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Math 10 Chapter 9 Notes: Hypothesis Testing

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conduct a test to see whether our data supports or does not support the first hypothesis ... data will happen purely by chance GIVEN that the null hypothes is true) ... – PowerPoint PPT presentation

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Title: Math 10 Chapter 9 Notes: Hypothesis Testing


1
Math 10 Chapter 9 Notes Hypothesis Testing
  • done constantly in medicine, business,
    polling, education, etc.
  • to do set up 2 contradictory statements
  • first statement - often the accepted belief
  • conduct a test to see whether our data supports
    or does not support the first hypothesis

2
Math 10 Chapter 9 Notes Hypothesis Testing
  • Null hypothesis Ho
  • Alternate hypothesis Ha
  • Example Ho John loves Marcia
  • Ha John does not love Marcia
  • Example Ho m 6
  • Ha m lt 6

3
Math 10 Chapter 9 Notes Hypothesis Testing
  • Decision Ho is
  • True False
  • Do not reject Ho Correct Type II
    Decision Error
  • Reject Ho Type I Correct Error Decision

4
Math 10 Chapter 9 Notes Hypothesis Testing
  • Type I error Reject the null hypothesis when
    the null is TRUE.
  • P(Type I error) a
  • Type II error Do not reject the null
    hypothesis when the null is FALSE.
  • P(Type II error) b
  • Goal Minimize a and b.

5
Math 10 Chapter 9 Notes Hypothesis Testing
  • , , or ³ are ALWAYS in the null
    hypothesis Ho.
  • ¹ , gt , or lt are ALWAYS in the alternate
    hypothesis Ha.

6
Math 10 Chapter 9 Notes Hypothesis Testing
  • Examples State the null hypothesis, Ho, and the
    alternative hypothesis, Ha, in terms of the
    appropriate parameter (m or p).
  • At most 60 of Americans vote in presidential
    elections. (Right-Tailed)
  • Ho p 0.60
  • Ha p gt 0.60

7
Math 10 Chapter 9 Notes Hypothesis Testing
  • Fewer than 5 of adults ride the bus to work in
    New York City. (Left-tailed)
  • Ho p ³ 0.05
  • Ha p lt 0.05

8
Math 10 Chapter 9 Notes Hypothesis Testing
  • The average number of cars a person owns in
    his/her lifetime is not more than 10.
    (Right-tailed)
  • Ho m 10
  • Ha m gt 10

9
Math 10 Chapter 9 Notes Hypothesis Testing
  • Europeans have an average paid vacation each
    year of six weeks. (Two-tailed)
  • Ho m 10
  • Ha m ¹ 10

10
Math 10 Chapter 9 Notes Hypothesis Testing
  • Private universities cost, on average, more than
    20,000 per year for tuition, room, and board.
    (Right-tailed)
  • Ho m 20,000
  • Ha m gt 20,000

11
Math 10 Chapter 9 Notes Hypothesis Testing
  • What are Type I and Type II errors for some of
    these problems?
  • Ho m 20,000 Ha m gt 20,000
  • Type I We believe that private universities
    cost, on average, more than 20,000 per year for
    tuition, room, and board when, in fact, the
    average cost is no more than 20,000.

12
Math 10 Chapter 9 Notes Hypothesis Testing
  • Ho m 20,000 Ha m gt 20,000
  • Type II We believe that private universities
    cost, on average, no more than 20,000 per year
    for tuition, room, and board when, in fact, the
    average cost is more than 20,000.
  • no more than at most less than or equal to

13
Math 10 Chapter 9 Notes Hypothesis Testing
  • To perform a hypothesis test
  • sample data is gathered
  • data typically favors one of the hypotheses
  • Decisions
  • if data favors the null hypothesis (Ho), we do
    not reject the null
  • if data favors the alternate hypothesis (Ha), we
    reject the null

14
Math 10 Chapter 9 Notes Hypothesis Testing
  • NOTE We are ALWAYS testing the null hypothesis,
    never the alternate. Our conclusion is ALWAYS in
    regards to the null (Ho).
  • after a decision is made, an appropriate
    CONCLUSION is made regarding the null hypothesis

15
Math 10 Chapter 9 Notes Hypothesis Testing
  • sometimes, data favors neither hypothesis (this
    implies an inconclusive test result)
  • a test may be left-tailed, right-tailed, or
    two-tailed depending upon the null hypothesis
  • associated with the null hypothesis is a
    pre-conceived a. P(Type I error ) a

16
Math 10 Chapter 9 Notes Hypothesis Testing
  • If no pre-conceived a is given, it is common
    practice to use a 0.05. A test may be
    left-tailed, right-tailed, or two-tailed
    depending upon the null hypothesis
  • data is collected to calculate what is called the
    p-value, or level of significance, or calculated a

17
Math 10 Chapter 9 Notes Hypothesis Testing
  • p-value P(the information/data will happen
    purely by chance GIVEN that the null hypothes is
    true)
  • decision to reject or to not reject the null is
    based upon whether a gt p-value or a lt p-value
  • Reject Ho if a gt p-value
  • Do not Reject Ho if a lt p-value

18
Math 10 Chapter 9 Notes Hypothesis Testing
  • Random Variable
  • Xbar average
  • P proportion
  • Examples
  • Xbar the average tuition for a private college
  • P the proportion of voters who voted for the
    winning candidate
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