewing managers and such type of review is conducted
regularly at project level.
These approaches highlight the recognition of the companies
towards productive failure as contrasted with unproductive
success.
Productive Failure Leads to insight, understanding, and thus, an
addition to the commonly held wisdom of the organization.
Unproductive Success Occurs when something goes well but nobody
knows why.27Case-studies and post-project reviews can be performed
with little cost other than managers time.
Companies can take the help of faculty and students at the local
colleges or universities as they bring fresh perspective and view
internships and case studies as opportunities to gain experience
and learning.
Computerized Data Banks Established by a few companies to speed
up learning process.
Paul revere Life Insurance Management requires all
problem-solving teams to complete short registration forms
describing their proposed projects if they hope to qualify for the
companys award program.
The company then enters these forms into its computer system and
can immediately retrieve a listing of other groups of people who
have worked or are working on the topic, along with a contact
person. They can then call up the person with the required relevant
experience.284. Learning from OthersApart from the learning through
reflection and self-analysis, sometimes, the most powerful insights
come from looking outside ones immediate environment to gain a new
perspective.
It is also referred to as SIS Stealing Ideas Shamefully. Even
companies in completely different businesses can be fertile sources
of ideas and catalysts for creative thinking.
29BenchmarkingBenchmarking helps in understanding practices
rather than observing results.
It is a disciplined process which:Begins with a thorough search
to identify best-practice organizationsContinues with careful study
of ones own practices and performanceProgresses through systematic
site visits and interviewsConcludes with an analysis of results,
development of recommendations, and implementation
It may be time-consuming, but it may not be terribly
expensive.
30CustomersIt is yet another fertile source of ideas;
conversations with customers invariably stimulate learning.
Customers can provide:Up-to-date product informationCompetitive
comparisonsInsights into changing preferencesImmediate feedbacks
about service and patterns of use.
Companies need these insights at all levels, from executive
suite to shop floor.
At Motorola, members of Operating and Policy committee,
including the CEO, meet personally, on a regular basis with the
customers.31Customers (contd..)Customers cant always articulate
their needs or remember the most recent problems they have had with
a product or service. For that, the managers must observe them in
action.
Example: Xerox employs a number of anthropologists at its Palo
Alto Research Center to observe users of new document products in
their offices.
Digital Equipment has developed contextual inquiry an
interactive process that is used by software engineers to observe
users of new technologies as they go about their work.
Milliken created first-delivery teams that accompany the first
shipment of all products; team members follow the product through
the customers production process to see how it is used and then
develop ideas for further improvement.
Learning can occur only in a receptive environment. Learning
Organizations cultivate the art of open attentive listening.325.
Transferring KnowledgeIdeas carry maximum impact when they are
shared broadly rather than being held in a few hands.
Knowledge transfer can take place through mechanisms
like:Written, Oral and Visual reportsSite visits and toursPersonnel
rotation programsEducation and training programsStandardization
programs
33ReportsPurposes served:Summarize findingsProvide checklists of
dos and dontsDescribe important processes and events
Reports cover a multitude of topics from:Benchmarking
studiesAccounting conventionsNewly discovered marketing
techniques
Now, written reports are often supplemented by Videotapes which
offer greater immediacy and fidelity.
34ToursTours are a popular means of knowledge transfer,
especially for large, multidivisional organizations with multiple
sites.
To introduce to its managers to the distinctive manufacturing
practices of New United Motor Manufacturing Inc. (NUMMI), its joint
venture with Toyota, General Motors developed a series of
specialized tours; some were geared to upper and middle managers,
while the others were aimed at lower ranks.
Each tour described the policies, practices and systems that
were most relevant to that level of management.
Reports and Tours are cumbersome ways of knowledge transfer. The
gritty details that lie behind complex management concepts are
difficult to communicate secondhand.
35Personnel Rotation ProgramIn many organizations, expertise is
held locally: in a skilled computer technician, or a savvy global
brand manager or maybe in a division head. Those in daily contact
with these experts benefit enormously from their skills.
Their field of influence is narrow and transferring them to
different parts of the organization helps in sharing their
knowledge. Transfers maybe across different levels.
Example: A supervisor experienced in just-in-time production
might move to another factory to apply the methods there. A
successful division manager might move to a lagging division to
invigorate it with already proven ideas.36PPG in ChehalisThis
instance from PPG demonstrates Line to Staff transfer.
PPG constructed a new float-glass plant in Chehalis, Washington
and employed radically new technology as well as innovations in HR
management.
All workers were organized into small, self-managing teams with
responsibility for work-assignments, scheduling problem solving and
improvement, and peer review.
After several years running the factory, the plant manager was
promoted to Director of HR for the entire glass group. Drawing on
his experiences at Chehalis, he developed a training program geared
toward first-level supervisors that taught the behaviors needed to
manage employees in a participative, self-managing environment.
This example suggests that education and training programs are
powerful tools for transferring knowledge but for maximum
effectiveness they must be linked explicitly to
implementation.37Xerox and GTEXerox exemplifies the implementation
of learning. When Xerox introduced problem-solving techniques to
its employees in the 1980s, everyone from top to bottom was taught
in small departmental or divisional groups led by their immediate
superior.
After an introduction to concepts and techniques, each group
applied what they learned to a real-life work problem.
GTEs Quality: The Competitive Edge program: At the beginning of
the 3-day course, each team received a request from company officer
to prepare a complete quality plan for their unit, based on the
course concepts, within 60 days.
Discussion periods of 2 to 3 hours were set aside during the
program so that teams could begin working their plans. When the
reports submitted by the employees were implemented, GTE produced
dramatic quality improvement.38AT&Ts CQACQA Chairmans Quality
Award, is an internal quality competition with a twist. The twist
is that the awards are given not only for absolute performance but
also for improvements in scoring from the previous year.
On 1000-points, Gold, Silver and Bronze Improvement Awards are
given to units that have improved their scores 200,150 and 100
points respectively, thus providing the incentive for change.
An accompanying Pockets of Excellence program simplifies
knowledge transfer. Every year, it identifies every unit within the
company that has contributed at least 60% of the possible points in
each award category and then publicizes the names of these units
using written reports and e-mail.39Measuring LearningA well-known
maxim If you cant measure it, you cant manage it.
Traditionally, the solution has been Learning Curves and
Manufacturing Progress Functions.
Both concepts date back to the discovery, during the 1920s and
1930s, that the cost of air-frame manufacturing fell predictably
with increases in cumulative volume. These increases were viewed as
proxies for greater manufacturing knowledge, and most early studies
examined their impact on the costs of direct labor.
Later studies expanded the focus, looking at total manufacturing
costs and the impact of experience in other industries including
shipbuilding, oil refining and consumer electronics.
Typically, learning rates were in the 80% to 85% range (meaning
that with a doubling of cumulative production, costs fell to 80% -
85% of their previous level), although there was wide variation.BCG
Experience CurvesDrawing on the logic of Learning Curves, firms
like Boston Consulting Group argued that industries as a whole
faced Experience Curves, costs and prices that fell by predictable
amounts as industries grew and their total production
increased.
With this observation, consultants suggested, came an iron law
of competition.
To enjoy the benefits of experience, companies would have to
rapidly increase their production ahead of competitors to lower
prices and gain market share.Learning and Experience CurvesBoth
these curves are still widely used, especially in the aerospace,
defense, and electronics industries.
BOEING has established learning curves for every workstation in
its assembly plant; they assist in monitoring productivity,
determining work flows and staffing levels, and setting prices and
profit margins on new airplanes.
Experience curves are common in semiconductors and consumer
electronics, where they are used to forecast industry cost and
prices.A few Concerns..For companies hoping to become Learning
Organizations, these measures are incomplete.
They focus on only a single measure of output (cost or price)
and ignore learning that affects other competitive variables like
quality, delivery or new product introductions.
They suggest only one possible learning driver (total production
volumes) and ignore both the possibility of learning in mature
industries, where output is flat, and the possibility that learning
might be driven by other sources, such as new technology or the
challenge posed by competing products.
Perhaps, most important they tell us little about the sources of
learning or the levers of change.Half-Life CurveHalf-Life Curve, in
response to the discussed concerns, was developed by Analog
Devices, a leading semiconductor manufacturer, as a way of
comparing internal improvement rates.
A half-life curve measures the time it takes to achieve a 50%
improvement in a specified performance measure.
When represented graphically, the performance measure
(defect-rates, on-time delivery, time to market) is plotted on the
vertical axis and the time scale (days, months, years) is plotted
on the horizontal axis.
Steeper slopes then represent faster learning.Half-Life Curve
(contd..)Here monthly data on consumer service are graphed for 7
divisions.
Division C is clear winner: even though it started a high
proportion of late deliveries, its rapid learning rate led
eventually to the best absolute performance.
Divisions D, E, G have been far less successful.
Half-Life Curve (contd..)The logic is straightforward Companies,
divisions or departments that take less time to improve must be
learning faster than their peers, which will translate into
superior performance in the long run.
The target of 50% is a measure of convenience; it was derived
empirically from studies of successful improvement processes at a
wide range of companies.
Unlike learning and experience curves, they work on any output
measure, not confined to cost or price and are easy to
operationalize, they provide a simple measuring stick and allow
ready comparison among groups.Half-Life Curve - WeaknessesThey
focus only on results.
Some types of knowledge take years to digest, with a few visible
changes in performance for longer periods. Creating a total quality
culture, for instance, or developing new approaches to product
development are difficult systemic changes.
Because of their long gestation periods, half-life curves or any
other measures focused solely on results are unlikely to capture
any short-run learning that has occurred.
A more comprehensive framework is needed to track
progress.Organizational Learning StagesOrganizational learning can
be traced through 3 overlapping stages:
Cognitive Members of the organization are exposed to new ideas,
expand their knowledge, and begin to think differently.
Behavioral Employees begin to internalize new insights and alter
their behavior.
Performance Improvement With changes in behavior leading to
measurable improvements in results: superior quality, better
delivery, increased market share, or tangible gains.
Because cognitive and behavioral changes typically precede
improvements in performance, a complete learning audit must include
all 3.Organizational Learning Stages (contd..)Surveys,
questionnaires and interviews are useful for this purpose.
At cognitive level, they would focus on attitudes and depth of
understanding.
At PPG, a team of HR experts periodically audits every
manufacturing plant, including extensive interviews with shop-floor
employees to ensure that concepts are well-understood.
To assess Behavioral changes, surveys and questionnaires must be
supplemented with direct observation.Eg: Dominos Pizza uses mystery
shoppers to assess managers commitment to customer service at its
individual stores.
Other companies invite outside consultants to visit, attend
meetings, observe employees in action, and report what they have
learned.
A comprehensive learning audit also measures performance. First
Steps to becoming Learning OrganizationLearning organizations are
not built overnight.
Most successful examples are the products of carefully
cultivated attitudes, commitments, and managerial processes that
have accrued slowly and steadily over time.
To become learning organization: Foster an environment that is
conducive to learning. There must be time for reflection and
analysis, to think of strategies and invent new products.
Training in brainstorming, problem solving, evaluating
experiments and other core learning skills are therefore
essential.Steps (contd..)Another powerful lever is to open up
boundaries and simulate the exchange of ideas.
General Electric CEO Jack Welch considers this such a powerful
stimulant of change that he has made boundarylessness a cornerstone
of the companys strategy for the 1990s.
Managers can create Learning Forums which foster learning by
requiring employees to wrestle with new knowledge and consider its
implications.
Coupled with a better understanding of the three Ms, the
meaning, management and measurement of learning, this shift
provides a solid foundation for building learning
organizations.Definitions of Organizational LearningOrganizational
learning means the process of improving actions though better
knowledge and understanding.\
An entity learns if, through its processing of information, the
range of its potential behaviors is changed.
Organizations are seen as encoding inferences from history into
routines that guide behavior.
Organizational learning is a process of detecting and correcting
error.
Organizational learning occurs through shared insights,
knowledge and mental models and builds on past knowledge and
experience that is, on memory.Stages of KnowledgeRecognizing
prototypes (what is a good product?)
Recognizing attributes within prototypes (ability to define some
conditions under which process gives good output).
Discriminating among attributes (which attributes are important?
Experts may differ about relevance of patterns; new operators are
often trained through apprenticeships).
Measuring attributes (some key attributes are measured; measures
may be qualitative and relative).
Locally controlling attributes (repeatable performance; process
designed by expert, but technicians can perform it).
Stages of Knowledge (contd..)Locally controlling attributes
(repeatable performance; process designed by expert, but
technicians can perform it).
Recognizing and discriminating between contingencies (production
process can be mechanized and monitored manually).
Controlling contingencies (process can be automated).
Understanding procedures and controlling contingencies (process
is compeletely understood).THANK YOU