Making statements about a population by examining sample results
Sample statistics
(known)
Population parameters
Inference
(unknown, but can be estimated from sample evidence
Sample
Population
Sample Statistics as Estimators of
Population Parameters
A sample statistic is a numerical measure of a summary characteristic of a sample. •
•
•
A population parameter is a numerical measure of a summary characteristic of a population. An estimator of a population parameter is a sample statistic used to estimate or predict the population parameter.
An estimate of a parameter is a particular numerical value of a sample statistic obtained through sampling.
A point estimate is a single value used as an estimate of a population parameter.
Inferential Statistics
Drawing conclusions and/or making decisions concerning a population based on sample results.
• Estimation
Estimate the population mean using the information derived from sample
• Hypothesis Testing
Use sample evidence to test hypotheses about the population mean
Point and Interval Estimates
• A point estimate is a single number,
• A confidence interval contains a certain percentage of possible values of the parameter
Lower
Confidence
Limit
Point Estimate
Width of confidence interval
Upper
Confidence
Limit
Point Estimates
Estimate Population
Parameters …
with Sample
Statistics
Mean
µ
X
Proportion
p
PS
Variance
Difference
σ
2
µ1 − µ 2
S
2
X1 − X 2
Point Estimate
Table 1.1 : Annual salary and training programme status
Sl
No
Annual
Salary
Mgt
Training
Sl No
Annual
Salary
Mgt
Training
1
49,094.30
Yes
16
51,766.00
Yes
2
53,263.90
Yes
17
52,541.30 No
3
49,643.50
Yes
18
44,980.00
Yes
4
49,894.90
Yes
19
51,932.60
Yes
5
47,621.60 No
20
52,973.00
Yes
6
55,924.00