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CRITERIA OF SELECTING A SAMPLING PROCEDURE
Dr.SANGEETHA R
Assistant Professor
PG & Research Department of Commerce with International Business
Hindusthan College of Arts and Science, Coimbatore
CRITERIA OF SELECTING A SAMPLING PROCEDURE
In this context one must remember that two costs are involved in a sampling
analysis viz., the cost of collecting the data and the cost of an incorrect
inference resulting from the data. Researcher must keep in view the two
causes of incorrect inferences viz., systematic bias and sampling error.
A systematic bias results from errors in the sampling procedures, and it
cannot be reduced or eliminated by increasing the sample size. At best the
causes responsible for these errors can be detected and corrected. Usually a
systematic bias is the result of one or more of the following factors:
1. Inappropriate sampling frame: If the sampling frame is inappropriate
i.e., a biased representation of the universe, it will result in a systematic
bias.
2. Defective measuring device: If the measuring device is constantly in error,
it will result in systematic bias. In survey work, systematic bias can result if
the questionnaire or the interviewer is biased. Similarly, if the physical
measuring device is defective there will be systematic bias in the data
collected through such a measuring device.
3. Non-respondents: If we are unable to sample all the individuals initially
included in the sample, there may arise a systematic bias. The reason is that
in such a situation the likelihood of establishing contact or receiving a
response from an individual is often correlated with the measure of what is
to be estimated.
4. Indeterminancy principle: Sometimes we find that individuals act
differently when kept under observation than what they do when kept in
non-observed situations.
For instance, if workers are aware that somebody is observing them in course
of a work study on the basis of which the average length of time to complete
a task will be determined and accordingly the quota will be set for piece
work, they generally tend to work slowly in comparison to the speed with
which they work if kept unobserved.
Thus, the indeterminancy principle may also be a cause of a systematic bias.
5. Natural bias in the reporting of data:
Natural bias of respondents in the reporting of data is often the cause of a
systematic bias in many inquiries. There is usually a downward bias in the
income data collected by government taxation department, whereas we find
an upward bias in the income data collected by some social organisation.
People in general understate their incomes if asked about it for tax purposes,
but they overstate the same if asked for social status or their affluence.
Generally in psychological surveys, people tend to give what they think is the
โ€˜correctโ€™ answer rather than revealing their true feelings.
Reference : C.R.Kothari

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Criteria of selecting a sampling procedure

  • 1. CRITERIA OF SELECTING A SAMPLING PROCEDURE Dr.SANGEETHA R Assistant Professor PG & Research Department of Commerce with International Business Hindusthan College of Arts and Science, Coimbatore
  • 2. CRITERIA OF SELECTING A SAMPLING PROCEDURE In this context one must remember that two costs are involved in a sampling analysis viz., the cost of collecting the data and the cost of an incorrect inference resulting from the data. Researcher must keep in view the two causes of incorrect inferences viz., systematic bias and sampling error. A systematic bias results from errors in the sampling procedures, and it cannot be reduced or eliminated by increasing the sample size. At best the causes responsible for these errors can be detected and corrected. Usually a systematic bias is the result of one or more of the following factors: 1. Inappropriate sampling frame: If the sampling frame is inappropriate i.e., a biased representation of the universe, it will result in a systematic bias.
  • 3. 2. Defective measuring device: If the measuring device is constantly in error, it will result in systematic bias. In survey work, systematic bias can result if the questionnaire or the interviewer is biased. Similarly, if the physical measuring device is defective there will be systematic bias in the data collected through such a measuring device. 3. Non-respondents: If we are unable to sample all the individuals initially included in the sample, there may arise a systematic bias. The reason is that in such a situation the likelihood of establishing contact or receiving a response from an individual is often correlated with the measure of what is to be estimated. 4. Indeterminancy principle: Sometimes we find that individuals act differently when kept under observation than what they do when kept in non-observed situations.
  • 4. For instance, if workers are aware that somebody is observing them in course of a work study on the basis of which the average length of time to complete a task will be determined and accordingly the quota will be set for piece work, they generally tend to work slowly in comparison to the speed with which they work if kept unobserved. Thus, the indeterminancy principle may also be a cause of a systematic bias. 5. Natural bias in the reporting of data: Natural bias of respondents in the reporting of data is often the cause of a systematic bias in many inquiries. There is usually a downward bias in the income data collected by government taxation department, whereas we find an upward bias in the income data collected by some social organisation.
  • 5. People in general understate their incomes if asked about it for tax purposes, but they overstate the same if asked for social status or their affluence. Generally in psychological surveys, people tend to give what they think is the โ€˜correctโ€™ answer rather than revealing their true feelings. Reference : C.R.Kothari