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- Handout
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- STA632 Sampling Techniques
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- PDF 2.6 MB
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- 23 Oct 2026
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BASIC CONCEPTS
Q . Define Sampling Techniques?
Answer: The data is very important for decision making. Appropriate method of data collection is desired. How best to obtain the data or sample. How best to use the data/sample to estimate the characteristic of the whole population. There are two parts of any sampling strategy. First is the selection procedure. Second is the estimation procedure.
Q .Define sampling?
Answer: The method of selecting the sample is called sampling design.
Q . Define sample?
Answer: A perfect sample would be a version of population, mirroring every characteristic of population. (Lohr,2nd edition).A good sample is a small but representative part of the population.
Q . What is difference between Observation and Sampling Units?
Answer: A unit that can be selected for a sample is called sampling unit. An object on which a measurement is taken is called observation unit.
Q . Define sampling frame?
Answer: The sampling frame is the list/map from which the potential sampling units are drawn. For example, List of all the class rooms , Map of area containing farms.
Q . Distinguish between parameter and statistic?
Answer: A parameter is any summary number described the whole population. A Statistic is any summary number obtained from a sample.
Q . Define sampling error?
Answer: The errors in the estimates because sample is the part of population. The difference between the parameter and statistic is considered a sampling error. Sampling Error= Statistic-Parameter.
Q . Define non-sampling error?
Answer: These errors can occur even the whole population is studied. Non-sampling error cannot attributed to the sampling.
Q . What is selection bias?
Answer: When a random process is not considered in selection of sample. Some part of the population is ignored during selection of sample. Some results of study may not be accurate.
Q . What is measurement error?
Answer: When the response has a tendency to differ from the true value in one direction. problem with the measurement instrument.
Q . Define Nonresponse?
Answer: Ans: The individuals chosen for the sample are not ready to participate in the survey. It is called nonresponse. This is a type of selection bias.
Q . What is probability sample?
Answer: This is a sample which is obtained when each unit of the population has some chances for being included into the sample. This is obtained by a random process. Example: A bag consists on one white and one black ball.
Q . Define randomness?
Answer: When a unit has some chances of selection in the sample. When we are not certain about the selection of any unit
Q . How many types of probability sampling?
Answer: Simple random sampling, stratified sampling, cluster sampling, systematic sampling, multistage /multiphase sampling.
Q. Define Non-probability sampling?
Answer: No random process is followed for the selection of units. The population is evenly distributed with respect to the characteristics of interest.
Q . What is convenience sampling?
Answer: Respondents are selected according to convenience of researcher. This is also called accidental sampling, opportunity sampling or grab sampling.
Q. Define purposive sampling?
Answer: The units which are appropriate to meet the objective of study. The selection is based on the judgment of researcher.
Q. What is quota sampling?
Answer: The population is divided into subgroups on the basis of similar characteristics. The subgroups are called “Quota”. The nonrandom selection is made in each quota.
Q . Define snow-ball sampling?
Answer: This is also called chain sampling so it works like a chain. The selected subject asked for the assistance to reach the other subjects.
Q. Define simple random sampling?
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