Understanding knowledge
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The document defines key terms related to knowledge, cognition, learning, and expertise. It discusses the differences between data, information, and knowledge. It also describes different types of knowledge like shallow vs deep knowledge and explicit vs tacit knowledge. The document outlines how experts develop knowledge through experience and heuristics. It discusses human reasoning processes and the progression from procedural to episodic knowledge with experience.
Understanding knowledge
- 1. Understanding Knowledge Chapter 2
- 2. Overview Definitions Cognition Expert Knowledge Human Thinking and Learning Implications for Management
- 3. Definitions Knowledge: Understanding gained through experience or study “know-how” Intelligence : Capacity to acquire and apply knowledge; thinking and reasoning; ability to understand and use language Memory : Ability to store and retrieve relevant experience at will; part of intelligence
- 4. Definitions Learning : Knowledge acquired by instruction or study; consequence of intelligent problem solving Experience : Relates to what we’ve done and to knowledge; experience leads to expertise Common Sense: Unreflective opinions of ordinary people Heuristic : A rule of thumb based on years of experience
- 5. Data, Information, and Knowledge Data : Unorganized and unprocessed facts; static; a set of discrete facts about events Information : Aggregation of data that makes decision making easier Knowledge is derived from information in the same way information is derived from data; it is a person’s range of information
- 7. Data, Information, and Knowledge Data is a set of discrete facts about events Information becomes knowledge with questions like “what implications does this information have for my final decision?” Knowledge is understanding of information based on its perceived importance Knowledge , not information, can lead to a competitive advantage in business
- 8. Types of Knowledge Shallow (readily recalled) and deep (acquired through years of experience) Explicit (codified) and tacit (embedded in the mind) Procedural (psychomotor skills) versus episodical (chunked by episodes; autobiographical) Chunking knowledge
- 9. Knowledge as Know-How Know-how distinguishes an expert from a novice Experts represent their know-how in terms of heuristics, based on experience Know-how is not book knowledge; it is practical experience
- 10. Reasoning and Heuristics Humans reason in a variety of ways: Reasoning by analogy : relating one concept to another Formal reasoning : using deductive or inductive methods Case-based reasoning : reasoning from relevant past cases
- 11. Deductive and inductive reasoning Deductive reasoning: exact reasoning. It deals with exact facts and exact conclusions Inductive reasoning : reasoning from a set of facts or individual cases to a general conclusion
- 12. FROM PROCEDURAL TO EPISODIC KNOWLEDGE Shallow Procedural Knowledge Knowledge Knowledge of how to do a task that is essentially motor in nature; the same knowledge is used over and over again. _______________________________________________ Declarative Knowledge Surface-type information that is available in short-term memory and easily verbalized; useful in early stages of knowledge capture but less so in later stages. _______________________________________________ Semantic Knowledge Hierarchically organized knowledge of concepts, facts, and relationships among facts. _______________________________________________ Episodic Knowledge Knowledge that is organized by temporal spatial means, not by concepts or relations; experiential information that is chunked by episodes. This knowledge is highly compiled Deep and autobiographical and is not easy to extract or capture. Knowledge
- 13. EXPLICIT AND TACIT KNOWLEDGE Explicit knowledge: knowledge codified and digitized in books, documents, reports, memos, etc. Tacit knowledge: knowledge embedded in the human mind through experience and jobs Tacit and explicit knowledge have been expressed in terms of knowing-how and knowing-that, respectively Understanding what knowledge is makes it easier to understand that knowledge hoarding is basic to human nature.
- 14. Knowledge As An Attribute of Expertise An expert in a specialized area masters the requisite knowledge The unique performance of a knowledgeable expert is clearly noticeable in decision-making quality Knowledgeable experts are more selective in the information they acquire Experts are beneficiaries of the knowledge that comes from experience See Figure 2.5 next: academic knowledge contributes to conceptual knowledge—a prerequisite for practical knowledge
- 15. Human Learning Learning occurs in one of three ways: Learning by experience : a function of time and talent Learning by example : more efficient than learning by experience Learning by discovery : undirected approach in which humans explore a problem area with no advance knowledge of what their objective is.
- 16. Understanding Knowledge Chapter 2