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Understanding Hypothesis Testing Techniques
Apr 3, 2025
Lecture Notes: Hypothesis Testing and Claims
Introduction
Objective: Conduct hypothesis testing by translating claims into symbols, identifying null and alternative hypotheses.
Example 1: Temperature Claim
Claim:
Mean temperature in summer is 82°.
Phrase "is" indicates equality.
Symbolic representation: X = 82 (X is the variable for mean temperature).
Complement:
X ≠ 82 (since it could be either less or greater than 82).
Hypothesis Identification:
Null Hypothesis (H₀): X = 82
Alternative Hypothesis (Hₐ): X ≠ 82
Use the equal sign to identify the null hypothesis.
Type of Test:
Look at the alternative hypothesis symbol (≠).
Conduct a two-tailed test (both directions: less than and greater than).
Example 2: Accident Claim
Claim:
At most 3 accidents per month.
"At most" implies less than or equal.
Symbolic representation: X ≤ 3
Complement:
X > 3
Hypothesis Identification:
Null Hypothesis (H₀): X ≤ 3
Alternative Hypothesis (Hₐ): X > 3
The equal bar in X ≤ 3 indicates it as the null hypothesis.
Type of Test:
Use the symbol in the alternative hypothesis (X > 3).
Conduct a right-tailed test (pointing to the right).
Example 3: Percentage Claim
Claim:
More than 62%
"More than" suggests greater than.
Convert percentage to decimal for calculations: X > 0.62
Complement:
X ≤ 0.62 (not greater implies could be less or equal).
Hypothesis Identification:
Null Hypothesis (H₀): X ≤ 0.62
Alternative Hypothesis (Hₐ): X > 0.62
The equal bar in X ≤ 0.62 indicates it as the null hypothesis.
Type of Test:
Look at the symbol in the alternative hypothesis (X > 0.62).
Conduct a right-tailed test (arrow points to the right).
Key Takeaways
Always identify the null and alternative hypotheses based on the presence of the equal sign.
Determine the type of test (left-tailed, right-tailed, two-tailed) by examining only the alternative hypothesis.
Claims may not always be the null hypothesis; they depend on the symbol used.
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