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The old adage / saying goes along the lines that
knowledge can be defined as knowing a tomato
is a fruit…
And that wisdom is therefore knowing that you
don't add a tomato to a fruit salad...
There are a number of models and frameworks
that investigate the data-information-knowledge-
wisdom continuum
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Data
Data are raw facts and
figures that on their
own have no meaning
These can be any
alphanumeric
characters i.e. text,
numbers, symbols
Note the “are” bit above? What does this mean?
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Data Examples
Yes, Yes, No, Yes, No, Yes, No, Yes
42, 63, 96, 74, 56, 86
111192, 111234
None of the above data sets have any
meaning until they are given a CONTEXT
and PROCESSED into a useable form
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Data Into Information
To achieve its aims the organisation will
need to process data into information.
Data needs to be turned into meaningful
information and presented in its most
useful format
Data must be processed in a context in
order to give it meaning
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Information
Data that has been processed within a
context to give it meaning
OR
Data that has been processed into a
form that gives it meaning
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Examples
In the next 3 examples
explain how the data
could be processed to
give it meaning
What information can
then be derived from
the data?
Suggested answers are given at the end of this presentation
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Example 1
Yes, Yes, No, Yes, No, Yes,
No, Yes, No, Yes, YesRaw Data
Context
Responses to the market
research question – “Would
you buy brand x at price y?”
Information ???
Processing
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Example 2
Raw Data
Context
Information
42, 63, 96, 74, 56, 86
Jayne’s scores in the six
AS/A2 ICT modules
???
Processing
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Example 3
Raw Data
Context
Information
111192, 111234
The previous and current
readings of a customer’s
gas meter
???
Processing
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Encoding Information
• Processing turns data into information
• Sometimes you might want to turn information
into data – i.e. to store it – this is called
encoding
• How do you code information to make it easy
to re-process, without losing it’s meaning?
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Sources of Data
Internal or External?
• Internal communication is communication with people inside the
same organisation or company
• External communication is with people outside the company, such
as suppliers or customers.
Direct or Indirect?
• Direct data are collected for the purpose of the processing being
undertaken – e.g. time cards for pay
• Indirect data are originally collected for another purpose, but is now
being processed to provide extra information - e.g. spending patterns
from credit cards
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Information Channels
Formal or Informal?
• Formal channels are the official (or reliable!) ones,
such as memos, letters, the company noticeboard,
etc.
• Informal channels are the unofficial ones, such as
office gossip, informal meetings and rumours –
these can often be unreliable.
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The Value of Information
• It is often said that we are in the information age, and that information
is a valuable commodity.
• Why is information valuable? Because:
•It allows us to plan how to run our business more effectively – e.g.
shops can stock what customers want, when they want it, and
manufacturers can anticipate demand
•Marketing materials can be targeted at people and customers that
you know could be interested in your products and services
•This can lead to increased customer satisfaction and therefore
profit
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Good Quality Information
• The characteristics of good quality information – it should be:
•Accurate
•Up-to-date
•Relevant
•Complete
•On-time
•Appropriately presented
•Intelligible
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Collecting Information
How is information about people collected?
1. Obviously you can ask people questions about their spending
habits, etc. (but they might not like it!)
2. Or you can use a more indirect approach:
• Supermarket loyalty cards
- e.g. easily identify vegetarians!
• Credit card transactions
- amounts and locations
- can help prevent fraud, too!
• ATMs, CCTV, till transactions, etc.
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Coding Information
• Information stored in a computer is often coded
• Coding categorises information and can replace
long, description strings with a few letters or
numbers (or both!)
• You are probably familiar with examples such as F
for female and M for male
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Coding - Advantages
Information is often coded because:
• It is quicker to enter into the computer
• It require less disc space to store, and less memory to process
• It can make processing easier – or possible – as there will be
fewer responses
• It improves the consistency of the data as spelling mistakes are
less likely
• Validation is easier to apply
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Coding - Disadvantages
Coding also has some negative effects :
• Information is coarsened by forcing it all into
categories – there might not be a category that
matches what you want to record – e.g. hair colour
• The same can be true of rounding numbers – the
intervals or numbers of categories is called the
granularity – this needs to be chosen carefully to
maintain the quality of the information
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Exam Tip
You’ll nearly always be asked to give
examples of data processed into
information
Don’t use:
• Traffic lights
• Dates of birth
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Knowledge
Knowledge is the understanding of rules
needed to interpret information
“…the capability of understanding the
relationship between pieces of
information and what to actually do
with the information”
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Knowledge
• Data and information deal with facts and figures
• Knowing what to do with them requires knowledge
• Knowledge = information + rules
• Rules tell us the likely effect of something
• For example: you are more likely to pass your A
level IF you do your coursework and revise for your
exam!
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Knowledge Examples
Using the 3 previous examples:
• A Marketing Manager could use this information to
decide whether or not to raise or lower price y
• Jayne’s teacher could analyse the results to determine
whether it would be worth her re-sitting a module
• Looking at the pattern of the customer’s previous gas
bills may identify that the figure is abnormally low and
they are fiddling the gas meter!!!
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Knowledge Workers
Knowledge workers have specialist
knowledge that makes them “experts”
• Based on formal and informal rules they have
learned through training and experience
Examples include doctors, managers,
librarians, scientists…
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Expert Systems
Because many rules are based
on probabilities computers can
be programmed with “subject
knowledge” to mimic the role
of experts
One of the most common uses
of expert systems is in
medicine
• The ONCOLOG system shown
here analyses patient data to
provide a reference for doctors,
and help for the choice,
prescription and follow-up of
chemotherapy
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Summary
Information Data Context Meaning= ++
Processing
Data – raw facts and figures
Information – data that has been processed (in a context) to give it meaning