Statistics Power Point Presentation - Please have an in-depth background in Statistics Introduction You have learned lots about doing statistical analyses. It is time to work without a net. For the course project, you will address some questions that in
Prisoner Populations Example author
Research question:
Have prison populations increased significantly?
Hypothesis:
The prison population is growing, so the 2015 prisoner amounts will be greater than the 2000 prisoner amounts.
I can establish a need for more prison guards to be recruited and hired.
Literature review
A systematic review of randomized controlled trials of
interventions to improve the health of persons during
imprisonment and in the year after release
(Kouyoumdjian, McIsaac, Liauw, Green, Karachiwalla, Siu,
...Hwang, 2015)
A Hero’s Welcome? Exploring the Prevalence and Problems
of Military Veterans in the Arrestee Population (White,
Mulvey, Fox, & Choate, 2012)
Data collection
Data from 2000 US prison populations
and 2015 prison populations by state
Had all states and District of Columbia
represented
Used a census sample as all population
data was available
http://data.sagepub.com/sagestats/
Descriptive statistics:
Prisoners in 2015
Mean 26606.74
Standard Error 4453.26959
Median 18597.5
Mode #N/A
Standard Deviation 31489.3713
Sample Variance 991580503
Kurtosis 8.66533957
Skewness 2.70936979
Range 162159
Minimum 1750
Maximum 163909
Sum 1330337
Count 50
Prisoners in 2000
Mean 24065.2885
Standard Error 4464.09442
Median 14919
Mode 14919
Standard
Deviation 32191.0426
Sample Variance 1036263226
Kurtosis 11.3617562
Skewness 3.15629496
Range 161925
Minimum 1076
Maximum 163001
Sum 1251395
Count 52
Graphical representations
Box and Whisker plots
Methodology
Quantitative data, at the ratio level
Independent t -test (t test: two sample assuming equal variances)
Looking for a statistically significant increase in the number of prisoners
1 –tailed test due to the hypothesized increase
Results:
t-Test: Two-Sample Assuming Equal Variances
Variable 1 Variable 2
Mean 26449.69608 24065.28846
Variance 973006695.7 1036263226
Observations 51 52
Pooled Variance 1004948112
Hypothesized
Mean Difference 0
df 101
t Stat 0.381660161
P(T<=t) one-tail 0.351757613
t Critical one-tail 1.66008063
P(T<=t) two-tail 0.703515227
t Critical two-tail 1.983731003
6 step hypothesis test:
1. Ho: μ2000≥ μ 2015
Ha: μ2000< μ2015
2. α = .05
3. the one-tailed p-value = .35
4. p-value > α
5. Fail to reject the null
6. At the 5% significance level, there is not enough information to state that the population mean for 2015 is greater than the population mean for 2000.
Conclusions & Discussion
The prison population is not increasing
The mean is decreasing, but is not significantly significant
Any difference in the sample mean results may not be inferred to the population
The results show that there are individual states and/or prisons that are increasing, but the general population is at approximately the same value in the population
There is not an increased need for prison personnel in the population; politics may not have any real affect on how many people are imprisoned in the USA in any given year.