June 01, 2004

Lest ye forget



Bloom's Taxonomy

Benjamin Bloom created this taxonomy for categorizing level of abstraction of questions that commonly occur in educational settings. The taxonomy provides a useful structure in which to categorize test questions, since professors will characteristically ask questions within particular levels, and if you can determine the levels of questions that will appear on your exams, you will be able to study using appropriate strategies.

Competence

Skills Demonstrated

Knowledge
  • observation and recall of information
  • knowledge of dates, events, places
  • knowledge of major ideas
  • mastery of subject matter
  • Question Cues:
    list, define, tell, describe, identify, show, label, collect, examine, tabulate, quote, name, who, when, where, etc.
Comprehension

  • understanding information
  • grasp meaning
  • translate knowledge into new context
  • interpret facts, compare, contrast
  • order, group, infer causes
  • predict consequences
  • Question Cues:
    summarize, describe, interpret, contrast, predict, associate, distinguish, estimate, differentiate, discuss, extend
Application

  • use information
  • use methods, concepts, theories in new situations
  • solve problems using required skills or knowledge
  • Questions Cues:
    apply, demonstrate, calculate, complete, illustrate, show, solve, examine, modify, relate, change, classify, experiment, discover
Analysis

  • seeing patterns
  • organization of parts
  • recognition of hidden meanings
  • identification of components
  • Question Cues:
    analyze, separate, order, explain, connect, classify, arrange, divide, compare, select, explain, infer
Synthesis

  • use old ideas to create new ones
  • generalize from given facts
  • relate knowledge from several areas
  • predict, draw conclusions
  • Question Cues:
    combine, integrate, modify, rearrange, substitute, plan, create, design, invent, what if?, compose, formulate, prepare, generalize, rewrite
Evaluation

  • compare and discriminate between ideas
  • assess value of theories, presentations
  • make choices based on reasoned argument
  • verify value of evidence
  • recognize subjectivity
  • Question Cues
    assess, decide, rank, grade, test, measure, recommend, convince, select, judge, explain, discriminate, support, conclude, compare, summarize

* Adapted from: Bloom, B.S. (Ed.) (1956) Taxonomy of educational objectives: The classification of educational goals: Handbook I, cognitive domain. New York ; Toronto: Longmans, Green, via University of Victoria.

Posted by Jay Cross at 11:32 AM | Comments (2) | TrackBack

May 31, 2004

Knowledge Tips

It's Memorial Day. I arrived back in California from ASTD a few minutes before midnight yesterday and am digging my way through hundreds of emails. Most of my inbox is filled with inane spam. I also received dozens of notices of obscene graffiti vandals had posted to my blogs. Animals, incest, and loose women promising to do anything imaginable. Yuck.

It's uplifting to receive something genuinely useful, and the Gurteen Knowledge-Letter hit the spot for me. Consider these links from the current issue:

  • Peter Drucker, My Life as a Knowledge Worker

  • Scott Peck, The Stages of Spiritual Growth

  • Via a pointer from Ross McDonald, this awesome image of the "Metaweb" from Peter Drucker's grandson, Nova Spivak.

  • Two sites dedicated to exploring conversation

  • John Holt

      "The child is curious. He wants to make sense out of things, find out how things work, gain competence and control over himself and his environment, and do what he can see other people doing. He is open, perceptive, and experimental. He does not merely observe the world around him, He does not shut himself off from the strange, complicated world around him, but tastes it, touches it, hefts it, bends it, breaks it. To find out how reality works, he works on it.

      He is bold. He is not afraid of making mistakes. And he is patient.

      He can tolerate an extraordinary amount of uncertainty, confusion, ignorance, and suspense ... School is not a place that gives much time, or opportunity, or reward, for this kind of thinking and learning."

(This is "Copyright 2004, David Gurteen, All rights reserved.")


Posted by Jay Cross at 03:08 PM | Comments (1) | TrackBack

May 13, 2004

Windows fixes

Hints on making Windows work, from Dave Farber's Interesting People mail list.

Dave's list provides an awesome array of opinions. It's one fo the few daily mailings I pay attention to. To subscribe, go here.

Archives

Posted by Jay Cross at 05:16 PM | Comments (0) | TrackBack

May 11, 2004

Grab bag

The Gurteen Knowledge Website is a fascinating collection of books, articles, pointers, people, documents, blogs, and more on the topics of knowledge management, learning, creativity, innovation & personal development. David Gurteen has woven everything together to create a labyrinth I could wander around in for hours.

There's a newsletter, too. Handy tips from the April 6 edition:

    ************* RAY OZZIE ON COLLABORATIVE TECHNOLOGY *************

    Ray Ozzie, the creator of Lotus Notes and founder of Groove Networks is always a guy whose thoughts and ideas are worth keeping in touch with ...

    White paper from Ray and Peter O'Kelly on collaborative technology http://www.groove.net/contact/b2f-download/

    Voice interview with Ray by Robin Good
    http://www.kolabora.com/news/2004/03/17/robin_good_interviews_ray_ozzie.htm

    Ray's weblog
    http://www.ozzie.net/blog/

    Ray Ozzie:
    http://www.gurteen.com/gurteen/gurteen.nsf/ID/X000358FA?open&r=3&p=0

These are headed straight into my private links page:

    ********************** ONLINE DICTIONARIES **********************

    I usually use the online Meriam-Webster dictionary when looking-up words on the web but increasingly I use Hyper Dictionary. I prefer the results and get a set of Thesaurus results as well without having to conduct a separate search.

    http://www.hyperdictionary.com

    Compare this:

    http://www.hyperdictionary.com/search.aspx?define=knowledge

    with this:

    http://www.m-w.com/cgi-bin/dictionary?book=Dictionary&va=knowledge

    which do you prefer?

    Another fascinating dictionary is Urban Dictionary which is a slang dictionary where you can actually submit your own words and vote on words submitted by others:

    http://www.urbandictionary.com

    but I'll warn you now if you are easily offended don't look up 'knowledge' ... I thought I had come across most definitions but not this one - as they say in a footnote "Urban Dictionary is not appropriate for all audiences" :-)


A week ago today I was making final preparations for a trip to Kingston, Ontario, for a conference. Forwarding the phone to my cell was going to be one of the final steps. Five minutes before we were due to leave the house, I lifted the handset and heard nothing. No dial tone. Dead air. Zilch.

I scrambled around on the floor under my desk wiggling the connections to our four incoming phone lines. I tried other equipment. Nothing worked. Uta called Pacific Bell. They said they could come out to check on Friday morning, a mere three days away.

On Thursday, the dial tone magically appeared. Uta called. What had happened? PacBell said a line had been cut. Where? Telling that would involving violating somebody's privacy rights. When was service restored? They had no idea.

She said she'd like to cancel the Friday service appointment. Pacific Bell said there was no appointment to cancel. She said she'd talked with someone on Tuesday and set an appointment. Pacific Bell said she did not have an appointment. Never did.



Will wonders never cease?


I told you so.

What can I say, but "duh"?

Posted by Jay Cross at 11:05 PM | Comments (0) | TrackBack

March 22, 2004

80/20 or bust

Pareto Rules

In 1897, Italian economist Vilfredo Pareto noted that wealth was distributed unevenly. 20% of the people owned 80% of the assets. The Pareto Principle, also known as the 80/20 Rule, says that often, 80% of the results come from 20% of the effort.

 

20% of people have 80% of the wealth

20% of the sales force makes 80% of the sales

20% of criminals commit 80% of the crimes

20% of the carpet gets 80% of the wear and tear

20% of the products account for 80% of the profits

20% of the defects cause 80% of the problems

20% of the suppliers provide 80% of the stock

20% of the stock fills 80% of the warehouse

20% of the staff causes 80% of the problems

20% of the project takes 80% of the time & resources
(the first and last 10%) On the web, Lou Rosenfeld says,

80% of your site's users belong to 20% of the site's audiences.

80% of users' information needs are served by 20% of the site's content.

80% of users' navigational needs are served by 20% of all possible architectural components.

80% of users' searches are represented by the 20% of unique searches that appear most frequently.

Do you see a pattern here?


The “80” and “20” aren’t precise. You can interpret the 80/20 as saying, “A small part of the overall effort produces most of the results.”

The results of many decisions are what the Department of Defense calls asymmetrical. Putting your chips on the high-impact people or activities provides more bang for your buck. If you’re selecting people for sales jobs, a 20% candidate is obviously a better choice than an 80%-er. Sixteen times as much! Here’s the math:

Top Performer 80% output/20% input

So-so Performer 20% output/80% input

Time is all we have

The Pareto Principle also applies to the investment of time in getting a job done.

Often, less than 3% of the elapsed time performing a process has anything to do with real work.[1]

Manufacturing companies spend anywhere from 5-10 percent total time actually adding value to the product.[2]

Mangers and supervisors spend less than 25% of their day doing what they were hired to do. Most of their time is spent putting out fires.


 


My original graphic said Fluff instead of Ancillary, but I decided that was misleading. A worker drinking a cup of coffee isn’t moving widgets down the assembly line, but it’s an ancillary activity without which the worker would quit.

Geoff Moore’s Living on the Fault Line says anything that raises one’s stock price is core; everything else is mere hygiene. Do you bathe? Good. If you didn't you'd lose your job. But don't expect to receive a promotion for bathing no matter how squeaky clean you are. Differentiating on things that aren’t core is the single biggest waste of resources in Fortune 500 operations. Without very careful management, the ancillary stuff always gets in the way of core because it absorbs time, talent and management attention.

The way to prosper as an organization or as an individual is to hand off ancillary activities and put more time into core. It’s called “working smarter, not harder.”

Faster is better

A business that can do more in less time will have happier customers, lower inventories, and higher profits, but how can a business speed up its people? What kind of training would that take?

The answer comes from engineering. You’ve heard the principle described as lean manufacturing, time-based competition, kaizen, and zero-latency. If you’re familiar with the discussions coming out of Workflow Institute, it’s the real-time enterprise. Practitioners of six sigma look at it as reducing cycle time. They’re all about optimizing systems to speed things up.

Automobile manufacturers figured out what increased throughput was worth to them. Visit a Toyota or Honda assembly plant. You’ll witness a smooth operation. “From aerospace assembly to chemical manufacturing to production enhancement in oil and gas, our customers are enjoying bottom-line results and easier operations,” touts an ad.[3] Managers in pharma, intelligence, minerals, the military, and other sectors of industry are boosting profits through optimizing their processes and accelerating how quickly they get things accomplished.

It’s time for eLearning to adopt the approaches of the industrial engineers.

Process

A process is a series of steps that bring about a result.

Cooking a meal is a process. Walking the dog is a process. Brushing your teeth is a process. Making a sale is a process, as are sending a fax, writing a brochure, delivering a package, inflating a tire, developing a business plan, and assembling a computer. Bringing a new product to market is a process. So is bringing a new employee up to speed.

In sum, processes occur everywhere. Knowledge workers perform processes, not just factory hands. And a process may range from tiny (a memory cycle in your PC) to immense (a merger or acquisition). Conceptualizing a group of activities as a process enables us to analyze and often improve upon it.

Cycle Time

A business is a collection of processes that create value for a customer.

A process is a series of steps that occurs over and over again. A process begins with an input and ends with an output. Each time that happens is called a cycle. Every cycle has a start, a middle, and an end. The elapsed time from the start of one cycle to start of the next is called cycle time.

Factories and offices are not very efficient. In fact, workers spend relatively little time performing processes, the real work. Processing time in factories is often only 5% to 10% of cycle time. Knowledge workers spend only 5% to

25% of their time doing the work in their job descriptions.


The remaining 75% to 95% is Slack Time – time spent waiting for materials, looking things up, dealing with interruptions, fixing what didn’t make it the

first time, straightening up the work area, going to the bathroom, putting out fires, taking a cigarette break, answering wrong numbers, eating lunch, reading junk email, and learning how to do a better job.

Use the 80/20 rule to select an important process. Cutting cycle time by 1/3 increase profitability ten times over.

Generally, the processing itself is already quite efficient. It has been under the efficiency expert’s microscope for a good while. Also, it’s the smaller component of cycle time.

To improve cycle time, cut the slack. There’s a more to cut from. The slack is often made up of departmental anachronisms, historical accidents, slow start-times, linear processes that could be done in parallel, and things at boundaries that nobody has taken responsibility for.

An Example

A high-tech company sent new recruits to a two-week sales boot camp before sending them into the field to learn on the job. On average, it took new hires eighteen months to be selling at quota level ($5 million/year).

The company re-structured the process to include online learning on the technology in preparation for the boot camp. Freed of technical training, the boot camp focused on selling strategies. Structured online activities, mentoring, and seminars replaced the catch-as-catch-can learning from experience in the field. Shortening the slack cut the development cycle to nine months.

Do the math. ¾ year x $5 million = $3.75 million incremental revenue/person. This company was adding more than a thousand new sales people annually. That’s more than $3 billion in new-found revenue.



[1] FedEx Center for Cycle Time Research at the University of Memphis

[2] http://rockfordconsulting.com/cyc.htm

[3] http://www.processoptimization.com/

Posted by Jay Cross at 09:15 PM | Comments (0) | TrackBack

July 16, 2003

Interesting stuff

Free clip art, sounds, templates, etc. from that company in Redmond.

Cascading Style Sheets 1 reference from W3C

CSS2 reference from W3C

How to build a web site without tables

Decisions: Making the right ones. Learning from the wrong ones

Ed Tech Dev, educational technology, learning sciences research, programming

Cmap free concept mapping tool

Engines for Education. I had lost track of this Roger Shank masterpiece when he departed Northwestern. If you haven't read it, do so.

CILT's Design Principles, from the school right down the hill from here

Association of Knowledgework

Business Integration Journal

Chris Lydon's blog has interviews with Dave Winer, David Weinberger, and others about the blogosphere.

http://homepage.ntlworld.com/zhamurai/mindmap.htm

Using Weblogs In The Classroom: ECOO 2003 Session

CETIS Glossary

Kevin Kruse's eLearning Glossary

Homepage of Ben Shneiderman

Finally, an alumni benefit of value, free HBR

David Bohm

Blog of COllective Intelligence

Archives of Dave Farber's Interesting People list

UMd Human Computer Interaction Lab

post-autistic economics review

Personalization Survey

- or -

http://tinyurl.com/hncp


Results of the survey

Posted by Jay Cross at 09:16 PM | Comments (0) | TrackBack

March 09, 2003

Simplicity

Edward De Bono on Simplicity

  1. Value simplicity highly.
  2. Strive for it.
  3. Understanding begets simplicity.
  4. Explore alternatives and possibilities.
  5. Challenge and discard vestiges.
  6. Always be ready to start over.
  7. Think conceptually.
  8. Break things into pieces.
  9. Trade off other values for simplicty.
  10. Know who you’re making it simple for.

Posted by Jay Cross at 12:00 AM | Comments (0) | TrackBack

January 24, 2003

Add this to your bookmarks

J. D. Lasica's awsome list of Research & reference tools covers current events, people, business finders, area and zip codes, search engines and directories, shopping comparison sites, map services, and more.

Tomalak's Calendar of web design events

Posted by Jay Cross at 01:01 AM | Comments (0) | TrackBack

November 04, 2002

Spam, spam, spam, spam

LockerGnome Windows Daily is such a handy, well-written newsletter that it's on my short list of push media worth reading. Usually it's chock full of hints and great links. Today Chris Perillo starts with a few words on SPAM that captured my feelings on the matter precisely:

I would like to thank all the clueless companies who sent me junk e-mail this weekend; I now better understand myself and my needs. At the risk of tripping every other lousy spam trigger on the planet by posting this, I need to tell everyone that I don't need: a worldwide voice-VPN solution, a Simpsons talking beer opener, e- Scooters, a quick way to quit smoking, credit card debt information, monthly income using my computer, anything from Publishers Clearing House, a solution for baldness, easy to install cell phone booster, real estate tips, mortgage quotes, fishing advice, a subscription to Women's Day magazine, Stephen King's latest thriller, hundreds of lenders competing for my loan, Viagra, a merchant account, fresh email addresses on CD, glutathione, a free Dr. Seuss backpack, the best-selling and most- proven All Natural diet, fantastic savings on cartridges, Yoga Journal, an HP Optical Mouse, the loan and car I deserve, to unsubscribe by postal mail, the incredible illuminating pen, or free software from Disney. But if and when I need any of these things, trust me - you'll be the LAST to know.
Posted by Jay Cross at 08:21 AM | Comments (0) | TrackBack

March 08, 2002

Raspberry Jam, Law of

Formulated by consultant Gerald Weinberg, the Law of Raspberry Jam states, “The more you spread it, the thinner it gets.”

Few things scale forever.

Posted by Jay Cross at 07:32 PM | Comments (0) | TrackBack

Materiality

As Alan Watts titled a book, “Does it matter?”

Contrary to what you may think, accountants don’t strive to account for every penny. They strive to present a fair picture of an organization’s financial condition, not to balance its checkbook.

If your employer is auditing your expenses, a $300 discrepancy on your hotel bill is probably significant; it’s “material.” If Deloitte is auditing Exxon, a $5 million discrepancy in expense reimbursements is trivial — it’s a drop in the bucket that won’t even show up on Exxon’s financial statements.

I interpret the Principle of Materiality as “Don’t sweat the small stuff.” Don’t fixate on false accuracy. And if you’re unsure whether or not something’s material, change its value up or down to see if it makes a meaningful difference. Impress your friends by saying you’re performing a “sensitivity analysis.”

Posted by Jay Cross at 07:29 PM | Comments (0) | TrackBack

Sunk Cost

Don’t throw good money after bad.

Imagine you’ve sunk $100,000 into a project. Another $10,000 and it will be completed. But market conditions have changed and you’ll only recoup $25,000.

A colleague discovers an open-source code that will generate the same $25,000 return for an investment of only $8,000 total.

Do you go for the first option and complete the $110,000 project?

Or do you abandon the $100,000 and go for the cheaper new alternative?



The rational businessperson chooses the second option. The $100,000 is a “sunk cost.” It’s water over the dam. You need to make decisions based on incremental costs and incremental rewards. Paying $8,000 to get $25,000 beats paying $10,000 to get $25,000 any time, anywhere.

Posted by Jay Cross at 07:19 PM | Comments (0) | TrackBack

December 30, 2001

Selling your ideas

Selling the value of a project to management takes more than talking like a businessperson. It requires thinking like a businessperson. In essence, if you’re not there already, you must become a businessperson.

The overriding focus of business leaders is creating value for stakeholders. Stakeholders include owners, managers, workers, partners, and customers. The firm’s leaders are responsible for articulating a vision of how the organization will create value and specifying milestone objectives along the way there.

Any businessperson worthy of the name can relate how his or her activities support those objectives and help fulfill the vision. You should be able to articulate how what you're doing establishes value in these areas. This is your "elevator pitch" and you should be able to giive it in your sleep.

Analysis and Decision-making Techniques
Here are techniques for business analysis and decision-making that we rely on continually. We suggest you run through them when making major decisions until they become second nature.

  • Trade-off. Every business decision is a trade-off. (If there’s no trade-off, it’s a no-brainer.) We find it useful to list the pro’s of doing something and the con’s of not doing it or doing something else. Try to be aware of what you’re trading off when making a decision.

  • Risk. Every decision is made with less than perfect information, and every decision entails taking a risk. The way to make sound decisions is to judge when you have enough information to move ahead and when the level of risk is acceptable. A decision-maker who takes no risk receives no reward. A decision-maker who disregards risk is a fool, a pauper, or both.

    Financial decisions trade off risk and reward. An important corollary: There is no free lunch.

  • Empathy. To understand your customer, walk a mile in her shoes. Here’s how. Make up several representative customers (personas). Give them names, positions, likes, gripes, habits, intelligence and personalities. When you’re planning marketing campaigns and learning activities, stop every now and again to slip into these personas’ shoes. How does our proposal make them feel?

  • The Pareto Principle, also known as the 80/20 rule, describes the common situation where 20% of the effort gets 80% of the results. It’s not uncommon for 20% of the sales force to make 80% of the sales. Or 20% of the customers to generate 80% of the profits. It’s likely that 20% of your effort produces 80% of your results.

    The point is that input and output are not balanced. As marketers, we break the market into pieces (“segments”) in order to identify and focus our attention on the significant few who produce most of the results.
    As designers of learning experiences, less is often more. Find the elusive 20% of the learner’s time that yields 80% of what is learned and put your energies there.

  • The bottom line. Earnings. Profit. Revenue minus costs. Over time, profit and shareholder value are the same thing. The total value of the shares is equivalent to the stream of expected future profits, discounted for the cost of capital. Forgive us if you find this obvious, but you must be able to relate your decisions and choices to the profitability of your organization. Otherwise, you will not be able to make sound decisions as conditions change.
    Focus on core; outsource everything else. Shareholder value (AKA market cap) is a function of sustained competitive advantage, and organizations achieve it by leveraging their core competencies. Everything else is context (overhead), and context is a needless distraction. Without careful management, context always gets in the way of core because it absorbs time, talent and management attention.

  • To get a different view, go up to the balcony. Look down from a higher level to gain a broader perspective. Try to discern what’s really going on. Back away from the trees to see the forest.

Business leaders present themselves to the world as confident, authoritative, conservative, results-oriented, deliberate, and a bit staid. It’s best to leave your clown suit in the closet when you’re selling a concept to executives. Be concise. Hit the concepts described above as they apply to your project. When you’ve said your piece, ask for questions and sit down.

Posted by Jay Cross at 07:31 PM | Comments (0) | TrackBack

Risk

Risk.

Every decision is made with less than perfect information, and every decision entails taking a risk. The way to make sound decisions is to judge when you have enough information to move ahead and when the level of risk is acceptable. A decision-maker who takes no risk receives no reward. A decision-maker who disregards risk is a fool, a pauper, or both.

Financial decisions trade off risk and reward. An important corollary: There is no free lunch.

Posted by Jay Cross at 07:23 PM | Comments (0) | TrackBack

Trade-off

Trade-off.

Every business decision is a trade-off. (If there’s no trade-off, it’s a no-brainer.) We find it useful to list the pro’s of doing something and the con’s of not doing it or doing something else. Try to be aware of what you’re trading off when making a decision.

Posted by Jay Cross at 07:22 PM | Comments (0) | TrackBack

Empathy

Empathy. To understand your customer, walk a mile in her shoes.

Here’s how. Make up several representative customers (personas). Give them names, positions, likes, gripes, habits, intelligence and personalities. When you’re planning marketing campaigns and learning activities, stop every now and again to slip into these personas’ shoes. How does our proposal make them feel?

Posted by Jay Cross at 07:21 PM | Comments (1) | TrackBack

Balcony

To get a different view, go up to the balcony.

Look at the big picture.

Look down from a higher level to gain a broader perspective. Try to discern what’s really going on. Back away from the trees to see the forest.

Posted by Jay Cross at 07:20 PM | Comments (1) | TrackBack

Focus on core

Focus on core; outsource everything else.

Shareholder value (AKA market cap) is a function of sustained competitive advantage, and organizations achieve it by leveraging their core competencies. Everything else is context (overhead), and context is a needless distraction. Without careful management, context always gets in the way of core because it absorbs time, talent and management attention.

Posted by Jay Cross at 07:19 PM | Comments (0) | TrackBack

The Bottom Line

The bottom line.

Earnings. Profit. Revenue minus costs.

Over time, profit and shareholder value are the same thing. The total value of the shares is equivalent to the stream of expected future profits, discounted for the cost of capital. Forgive us if you find this obvious, but you must be able to relate your decisions and choices to the profitability of your organization. Otherwise, you will not be able to make sound decisions as conditions change.

Do not confuse profit (the bottom line) with revenue (the top line).

Posted by Jay Cross at 07:18 PM | Comments (0) | TrackBack

The 80/20 Rule

The Pareto Principle, also known as the 80/20 rule, describes the common situation where 20% of the effort gets 80% of the results. That's where to invest your energy.

It’s not uncommon for 20% of the sales force to make 80% of the sales. Or 20% of the customers to generate 80% of the profits. It’s likely that 20% of your effort produces 80% of your results.

The point is that input and output are not balanced. As marketers, we break the market into pieces (“segments”) in order to identify and focus our attention on the significant few who produce most of the results.

As designers of learning experiences, less is often more. Find the elusive 20% of the learner’s time that yields 80% of what is learned and put your energies there.

Posted by Jay Cross at 07:15 PM | Comments (1) | TrackBack

July 12, 2001

Hot Stuff

Hot stuff I'd like to share with you. Updated freqeuntly. (Disregard the 2001 date.)


Here... ...and there
Workflow Learning Institute

Another Look at Learning, (Is learning anything more than making good connections?)

Template for Developing an eLearning Implementation Action Plan, free

Center for Visual Learning
Technorati and more

Mark Oehlert's Future of eLearning Models

QuickTopic, the free, instant-on, no-brainer conferencing tool.

E-Learning Centre, UK

Posted by Jay Cross at 08:04 PM | Comments (0) | TrackBack

June 21, 2001

Knowledge Management

Knowledge maps, knowledge architecture, taxonomies, and more from KAPS Group

On the rebound? Peter Martin, writes in CLO:

The Market Is Coming Back to Knowledge Management In hindsight, knowledge management was a recklessly defined initiative. [See below.] Companies were going to be able to ?empower the intellectual capital of their enterprise? with ad hoc software purchases. Over time the initiative lost its cachet, very much like the ?portal??a key element of knowledge management. As the meaning and value of the portal has risen from the ashes, so has knowledge management. The comeback for knowledge management can be traced to the economy, consolidation of vendors, technological advancement and enterprise software vendor buy-in.

To Verna Allee, it's all a matter of making connections. I think she's got it.

KM=BS? An abstract of T.D. Wilson's The Nonsense of Knowledge Management

Life On The Internet: Could Blogging Assist KM? from Amy Wohl
Knowledge Blogs Are Tough

Denham Gray's amazing KM Wiki

What's knowledge?

Knowledge management is a high-fallutin' buzz phrase for creating and sharing know-how. A hot item circa 1998, overuse has watered down KM's popularity as a category. To vendors, KM became "whatever I want to sell you," be it document-tracking or warehousing good ideas or building web pages or reinforcing innovation or focusing on intellectual capital.

Knowledge is like the sound of the tree that falls in the forest when no one is there: it doesn't exist unless people interact with it. Nurturing innovation and rewarding the sharing of ideas fertilizes seedling ideas. Setting up processes to highlight what's worthy and weed out useless undergrowth help grow heathly trees.

While it may carry a different name in the future, knowledge management anchors one end of the eLearning continuum and is vital to improving organizational performance.

"Knowledge is information that changes something or somebody -- either by becoming grounds for actions, or by making an individual (or an institution) capable of different or more effective action." -- Peter F. Drucker in The New Realities (The same might be said of learning.)

Knowledge Management is a case of the blind men and the elephant. KM refers to one or more of these activities:

  • creating and populating a repository of in-house knowledge
  • measuring the dollar-value of chunks of knowledge
  • facilitating the transfer of knowledge
  • creating a knowledge sharing environment
  • building a corporate culture focused on innovation and knowledge creation

At a minimum, do these things:

Databases:

  1. Corporate yellow pages
  2. Best practices system that captures lessons learned
  3. Competitive intelligence

Infrastructure:

  1. Groupware
  2. Empowered Chief Knowledge Officer

Culture:

  1. Top-down belief
  2. Spirit of sharing and collaboration
  3. Experimentation encouraged

Five Basic Principles of the Mind

  1. Minds are limited.
  2. Minds hate confusion.
  3. Minds are insecure.
  4. Minds don't change.
  5. Minds lose focus.

Jack Trout


In 25 years, knowledge will double every three months.What will that do for learning requirements?

Doug Engelbart


"Knowledge Management is the broad process of locating, organizing, transferring, and using the information and expertise within an organization. The overall knowledge management process is supported by four key enablers: leadership, culture, technology, and measurement."
American Productivity and Quality Center

A wealth of knowledge exists and can be generated among people with a passion for learning and a willingness to explore connections across traditional boundaries.

Meg Wheatley


Tom Stewart's Intellectual Capital, fun to read and source of the ideas to the left.

Information and knowledge are the thermonuclear competitive weapons of our time. Knowledge is more valuable and more powerful than natural resources, big factories, or fat bankrolls.?

Thomas A. Stewart, Intellectual Capital

 

Jack Welch of GE: We soon discovered how essential it is for a multibusiness company to become an open, learning organization. The ultimate competitive advantage lies in an organization?s ability to learn and to rapidly transform that learning into action.

And, in GE?s boundaryless learning culture, the operative assumption is that someone, somewhere, has a better idea; and the operative compulsion is to find out who has that better idea, learn it, and put it into action fast.

 

"If HP knew what HP knows, we'd be three times more profitable."

Lew Platt

 


Come together

Tom Barron, drawing on the ideas of GartnerGroup's Clark Aldrich and others, presents an astute view of the impending merger of e-Learning and Knowledge Management in A Smarter Frankenstein, lead article in the August 2000 issue of Learning Circuits.

Take an eLearning course. Chunk it into discrete learning bites. Surround it with technology that assesses a learner's needs and delivers the appropriate learning nuggets. Add collaborative tools that allow learners to share information. What do you get? Something that looks a whole lot like knowledge management.

Just In Time

Embedded Help
Performance Support
EPSS
Wizards

Knowledge Management
Traditional KM
Combined eLearning/KM
Just in Case Classroom Replication
Self-paced courseware
Virtual classes
Simulations
Skills-building sims
Games
  Connvergent
(Discrete-path)
Divergent
(Infinite-path)

The training function is accustomed to limiting its scope -- offering a curriculum that provides grounds for assessment. KM is open-ended, encouraging participants to share whatever works without an intermediary to translate things into lessons. Oil and water? The accelerating pace of business is already obsoleting the authoring function -- there's not enough time for lengthy development cycles; intitutive authoring systems are replacing middleman authors by taking content directly from the expert's mouth.

An obstacle I've personally never overcome to my satisfaction is countering the hoarding of knowledge by those who believe knowledge is power, or are perhaps too self-motivated to contribute to the good of their organizations.



What to Blogs have to do with it?

Weblogs (AKA Blogs) are important. If you're not familiar with Blogs, read Rebecca Blood's excellent Weblogs: A History and Perspective.

1. Blogs are a free authoring tool that enables anyone with a net connection to publish content on the web. The doors are open.

2. You cannot keep up with the raw flow of information being posted to the web without a lot of help. The Blogs of people you trust point the way to the good stuff. For example, I read Camworld because it has proven worthy of my time; I've grown to trust Cameron Barrett -- I know where he's coming from.

3. In time, organizations will encourage in-house Blogging.


 

Tacit & Explicit Knowledge


Nonaka's
Knowledge Creation Spiral

In an economy where the only certainty is uncertainty, the one sure source of lasting competitive advantage is knowledge. When markets shift, technologies proliferate, competitors multiply, and products become obsolete almost overnight, successful companies are those that consistently create new knowledge, disseminate it widely throughout the organization, and quickly embody it in new technologies and products. These activities define the knowledge-creating company, whose sole business is continuous innovation. (source: Ikujiro Nonaka, The Knowledge-Creating Company, Harvard Business Review, November-December 1991)

Explicit Knowledge

Tacit Knowledge

You can write it down. Easy to share.

It?s tough to explain. Tough to share.

Left brain, pragmatic ? learned. Think classroom.

Right brain, idealistic ? internalized. Think watercooler.

Theory of organization =

Machine for processing information

Living organism with a purpose

Knowledge =

Formal, systematic, quantifiable

Know-how and ingrained mental models and perspectives. Subjective, hunches, intuitive, highly personal.

Metrics =

Quantifiable: increased efficiency, lower costs, improved ROI

Qualitative: increased effectiveness, embodies company vision, expresses management aspirations and strategic goals, builds organizational knowledge network.

Impact =

Increases immediate capabilities

Profoundly shapes how we perceive the world around us.

Communicated =

Via words, textbooks, CBT

Via figurative language and symbolism, metaphor, analogy, modeling.

Other sources

The Economics of Knowledge, Eric E. Vogt. "Knowledge is a perspective shared by a community which allows for some effective action. ...the economics of knowledge dictate that we think in terms of creating collection systems that allow for the instantaneous sharing of these new perspectives. Collection systems allow us to listen to the needs and concerns of customers. Collection systems allow us to tap into the global flow of creative ideas and fuel the imagination of our knowledge community."

Journal of the Hyperlinked Organization (JOHO). David Weinberger has the most level-headed approach to knowledge management you'll find anywhere. He's also a laugh riot. JOHO is one of my favorite reads on the Web.

Weinberger? He's a commentator on NPR, and co-author of The Cluetrain Manifesto.
"Jay of InternetTime.com, has put a link to JOHO on his site,
www.meta-time.com. We hereby declare www.meta-time.com
to be the new Finest Site on the Web."

Knowledge Management News, Brad Hoyt. Sporadic ever since Brad joined a start-up but worth the wait. Pointers, reflections, jobs, events.

University of Denver: Organizational Learning and Knowledge Management

Karl Erik Sveiby's impressive "library" of on-line resources

ASTD on KM -- an overview of what's going on in the field

E&Y Center for Business Innovation -- a great resource

Scient sells KM as something that strengthens them and their customers

The Knowledge Management Paradox: How to Manage Your Most Strategic Asset, CPT

BRINT -- exhaustive and exhausting links and essays. More is more?

Thinking Business -- the document tracking end of KM

Leverage the Value-Hierarchy of Knowledge

Different skills produce different levels of impact.

Difficult to replace,
low value added

Staff jobs, skilled factory workers, experienced secretaries

?Know the ropes but don?t pull the strings.?
Don?t directly impact customers.

INFORMATE à

Difficult to replace,
high value added

Irreplaceable role in the organization;
nearly irreplaceable as individuals

Create the products and services
that draw the customers in

CAPITALIZE

Easy to replace,
low value added
.

Unskilled, semi-skilled labor.

Success not dependent on these individuals.

AUTOMATE ¯

Easy to replace,
high value added

Designers

Work is valuable but not this particular individual.

DIFFERENTIATE or OUTSOURCE ¯

Often, the value added is the information subtracted.

A hired hand is not a hired mind. Routine, low-skill work, even if it?s done manually, does not generate or emply human capital for the organization.  Unleashing the human capital already resident in the organization requires minimizing mindless tasks, meaningless paperwork, unproductive infights. The Taylorized workplace squandered human assets in such activities.

?Informate? = change the work to add more value to customers.

Outsourcing frees resources to continue developing high-return expertise.

Capitalize means providing opportunities for learning. People need to feel they?re ?in the game,? and not ?being kicked around by it.?

How to Capitalize on High-Value Knowledge

Structural capital company property builds on corporate yellow pages, knowledge maps, speedy transfer. Do enough and no more; many overinvest. HP and others find that demand-driven approach is more effective than pushing information into people?s emailboxes. Avoid overinvesting by making it okay not to know everything ? leverage the expertise of specialists. When a manager brings in a problem, the experts teach her how to apply the lessons of a module to solve it.

Customer capital, the relationships of the company with its customers, is measured by market share, customer retention and defection, and profit per customer. This is the most valuable capital of all it's where the money is but ironically, it's also the least well managed. Tom Stewart has a wonderful line, The customer today can call the tune because he knows the score. The goal is to maintain an increasingly intimate relationship. Empowered customers deal directly with companies' databases.

Ten Principles for Managing Intellectual Capital

  1. Companies don't own human and customer capital. Companies share the ownership of human assets with employees. They share ownership of customer capital with suppliers and customers. An adversarial relationship with employees destroys wealth.
  2. To create human capital it can use, a company needs to foster teamwork, communities of practice, and other social forms of learning.
  3. To manage and develop human capital, companies must unsentimentally recognize that some employees, however intelligent or talented they are, aren?t assets. Invest in proprietary and strategic knowledge workers; minimize all other costs.
  4. Structural capital is most easy to control because companies own it, but customers are where the money comes from.
  5. Structural capital serves two purposes: to amass stockpiles of knowledge that support the work customers value, and to speed the flow of that information inside the company. Just-in-time knowledge is more efficient that knowledge stored in the warehouse. 
  6. Substitute information and knowledge for expensive physical and financial assets.
  7. Knowledge work is custom work. Mass production does not yield high profits.
  8. Analyze your value chain to see what information is most crucial. The knowledge work is generally downstream, close to the customers.
  9. Focus on the flow of information, not the flow of materials. Information once supported the real business; now it is the real business.
  10. Human, structural and customer capital work together.

Source: Thomas Stewart, Intellectual Capital

   Knowledge Management: Four Practical Steps jay @ 25-Apr-00
 

Ideas @ Work > by Diane McFerrin Peters

(Harvard Management Update, Vol. 5 #3, March 2000)

Most companies underestimate the importance of intangible assets such as knowledge, creativity, ideas, and relationships. All these account for more value in our economy than the tangibles. Yet it's difficult for companies to get their arms around intangibles, so they rarely protect them as carefully as they do bricks and hardware. What would you do if your smartest people suddenly left? How can you ensure that what one department or division learns is widely shared throughout the company?

1) Create a setting for sharing knowledge.
Access to knowledge breeds more knowledge, and the best KM techniques ensure that everyone's involved. Try an open meeting policy.

2) Eliminate communication ?filters.
Politics, turf, and implementation responsibilities can squelch ideas in traditional communication channels. Going outside the channels?for example, by allowing people to skip levels?leads to more ideas on how to do things better.

3) Prioritize the tasks.
Most companies' to-do lists contain twice as much as they could ever accomplish. A prioritization process can align brainpower and effort behind what's truly strategic. Senior leaders get together to rank all vital activities first to last, no ties allowed. The process lets people challenge assumptions about the value of long-running projects, share knowledge about what is being accomplished, and break down the departmental barriers that bottle up ideas and creativity.

4) Keep time budgets.
Few individuals and fewer organizations get a true read on where their time and effort really go.

Picasso had a collection of masterpieces in his home. They were hung slightly crooked, and visitors couldn't resist the temptation to straighten them. But Picasso felt that when a painting was straight, the observer focused on the frame around it. When the frame was crooked, the beauty of the image jumped out. It's the same with knowledge. Instead of trying to put boundaries around it, we should be letting it jump out of its frame.


Posted by Jay Cross at 11:14 AM | Comments (1) | TrackBack

Learning Standards

 

Standards

The Emerging Standards Effort in eLearning by Ed Cohen, eLearning Magazine, January 2002:

Torrents of tags
Much of what SCORM has assembled is preoccupied with the tracking, tagging, and storing of content objects. The standards dwell at length upon "metadata," specifying the identifying tags that all learning objects in a course should carry-be they graphics, text, animations, or simulations (see "A Primer on Metdata for Learning Objects," e-learning, October, p.26). For those who envision a future in which users wander through vast content repositories filled with such objects-plucked from various courses, each of them immaculately categorized and easy to use-SCORM is a dream.

This focus on metadata labeling is understandable, given that we all believe reusing course content will be crucial in the near future. Oddly though, this standard may be both too demanding and not demanding enough. If SCORM is ultimately dominated by a giant catalog of tagging requirements, it would pose a daunting hurdle for companies with large amounts of legacy content for dubious gains. And it would ignore important principles of instructional design-which, if they were established as a uniform standard, would help trainers and teachers get the most out of their courseware.

Online Learning, November 2000:

"Web-based training standards entered a new era in June when the major developers agreed to make learning management systems (LMSs) and content from different vendors work together. The agreement between the Aviation Industry CBT Committee (AICC), the Institute of Electrical and Electronics Engineers (IEEE) and the Instructional Management Systems (IMS) Global Learning Consortium is not an official partnership ? yet. And because it is informal in nature the responsibilities of the respective parties haven?t been clearly defined. But it was determined that the Advanced Distributed Learning (ADL) Initiative of the Department of Defense, which was the catalyst for the new spirit of cooperation, would act as a coordinating body."

Standards: The Vision and the Hype, Learning Circuits, by Tom Barron The drive to create industry-wide technology standards for e-learning is gaining momentum and adherents. But some see perils--and posturing--amid the promise.

All about Learning Technology Standards, LINEzine, Wayne Hodgins. Learnativity has the articles, presentations, and links of standards visionary Wayne Hodgins.

Achieving Interoperability in e-Learning, Learning Circuits, by Harvi Singh.

In today's Internet economy, achieving integration and interoperability in digital systems is increasingly important. Such integration is possible with open protocols, which allow an organization or system to exchange information with suppliers, partners, and customers in a format that accommodates each organization's system. The same approach is being applied in the e-learning arena, where a new breed of software application frameworks and approaches seek to enable true interoperability of separate systems. This article examines trends and enabling frameworks for making true interoperability a reality.

An Intro to Metadata Tagging, Learning Circuits, by Harvi Singh. Get ready for the Dewey Decimal Classification system of e-learning

The Instructional Use of Learning Objects, a book on the topic

Standards Groups

Advanced Learning Infrastructure Consortium (JAPAN) -- Objective is to establish an active society by reasonably and effectively providing a learning environment which enables anyone to learn anytime, anywhere, according to the goals, pace, interests and understanding of individuals and groups. Also, to foster experts who will be the origin of global competitiveness. Targets: Advanced learning infrastructure that are from Primary and secondary institution to high school, company training, and tertiary school; Technology and Service; Learning system and contents that use information technology, such as network. Examples: e-learning, Web-based training, technology-based training, computer-based training, long distance learning.

World Wide Web Consortium -- Develops interoperable technologies (specifications, guidelines, software, and tools) to lead the Web to its full potential, specifically XML.

Learning Technology Standards Committee (LTSC) of the Institute of Electrical and Electronics Engineers (IEEE) -- Formed in 1996. The mission is to develop technical standards, recommended practices, and guides for software components, tools, technologies and design methods that facilitate the development, deployment, maintenance, and interoperation of computer implementations of education and training components and systems.

Alliance of Remote Instructional Authoring and Distribution Networks for Europe (ARIADNE) -- Develops the results of the ARIADNE and ARIADNE II European Projects, which created tools and methodologies for producing, managing and reusing computer-based pedagogical elements and telematics supported training curricula.

IMS Global Learning Consortium, Inc. (IMS) -- Developing and promoting open specifications for facilitating online distributed learning activities, such as locating and using educational content, tracking learner progress, reporting learner performance, and exchanging student records between administrative systems. IMS -- Meta Tags and Knowledge Bits

Advanced Distributed Learning Network -- Purpose is to ensure access to high-quality education and training materials that can be tailored to individual learner needs and made available whenever and wherever they are required. This initiative is designed to accelerate large-scale development of dynamic and cost-effective learning software and to stimulate an efficient market for these products in order to meet the education and training needs of the military and the nation's workforce of the future. It will do this through the development of a common technical framework for computer and net-based learning that will foster the creation of reusable learning content as "instructional objects." Check out Plugfest 5.

The Aviation Industry CBT (Computer-Based Training) Committee (AICC) -- An international association of technology-based training professionals. The AICC develops guidelines for the aviation industry in the development, delivery, and evaluation of CBT and related training technologies.

The Dublin Core Metadata Initiative -- An open forum engaged in the development of interoperable online metadata standards that support a broad range of purposes and business models. DCMI's activities include consensus-driven working groups, global workshops, conferences, standards liaison, and educational efforts to promote widespread acceptance of metadata standards and practices. (If you're invited, don't get out your passport. That's Dublin, Ohio.)

BUILDING BLOCKS. HOW THE STANDARDS MOVEMENT PLANS TO REVOLUTIONIZE ELECTRONIC LEARNING, a good overview from University Business

Judy Brown's home page

SCORM is mil-spec. It will probably work in military apps where standards can be rigidly enforced, and where performance outweighs price much more than in the commercial sector. SCORM comes from the same place as $1000 hammers and $10,000 toilet seats.

Corporations may find it easier to standardize learning as part of the Semantic Web. It's XML, interoperable, flexible, and will soon be the underpinning of business transactions. What better way to integrate learning and work? The Semantic Web would enable us to build performance support directly into the job (rather than as an add-on.)

Standards definitions
Posted by Jay Cross at 10:59 AM | Comments (1) | TrackBack

eLearning Information & FAQ


eLearning FAQ

What is eLearning?

Related pages:

Community

Implementation

Knowledge management

Virtual classroom

Culture

Motivation

LCMS

Metrics

Organizations

Visual Learning

eLearning

These are the absolute best sources of the bunch:

elearningpost , from Maish Nichani
eCLIPSE, from Jane Knight
Learning Circuits, from ASTD. Now, with blog.
OLDaily - Online Learning Daily, from Stephen Downes
eLearning Guild - check out the Journal
Learnativity - Marcia Conner's FAQs and Wayne Hodgins' standards

LiNE Zine, LINE = Learning in the New Economy. Edited by chaord Marcia Conner. Provacative, high-quality, original.

Big Dog's Bowl of Biscuits -- for instructional design reference

TechLearn Trends from Elliott Masie. Once the pacesetter, this one's getting a little loose. TechLearn Trends is personal, another venue for Elliott to channel his outsize personality and prescient observations to his fans. Breezy.

eLearn Magazine, from ACM
eLearnspace, from Geo. Siemens

OnLine Learning News from VNU Media/Bill Communications
Online Community Report from Forum One
Virtual University Gazette from geteducated

KM, computing, the future

Rapidly Changing Face of Computing (reborn!)
Journal of the Hyperlinked Organization, from David Weinberger. Hilarious take on knowledge management. Intense learning + entertainment = the way life should be. Now, with blog.
Tomalak's Realm strategic Web design stories, e-commerce, usability, intellectual property, electronics/technology futurism, more

Research sources

EPSS Central
Performance Centered Design
Cisco eLearning
Educause Effective Practices and Solutions
ASTD -- generally broad but shallow
Gerrit Visser (Europe)
HR Executive Work Index, Workforce, SHRM Online
Information Technology Association of America -- 900,000 jobs to fill!
Institute for Human Machine Cognition -- concept mapping is us
Software Design Smorgasbord -- KM, visualization, UI, performance support