Value of Information
The decision theory suggests the methods of solving the
problems of decision making under certainty, risk and uncertainty. A decision making situation is of
certainty when the decision maker has full knowledge about the alternatives and
its outcomes. This is possible when perfect information is available. Therefore,
the information has a perceived value in terms of decision making. The decision
maker feels more secured when additional information is received in case of
decision making under an uncertainty or a risk. The information is called
perfect information, if it wipes out uncertainty or risk completely. However,
perfect information is a myth.
Table: The Methods of Data and Information Collection
Method
|
Example
|
Comment
|
Observation
|
The first hand knowledge
avoids a response bias. An accuracy of observation will decide the response.
It is dependent on the observer and is influenced by the bias.
|
Visit to the customer
for assessing the customer complaints. A visit to assess the accidental
damage.
|
Experiment
|
The information on a
specific parameter can be obtained through a control over variables. The
quality of information depends on the design of the experiments.
|
Assembly the yield of a
new fertilizer by a design of the control experiment. Assessing the market
response to a new packaging through test marketing.
|
Survey
|
One time. Enables to
cover the interested population on specific aspects. The quality of
questionnaire will decide the quality of information.
|
Market survey, opinion
polls, and census.
|
Subjective Estimation
|
In the absence of all
the three above, the expert options may be called to collect the information.
|
Data pertaining to
future like the alternate sources of energy, the life style in the 21st
century.
|
Transaction
Processing
|
The data exists but
needs a processing and integration for reporting.
|
Ledgers, payroll, stock
statements, sales report.
|
Purchased from outside
|
Easily available at a
price. May be expensive and many have a bias depending on the source.
|
Databases on the
specific subject, research studies.
Market and technology studies.
|
Publications
|
Low cost but may project
or emphasize one view or the other.
Information may be lopsided.
|
The government
publications, the industry publications, the institutional publications such
as NCAER, NCL, BANKS, UNO the various public forums.
|
Government agencies
|
Available but may not be
directly useful not knowing the details of collection analysis is usually not
the latest.
|
The Reverse Bank of
India
publications. The Tax publications, the reports and findings.
|
The decision theory stipulates that the value of the
additional information is the value of the change in the decision behavior,
resulted by the information, less the cost of obtaining the information. If the additional information does not
cause any change in the decision behavior then the value of the additional
information is zero. The value of
the additional information making the existing information perfect (VPI) is:
VP1 = (V2 - V1) -
(C2 – C1)
Where V is the value of the information and C is the cost of
obtaining the information. V1 and C1
relate to one set of information and V2, C2 relate to the new set. If the VP1 is
very high, then it is beneficial to serve the additional information need.
A manager is faced with the problem of decision making under
uncertainty or risk conditions, if he does not know the perfect information
about the decision situation. Further, his ability to generate decision
alternatives owing to the imperfect information of the situation, and also the
expected events in the future is limited.
In other words, given a set of possible decisions, a decision maker will
select one on the basis of the available information. If the new information cause a change in
the decision, then the value of the new information is the difference in the
value between the outcome of the old decision and that of new decision, less the
lost of obtaining the new information.
In MIS, the concept of the value of information is used to
find out benefit of perfect information and if the value is significantly high,
the system should provide it. If the value is in signification, it would not be
worth collecting the additional information. The decisions at the operational and the middle management
level are such that the value of additional or new information is low, while at
the higher levels of the management, the decision being mainly strategic and
tactical in nature, the value of additional information is very high.