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Determination of Sample Size
What is Sample Size ?
 This is the Sub population to be studied in order to make an
inference to a reference population ( A broader population to which
the findings from a study are to be generalized ).
 In census , the sample size is equal to the population size .
However , in research , because of time constraint and budget , a
representative sample are normally used .
 The larger the sample size the more accurate the findings from a
study .
What is Sample Size Determination ?
• Sample size determination is the mathematical estimation of the
number of subjects/units to be included in a study .
• When a representative sample is taken from a population , the
findings are generalized to the population
• Optimum sample size determination is required for the following
reasons :
 To provide the desired level of accuracy
 To allow for appropriate analysis
 To allow validity of significance test
How Large Sample Do I Need ?
• If a sample size is too small :
 Even a well conducted study may fail to answer its research question
 It may fail to detect important effect or association
 It may associate the effect imprecisely
• Conevrsely if the sample size is too large :
 The study will be difficult and costly
 Time constraint
 Loss of accuracy
Ways to Calculate Sample Size
There are four procedures that could be used for calculating sample
size :
1. Use of formulae
2. Ready made table
3. Nomograms
4. Computer software
Use of Formulae For Sample Size Calculation
• There are many formulae for calculating sample size in different
situations for different study designs.
• The appropriate sample size for population based study is determined
by 3 factors –
 The estimated prevalence of the variable of interest
 The desired level of confidence
 The acceptable margin of error
• To calculate the minimum sample size required for accuracy , in
estimating promotions , following decisions must be taken :
• Decide on a reasonable estimate of key proportions (P) to be
measured in the study
• Decide on the degree of accuracy(D) that is desired in the study , 1%-
5% or .01-.05 .
• Decide on the confidence level(Z) you want to use . Usually 95%
• Determine the size(N) of the population that the sample is supposed
to represent
• Decide on the minimum differences you would expect to find
statistical significance .
• For population >10,000.
n=Z2pq/d2
n= desired sample size(when the population>10,000)
Z=standard normal deviate; usually set at 1.96(or a~2), which
correspond to 95% confidence level.
p=proportion in the target population estimated to have a particular
characteristics. If there is no reasonable estimate, use 50%(i.e 0.5)
q=1-p(proportion in the target population not having the particular
characteristics)
d= degree of accuracy required, usually set at 0.05 level( occasionally
at 2.0)28
• If study population is < 10,000
nf=n/1+(n)/(N)
nf= desired sample size, when study population <10,000
n= desired sample size, when the study population > 10,000
N= estimate of the population size
Example, if n were found to be 400 and if the population size were
estimated at 1000, then nf will be calculated as follows
nf= 400/1+400/1000
nf= 400/1.4
nf=28630
Sample Size Formula For Comparison Of Groups
• If we wish to test difference(d) between two sub-samples regarding a
proportion & can assume an equal number of cases(n1=n2=n’) in two
sub- samples, the formula for n’ is
n’=2z2pq/d2
E.g suppose we want to compare an experimental group against a
control group with regards to women using contraception. If we expect
p to be 40 & wish to conclude that an observed difference of 0.10 or
more is significant at the 0.05 level, the sample size will be:
n’= 2(1.96)2(0.4)(0.6)/0.12
=184
Thus, 184 experimental subject & another 184 control subjects are
required.
Use Of Readymade Table For Sample Size Calculation
• How large a sample of patients should be followed up if an
investigator wishes to estimate the incidence rate of a disease to
within 10% of it’s true value with 95% confidence?
• The table show that for e=0.10 & confidence level of 95%, a sample
size of 385 would be needed.
• This table can be used to calculate the sample size making the
desired changes in the relative precision & confidence level .e.g if the
level of confidence is reduce to 90%, then the sample size would be
271.
• Such table that give ready made sample sizes are available for
different designs & situation
Use Of Nomogram For Sample Size Calculation
• For use of nomogram to calculate the sample size, one needs
to specify the study(group 1) & the control group(group 2). It
could be arbitrary or based on study design; the nomogram
will work either way.
• The researcher should then decide the effect size that is
clinically important to detect. This should be expressed in
terms of % change in the response rate compared with that
of the control group
USE OF COMPUTER SOFTWARE FOR SAMPLE
SIZE CALCULATION & POWER ANALYSIS
The following software can be used for calculating sample size & power :
• Epi-info
• nQuerry
• Power & precision
• Sample
• STATA
• SPSS
Finally -
Sample size determination is one of the most essential
component of every research/study.
• The larger the sample size, the higher the degree accuracy,
but this is limit by the availability of resources.
• It can be determined using formulae, readymade table,
nomogram or computer software
How to determine sample size

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How to determine sample size

  • 3. What is Sample Size ?  This is the Sub population to be studied in order to make an inference to a reference population ( A broader population to which the findings from a study are to be generalized ).  In census , the sample size is equal to the population size . However , in research , because of time constraint and budget , a representative sample are normally used .  The larger the sample size the more accurate the findings from a study .
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  • 5. What is Sample Size Determination ? • Sample size determination is the mathematical estimation of the number of subjects/units to be included in a study . • When a representative sample is taken from a population , the findings are generalized to the population • Optimum sample size determination is required for the following reasons :  To provide the desired level of accuracy  To allow for appropriate analysis  To allow validity of significance test
  • 6. How Large Sample Do I Need ? • If a sample size is too small :  Even a well conducted study may fail to answer its research question  It may fail to detect important effect or association  It may associate the effect imprecisely • Conevrsely if the sample size is too large :  The study will be difficult and costly  Time constraint  Loss of accuracy
  • 7. Ways to Calculate Sample Size There are four procedures that could be used for calculating sample size : 1. Use of formulae 2. Ready made table 3. Nomograms 4. Computer software
  • 8. Use of Formulae For Sample Size Calculation • There are many formulae for calculating sample size in different situations for different study designs. • The appropriate sample size for population based study is determined by 3 factors –  The estimated prevalence of the variable of interest  The desired level of confidence  The acceptable margin of error
  • 9. • To calculate the minimum sample size required for accuracy , in estimating promotions , following decisions must be taken : • Decide on a reasonable estimate of key proportions (P) to be measured in the study • Decide on the degree of accuracy(D) that is desired in the study , 1%- 5% or .01-.05 . • Decide on the confidence level(Z) you want to use . Usually 95% • Determine the size(N) of the population that the sample is supposed to represent • Decide on the minimum differences you would expect to find statistical significance .
  • 10. • For population >10,000. n=Z2pq/d2 n= desired sample size(when the population>10,000) Z=standard normal deviate; usually set at 1.96(or a~2), which correspond to 95% confidence level. p=proportion in the target population estimated to have a particular characteristics. If there is no reasonable estimate, use 50%(i.e 0.5) q=1-p(proportion in the target population not having the particular characteristics) d= degree of accuracy required, usually set at 0.05 level( occasionally at 2.0)28
  • 11. • If study population is < 10,000 nf=n/1+(n)/(N) nf= desired sample size, when study population <10,000 n= desired sample size, when the study population > 10,000 N= estimate of the population size Example, if n were found to be 400 and if the population size were estimated at 1000, then nf will be calculated as follows nf= 400/1+400/1000 nf= 400/1.4 nf=28630
  • 12. Sample Size Formula For Comparison Of Groups • If we wish to test difference(d) between two sub-samples regarding a proportion & can assume an equal number of cases(n1=n2=n’) in two sub- samples, the formula for n’ is n’=2z2pq/d2 E.g suppose we want to compare an experimental group against a control group with regards to women using contraception. If we expect p to be 40 & wish to conclude that an observed difference of 0.10 or more is significant at the 0.05 level, the sample size will be: n’= 2(1.96)2(0.4)(0.6)/0.12 =184 Thus, 184 experimental subject & another 184 control subjects are required.
  • 13. Use Of Readymade Table For Sample Size Calculation • How large a sample of patients should be followed up if an investigator wishes to estimate the incidence rate of a disease to within 10% of it’s true value with 95% confidence? • The table show that for e=0.10 & confidence level of 95%, a sample size of 385 would be needed. • This table can be used to calculate the sample size making the desired changes in the relative precision & confidence level .e.g if the level of confidence is reduce to 90%, then the sample size would be 271. • Such table that give ready made sample sizes are available for different designs & situation
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  • 15. Use Of Nomogram For Sample Size Calculation • For use of nomogram to calculate the sample size, one needs to specify the study(group 1) & the control group(group 2). It could be arbitrary or based on study design; the nomogram will work either way. • The researcher should then decide the effect size that is clinically important to detect. This should be expressed in terms of % change in the response rate compared with that of the control group
  • 16. USE OF COMPUTER SOFTWARE FOR SAMPLE SIZE CALCULATION & POWER ANALYSIS The following software can be used for calculating sample size & power : • Epi-info • nQuerry • Power & precision • Sample • STATA • SPSS
  • 17. Finally - Sample size determination is one of the most essential component of every research/study. • The larger the sample size, the higher the degree accuracy, but this is limit by the availability of resources. • It can be determined using formulae, readymade table, nomogram or computer software