Describe the characteristics of the normal curve and explain why the curve, in sample distributions, never perfectly matches the normal curve.

Present your answers to the following questions in a formal paper format.Separate each question with a short heading, e.g., normal curve, bell curve, etc.

Use APA 7th edition referencing standards

Begin with a brief introduction in which you explain the importance of normal distribution.

Next, address the following questions in order:

• Describe the characteristics of the normal curve and explain why the curve, in sample distributions, never perfectly matches the normal curve.

• Why is the bell curve used to represent the normal distribution? Why not a different shape?

• Why is the central limit theorem important in statistics?

• What does the central limit theorem inform us about the sampling distribution of the sample means?

• Imagine that you recently took an exam for certification in your field. The certifying agency has published the results of the exam and 75% of the test takers in your group scored below the average. In a normal distribution, half of the scores would fall above the mean and the other half below. How can what the certifying agency published be true?

• Why do researchers use z-scores to determine probabilities? What are the advantages to using z-scores?

Conclude with a brief discussion of how the concept of probability might affect research that you might undertake in your project. In other words, how would a basic understanding of probability concepts aid you in analyzing and interpreting data?

Length: 4 to 6 pages not including title page and reference page.

References: Include a minimum of 3 scholarly resources.

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