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and provide a more accurate representation of the population.
                                             e.  Complexity  of  tabulation:  The complexity  of tabulation
                                           refers to the level of detail and complexity involved in organising
                  ◆ Level of detailing
                                           and summarising the collected data. If the study requires detailed
                                           analysis with numerous variables and subgroups, a larger sample
                                           size may be needed to ensure an adequate representation of all
                                           the categories in the analysis. Larger sample size would lead to
                                           complex tabulation when compared to a smaller sample size.
                                             f. Problem related with collection of data: The collection of
                  ◆ Challenges with        data  becomes  tedious  when  a  large  sample  size  is  being  fixed,
                 large samples             though  when  done  properly  an  adequate  representative  of  the

                                           population can be attained.
                                             g. Type of sampling: Random sampling techniques like simple
                  ◆ Nature of sampling
                 technique                 random sampling and cluster sampling etc. requires large samples
                                           while restricted random sampling requires smaller ones.
                                             h. Basic information and resources: The available knowledge
                  ◆ Population, time,      about the population, time and money to conduct the study also
                money                      plays a role in determining the sample size.
                                             i.  Degree  of  accuracy  required  for  the  study:  The level of
                                           accuracy or precision desired in the study findings can influence
                  ◆ Expected accuracy      the sample size. A higher degree of accuracy typically requires a
                                           larger sample size to reduce the margin of error and increase the
                                           confidence in the results.
                                             j. Nature of analysis: The kind of statistical tools a researcher

                  ◆ Statistical tools      plans influences the sample size determination. For example, if
                                           the analysis involves complex statistical techniques or subgroup
                                           comparisons, a larger sample size may be needed to ensure
                                           sufficient statistical power and reliable results.


                                           2.2.3 Optimum Sample Size

                                             The term ‘Optimum’ means best, most favourable level etc. It is
                                           clear from discussions so far that the sample taken should be truly
                                           representative of the population. The size should be appropriate
                                           enough so that proper analysis is possible. The optimum sample
                  ◆ Most favourable        size  must  be  obtained  by  scientific  method.  Different  formulae
                 sample size               available to determine sample size can be made use of. It should be
                                           such that it can avoid unnecessary expenses and time consumption.
                                           It should be large enough to represent the population and reduce
                                           sampling errors. Optimum sample size is required for appropriate
                                           analysis, to get the required level of accuracy and to get valid test
                                           results.
                                             Optimum Sample size must be-

                                                ◆ Efficient: The sample size must be such that it is efficient



                 70      SGOU - SLM -MCom Research Methodology
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