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SAMPLING TECHNIQUES
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... large samples (n  30). However, time or cost limitations may often restrict the number of sample observations that may be obtained, so that the estimation procedures of Section 7.2 would not be applicable. With small samples, the following two problems arise: 1. Since the Central Limit Theorem appl ...
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... that W2 is greater than that same distance from θ. To put it differently, using W1 as our estimator is more likely that we will obtain a random sample that yields an estimate very close to θ. Therefore, if we were to choose one estimator from these two estimators, we should definitely choose W1 to e ...
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History of statistics

The History of statistics can be said to start around 1749 although, over time, there have been changes to the interpretation of the word statistics. In early times, the meaning was restricted to information about states. This was later extended to include all collections of information of all types, and later still it was extended to include the analysis and interpretation of such data. In modern terms, ""statistics"" means both sets of collected information, as in national accounts and temperature records, and analytical work which requires statistical inference.Statistical activities are often associated with models expressed using probabilities, and require probability theory for them to be put on a firm theoretical basis: see History of probability.A number of statistical concepts have had an important impact on a wide range of sciences. These include the design of experiments and approaches to statistical inference such as Bayesian inference, each of which can be considered to have their own sequence in the development of the ideas underlying modern statistics.
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