Please describe the difference between descriptive and inferential statistics. (5 marks)
Question
Please describe the difference between descriptive and inferential statistics. (5 marks)
Solution
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Purpose: Descriptive statistics is used to describe, summarize, and organize data in a meaningful way. It provides simple summaries about the sample and the measures. On the other hand, inferential statistics is used to make predictions or inferences about a population based on observations and analyses of a sample.
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Data Used: Descriptive statistics is used to present an accurate description of the data collected from a specific group. It deals with the actual data that has been gathered. Inferential statistics, however, is used to make assumptions or predictions about a larger group (population) based on the data collected from a smaller group (sample).
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Methods: Descriptive statistics uses methods such as mean, median, mode, range, standard deviation, etc. to describe the data. Inferential statistics uses methods such as hypothesis testing, regression analysis, etc. to make predictions about a population.
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Uncertainty: In descriptive statistics, there is no uncertainty as it deals with the actual data collected. However, in inferential statistics, there is always a level of uncertainty as predictions are made about a population based on a sample.
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Application: Descriptive statistics is often used in the initial exploration of data, to present data in a meaningful way, and to form the basis for further statistical analysis. Inferential statistics is used when data is viewed as a subclass of a specific population.
Similar Questions
What are descriptive statistics?
Descriptive statistics aim to:a. explainb. confusec. complicated. summarize
How does inferential statistics differ from descriptive statistics?It describes the dataIt makes predictions based on dataIt summarizes the dataIt makes inferences about a population from a sample
Descriptive statistics is used: A. To develop information regarding the product sample using the measured data B. To measure the data for a sample C. To draw conclusions about the population D. To control the variation
Descriptive and inferential studies fall into which type of result?
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