Title: Math 10 Chapter 9 Notes: Hypothesis Testing
1Math 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
2Math 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
3Math 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
4Math 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.
5Math 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.
6Math 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
7Math 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
8Math 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
9Math 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
10Math 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
11Math 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.
12Math 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
13Math 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
14Math 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
15Math 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
16Math 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
17Math 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
18Math 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