Expert systems are developed to solve complex problems in a specific domain, such as system configuration, trouble shooting, data interpretation, etc. The core of an expert system is a knowledge base, which is primarily a collection of decision rules that represent explicit knowledge about the target domain. The amount and the quality of the knowledge in the knowledge base determine how useful and powerful the system is to the user.
Expert systems in business are usually developed with an expert system development tool. There used to several dozens of these tools in the market, ranging from many thoudand dollars in price to free of charge or less than $100. A great shakeup and the consequent consolidation took place around 15 years ago. Now there are only a few out there. For an example, go to www.exsys.com.
When the first batch of expert systems appeared, people were amazed at the problem-solving power and create unrealistic expectations for something even more powerful. When the expectation "bubble" bursted, the pendulum swun to the opposite extreme almost overnight. Even until today, expert system technology is still viewed as either completely useless or at least not practical for business applications.
The fact is, expert system is a great technology for certain types of problems. Often , they are integrated with other front-end or back-end applications to deliver intelligent services at some points of user-system interaction experience. It's how the technology is used, rather than the technology itself, that determines its value to the user.
Thursday, March 15, 2007
Tuesday, March 13, 2007
Knowledge Management Technologies - Search
Although technology alone is not sufficient, it is usually essential for successful implementation of effective km initiatives. A number of technolgies pop up in my mind when speaking of km technology: collaboration software, expert system, data mining, neural network, search, content management, intranet, extranet, concept map, Web 2.0 tools (e.g., blog, wiki), just to name some of them. Different tools are designed for different purposes. Since an organization typically manages different types of knowledge and km activities, a portfolio of technologies is required to achieve ultimate success.
Search is becoming a powerful way of finding knowledge. In the data and information management era, quick finding is ensured by proper organization. Organization depends on classification and hierarchical layering. While classification and hierachical structuring are still important, they are becoming more and more difficult due to the very nature and massive amount of knowledge resource. More than once when I was looking for an e-mail or a paper file in my computer, after a series of fruitless clickings, I clicked on the Google Desktop icon. That brings up a reasoanly short list of possible spots. With one more click, the right thing was found. Powerful search engines have beat my memory and my organization capability.
With such an important role to play for knowledge management, search tools are bound to continue to advance. Currently, for example, finding rare, local services is still not readily accessible.
Search is becoming a powerful way of finding knowledge. In the data and information management era, quick finding is ensured by proper organization. Organization depends on classification and hierarchical layering. While classification and hierachical structuring are still important, they are becoming more and more difficult due to the very nature and massive amount of knowledge resource. More than once when I was looking for an e-mail or a paper file in my computer, after a series of fruitless clickings, I clicked on the Google Desktop icon. That brings up a reasoanly short list of possible spots. With one more click, the right thing was found. Powerful search engines have beat my memory and my organization capability.
With such an important role to play for knowledge management, search tools are bound to continue to advance. Currently, for example, finding rare, local services is still not readily accessible.
Monday, February 26, 2007
What's so unique about Nucor Steel?
For one thing, the phrase Knowledge Management doesn't seem to appear anywhere on the company bulletin board. What matters is not the label, of course. It's doing what you know that makes knowledge a source of competitive advantage that truly matters.
Making sure good knowledge constantly gets created is fundamental. Networking with external sources is important. But being aggressive and systematic in running good experiments to create proprietary knowledge from within the organization can bring about even greater value.
Knowledge is created by people and applied by people to boost performance. Recruiting people from knowledge management perspective is an age old wisdom with a little new significance in today's knowledge economy.
Making sure good knowledge constantly gets created is fundamental. Networking with external sources is important. But being aggressive and systematic in running good experiments to create proprietary knowledge from within the organization can bring about even greater value.
Knowledge is created by people and applied by people to boost performance. Recruiting people from knowledge management perspective is an age old wisdom with a little new significance in today's knowledge economy.
Friday, February 23, 2007
Blogs and Wikis
We've barely scratched the thinnest surface of blogs and wikis as educational tools. Blogs and wikis have some things in common. But they are also different in several ways. Both can be used to capture thoughts and ideas. Blogs look just like a personal bulletine board that allows visitors to leave comments. Time is one of the most basic dimension in our experience. Content organization based on date and time, in and of itself, is a facinating feature. The core spirit of wikis is collaboration. Both blogs and wikis invite user participation in content creation. Wikis seem to be more open in terms of content contribution, while blogs give bloggers more control. Wikis give more room for participants to make their contribution. That is, more space is furnished by wikis. Just like time and space are both distinctive and related in some way, so are blogs and wikis.
I know I'm ready to use both blogs and wikis more for future teaching and research. Both are great tools for creation, organization, and distribution of both personal and enterprise knowledge. Increasing return is not just a good idea in knowledge economy. It's also a great driver in the enterprise of meaningful living.
Here's a great website on blogs and wikis for education. Now that I have put it down in my blog, I won't forget it when I need it. Ha! Ha!
http://opencontent.org/wiki/index.php?title=Main_Page
I know I'm ready to use both blogs and wikis more for future teaching and research. Both are great tools for creation, organization, and distribution of both personal and enterprise knowledge. Increasing return is not just a good idea in knowledge economy. It's also a great driver in the enterprise of meaningful living.
Here's a great website on blogs and wikis for education. Now that I have put it down in my blog, I won't forget it when I need it. Ha! Ha!
http://opencontent.org/wiki/index.php?title=Main_Page
Saturday, February 17, 2007
Bloggers for hire
A recent BusinessWeek article introduced a new Internet company called Federated Media Publishing Inc. (http://www.federatedmedia.net/blog/) that active bloggers would be excited about. This company functions as a broker matching big advertisers with cool blogs. It's an equivalent of Google's Adsense in a sense. Instead of relying on programs to automate every single step of the process, Federated Media has human specialists providing blog authors with valuable supports to make their blogging more efficient and more attractive. With this kind of service, bloggers can more seriously consider blogging an endeavor not only emotionally but also financially rewarding.
Sharing your experience, insight, and observations is usally like an echo chamber. But you are the only one in the chamber. Perhaps, that's a great reminder that we are simply rushing from one day to the next most of the time. There is not enough might, soul, and heart engaged on the life journey. Or, you've got to double check on your crowded schedule and see if it's possible to set aside a little more quiet time for yourselves. If even for nothing else, reflecting on your classes and your study can be very beneficial for improving your academic performance.
Blogs also should be used as a community building tool.
Sharing your experience, insight, and observations is usally like an echo chamber. But you are the only one in the chamber. Perhaps, that's a great reminder that we are simply rushing from one day to the next most of the time. There is not enough might, soul, and heart engaged on the life journey. Or, you've got to double check on your crowded schedule and see if it's possible to set aside a little more quiet time for yourselves. If even for nothing else, reflecting on your classes and your study can be very beneficial for improving your academic performance.
Blogs also should be used as a community building tool.
Thursday, February 8, 2007
Blogging is fun
Blogs can be used for both personal knowledge management (PKM) and exterprise knowledge management (EKM). As a PKM tool, blogs collect thoughts and ideas. With a little discipline, one can accumulate a great wealth of "thought prints" over years of blogging for life. Becoming famous or not, he/she will find it fun to go back and read about the journey traveled. For EKM, blogs are good for collaboration and knowledge sharing. For example, employees in different department can exchange ideas and feelings about a new company initiative. Members of the new product/service development team can provide insights from different points of view. Employee blogs can be kept on the intranet to prevent confidential content from leaking out.
I personally find blogging helpful in forcing me to practice my English writing. Since Chinese is much easier for me than English when it comes to expressing deep thoughts, I would usually prefer writing in Chinese rather than in English when given choices. However, I do love English as a language. Just like there are things that can only be more fully expressed in Chinese, there are also things that English does better than Chinese. Having been switching between three languages that I use regularly, I know how important it is to keep up with practicing. A great example of intellectual capital and increasing return here: The more you use, the more you have. And if you quit using a language for a while, you could lose it gradually.
The greatest challenge for blogging is time. But it's a habbit worth spending time to develop.
I personally find blogging helpful in forcing me to practice my English writing. Since Chinese is much easier for me than English when it comes to expressing deep thoughts, I would usually prefer writing in Chinese rather than in English when given choices. However, I do love English as a language. Just like there are things that can only be more fully expressed in Chinese, there are also things that English does better than Chinese. Having been switching between three languages that I use regularly, I know how important it is to keep up with practicing. A great example of intellectual capital and increasing return here: The more you use, the more you have. And if you quit using a language for a while, you could lose it gradually.
The greatest challenge for blogging is time. But it's a habbit worth spending time to develop.
Sunday, January 28, 2007
Sustainable competitive advantage comes from proprietary knowledge
A low barrier to entry does not prevent existing and prospective competitors from entering the race for the same profitable business. Similarly, in order for the knowledge-based competitive advantage to be sustainable, it must be difficult for anybody else to import or create the knowledge. In an era in which knowledge quickly gets obsolete, the only way an organization can stay at the top of competition all the time is to constantly renew and expand its knowledge base. A steel manufacturing company called Nucor Corp. (www.nucor.com ) and the most envied Google pop up in my mind on this point.
Nobody can afford basking on its past or current success for too long a time and still expect to be a model business. Just like the earth never stops revolving aroung the sun, a business must constanly move along the right direction and do so in the right way. This is just how the reality work. Calling it challenge or calling it fun doesn't change the basic nature of competition. Asking why doesn;t help. It's easier to deal with you own perspective.
The only way to sustain competitive advantage is to constantly recreate competitive advantage. This is equally applicable to a society, a firm, a department, and an individual.
Nobody can afford basking on its past or current success for too long a time and still expect to be a model business. Just like the earth never stops revolving aroung the sun, a business must constanly move along the right direction and do so in the right way. This is just how the reality work. Calling it challenge or calling it fun doesn't change the basic nature of competition. Asking why doesn;t help. It's easier to deal with you own perspective.
The only way to sustain competitive advantage is to constantly recreate competitive advantage. This is equally applicable to a society, a firm, a department, and an individual.
Friday, January 26, 2007
Experience: Pros and Cons
Wikipedia defines experience as a general concept that comprises "knowledge of or skill in or observation of some thing or some event gained through involvement in or exposure to that thing or event." One with a lot of experience in a certain field knows a lot about that field and can be called an expert. An expert solves problems both effectively and efficiently. Experience therefore is a big part of expertise. It lies in the core of maturity.
Firsthand experience is good becuase of the opportunity to see how things actually work in a real circumstance. Some experience can even change one's perspective and thinking at a fundamental level, triggering a chain effect in his/her life. However, firsthand experience may be biased by personal interpretation. Besides, given the limited amount of time that can be devoted to experiencing, we can't simply rely on firsthand experience to grow our knowledge base. Although second-hand experience is not as intimate as firsthand experience, there can be more available to promote learning.
For the most part, experience is good. Obtaining firsthand business or work experience adds value to one's employability and can mean something positive in the eyes of the prospective employer. From the perspective of IR (increasing return) effect, it's advisable for a full time student to take the first step in accumulating work experience as soon as possible. On some occasions, however, we want to be careful not to be misguided by our past experience. Things, both internal and external, may have changed and require revision of your knowledge base. It's a good mental exerciese to develop of habit of reflecting on your exprience regarding something and evaluate with a fresh mind how valid those experiences really are. Thinking outside the box often is critical in innovation.
Firsthand experience is good becuase of the opportunity to see how things actually work in a real circumstance. Some experience can even change one's perspective and thinking at a fundamental level, triggering a chain effect in his/her life. However, firsthand experience may be biased by personal interpretation. Besides, given the limited amount of time that can be devoted to experiencing, we can't simply rely on firsthand experience to grow our knowledge base. Although second-hand experience is not as intimate as firsthand experience, there can be more available to promote learning.
For the most part, experience is good. Obtaining firsthand business or work experience adds value to one's employability and can mean something positive in the eyes of the prospective employer. From the perspective of IR (increasing return) effect, it's advisable for a full time student to take the first step in accumulating work experience as soon as possible. On some occasions, however, we want to be careful not to be misguided by our past experience. Things, both internal and external, may have changed and require revision of your knowledge base. It's a good mental exerciese to develop of habit of reflecting on your exprience regarding something and evaluate with a fresh mind how valid those experiences really are. Thinking outside the box often is critical in innovation.
Tuesday, January 23, 2007
Abundance is the key
Is knowledge management about management of knowledge or management of the knower. I think it's both. Knowledge as hardware, software, design, patent, paper, or other forms of representation can and ought to be managed. However, a lot of valuable knowledge only resides in people's head. Tacit knowledge can be created and shared primarily through the networking and interaction between the knower and the learner. What needs to be remembered is that effective management of valuable knowledge requries systematic measures, not ad hoc actions.
Often the use of knowledge as a logical assets creates increasing return due to the network effect. The network effect results when two entities interact to produce the result that is greater than the sum. Knowledge sharing, wehn done in the way way, produces network effect, which in turn propels increasing return. This, coupling with the fact that knowledge is only used and not consumed (used up), explains why knowledge economy is an economy of abundance, not scarcity. From both individual and management's point of view, this is a great example of "is give is to get."
Often the use of knowledge as a logical assets creates increasing return due to the network effect. The network effect results when two entities interact to produce the result that is greater than the sum. Knowledge sharing, wehn done in the way way, produces network effect, which in turn propels increasing return. This, coupling with the fact that knowledge is only used and not consumed (used up), explains why knowledge economy is an economy of abundance, not scarcity. From both individual and management's point of view, this is a great example of "is give is to get."
Saturday, January 20, 2007
Some thoughts about knowledge economy
Knowledge economy either denotes the economy of knowledge as products/services or knowledge-based economy. The latter refers to activities or processes directed by knowledge as strategic assets. Two most striking contrasts of knowledge economy with physical economy lie in (1) the difference between abundance and scarcity and (2) the phenomenon of increasing return. Ideas don't necessarily get used up. Instead, ideas can breed even more ideas. The dynamics of the idea economy is meta-scientific, beyond physics and chemistry.
Knowledge economy is driven by globalization, information/knowledge intensity, and ubiquitous connectivity. The first two constitute demand factors while the third driving force represents a supply factor with regard to knowledge production and use. Wherever there are supply and demand, there is a market. The knowledge market can be internal or external. The internal market of knowledge results in improved innovation, which in turn is reflected in the external market. The basic outcome of knowledge exercised in the external market is economic benefit.
When viewed from the knowledge perspective, business management and business operations can take on a very different, and often deeper, meaning. Just as with e-everything, there'd be k-everything. Call it knowledge literacy or knowledge sensitivity if you want.
Knowledge economy is driven by globalization, information/knowledge intensity, and ubiquitous connectivity. The first two constitute demand factors while the third driving force represents a supply factor with regard to knowledge production and use. Wherever there are supply and demand, there is a market. The knowledge market can be internal or external. The internal market of knowledge results in improved innovation, which in turn is reflected in the external market. The basic outcome of knowledge exercised in the external market is economic benefit.
When viewed from the knowledge perspective, business management and business operations can take on a very different, and often deeper, meaning. Just as with e-everything, there'd be k-everything. Call it knowledge literacy or knowledge sensitivity if you want.
Friday, January 19, 2007
Data, Information, Knowledge, and Wisdom
Data represent certain aspects of entities, logical and physical. Information adds relationship into the description. Knowledge links information and data to problems-solving, decision-making, and/or actions. Data is objective. Information is objective and subjective. Knowledge can be even more subjective in addition to being objective. Wisdom guides thinking and action toward problem-solving by adding perspective to the scenario. From data to information to knowledge and then to wisdom, the distinction can be depicted as one circle enclosed by another with feebback arrows pointing from any outside circle back to inner ones. The point is they are all related to each other, mutually reinforcing and mutually regulating. It's a double arrow-headed link bewteen cause and effect. This shouldn't be surprising because the main actors are human beings. Human beings can be extremely non-linear in their thinking and actions,
Thursday, January 18, 2007
Knowledge Economy and Increasing Return
Inreasing return is driven by the virtuous cycle. Virtuous cycle is started somewhere sometime by somebody. What I have yet to determine is the source of this first "push". Is it internal? or external? How are they different? Perhaps it's either one, or both. Once a virtuous cycle gets started, it's vital to keep the steam going. Or better yet, create an accelerating force to turn addition into multiplication, linear growth to exponential explosion! What's the most important factor to jump-start the cycle and to keep the cycle? Leadership matters, for sure. What about middle managers? First-line people? Technology is probably not as significant as many people would like it to be. Technology is at best an equalizer, enabling small players to on the equal footing in competing with their larger counterparts. Wait a minute. What about innovative use of technology? That can be signigicant, especially when the technology is used to change the way people work, communicate and live.
Wednesday, January 17, 2007
Blogs can be a cool tool for keeping track of thoughts
I did this last semester. This semester I am going to do it again. I will continue to experiment with blogging to help keep track of my wonderful thoughts about knowledge-based decision support. This is done partly out of trust in Google to manage their systems the way their are supposed to: privacy will be respected. Content will not get lost. Convenience and useful features are the real incentives, of course.
Recording and storing thoughts with help of great technology are a sure way to organize and accumulate ideas. This is actually practicing what you preach about management of tacit knowledge. Everything existing only in the head is tacit by its very nature. The content of the brain can not be seen in any reasonable way. To make the implicit explicit, you must describe it in some way. This is not always an easy task. It's especially hard in the beginning. But you get better and better with practice and experience.
Another obstacle is reluctance to open yourself up to the whole world. Actually this is mainly a matter of perception. Some online activities may be risky, but certainly not blogging. There is no private information to leak out. You have total control over what to disclose. It's alright to share your thoughts, understanding, or even your emotion with others. It's a good habit actually. Only those who are really interested in your content will take time to read it. No instrusion to worry about. No apology to make. In summary, the benefit well exceeds the cost.
Make this a good new habit to pick up for this year. Happy blogging to you all!
Recording and storing thoughts with help of great technology are a sure way to organize and accumulate ideas. This is actually practicing what you preach about management of tacit knowledge. Everything existing only in the head is tacit by its very nature. The content of the brain can not be seen in any reasonable way. To make the implicit explicit, you must describe it in some way. This is not always an easy task. It's especially hard in the beginning. But you get better and better with practice and experience.
Another obstacle is reluctance to open yourself up to the whole world. Actually this is mainly a matter of perception. Some online activities may be risky, but certainly not blogging. There is no private information to leak out. You have total control over what to disclose. It's alright to share your thoughts, understanding, or even your emotion with others. It's a good habit actually. Only those who are really interested in your content will take time to read it. No instrusion to worry about. No apology to make. In summary, the benefit well exceeds the cost.
Make this a good new habit to pick up for this year. Happy blogging to you all!
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