Description

Now that you have completed all of the statistical calculations involved with your analysis of the survey, it is time to put the project together. Your final project submission will be a single document that contains information from all of the previous components along with your written analysis and comments on the survey results.
The format for your final project submission should include the following sections, in this order:
Title Page.
Executive Summary (2–3 double-spaced pages): This should be a summary of the findings and conclusions of the study you developed and conducted. Discuss each of your six survey questions.
Reflection Statement (1–2 double-spaced pages): This needs to include what you learned both in the course and in this project. Review the competencies of this course as well as the criteria of this project to make sure you are focusing on the correct concepts for your reflections.

Appendix (This includes your supporting data):

Introduction.

Data Collection Plan.

Descriptive Results.

Inferential Statistics.

Table of Data From the Survey Data Generator.

The two sections that are new for this project component are the executive summary and the reflection statement. You may also need to edit your introduction to make it fit the style of a project document. The remaining items should be treated as an appendix. As you write your executive summary, you may wish to refer the reader to particular graphs or results in this supporting data section.

Make sure you have watched the Week 10 Project Video. Your instructor walk you through the process for completing this assignment.
Executive Summary

Write a summary (2–3 double-spaced pages) of your course project for someone interested in your work. While you did a lot of calculations and quantitative analysis in the project, your executive summary should give the reader a quick summary of your survey intent, design, and results without an overload of numbers and formulas. Discuss each of your six survey questions.
Focus on communicating the results and interpretations of your results. You will not be able to comment on every little finding, so you will have to make some judgments about what might be the most interesting or revealing results.
Discuss inferential statistics and how your survey data can be used to estimate or test population parameters such as the population mean and population proportion.
Write your executive summary professionally and with good writing practices.
Reflection Statement

Write a summary (1–2 double-spaced pages) of your thoughts on how your view of statistics has changed since you started this course and this project. We have covered a wide range of topics in this course, and many learners quickly forget the formulas they worked so hard to memorize.
While you may not remember the mathematical formulas, what concepts or ideas will you take from this course?
How will those ideas influence or impact your personal or professional life?After you have written and integrated all of the previously described sections and items, refer to the Statistical Analysis course project description and then submit your project in the assignment area.WEEK 1 PROJECT TEMPLATE AND EXAMPLE
How to use this template:
Class, please leave all parts of this template exactly as they appear. Carefully read the examples
that I have provided below, so that you understand what information to include for each part.
Then, please type your work where you see the words “Please type your work below.” Please
leave all highlights exactly as is.
Refer to the corresponding assignment scoring guide for how your assignment will be scored.
1. What is your chosen topic, and why is it important to your personal or
professional life? How could you specifically use the results you find in some
way in your personal or professional life?
EXAMPLE:
I will be conducting a study about people’s beliefs on genetically modified organisms (GMOs).
Health and nutrition topics are personally important to me, as I have known many people with
significant food-related challenges and illnesses. The topic of GMOs is controversial and has
many significant implications for people’s health on an international scale. My goals are to find
out information about people’s perspectives on the dangers of GMOs. I would also like to find
out if people have done research on this topic, and if they feel knowledgeable enough to provide
an overview of what exactly it means to genetically alter foods. The results of this study could be
used to develop interest in funding future and more involved studies in the effects of GMOs on
human health.
This section must be one complete paragraph long.
Type your work below.
I have chosen to conduct a study on the topic of employee engagement in the workplace. As a
human resource professional, I believe that it is crucial to keep employees engaged and
motivated to improve their productivity, job satisfaction, and ultimately the organization’s
success. Employee engagement is an essential factor in creating a positive work environment and
can contribute to better retention rates, reduced absenteeism, and higher performance. The results
of this study can be used to develop better strategies to improve employee engagement in the
workplace, create policies, programs, and initiatives that will foster engagement, and make the
workplace more attractive for current and future employees.
2. What are potential variables to be included in data gathering, and why are
they appropriate?
First: What are variables?
Variables are pieces of information that will VARY from participant to participant. As defined
by your textbook, “a variable is any item or quantity that can vary or take on different values.
The variables of interest in a statistical study are the items or quantities that the study seeks to
measure” (Bennett, Briggs, & Triola, 2009). Another good definition is the following: “a
variable is an attribute that describes a person, place, thing, or idea” (StatTrek, n.d.).
EXAMPLE:
Some variables that might be included in my study are the following:
1. Age.
2. Gender.
3. Education level.
4. Yearly salary.
These variables are appropriate because I am interested to know if demographic information
plays a role in people’s views on GMOs.
Reference
Bennett, J. O., Briggs, W. L., & Triola, M. F. (2009). Statistical reasoning for everyday life (3rd
ed.). Boston, MA: Pearson.
StatTrek. (n.d.). What are variables? Retrieved from http://stattrek.com/ap-statistics1/variables.aspx
Please include at least FOUR (4) potential variables and discuss why they
are appropriate. Do not worry—you can change these if you like, but this is to get you started
thinking about what information you will gather.
Type your work below.
Some potential variables to be included in data gathering are:
Age
Gender
Job title
Length of employment
Salary
Work schedule
Department
Job satisfaction
Work-life balance
Employee recognition and rewards programs
These variables are appropriate as they help understand the demographics of the employees and
their position in the organization. Age and gender can help identify any potential gaps in
engagement levels. Job title, length of employment, and salary can help understand how these
factors impact engagement. Work schedule and department can provide insights into any
potential differences in engagement levels among departments or work schedules. Job
satisfaction, work-life balance, and employee recognition and rewards programs can help
identify specific factors that impact engagement
3. Explain your specific target population and discuss why it is the best
population to study.
EXAMPLE:
My target population is all American residents residing in any state, ages 18 and up. From this
population, I will select an appropriate SAMPLE to study, since I cannot feasibly survey every
American resident. While ideally I would like to examine the entire world population, that would
be more expensive and complex. Therefore, to begin with, a smaller population is chosen and is
the best one for this study.
This section must be at least 1–2 complete sentences and must very clearly and explicitly define
your target population. Please do not forget to include identifying information such as age range,
gender, and any other specific characteristics that are unique and relevant to identifying your
target population. Remember to review the difference between population and sample.
Population consists of all of the elements of interest, while a sample is a subset of the population
which we focus on in a given study, and then use the results to make inferences about the larger
population. Discuss why this population is appropriate as opposed to other potential populations.
Type your work below.
The population to be studied is employees working in the organization where I am employed as
an HR professional. The sample will include employees from various departments, positions, and
levels of seniority, including full-time, part-time, and contract workers.
This population is the best for the study as it provides a representative sample of employees who
can provide insights into employee engagement in the workplace. As an HR professional in this
organization, I have access to this population, and their participation will be more accessible.
Additionally, studying this population can help identify specific factors that impact engagement
levels in this organization, leading to more targeted interventions and policies that can be
implemented to improve engagement levels.
Design a Focused Survey Template
Your Name
Date
Instructions: Record your responses on the template below each question and submit your
completed template to the appropriate assignment. Do not change any of the items on the
template except to add or delete space.
Refer to the corresponding assignment scoring guide for how your assignment will be scored.
=======================================================================
1. State the population of your study. You should be able to do this in one to three
sentences. Include specific characteristics including age range, gender, location, and any
other identifiers that are unique and relevant to your population. Justify why this is the best
population for the study.
Type your work here.
My target demographic consists of thirty people living in the United States, in any state, who
are over the age of 35. Because I want to concentrate on the sincerity with which workers
perform their jobs, I think that this population would be the most appropriate one to use for my
research. The minimum age requirement is set at 35 so that participants can provide
information based on their extensive professional experiences over the course of their careers.
EXAMPLE:
My target population is 1000 American residents residing in any state, ages 18 plus. I believe
this is the best population to use for my study because I would like to focus on the attitudes
of American residents towards GMOs specifically. The minimum age is set to 18 so that the
participants can give their consent, and no other limitations are set on the population, to
provide for varied and diverse population demographics.
2. Describe your sampling strategy. Write at least one paragraph describing your sampling
strategy, how you would attempt to conduct your survey, and any potential issues that
might affect your survey results. You should use one of the following techniques: random,
stratified, cluster, systematic, or convenience. Your choice of strategy should be based
on the purpose of your survey and your population. Explain why this is the best chosen
sampling strategy.
Type your work here.
To conduct this survey, I would use a random sampling strategy, where I would randomly
select participants from a list of working professionals in the United States. I would use an
online survey tool to distribute the survey to the selected participants. However, there could be
potential issues that may affect the survey results, such as low response rates and self-selection
bias. To address these issues, I would make the survey short, clear, and easy to complete.
Additionally, I would offer incentives to increase the response rate, such as a chance to win a
gift card.
EXAMPLE:
My sampling strategy is random sampling. Because about 95 percent of homes have a phone,
I would follow the same reliable procedure that the Gallup poll surveyors do: a computer
would be used to create a list of every possible telephone number, and from this list, 1000
phone numbers would be randomly selected (Newport, Saad, & Moore, 1997).
If this sampling strategy were used incorrectly (for instance if the sample size were not large
enough), the sample would not be truly representative of the larger US population, and
therefore the results would not necessarily be valid.
Hint: Read the textbook for detailed explanations of sampling methods.
Reference
Newport, F., Saad, L., & Moore, D. (1997). How polls are conducted. In Where America
Stands. Hoboken, NJ: John Wiley & Sons.
3. Provide your survey questions, minimums, maximums, and typical responses:
Follow the guidelines in the courseroom for the Project: Designing a Focused Survey
assignment. Discuss why these are the best questions and justify your estimated values
for the means.
Question Type
Typical
Response
Minimum
Maximum
Do you enjoy your job?
Binary
0.5
n/a
n/a
Do you feel valued and appreciated at work?
Binary
0.5
n/a
n/a
Are you satisfied with the opportunities for growth and
development in your current position?
Binary
0.5
n/a
n/a
Binary
0.5
n/a
n/a
Question
Do you feel comfortable giving feedback to your
manager or supervisor?
Question
in a scale of 1-10, how motivated do you feel to do
your job?
Question Type
Typical
Response
Minimum
Maximum
Quantitative
7
1
10
Quantitative
2
1
10
How many times have you thought about leaving your
current job in the past year?
Because they are simple and to the point, the survey questions that I have chosen to use are the best
ones to use because they allow participants to have a clear understanding of what is being asked of
them. Additionally, there is no bias in the questions. In addition, the questions that I have selected
primarily focus on variables that I am interested in analyzing such as whether or not they enjoy the job
that they do and whether or not they are comfortable at the place where they work.
EXAMPLE:
Question
Question
Type
Typical
Response
Min.
Max.
1. Are you male or female?
Binary
.5
N/A
N/A
2. Do you hold at least a bachelor’s-
Binary
.5
N/A
N/A
Binary
.5
N/A
N/A
Binary
.5
N/A
N/A
5. How old are you?
Quantitative
37
(average)
18
115
6. What is your yearly income?
Quantitative
35,000
(average)
0
2,000,000
level degree?
3. Do you believe that GMOs are
dangerous?
4. If asked to provide a specific
summary of how GMOs are created and
what potential risk factors have been
identified, do you feel confident that
you could accurately do so?
EXAMPLE:
The questions I have chosen are the best questions to use, because they are brief and direct, so
that survey participants have a clear idea of what is being asked. The questions are also
nonbiased. Additionally, the questions I have chosen specifically focus on variables that I am
interested in examining such as age, gender, and educational level. I am interested to know if
beliefs and attitudes related to GMOs correlate with these variables. For questions 3 and 4, I
arrived at my estimations by reviewing websites and statistical studies related to GMOs.
Q1 Q2 Q3 Q4 Q5 Q6
1 0 0 1 1 3
0 1 1 1 2 1
0 0 0 0 1 6
1 1 0 1 3 3
0 1 1 0 3 6
1 0 0 0 2 0
0 1 0 1 2 4
1 1 1 1 3 2
0 0 1 0 2 1
1 1 0 0 3 3
1 0 0 1 1 6
0 0 0 0 2 0
1 1 0 1 4 3
1 0 1 1 0 4
0 0 1 1 2 4
0 1 0 1 2 1
0 0 0 0 1 2
0 0 1 0 1 1
1 1 1 0 3 0
1 0 0 0 1 3
1 1 1 1 3 3
0 1 0 1 2 0
0 0 1 0 2 2
0 0 0 0 1 3
1 1 1 1 0 3
1 1 0 1 0 2
1 0 0 0 1 1
0 0 0 1 1 1
1 0 0 1 1 2
0 1 1 0 4 2
0 0 1 1 2 4
0 0 0 1 2 2
1 1 0 1 0 4
0 1 0 0 1 3
1 0 0 0 2 4
1 1 1 1 2 2
0 0 0 0 2 2
0 1 1 0 3 2
0 0 1 0 3 0
0 1 1 1 1 2
0 1 1 0 3 1
0 1 1 0 3 4
0 1 0 1 2 3
0 1 1 1 4 3
0 0 0 0 1 2
0 0 1 1 1 0
0 0 0 1 1 1
1 0 1 0 0 2
1 0 0 0 1 1
0 1 0 1 3 2
0 0 0 0 2 3
1 0 1 1 1 0
1 1 0 1 5 6
0 0 0 1 1 2
1 0 1 1 2 0
0 1 1 1 2 1
0 0 0 0 1 3
1 1 1 1 3 4
0 0 0 0 1 2
0 1 1 0 2 4
1 0 0 0 1 2
1 1 0 1 4 4
0 0 0 1 3 4
1 0 1 1 1 4
1 0 1 0 0 0
1 1 1 1 5 6
0 0 0 1 2 0
0 1 1 0 4 2
1 0 1 1 2 2
0 1 0 0 3 2
0 0 0 0 2 0
1 1 0 1 1 0
1 1 0 0 1 2
0 0 1 1 2 2
1 0 0 0 0 5
0 0 0 1 1 2
0 0 0 0 2 3
1 0 1 0 2 3
1 1 0 1 3 0
1 1 1 0 2 1
1 1 1 0 2 4
1 0 0 1 1 1
Q1
Q2
1
0
0
1
0
1
0
1
0
1
1
0
1
1
0
0
0
0
1
1
1
0
0
0
1
1
1
0
1
0
0
0
1
0
1
1
0
0
0
0
0
0
0
0
0
0
Q3
0
1
0
1
1
0
1
1
0
1
0
0
1
0
0
1
0
0
1
0
1
1
0
0
1
1
0
0
0
1
0
0
1
1
0
1
0
1
0
1
1
1
1
1
0
0
Q4
0
1
0
0
1
0
0
1
1
0
0
0
0
1
1
0
0
1
1
0
1
0
1
0
1
0
0
0
0
1
1
0
0
0
0
1
0
1
1
1
1
1
0
1
0
1
Q5
1
1
0
1
0
0
1
1
0
0
1
0
1
1
1
1
0
0
0
0
1
1
0
0
1
1
0
1
1
0
1
1
1
0
0
1
0
0
0
1
0
0
1
1
0
1
Q6
1
2
1
3
3
2
2
3
2
3
1
2
4
0
2
2
1
1
3
1
3
2
2
1
0
0
1
1
1
4
2
2
0
1
2
2
2
3
3
1
3
3
2
4
1
1
3
1
6
3
6
0
4
2
1
3
6
0
3
4
4
1
2
1
0
3
3
0
2
3
3
2
1
1
2
2
4
2
4
3
4
2
2
2
0
2
1
4
3
3
2
0
0
1
1
0
0
1
1
0
1
0
0
1
0
0
1
1
0
1
1
1
0
0
1
0
0
1
1
0
1
0
0
1
1
1
1
1
0
0
0
1
0
0
1
0
0
1
0
1
0
1
0
1
0
0
0
1
0
1
0
1
0
1
1
0
0
0
0
0
1
1
1
0
0
1
0
0
0
1
0
0
1
1
0
1
0
1
0
0
0
1
1
1
0
1
1
0
0
0
0
1
0
0
0
1
0
1
1
0
1
0
0
1
0
1
1
1
1
1
0
1
0
0
0
1
1
1
0
1
1
0
1
0
0
1
0
1
0
1
0
0
1
0
0
1
1
0
1
3
2
1
5
1
2
2
1
3
1
2
1
4
3
1
0
5
2
4
2
3
2
1
1
2
0
1
2
2
3
2
2
1
1
2
1
2
3
0
6
2
0
1
3
4
2
4
2
4
4
4
0
6
0
2
2
2
0
0
2
2
5
2
3
3
0
1
4
1
Q1: You have
been labeled or
offended?
Yes=1, No=0
Q4: What gender is
Q3: You have heard harassed due to
jokes about your
racism more, males
race from other
or females? Male=1,
races? Yes=1, No=0 Female=0
Q2: People have reacted
as if they are scared of
you due to the color of
your skin? Yes=1, No=0
1
0
0
1
0
1
0
1
0
1
1
0
1
1
0
0
0
0
1
1
1
0
0
0
1
1
1
0
1
0
0
0
1
0
1
1
0
0
0
0
1
0
1
1
0
1
1
0
1
0
0
1
0
0
1
0
0
1
0
1
1
0
0
1
1
0
0
0
1
0
0
1
1
0
1
0
1
0
0
1
0
0
1
0
0
1
1
0
0
0
0
1
1
0
0
1
1
0
1
0
1
0
1
0
0
0
0
1
1
0
0
0
0
1
0
1
1
1
1
0
1
0
0
1
1
0
0
1
0
1
1
1
1
0
0
0
0
1
1
0
0
1
1
0
1
1
0
1
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
1
0
1
0
0
1
0
0
1
1
0
1
1
1
0
0
1
0
0
1
1
0
1
0
0
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
1
0
0
1
0
0
1
0
1
0
1
0
1
0
0
0
1
0
1
0
1
0
1
1
0
0
0
0
0
1
1
1
0
1
1
1
0
1
0
1
0
1
0
0
0
1
0
0
1
1
0
1
0
1
0
0
0
1
1
1
0
1
1
0
0
0
0
1
0
0
0
1
0
1
1
0
1
0
0
1
1
0
1
1
0
0
1
0
1
1
1
1
1
0
1
0
0
0
1
1
1
0
1
1
0
1
0
0
1
0
1
0
1
0
0
1
0
0
1
Data Analysis
Statistic
Sample Size
Sample Proportion For Response = 1
Sample Proportion For Response = 0
Pie Chart For Q1
54%
NO
46%
YES
Pi Chart For Q3
56%
NO
44%
YES
Q1
Q2
82
0.463415
0.536585
Q3
Q4
82
82
0.45122 0.439024
0.54878 0.560976
Pi Chart For Q2
55%
NO
45%
YES
Pi Chart ForQ4
48%
Female
52%
Male
82
0.52439
0.47561
Q5: How many
other races do
you think
experience
discrimination?
Range: 0-5
Q6:How
many
witnesses
do you think
reported
racism?
Range: 0-10
1
2
1
3
3
2
2
3
2
3
1
2
4
0
2
2
1
1
3
1
3
2
2
1
0
0
1
1
1
4
2
2
0
1
2
2
2
3
1
6
3
6
0
4
2
1
3
6
0
3
4
4
1
2
1
0
3
3
0
2
3
3
2
1
1
2
2
4
2
4
3
4
2
2
Data Analysis
Statistics
Sample Mean
Sample Median
Sample Mode
Sample Range
Sample Standard Deviation
Sample Minimum
Sample Maximum
Q5
1.890243902
2
2
5
1.144024708
0
5
Q5
Response
Bin
0
1
2
3
4
5
Q6
Response
0
1
2
3
4
5
Bin
0
1
2
3
4
5
6
0
1
2
3
4
5
6
3
3
1
3
3
2
4
1
1
1
0
1
3
2
1
5
1
2
2
1
3
1
2
1
4
3
1
0
5
2
4
2
3
2
1
1
2
0
1
2
2
3
2
2
1
2
0
2
1
4
3
3
2
0
1
2
1
2
3
0
6
2
0
1
3
4
2
4
2
4
4
4
0
6
0
2
2
2
0
0
2
2
5
2
3
3
0
1
4
1
nalysis
Q6
2.317073171
2
2
6
1.616871303
0
6
Histogram For Q5
Frequency
Frequency
Frequency
7
26
27
15
5
2
27
26
7
0
1
2
15
5
2
3
4
5
Response
Histogram For Q6
Frequency
Frequency
Frequency
13
12
23
15
13
1
5
13
12
0
1
23
2
15
13
1
5
3
4
5
6
Response
Q1: You have
been labeled or
offended?
Yes=1, No=0
Q4: What gender is
Q3: You have heard harassed due to
jokes about your
racism more, males
race from other
or females? Male=1,
races? Yes=1, No=0 Female=0
1
1
1
1
1
1
1
1
0
1
1
1
1
1
1
1
1
1
1
1
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
1
1
1
1
1
1
1
1
0
1
1
0
1
1
0
1
0
1
1
0
1
1
0
0
1
0
0
1
0
1
1
0
1
1
0
0
1
0
1
1
0
0
1
0
1
1
0
1
1
0
0
1
0
0
1
0
1
1
0
0
1
0
1
1
0
1
1
0
0
1
0
0
1
0
1
1
0
1
0
1
1
0
1
0
Number of respondents labled or offended
Number of labled or offended respondents who have hea
Number of labled or offended respondents who think tha
FINDINGS:
Almost 45% of the respondents who have been labled
or offended say that they, also, have heard jokes about
their race from other races. Whereas, almost 61 percen
respondents who have been labled or offended think
that males are harrasssed more than felmales, due to
racism.
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
1
1
1
0
0
1
0
1
0
1
0
1
0
1
1
0
0
1
0
1
1
0
1
0
0
1
1
0
0
1
0
mber of respondents labled or offended
mber of labled or offended respondents who have heard jokes
mber of labled or offended respondents who think that males are harrased more
most 45% of the respondents who have been labled
offended say that they, also, have heard jokes about
eir race from other races. Whereas, almost 61 percent
spondents who have been labled or offended think
at males are harrasssed more than felmales, due to
38
17
23
Q1
Q2
1
0
0
1
0
1
0
1
0
1
1
0
1
1
0
0
0
0
1
1
1
0
0
0
1
1
1
0
1
0
0
0
1
0
1
1
0
0
0
0
0
0
0
0
0
0
Q3
0
1
0
1
1
0
1
1
0
1
0
0
1
0
0
1
0
0
1
0
1
1
0
0
1
1
0
0
0
1
0
0
1
1
0
1
0
1
0
1
1
1
1
1
0
0
Q4
0
1
0
0
1
0
0
1
1
0
0
0
0
1
1
0
0
1
1
0
1
0
1
0
1
0
0
0
0
1
1
0
0
0
0
1
0
1
1
1
1
1
0
1
0
1
Q5
1
1
0
1
0
0
1
1
0
0
1
0
1
1
1
1
0
0
0
0
1
1
0
0
1
1
0
1
1
0
1
1
1
0
0
1
0
0
0
1
0
0
1
1
0
1
Q6
1
2
1
3
3
2
2
3
2
3
1
2
4
0
2
2
1
1
3
1
3
2
2
1
0
0
1
1
1
4
2
2
0
1
2
2
2
3
3
1
3
3
2
4
1
1
3
1
6
3
6
0
4
2
1
3
6
0
3
4
4
1
2
1
0
3
3
0
2
3
3
2
1
1
2
2
4
2
4
3
4
2
2
2
0
2
1
4
3
3
2
0
0
1
1
0
0
1
1
0
1
0
0
1
0
0
1
1
0
1
1
1
0
0
1
0
0
1
1
0
1
0
0
1
1
1
1
1
0
0
0
1
0
0
1
0
0
1
0
1
0
1
0
1
0
0
0
1
0
1
0
1
0
1
1
0
0
0
0
0
1
1
1
0
0
1
0
0
0
1
0
0
1
1
0
1
0
1
0
0
0
1
1
1
0
1
1
0
0
0
0
1
0
0
0
1
0
1
1
0
1
0
0
1
0
1
1
1
1
1
0
1
0
0
0
1
1
1
0
1
1
0
1
0
0
1
0
1
0
1
0
0
1
0
0
1
1
0
1
3
2
1
5
1
2
2
1
3
1
2
1
4
3
1
0
5
2
4
2
3
2
1
1
2
0
1
2
2
3
2
2
1
1
2
1
2
3
0
6
2
0
1
3
4
2
4
2
4
4
4
0
6
0
2
2
2
0
0
2
2
5
2
3
3
0
1
4
1
Q1: You have
been labeled or
offended?
Yes=1, No=0
Q4: What gender is
Q3: You have heard harassed due to
jokes about your
racism more, males
race from other
or females? Male=1,
races? Yes=1, No=0 Female=0
Q2: People have reacted
as if they are scared of
you due to the color of
your skin? Yes=1, No=0
1
0
0
1
0
1
0
1
0
1
1
0
1
1
0
0
0
0
1
1
1
0
0
0
1
1
1
0
1
0
0
0
1
0
1
1
0
0
0
0
1
0
1
1
0
1
1
0
1
0
0
1
0
0
1
0
0
1
0
1
1
0
0
1
1
0
0
0
1
0
0
1
1
0
1
0
1
0
0
1
0
0
1
0
0
1
1
0
0
0
0
1
1
0
0
1
1
0
1
0
1
0
1
0
0
0
0
1
1
0
0
0
0
1
0
1
1
1
1
0
1
0
0
1
1
0
0
1
0
1
1
1
1
0
0
0
0
1
1
0
0
1
1
0
1
1
0
1
1
1
0
0
1
0
0
0
0
0
0
0
0
0
0
0
1
1
0
0
1
1
0
1
0
0
1
0
0
1
1
0
1
1
1
0
0
1
0
0
1
1
0
1
0
0
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
1
0
0
1
0
0
1
0
1
0
1
0
1
0
0
0
1
0
1
0
1
0
1
1
0
0
0
0
0
1
1
1
0
1
1
1
0
1
0
1
0
1
0
0
0
1
0
0
1
1
0
1
0
1
0
0
0
1
1
1
0
1
1
0
0
0
0
1
0
0
0
1
0
1
1
0
1
0
0
1
1
0
1
1
0
0
1
0
1
1
1
1
1
0
1
0
0
0
1
1
1
0
1
1
0
1
0
0
1
0
1
0
1
0
0
1
0
0
1
Data Analysis
Statistic
Sample Size
Sample Proportion For Response = 1
Sample Proportion For Response = 0
Pie Chart For Q1
54%
NO
46%
YES
Pi Chart For Q3
56%
NO
44%
YES
Q1
Q2
82
0.463415
0.536585
Q3
Q4
82
82
0.45122 0.439024
0.54878 0.560976
Pi Chart For Q2
55%
NO
45%
YES
Pi Chart ForQ4
48%
Female
52%
Male
82
0.52439
0.47561
Q5: How many
other races do
you think
experience
discrimination?
Range: 0-5
Q6:How
many
witnesses
do you think
reported
racism?
Range: 0-10
1
2
1
3
3
2
2
3
2
3
1
2
4
0
2
2
1
1
3
1
3
2
2
1
0
0
1
1
1
4
2
2
0
1
2
2
2
3
1
6
3
6
0
4
2
1
3
6
0
3
4
4
1
2
1
0
3
3
0
2
3
3
2
1
1
2
2
4
2
4
3
4
2
2
Data Analysis
Statistics
Sample Mean
Sample Median
Sample Mode
Sample Range
Sample Standard Deviation
Sample Minimum
Sample Maximum
Q5
1.890243902
2
2
5
1.144024708
0
5
Q5
Response
Bin
0
1
2
3
4
5
Q6
Response
0
1
2
3
4
5
Bin
0
1
2
3
4
5
6
0
1
2
3
4
5
6
3
3
1
3
3
2
4
1
1
1
0
1
3
2
1
5
1
2
2
1
3
1
2
1
4
3
1
0
5
2
4
2
3
2
1
1
2
0
1
2
2
3
2
2
1
2
0
2
1
4
3
3
2
0
1
2
1
2
3
0
6
2
0
1
3
4
2
4
2
4
4
4
0
6
0
2
2
2
0
0
2
2
5
2
3
3
0
1
4
1
nalysis
Q6
2.317073171
2
2
6
1.616871303
0
6
Histogram For Q5
Frequency
Frequency
Frequency
7
26
27
15
5
2
27
26
7
0
1
2
15
5
2
3
4
5
Response
Histogram For Q6
Frequency
Frequency
Frequency
13
12
23
15
13
1
5
13
12
0
1
23
2
15
13
1
5
3
4
5
6
Response
Q1: You have
been labeled or
offended?
Yes=1, No=0
Q4: What gender is
Q3: You have heard harassed due to
jokes about your
racism more, males
race from other
or females? Male=1,
races? Yes=1, No=0 Female=0
1
1
1
1
1
1
1
1
0
1
1
1
1
1
1
1
1
1
1
1
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
1
1
1
1
1
1
1
1
0
1
1
0
1
1
0
1
0
1
1
0
1
1
0
0
1
0
0
1
0
1
1
0
1
1
0
0
1
0
1
1
0
0
1
0
1
1
0
1
1
0
0
1
0
0
1
0
1
1
0
0
1
0
1
1
0
1
1
0
0
1
0
0
1
0
1
1
0
1
0
1
1
0
1
0
Number of respondents labled or offended
Number of labled or offended respondents who have hea
Number of labled or offended respondents who think tha
FINDINGS:
Almost 45% of the respondents who have been labled
or offended say that they, also, have heard jokes about
their race from other races. Whereas, almost 61 percen
respondents who have been labled or offended think
that males are harrasssed more than felmales, due to
racism.
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
1
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
1
0
0
0
1
0
0
1
0
0
1
1
1
0
0
1
0
1
0
1
0
1
0
1
1
0
0
1
0
1
1
0
1
0
0
1
1
0
0
1
0
mber of respondents labled or offended
mber of labled or offended respondents who have heard jokes
mber of labled or offended respondents who think that males are harrased more
most 45% of the respondents who have been labled
offended say that they, also, have heard jokes about
eir race from other races. Whereas, almost 61 percent
spondents who have been labled or offended think
at males are harrasssed more than felmales, due to
38
17
23
Statistical Summary
Sample
Question Proportion
#1
0.46341463
#2
0.45121951
#3
0.43902
#4
0.52439024
Confidence Intervals
Sample
Size
82
82
82
82
Sample
Question
Mean
#5
1.8902439
#6
2.31707317
Sample
Std Dev
1.144025
1.616871
Lower
Question
Error
Limit
#1
0.107930813 0.355483821
#2
0.107704644 0.343514868
#3
0.10741304 0.33160696
#4
0.108092072 0.416298171
Sample
Size
82
82
Lower
Question
Error
Limit
#5
0.247614783 1.64262912
#6
0.349958558 1.967114613
Hypothesis Tests
Question
Ho
#1
p ≥ 0.60
#2
p ≤ 0.58
#3
p = 0.45
#4
p ≥ 0.80
#5
μ = 16
#6
μ ≤ 117
Ha
p < 0.60 p > 0.58
p ≠ 0.45
p < 0.80 μ ≠ 16 μ > 117
Upper
Limit
0.571345447
0.558924157
0.54643304
0.632482316
Conclusion
We are 95% confident the true population proportion is between 0.355 and 0.571
We are 95% confident the true population proportion is between 0.3435 and 0.559
We are 95% confident the true population proportion is between 0.332 and 0.5464
We are 95% confident the true population proportion is between 0.416 and 0.632
Upper
Limit
2.137858685
2.667031728
Conclusion
We are 95% confident the true population mean is between 1.642 and 2.138.
We are 95% confident the true population mean is between 1.967 and 2.667.
Reject Ho
when
z < -1.645 z > 1.645
z < -1.96 or z > 1.96
z < -1.645 z < -1.96 or z > 1.96
z > 1.645
Test
Statistic
Decision
-2.524674977 Reject Ho
-2.362753146 Reject Ho
-0.199858059 Reject Ho
-6.239381223 Reject Ho
-111.6840176 Reject Ho
-642.2886407 Reject Ho
Summary
There is sufficient statistical evidence to show the populat
There is sufficient statistical evidence to show the populat
There is sufficient statistical evidence to show the populat
There is sufficient statistical evidence to show the populat
There is sufficient statistical evidence to show the populat
There is sufficient statistical evidence to show the populat

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