Module 6: Hypothesis Testing Flashcards

1
Q

What is Hypothesis testing?

A

Is a method to test a hypothesis about population parameters based on sample statistics. It determines the probability that the sample statistic was observed, assuming the population parameter is true.

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2
Q
  • “Is a method to test a hypothesis about population parameters based on sample statistics”
A

Step 1: Take a sample

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3
Q

“It determines the probability that the sample statistic was
observed assuming the population parameter is true.”

A
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4
Q

What are the Two outcomes of Hypothesis Testing?

A

Either the hypothesis is supported or not supported.
You dont say “prove”

Hypothesis Testing relies heavily on probability

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5
Q

What are the 4 Steps of Hypothesis testing?

A

1.State the statistical hypotheses (null and alternative)

2.Make a decision about the null

  • Identifying alpha, critical values, and decision rule
  • Calculate the statistic
  • Reject or do not reject the null

3.Draw a conclusion from the analysis
4.Relate the results of the analysis to the research hypothesis

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6
Q

Why do we sometimes get different sample means from the sam population

A
  • Every sample mean can be attributable to sampling error
  • The different numbers are attributable to random factors
  • The differences do not exist in reality
  • Null hypothesis (H0)
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7
Q

Normal Sample Dustribution Example

A
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8
Q

Calculate the probability of getting a mean of 18, a mean of 24 and a mean of 21?

A
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9
Q

What mean age is less likely observed due to random factors?

What results are we interested in when we want to reject the null hypothesis?

A

24 years is least likely to be observed (11 years is 2nd least)
They are still possible but have a lower probability of being observed

We are interested in the less likely results when we want to reject the null hypothesis

Those results are located on the tails

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10
Q

Label

A
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11
Q

What value of p leads to a rejection in the null hypothesis?

A

By convention (and tradition), we choose 0.05

Alpha (α) is the probability we chose to reject the null hypothesis

If p < alpha, we reject the null (e.g., if p < 0.05)

The rejected values are critical values

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