Confidence Intervals (Dr. Monticino). Assignment Sheet Read Chapter 21 Assignment # 14 (Due Monday...

14
Confidence Intervals (Dr. Monticino)

Transcript of Confidence Intervals (Dr. Monticino). Assignment Sheet Read Chapter 21 Assignment # 14 (Due Monday...

Page 1: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Confidence Intervals

(Dr. Monticino)

Page 2: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Assignment Sheet

Read Chapter 21 Assignment # 14 (Due Monday May

2nd )Chapter 21

• Exercise Set A: 1,2,3,7• Exercise Set B: 1-4• Exercise Set C: 1-8• Exercise Set E: 1,2,3

Review Exercises: Try them all … not to turn in. (good review for Final Exam)

Page 3: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Overview

Confidence intervals for survey sampling

Page 4: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Knowing/Not Knowing the Percentages

Up to now, have assumed that know composition of population being sampledExample: Know the percentage of population

of a particular type• Have calculated the probability that a randomly

drawn sample will have a certain sample percentage

Now will draw a sample without knowing composition of populationWant to infer value of population parameter

from sample statistic AND want to measure how reliable is the sample statistic

Page 5: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Confidence IntervalsA confidence interval for a parameter

estimate provides a measure of the accuracy of the estimate

A c% confidence interval is a random interval, calculated from the sample, which has a c% probability of containing the population parameterExample: 95% percent of the time a 95%

confidence interval will contain the population parameter

Page 6: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Components of a Confidence Interval Calculation

Parameter statistic A parameter statistic is the population

parameter estimate obtained from the sample• Sample mean• Sample percentage

Population varianceThe sample is used to estimate how much the

population values vary• Population standard deviation is estimated with

sample standard deviation (for large samples)• Use corrected sample standard deviation (for small

samples)

Page 7: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Components of a Confidence Interval Calculation

Standard errorThe standard error of the sample measures the likely

amount that the sample statistic is off from the population parameter

Often use

Confidence LevelThe confidence level indicates how confident you

should be that population parameter lies in the confidence interval

• Use the normal approximation given by the Central Limit Theorem

size Sample

SDSE

Page 8: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Confidence Intervals

General form of a confidence interval is(sample statistic) +/- (standard units

associated with c% confidence interval)*(SE) SE

interval confidence c%with

associated units standard

statistic

sample

SESE

interval confidence c%with

associated units standard

statistic

sample,

interval confidence c%with

associated units standard

statistic

sample

Page 9: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Example

A survey was conducted to determine the proportion of current UNT students who would be interested in enrolling in a web-based statistics course. In the survey of 500 students, 200 of the students expressed interest. Determine the 95% confidence interval for the percentage of students interested in a web-based course.

Page 10: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Example

Suppose now that all UNT students were surveyed and the proportion of students who were interested in a web-based math course was .28. If appropriate, calculate the 95% confidence interval.

Page 11: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Cautions and Notes

The standard deviation of the sample can be used as an estimate for the standard deviation of the population if the sample is large enough

• “Large enough” depends on many factors

the sample is obtained by simple random sampling

Page 12: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Cautions and NotesThe standard deviation says how far an

element in the population differs from the population average, for a typical element

The standard error says how far the sample average differs from the population average, for a typical sample

Most methods for calculating confidence intervals assume simple random sampleThese methods are not appropriate for other

types of samples

Page 13: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Cautions and Notes

If the sample is selected from the population without replacement and the sample is large with respect to the population, then a correction factor is needed for the standard error

1

population

samplepopulationSE without replacement = SE with replacement

Page 14: Confidence Intervals (Dr. Monticino). Assignment Sheet  Read Chapter 21  Assignment # 14 (Due Monday May 2 nd )  Chapter 21 Exercise Set A: 1,2,3,7.

Cautions and Notes

Confidence intervals for small samples are tricky to calculate. When in doubtSelect a larger sampleConsult a statistician

If the sample data show a trend or pattern over time, then the above techniques do not apply to estimating parameter values or determining their accuracy

(Dr. Monticino)