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H.K Dangi 1
Business Research
Sampling
Hamendra Dangi
hkdangi@yahoo.com
9968316938
• The tendency of the casual mind is to pick
out or stumble upon a sample which
supports or defies its prejudices, and then
to make it the representative of a whole
class. –Walter Lippmann
H.K Dangi 2
Sampling
• A population is the aggregate of all the
members of a defined group that is being
studied.
• A census involves collection of from every
member of the population being studied
H.K Dangi 3
• A sample is a group of people, objects, or
items taken from a larger population as a
representative of the population for
measurement and generalizing the findings
to the population as a whole
H.K Dangi 4
Sampling Design Process
H.K Dangi 5
Select a Sampling Technique
• Bayesian Versus Traditional approach
• Sampling with or without replacement
• Non-probability Versus probability
sampling
H.K Dangi 6
Sampling Techniques
H.K Dangi 7
Convenience:
• Convenience sampling is done based on
ease of selection of sample. The samples
are chosen simply because they were the
most convenient to choose.
H.K Dangi 8
Purposive Sampling
• For purposive sampling, the researcher
chooses the sample based on who they
think would be appropriate for the study.
H.K Dangi 9
Quota Sampling
• Under quota sampling the samples are
selected in quotas from different strata.
H.K Dangi 10
Snowball Sampling
• Snowball sampling is non-probability
sampling technique where existing samples
elements recruit future sample elements
from among their acquaintances
H.K Dangi 11
Simple Random Sampling
• Simple random sampling is defined by two
properties. First, each member of the
population has an equal and known
probability of being selected in the sample.
Second, each combination of members of
the population has an equal chance of
forming the sample.
H.K Dangi 12
Systematic Sampling
• Systematic sampling is also called as
Interval sampling. The sample is chosen by
selecting a random starting point and then
picking every ith element in succession
from the sampling frame.
H.K Dangi 13
stratified sampling
• For stratified sampling, the population is
divided into homogeneous groups called
Strata. The strata should be mutually
exclusive and collectively exhaustive.
Independent samples are selected from
each stratum
H.K Dangi 14
Cluster Sampling
• In cluster sampling the target population is
first divided into subpopulations called
clusters. The clusters are mutually
exclusive and collectively exhaustive
subpopulations. A random sample of
clusters is selected, using probability
sampling techniques.
H.K Dangi 15
• If clusters are geographic subdivisions, then the
cluster sampling is also referred to as area
sampling. In case the cluster sampling units do
not have the same or approximately same number
of elements, then each cluster being included in
the sample is selected randomly such that the
probability of selection is proportional to the size
of the cluster. This type of cluster sampling is
called Sampling with probability proportional to
size.
H.K Dangi 16
H.K Dangi 17
Question for Discussion
• In order to survey the opinions of its
customers, a restaurant chain obtained a
random sample of 30 customers from each
restaurant in the chain. Each selected
customer was asked to fill out a survey.
Which one of the following sampling plans
was used in this survey?
– Cluster sampling
– Stratified sampling
H.K Dangi 18
Online Sampling Techniques
• Internet surveys provide an easy and cost
effective method of survey. The online
survey can also provide a much better user
experience while answering the questions
than printed questionnaires.
H.K Dangi 19
• BREAK
H.K Dangi 20
Important terms and symbols
• Sample Statistic: A sample statistic is a summary
description of a characteristic or measure of the
sample. The sample statistic is used as an
estimate of the population parameter.
• Population Parameter: A population parameter is
a summary description of a fixed characteristic or
measure of the entire target population. A
population parameter indicates the true value
which would be obtained if a census was done
instead of a sample survey.
H.K Dangi 21
• Descriptive statistics: The statistics that
describe basic characteristics and
summarize the data in a straightforward
and understandable manner.
• Inferential statistics: The statistics which is
used to make inferences or generalize
results from a sample to an entire
population
H.K Dangi 22
• Proportions: A proportion denotes the
percentage of population elements that
successfully meet some criteria related to a
particular characteristic. A proportion may
be expressed as a percentage (20%), a
fraction (1/5), or a decimal value (0.20)
• Mean: The mean is the arithmetic average.
Researchers generally wish to know the
population mean µ
H.K Dangi 23
Sampling Distribution
• The sampling distribution is a distribution
of a sample statistic calculated for each
sample that can be possibly drawn from the
target population
H.K Dangi 24
H.K Dangi 25
Sample Size
• A researcher wants to estimate the
population mean of P/E ratio for all stocks
listed on National Stock Exchange with 99
per cent confidence. Suppose the sample
standard deviation of P/E ratios for stocks
listed on the NSE is s = 6.5. How many
stocks should be included in the sample if
margin of error of 2 is desired?
H.K Dangi 26
H.K Dangi 27
• A warehouse received a shipment of
returned glass bottles. These bottles are to
be sampled to estimate the proportion that
is unusable. From past experience, the
proportion of unusable bottles is estimated
to be 10 per cent. How large a random
sample should be taken to estimate the true
proportion of unusable bottles to within 7%
with 90 per cent confidence?
H.K Dangi 28
H.K Dangi 29
Question
• For a population of 900, what should be the
sampling size necessary to estimate the
populatin mean at 95 per cent confidence
with a sampling error of 5 and the standard
deviation equal to 15?
H.K Dangi 30
Discussion Question
• A survey is carried out at a university to estimate the
percentage of undergraduates interested in hostel
accommodation during the current year. The university's
registrar keeps an alphabetical list of all undergraduates,
with their current addresses. Suppose there are 20,000
undergraduates registered in the year during which this
research is conducted. Someone proposes to choose a
number at random between one and one hundred, count
that far down the list, then take that name and every
hundredth name after it for the sample.
H.K Dangi 31
– What will the sample size be?
– Is this a probability method? Is it the same as simple random
sampling
– Assume now that the registrar's list is not alphabetical, but rather
ordered by their percentage score in previous semester. Would
this method of sampling be adequate?
– Someone else proposes to go out and take the first hundred
undergraduates she sees as the sample. Is this a probability
method? Is it the same as simple random sampling?
– Assume that many students in the university who are from other
cities would have a higher chance of needing hostel. What
sampling method would you recommend?
H.K Dangi 32

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Br6 mcom16.pptx

  • 1. H.K Dangi 1 Business Research Sampling Hamendra Dangi hkdangi@yahoo.com 9968316938
  • 2. • The tendency of the casual mind is to pick out or stumble upon a sample which supports or defies its prejudices, and then to make it the representative of a whole class. –Walter Lippmann H.K Dangi 2
  • 3. Sampling • A population is the aggregate of all the members of a defined group that is being studied. • A census involves collection of from every member of the population being studied H.K Dangi 3
  • 4. • A sample is a group of people, objects, or items taken from a larger population as a representative of the population for measurement and generalizing the findings to the population as a whole H.K Dangi 4
  • 6. Select a Sampling Technique • Bayesian Versus Traditional approach • Sampling with or without replacement • Non-probability Versus probability sampling H.K Dangi 6
  • 8. Convenience: • Convenience sampling is done based on ease of selection of sample. The samples are chosen simply because they were the most convenient to choose. H.K Dangi 8
  • 9. Purposive Sampling • For purposive sampling, the researcher chooses the sample based on who they think would be appropriate for the study. H.K Dangi 9
  • 10. Quota Sampling • Under quota sampling the samples are selected in quotas from different strata. H.K Dangi 10
  • 11. Snowball Sampling • Snowball sampling is non-probability sampling technique where existing samples elements recruit future sample elements from among their acquaintances H.K Dangi 11
  • 12. Simple Random Sampling • Simple random sampling is defined by two properties. First, each member of the population has an equal and known probability of being selected in the sample. Second, each combination of members of the population has an equal chance of forming the sample. H.K Dangi 12
  • 13. Systematic Sampling • Systematic sampling is also called as Interval sampling. The sample is chosen by selecting a random starting point and then picking every ith element in succession from the sampling frame. H.K Dangi 13
  • 14. stratified sampling • For stratified sampling, the population is divided into homogeneous groups called Strata. The strata should be mutually exclusive and collectively exhaustive. Independent samples are selected from each stratum H.K Dangi 14
  • 15. Cluster Sampling • In cluster sampling the target population is first divided into subpopulations called clusters. The clusters are mutually exclusive and collectively exhaustive subpopulations. A random sample of clusters is selected, using probability sampling techniques. H.K Dangi 15
  • 16. • If clusters are geographic subdivisions, then the cluster sampling is also referred to as area sampling. In case the cluster sampling units do not have the same or approximately same number of elements, then each cluster being included in the sample is selected randomly such that the probability of selection is proportional to the size of the cluster. This type of cluster sampling is called Sampling with probability proportional to size. H.K Dangi 16
  • 18. Question for Discussion • In order to survey the opinions of its customers, a restaurant chain obtained a random sample of 30 customers from each restaurant in the chain. Each selected customer was asked to fill out a survey. Which one of the following sampling plans was used in this survey? – Cluster sampling – Stratified sampling H.K Dangi 18
  • 19. Online Sampling Techniques • Internet surveys provide an easy and cost effective method of survey. The online survey can also provide a much better user experience while answering the questions than printed questionnaires. H.K Dangi 19
  • 21. Important terms and symbols • Sample Statistic: A sample statistic is a summary description of a characteristic or measure of the sample. The sample statistic is used as an estimate of the population parameter. • Population Parameter: A population parameter is a summary description of a fixed characteristic or measure of the entire target population. A population parameter indicates the true value which would be obtained if a census was done instead of a sample survey. H.K Dangi 21
  • 22. • Descriptive statistics: The statistics that describe basic characteristics and summarize the data in a straightforward and understandable manner. • Inferential statistics: The statistics which is used to make inferences or generalize results from a sample to an entire population H.K Dangi 22
  • 23. • Proportions: A proportion denotes the percentage of population elements that successfully meet some criteria related to a particular characteristic. A proportion may be expressed as a percentage (20%), a fraction (1/5), or a decimal value (0.20) • Mean: The mean is the arithmetic average. Researchers generally wish to know the population mean µ H.K Dangi 23
  • 24. Sampling Distribution • The sampling distribution is a distribution of a sample statistic calculated for each sample that can be possibly drawn from the target population H.K Dangi 24
  • 26. Sample Size • A researcher wants to estimate the population mean of P/E ratio for all stocks listed on National Stock Exchange with 99 per cent confidence. Suppose the sample standard deviation of P/E ratios for stocks listed on the NSE is s = 6.5. How many stocks should be included in the sample if margin of error of 2 is desired? H.K Dangi 26
  • 28. • A warehouse received a shipment of returned glass bottles. These bottles are to be sampled to estimate the proportion that is unusable. From past experience, the proportion of unusable bottles is estimated to be 10 per cent. How large a random sample should be taken to estimate the true proportion of unusable bottles to within 7% with 90 per cent confidence? H.K Dangi 28
  • 30. Question • For a population of 900, what should be the sampling size necessary to estimate the populatin mean at 95 per cent confidence with a sampling error of 5 and the standard deviation equal to 15? H.K Dangi 30
  • 31. Discussion Question • A survey is carried out at a university to estimate the percentage of undergraduates interested in hostel accommodation during the current year. The university's registrar keeps an alphabetical list of all undergraduates, with their current addresses. Suppose there are 20,000 undergraduates registered in the year during which this research is conducted. Someone proposes to choose a number at random between one and one hundred, count that far down the list, then take that name and every hundredth name after it for the sample. H.K Dangi 31
  • 32. – What will the sample size be? – Is this a probability method? Is it the same as simple random sampling – Assume now that the registrar's list is not alphabetical, but rather ordered by their percentage score in previous semester. Would this method of sampling be adequate? – Someone else proposes to go out and take the first hundred undergraduates she sees as the sample. Is this a probability method? Is it the same as simple random sampling? – Assume that many students in the university who are from other cities would have a higher chance of needing hostel. What sampling method would you recommend? H.K Dangi 32