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Having knowledge about statistics is the only thing necessary to practice statistics. Most people don't really learn statistics until they start analyzing data in their own research. Yes, it makes those classes tough. You need to acquire the knowledge before you can truly understand it.
1.1 The Five Basic Words of Statistics. The five words population, sample, parameter, statistic (singular), and variable form the basic vocabulary of statistics.
Definition: A data element is a unit of data for which the definition, identification, representation, and permissible values are specified by means of a set of attributes.
Usually, a data set consists the following components: Element: the entities on which data are collected. Variable: a characteristic of interest for the element. Observation: the set of measurements collected for a particular element.
The probability space associated with a random experiment is determined by three components: the outcome space whose element is an outcome of the experiment, a collection of events F whose elements are subsets of, and a probability measure IP assigned to the elements in F.
A variable is any characteristics, number, or quantity that can be measured or counted. A variable may also be called a data item. Age, sex, business income and expenses, country of birth, capital expenditure, class grades, eye color and vehicle type are examples of variables.
The five words population, sample, parameter, statistic (singular), and variable form the basic vocabulary of statistics.
Fundamentals of Statistics covers topics on the introduction, fundamentals, and science of statistics. The book discusses the collection, organization and representation of numerical data. Elementary probability. The binomial Poisson distributions. And the measures of central tendency.

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