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Technically speaking, a statistic can be calculated by applying any mathematical function to the values found in a sample of data. This means that the average of multiple sample means will tend to converge to the true mean of the population.
A test statistic is a random variable that is calculated from sample data and used in a hypothesis test. You can use test statistics to determine whether to reject the null hypothesis. The test statistic compares your data with what is expected under the null hypothesis.
If the value of z is greater than 1.96 or less than -1.96, the null hypothesis is rejected. The value for z is calculated by subtracting the value of the average daily return selected for the test, or 1% in this case, from the observed average of the samples.
Compute alpha (): = 1 — (confidence level / 100) Find the critical probability (p*): p* = 1 — /2. To express the critical value as a z-score, find the z-score having a cumulative probability equal to the critical probability (p*).
Statistics are defined as numerical data, and is the field of math that deals with the collection, tabulation and interpretation of numerical data. An example of statistics is a report of numbers saying how many followers of each religion there are in a particular country.
A sample statistic (or just statistic) is defined as any number computed from your sample data. Examples include the sample average, median, sample standard deviation, and percentiles. A statistic is a random variable because it is based on data obtained by random sampling, which is a random experiment.
A parameter is any summary number, like an average or percentage, that describes the entire population. The population mean (the Greek letter “mu”) and the population proportion p are two different population parameters. For example: The population comprises all likely American voters, and the parameter is p.
Statistics is a branch of mathematics dealing with data collection, organization, analysis, interpretation and presentation. In addition to being the name of a field of study, the word “statistics” also refers to numbers that are used to describe data or relationships.
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