Some Important Notes for Experiments and Sampling
In experiments carried out in Social Research, it is essential that the population be represented. However, it is cumbersome to choose an entire population for research purposes, due to the amount of data that has to be processed, experimental error that may occur or it is time consuming to carry out the study resulting in fatigue on the part of the investigators. A representation of the population, taken as a sample, in a random manner or using some type of judgment performs the role of the entire population and whatever conclusions are made with the sample, will be applicable to the entire population from which the sample has been drawn.
The convenience of picking up samples, performing the experimental part on that sample only and concluding the results for the population based on the behavior of samples is widely followed in research arenas and is a well-accepted behavior of researchers. However, the samples should be highly representative of the population from which they are taken from and should not be biased. This form of Sampling is usually carried out in Observational Experiments where the researcher is involved with the observation of changes happening in a particular sample, in which case, the researchers cannot be observing the entire population, but a smaller sample which is drawn from the population.
What Are Difficulties Encountered In Experiments And Sampling Problems?
The major error in case of Experiments and Sampling could arise from researcher bias. If the observations of the students regarding an experimental study is not proper, or if the samples have not been drawn randomly but with the intention to prove the result of the study, say for example to report the incidence of Diabetes Mellitus, most obese people are included in the study, it will not result in authentic data being representative of the population. The problem with most social research lies in the selection of the sample, which is either skewed or not handled properly by the researchers. Students should be aware of these discrepancies when sampling techniques are introduced and choose the right one which will be the most appropriate for their population and the parameters which they are going to study about.
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In social and observational experiments, it is highly essential to select the appropriate sampling method and carry out the research process and observation as well as reporting in the correct manner such that the students are gained from the task. However, if the students find the basic tasks of sampling and experiments cumbersome, they may require the assistance of competent tutors who will bring out the best assignment and homework guidance possible, so that the students gain ample knowledge and apply the principles of Experiments and Sampling in Statistics exams and also for any further research which they may carry on.
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