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MIS 420: Data, Context, Information, Knowledge
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[recap]: video/hoa#1 What does McCandless mean by data is meaningless without context? Why do you think it is important for data to tell a story? What does McCandless mean by data is the new soil? What are the importance of relative figures instead of absolute figures? Some people argue that visualization oversimplifies the data it represents. Do you agree/disagree? Why?
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[recap]: big data
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[why look at data?]: To answer a question To explore
What percentage of college players make it to the NFL? Answer: 0.2% How many people died last year because of preventable medical errors? Answer: 44,000 to 98,000 To explore May find question along the way Keep open mind for: Unusual patterns, results Ah-ha! Moment Think about a good question to ask? Examples?
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[what is data?]: Raw facts and figures
No meaning until it is processed and given a context Data point: a value assigned to a thing Example: What values can we assign to the picture? What is it?: Football Category: Sport Color(s): Brown & White Condition: New, Used Size: 11in (length); 22in (circ.) Weight: 14oz Price: $20 What about something else? Human? Beer?
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[where does data come from?]:
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[types of data]: Qualitative data: is not expressed as a number.
Feelings, emotions (Facebook status, Tweet) Interview transcript Description of colors, texture, taste, etc. Quantitative data: information measured and written down with numbers. Score on a test Number of laces on a football Price of item, size of item In pictures to right, what data is qualitative and quantitative?
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[unstructured vs. structured data]:
Information that doesn't reside in a traditional row-column database Sentence: “I have 5 used brown footballs with a circumference of 22 inches and a length of 11 inches.” No fixed underlying structure Ex: PDFs, images (.png), s, videos 80% to 90% of data in an organization Resides in a fixed field within a record or file is called structured data Ex: CSV structured format of football “quantity”, “color”, “condition”, “item”, “category”, “circumference(in)”, “price per unit (USD)” 5,”brown”,”used”,”ball”,”football”,22,11
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[data to information to knowledge]:
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[data to information to knowledge]: example 1
Remember, data has no meaning until it is given a context and processed Then, it can be deemed as information What do these numbers mean? 51, 77, 58, 82, 64, 70 Needs a context Test scores achieved by students Needs to be processed in some form (i.e., needs an interesting and practical question) Ex: what average text score Information: the average test score for the students is 67%.
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[data to information to knowledge]: example 2
What does this text mean? chocolate, strawberry, vanilla, strawberry, vanilla, vanilla, strawberry, vanilla, vanilla Needs a context Tubs of ice cream sold yesterday Needs to be processed in some form needs an interesting and practical question) Needs to be analyzed Ex: what was the most popular flavor sold yesterday Information: we create a chart from the data to show which was the most popular flavor
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[data to information to knowledge]: example 1
Knowledge: the capability of understanding the relationship between pieces of information and what to do with the information. Simple definition: what to do with the information. Example: Data: 51, 77, 58, 82, 64, 70 Context: Student test scores Processing (analysis): what is the average. Let’s get it. Information: 67% is the average Knowledge: what would/could you do??
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[data to information to knowledge]: example 2
Knowledge: the capability of understanding the relationship between pieces of information and what to do with the information. Simple definition: what to do with the information. Example: Data: chocolate, strawberry, vanilla, strawberry, vanilla, vanilla, strawberry, vanilla, vanilla Context: Tubes of ice cream sold yesterday Processing (analysis): what was the most popular flavor sold yesterday Information: 56% Knowledge: what would/could you do??
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[where does knowledge come from?]:
Experience Training Manuals Procedures Other People Where else?
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[recap]: “Knowledge is the factor that allows you to take effective action. It allows you to make the right decision and to do the right thing.” – Nick Milton Knowledge provides capability and know-how Cannot have knowledge without data, context, and a story to tell.
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[class activity]: read these articles
flu-trends-shows-problems-of-big-data-without- context/?_php=true&_type=blogs&_r=0 mistake-you-cant-afford-to-make/ what’s the point? any other examples?
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