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MAT 510 Final Exam (3 Set, 100% Score)
For more classes visit
www.snaptutorial.com
MAT 510 Final Exam Set 1
Question 1
Improvement is needed for an organization to survive because:
Question 2
The Statistical Thinking Strategy has significant commonality
with the scientific method. Which of the following statistical thinking
principles is NOT generally associated with the scientific method?
Question 3
Viewing a business as a system is important because:
Question 4
Improving the quality of process measurements is:
Question 5
Suppose the Problem Solving Framework were used to attack
a problem where the process in question was inherently stable. Which
of the following would be a likely result of this effort?
Question 6
The histogram below showing ages of credit card holders
displays what type of distribution?
Question 7
A main purpose of a control chart is to:
Question 8
The histogram has which of the following limitations?
Question 9
Non-random and unpredictable patterns on a control chart
indicate:
Question 10
A comparison between the Cp and Cpk for a process would
find which of the following to be true?
Question 11
A statistic that is used to indicate too much correlation
between the predictors in a regression analysis is called the:
Question 12
An Adjusted R-square value is a correlation coefficient that
has been modified to account for:
Question 13
Tips for building useful models include:
Question 14
The model residuals are examined to:
Question 15
Results of regression analysis are often abused in the
following ways:
Question 16
The basic reason for randomness of sampling in design of
experiments is:
Question 17
In every experiment there is experimental error. Which of the
following statements is true?
Question 18
An aspect of good experimental strategy is to study the effects
of the variables
(Xs) over a wide range. This strategy increases the chances that
effects will be found because:
Question 19
This technique is used to eliminate the effects of nuisance
factors (e.g., machines, day of week, and season of year) from an
experiment.
Question 20
A 32 experiment means that we are experimenting with:
Question 21
We ran a taste-test to see which soft drink employees in our
company prefer. We had 100 employees, selected as randomly as
possible, taste test two brands and determine which they preferred.
Which of the following would be a reasonable statistical analysis to
determine if there is a clear preference among our employees?
Question 22
We are testing the null hypothesis that the average monthly
revenue between four insurance offices is the same. We obtained a p-
value of .07. Which of the following would be an appropriate
conclusion about the population?
Question 23
For which of the following scenarios am I most likely to
utilize a Chi-squared test?
Question 24
Which of the following could be considered a prediction
interval?
Question 25
I have made a mistake in copying data into my computer to
perform a large regression model with 20 independent variables.
Basically, I ended up with random data in each of the columns.
However, I accidentally ran the regression anyway. Making
reasonable assumptions, which of the following outcomes is most
likely?
MAT 510 Final Exam Set 2
• Question 1
In every experiment there is experimental error. Which of the
following statements is true?
• Question 2
This technique is used to eliminate the effects of nuisance
factors (e.g., machines, day of week, and season of year) from an
experiment.
• Question 3
An aspect of good experimental strategy is to study the effects
of the variables
(Xs) over a wide range. This strategy increases the chances that
effects will be found because:
• Question 4
A 32 experiment means that we are experimenting with:
• Question 5
Given the plot below, what might you suspect about factors A
and B?
• Question 6
Which type of variation was critical to resolving the realized
revenue case study?
• Question 7
Figure 2.15 displays a model of the statistics discipline,
showing the relationship between statistical thinking, statistical
engineering, and statistical methods and tools. Which of the following
is a principle illustrated by this model?
• Question 8
The model residuals are examined to:
• Question 9
A statistic that is used to indicate too much correlation
between the predictors in a regression analysis is called the:
• Question 10
The best way to evaluate the validity of a statistical model is:
• Question 11
George Box tells us “all models are wrong but some are
useful”. By this comment he means:
• Question 12
Models based on subject matter fundamentals (theory) are
generally better than statistical models for:
• Question 13
We are testing the null hypothesis that the average monthly
revenue between four insurance offices is the same. We obtained a p-
value of .07. Which of the following would be an appropriate
conclusion about the population?
• Question 14
I have calculated an interval to document the uncertainty in
my estimate of the long-term standard deviation I will experience in
time to pay invoices in my business going forward. Baaed on this
information, this should be considered what type of interval?
• Question 15
After running an ANOVA comparing the average years of
experience between five different job classifications, we obtained a p
value of .02. Which of the following would be a reasonable
conclusion concerning the population in this case?
• Question 16
For which of the following scenarios am I most likely to
utilize a Chi-squared test?
• Question 17
Which of the following could be considered a prediction
interval?
• Question 18
Improvement is needed for an organization to survive because:
• Question 19
Control limits were originally defined at the three-sigma level
because:
• Question 20
If my histogram appears bimodal, what tool might help me
evaluate why?
• Question 21
In evaluating data on our process outputs, four characteristics
we might investigate are: central tendency, variation, shape of
distribution, and stability. Which of the following tools would be
most helpful to determine stability of the process?
• Question 22
The histogram has which of the following limitations?
• Question 23
Non-random and unpredictable patterns on a control chart
indicate:
• Question 24
Refer to Figure 3.21 and choose the correct statement for the
measurements
• Question 25
Processes are important because:
MAT 510 Final Exam Set 3
• Question 1
Lean manufacturing, Six Sigma, Total Quality Management
are some of the new systems for managing and improving an
organization. What is a common theme running through these
approaches?
• Question 2
Figure 2.15 displays a model of the statistics discipline,
showing the relationship between statistical thinking, statistical
engineering, and statistical methods and tools. Which of the following
is a principle illustrated by this model?
• Question 3
The Hidden Factory is:
• Question 4
Sub-optimization occurs when:
• Question 5
Suppose the Process Improvement Framework were used to
attack a problem where the process in question was inherently
unstable. Which of the following would be a likely result of this
effort?
• Question 6
The histogram has which of the following limitations?
• Question 7
Control limits were originally defined at the three-sigma level
because:
• Question 8
In evaluating data on our process outputs, four characteristics
we might investigate are: central tendency, variation, shape of
distribution, and stability. Which of the following tools would be
most helpful to determine the shape of the distribution?
• Question 9
If my histogram appears bimodal, what tool might help me
evaluate why?
• Question 10
A process is said to be capable if:
• Question 11
Results of regression analysis are often abused in the
following ways:
• Question 12
The model residuals are examined to:
• Question 13
The best way to evaluate the validity of a statistical model is:
• Question 14
Process models are used to:
• Question 15
An Adjusted R-square value is a correlation coefficient that
has been modified to account for:
• Question 16
The basic reason for randomness of sampling in design of
experiments is:
• Question 17
Identify the assumption that is NOT made when conducting an
experiment:
• Question 18
In the experimental layout below, which are the most
important factors?
Factor A Factor B Factor C Y
-1 -1 -1 150
1 -1 -1 148
-1 1 -1 156
1 1 -1 158
-1 -1 1 137
1 -1 1 132
-1 1 1 145
1 1 1 147
&
**********************************************
MAT 510 Midterm Exam (3 Set, 100% Score)
For more classes visit
www.snaptutorial.com
MAT 510 Midterm Exam Set 1
MAT 510 MIDTERM First Attempt
• Question 1
Improvement is needed for an organization to survive because:
• Question 2
Why is it so difficult for a person or an organization to improve?
• Question 3
A SIPOC map is:
• Question 4
Lean manufacturing, Six Sigma, Total Quality Management are some
of the new systems for managing and improving an organization.
What is a common theme running through these approaches?
• Question 5
Problem solving activities typically include:
• Question 6
The fact that processes tend to be dynamic, rather than static, is a key
principle of statistical thinking. Which of the following is a natural
consequence of this fact?
• Question 7
The Statistical Thinking Strategy has significant commonality with
the scientific method. Which of the following statistical thinking
principles is NOT generally associated with the scientific method?
• Question 8
Figure 2.16 shows a chart of the Dow Jones Industrial Average from
1990 through 2011. This plot reveals some obvious change points,
such as the 2008 financial collapse, and some unexplainable short-
term variation. Assuming that these are the only sources of variation
in this plot, what source of variation is NOT visible in the plot?
• Question 9
In Figure 2.11, Coach Hau presented data showing where goals were
scored on crosses. This produced unexpected results, in terms of
where the goals came from, and helped his team determine an
effective strategy on free kicks. This is an example of what principle
of statistical thinking?
• Question 10
The Statistical Thinking Strategy illustrated in Figure 2.14 provides a
graphic of the overall approach to driving improvement through
statistical thinking. Which of the following is a key principle
illustrated in this specific graph?
• Question 11
In the soccer case study, Coach Hau developed a flowchart of the
steps one goes through to properly “head” the ball, and then
developed unique drills to develop the team’s skills in each of these
steps. This approach is an example of what statistical thinking
principle?
• Question 12
A manufacturing process has been experiencing problems. The
operators charting the process data have identified the cause to be due
to an unanticipated change in incoming raw materials. This problem
should be considered:
• Question 13
Process measurements are:
• Question 14
Process complexity is important because complex processes:
• Question 15
Service and non-manufacturing processes:
• Question 16
The Hidden Factory is:
• Question 17
The primary goal of process mapping is to:
• Question 18
Service processes are different from manufacturing processes in that:
• Question 19
Viewing a business as a system is important because:
• Question 20
Use of subject matter knowledge is a key aspect of the Statistical
Thinking Strategy discussed in Chapter 2. For which of the following
case studies in Chapter 4 was this principle NOT clearly applied?
• Question 21
Which of the following are valid statements about the DMAIC
framework?
• Question 22
We learned in Chapter 3 that the measurement process is always
important and worthy of our attention. However, in Chapter 4 we
found that measurement can be absolutely critical to solving the
problem. For which of the case studies in Chapter 4 was measurement
NOT discussed as a critical issue?
• Question 23
Which of the following are accurate statements about the relationship
between the Process Improvement Framework (PIF) and the Problem
Solving Framework (PSF)?
• Question 24
The frameworks discussed in Chapter 4 could be considered more
specific examples of:
• Question 25
If you are thinking creatively about how to take existing tools and link
and sequence them to develop a novel approach to solve important
problems, this would be an example of:
MAT 510 MIDTERM 2ND Attempt
• Question 1
Understanding variation is important because variation:
• Question 2
A SIPOC map is:
• Question 3
Improvement is needed for an organization to survive because:
• Question 4
Why is it so difficult for a person or an organization to improve?
• Question 5
W. E. Deming commented “You don’t have to make these changes,
survival is not mandatory.” His message is:
• Question 6
The fact that processes tend to be dynamic, rather than static, is a key
principle of statistical thinking. Which of the following is a natural
consequence of this fact?
• Question 7
In the advertising case study, the unexpected “V” shaped pattern in
the plot of advertising dollars versus sales indicated what?
• Question 8
Box, Hunter, and Hunter are quoted in this chapter as stating: “Data
have no meaning in themselves; they are meaningful only in relation
to a conceptual model of the phenomenon studied.” This critical point
is related to which of the following principles of statistical thinking?
• Question 9
Analysts have noticed that October tends to be a bad month in the
collections department – our collections on past due accounts tend to
be consistently lower in October. This issue should be considered:
• Question 10
It is, unfortunately, common in business for managers to demand an
explanation for variation that is, based on statistics, typical and
expected variation, i.e., common cause variation. Alternatively, there
may be obvious special causes in the data that may be shrugged off as
“typical business fluctuations”. Which of the following statements
about interpretation of variation are true?
• Question 11
The Statistical Thinking Strategy illustrated in Figure 2.14 provides a
graphic of the overall approach to driving improvement through
statistical thinking. Which of the following is a key principle
illustrated in this specific graph?
• Question 12
In Figure 2.11, Coach Hau presented data showing where goals were
scored on crosses. This produced unexpected results, in terms of
where the goals came from, and helped his team determine an
effective strategy on free kicks. This is an example of what principle
of statistical thinking?
• Question 13
The Hidden Factory is:
• Question 14
The primary goal of process mapping is to:
• Question 15
Viewing a business as a system is important because:
• Question 16
The SIPOC model for a business helps everyone in the company see
the business from an overall perspective by:
I. Keeping a focus on customer needs
II. Identifying inputs and outputs for each step of the process
III. Displaying cross-function activities in simple terms
IV. Helping maintain the big business picture
• Question 17
Process complexity is important because complex processes:
• Question 18
Service processes are different from manufacturing processes in that:
• Question 19
Processes are important because:
• Question 20
If you are thinking creatively about how to take existing tools and link
and sequence them to develop a novel approach to solve important
problems, this would be an example of:
• Question 21
Which type of variation was critical to resolving the realized revenue
case study?
• Question 22
Suppose the Process Improvement Framework were used to attack a
problem where the process in question was inherently unstable.
Which of the following would be a likely result of this effort?
• Question 23
The frameworks discussed in Chapter 4 could be considered more
specific examples of:
• Question 24
The Problem Solving Framework begins with a “Document the
Problem” phase. The Process Improvement Framework does not
begin this way, but rather begins with an “Understand the Process
phase.” Which of the following are valid reasons for this difference?
• Question 25
Which of the following are valid statements about the DMAIC
framework?
MAT 510 Midterm Exam Set 2
• Question 1
W. E. Deming commented “You don’t have to make these changes,
survival is not mandatory.” His message is:
• Question 2
The principal drivers of the rapid change in the global economy are:
• Question 3
Process average or mean:
• Question 4
Which of the following are principles of Statistical Thinking?
• Question 5
A SIPOC map is:
• Question 6
Figure 2.16 shows a chart of the Dow Jones Industrial Average from
1990 through 2011. This plot reveals some obvious change points,
such as the 2008 financial collapse, and some unexplainable short-
term variation. Assuming that these are the only sources of variation
in this plot, what source of variation is NOT visible in the plot?
• Question 7
Figure 2.15 displays a model of the statistics discipline, showing the
relationship between statistical thinking, statistical engineering, and
statistical methods and tools. Which of the following is a principle
illustrated by this model?
• Question 8
In the soccer case study, Coach Hau developed a flowchart of the
steps one goes through to properly “head” the ball, and then
developed unique drills to develop the team’s skills in each of these
steps. This approach is an example of what statistical thinking
principle?
• Question 9
Analysts have noticed that October tends to be a bad month in the
collections department – our collections on past due accounts tend to
be consistently lower in October. This issue should be considered:
• Question 10
What is tool that can be used to detect the structure variation?
• Question 11
In Figure 2.11, Coach Hau presented data showing where goals were
scored on crosses. This produced unexpected results, in terms of
where the goals came from, and helped his team determine an
effective strategy on free kicks. This is an example of what principle
of statistical thinking?
• Question 12
The Statistical Thinking Strategy illustrated in Figure 2.14 provides a
graphic of the overall approach to driving improvement through
statistical thinking. Which of the following is a key principle
illustrated in this specific graph?
• Question 13
Viewing a business as a system is important because:
• Question 14
Processes are important because:
• Question 15
The Hidden Factory is:
• Question 16
Refer to Figure 3.21 and choose the correct statement for the
measurements
• Question 17
Service processes are different from manufacturing processes in that:
• Question 18
The SIPOC model for a business helps everyone in the company see
the business from an overall perspective by:
I. Keeping a focus on customer needs
II. Identifying inputs and outputs for each step of the process
III. Displaying cross-function activities in simple terms
IV. Helping maintain the big business picture
• Question 19
Sub-optimization occurs when:
• Question 20
Which of the following are valid statements about the DMAIC
framework?
• Question 21
Suppose the Process Improvement Framework were used to attack a
problem where the process in question was inherently unstable.
Which of the following would be a likely result of this effort?
• Question 22
The Problem Solving Framework begins with a “Document the
Problem” phase. The Process Improvement Framework does not
begin this way, but rather begins with an “Understand the Process
phase.” Which of the following are valid reasons for this difference?
• Question 23
Which type of variation was critical to resolving the realized revenue
case study?
• Question 24
Which of the following are accurate statements about the relationship
between the Process Improvement Framework (PIF) and the Problem
Solving Framework (PSF)?
• Question 25
If you are thinking creatively about how to take existing tools and link
and sequence them to develop a novel approach to solve important
problems, this would be an example of:
MAT 510 Midterm Exam Set 3
Question 1
The standard deviation is:
Question 2
Understanding variation is important because variation:
Question 3
Process improvement activities typically include:
Question 4
Process average or mean:
Question 5
Which of the following are principles of Statistical Thinking?
Question 6
In Figure 2.11, Coach Hau presented data showing where goals were
scored on crosses. This produced unexpected results, in terms of
where the goals came from, and helped his team determine an
effective strategy on free kicks. This is an example of what principle
of statistical thinking?
Question 7
It is, unfortunately, common in business for managers to demand an
explanation for variation that is, based on statistics, typical and
expected variation, i.e., common cause variation. Alternatively, there
may be obvious special causes in the data that may be shrugged off as
“typical business fluctuations”. Which of the following statements
about interpretation of variation are true?
Question 8
The Statistical Thinking Strategy illustrated in Figure 2.14 provides a
graphic of the overall approach to driving improvement through
statistical thinking. Which of the following is a key principle
illustrated in this specific graph?
Question 9
In the soccer case study, Coach Hau developed a flowchart of the
steps one goes through to properly “head” the ball, and then
developed unique drills to develop the team’s skills in each of these
steps. This approach is an example of what statistical thinking
principle?
Question 10
The Statistical Thinking Strategy has significant commonality with
the scientific method. Which of the following statistical thinking
principles is NOT generally associated with the scientific method?
Question 11
Figure 2.15 displays a model of the statistics discipline, showing the
relationship between statistical thinking, statistical engineering, and
statistical methods and tools. Which of the following is a principle
illustrated by this model?
Question 12
A manufacturing process has been experiencing problems. The
operators charting the process data have identified the cause to be due
to an unanticipated change in incoming raw materials. This problem
should be considered:
Question 13
Process complexity is important because complex processes:
Question 14
Service and non-manufacturing processes:
Question 15
The Hidden Factory is:
Question 16
The primary goal of process mapping is to:
Question 17
The SIPOC model for a business helps everyone in the company see
the business from an overall perspective by:
I. Keeping a focus on customer needs
II. Identifying inputs and outputs for each step of the process
III. Displaying cross-function activities in simple terms
IV. Helping maintain the big business picture
Question 18
Refer to Figure 3.21 and choose the correct statement for the
measurements
Question 19
Processes are important because:
Question 20
Which type of variation was critical to resolving the realized revenue
case study?
Question 21
Suppose a DMAIC Framework were used to attack a problem where
the process in question was inherently stable. Which of the following
would be a likely result of this effort?
Question 22
We learned in Chapter 3 that the measurement process is always
important and worthy of our attention. However, in Chapter 4 we
found that measurement can be absolutely critical to solving the
problem. For which of the case studies in Chapter 4 was measurement
NOT discussed as a critical issue?
Question 23
Which of the following are accurate statements about the relationship
between the Process Improvement Framework (PIF) and the Problem
Solving Framework (PSF)?
Question 24
The frameworks discussed in Chapter 4 could be considered more
specific examples of:
Question 25
If you are thinking creatively about how to take existing tools and link
and sequence them to develop a novel approach to solve important
problems, this would be an example of:
**********************************************
MAT 510 Week 1 Homework Assignment 1
For more classes visit
www.snaptutorial.com
Homework Assignment 1
Due in Week 1 and worth 30 points
Describe a work task, a hobby, or another activity that you regularly
do, and sequentially list the various actions you take in order to
complete this activity. Consider the complexity of your list and the
amount of steps required to complete the activity.
Answer the following questions in the space provided below:
1. 1. Differentiate the main actions between doing and
improving your activities.
2. 2. Determine the overall manner in which variation has
affected your activities.
MAT 510 Week 2 Homework Assignment 2
For more classes visit
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Homework Assignment 2
Due in Week 2 and worth 30 points
Answer the following questions in the space provided below:
Explain the importance of variation to health-care organizations and
answer the following questions.
1. a. What might be the key processes for health-care
organizations?
2. b. key processes of health-care organizations What are the
potential common causes of variation that would have an impact on
the?
3. c. What special causes might be more important than the
others?
4. d. How might health-care organizations’ business
environment be dynamic and change over time?
**********************************************
MAT 510 Week 3 Homework Assignment 3
For more classes visit
www.snaptutorial.com
Homework Assignment 3
Due in Week 3 and worth 30 points
The following data consists of the actual time used and potential (the
best time possible for this review process) to complete each step in
the review process. The actual times are based on the review of 30
projects. The potential times are subjective engineering judgment
estimates.
Table: Basic Data Review for Construction Project Equipment
Arrangement
Cycle Time (hours)
Step
Description
Actual
Potential
Difference
1
Read basic data package
4
4
—
2
Write, type, proof, sign, copy, and distribute cover letter
21.9
0.5
21.4
3
Queue
40
0
40
4
Lead engineer calls key people to schedule meeting
4
0.25
3.75
5
Write, type, proof, sign, copy, and distribute confirmation letter
25.4
2.1
23.3
6
Hold meeting; develop path forward and concerns
4
4
—
7
Project leader and specialist develop missing information
12
12
—
8
Determine plant preferred vendors
12
12
—
9
Review notes from meeting
12
12
—
10
Resolve open issues
106
104
2
11
Write, type, proof, sign, copy, and distribute basic data acceptance
letter
26.5
0.25
26.25
Totals
267.8
151.1
116.7
Use the data in the table above and answer the following questions in
the space provided below:
1. 1. What are the sources of value-added and non-value-added
work in this process?
2. 2. Where are the main opportunities to improve the cycle time
of this process, with respect to both actual time used and the potential
best times? What strategy would you use?
3. 3. Step 10: Resolve Open Issues required 104 hours
(potential) versus 106 hours (actual). Is there an OFI here? Why or
why not? If so, how would you attack it?
4. 4. What do you think are the most difficult critical issues to
deal with when designing a sound cycle time study such as this one?
Type your answers below and submit this file in Week 3 of the online
course shell:
**********************************************
MAT 510 Week 4 Case Study 1 Statistical
Thinking in Health Care (2 Papers)
For more classes visit
www.snaptutorial.com
This Tutorial contains 2 Papers
Case Study 1: Statistical Thinking in Health Care
Due Week 4 and worth 150 points
Read the following case study.
Ben Davis had just completed an intensive course in Statistical
Thinking for Business Improvement, which was offered to all
employees of a large health maintenance organization. There was no
time to celebrate, however, because he was already under a lot of
pressure. Ben works as a pharmacist's assistant in the HMO's
pharmacy, and his manager, Juan de Pacotilla, was about to be fired.
Juan's dismissal appeared to be imminent due to numerous complaints
and even a few lawsuits over inaccurate prescriptions. Juan now was
asking Ben for his assistance in trying to resolve the problem,
preferably yesterday!
"Ben, I really need your help! If I can't show some major
improvement or at least a solid plan by next month, I'm history."
"I'll be glad to help, Juan, but what can I do? I'm just a pharmacist's
assistant."
"I don't care what your job title is; I think you're just the person who
can get this done. I realize I've been too far removed from day-to-day
operations in the pharmacy, but you work there every day. You're in a
much better position to find out how to fix the problem. Just tell me
what to do, and I'll do it."
"But what about the statistical consultant you hired to analyze the data
on inaccurate prescriptions?"
"Ben, to be honest, I'm really disappointed with that guy. He has spent
two weeks trying to come up with a new modeling approach to
predict weekly inaccurate prescriptions. I tried to explain to him that I
don't want to predict the mistakes, I want to eliminate them! I don't
think I got through, however, because he said we need a month of
additional data to verify the model, and then he can apply a new
method he just read about in a journal to identify 'change points in the
time series,' whatever that means. But get this, he will only identify
the change points and send me a list; he says it's my job to figure out
what they mean and how to respond. I don't know much about
statistics -- the only thing I remember from my course in college is
that it was the worst course I ever took-- but I'm becoming convinced
that it actually doesn't have much to offer in solving real problems.
You've just gone through this statistical thinking course, though, so
maybe you can see something I can't. To me, statistical thinking
sounds like an oxymoron. I realize it's a long shot, but I was hoping
you could use this as the project you need to officially complete the
course."
"I see your point, Juan. I felt the same way, too. This course was
interesting, though, because it didn't focus on crunching numbers. I
have some ideas about how we can approach making improvements
in prescription accuracy, and I think this would be a great project. We
may not be able to solve it ourselves, however. As you know, there is
a lot of finger-pointing going on; the pharmacists blame sloppy
handwriting and incomplete instructions from doctors for the
problem; doctors blame pharmacy assistants like me who actually do
most of the computer entry of the prescriptions, claiming that we are
incompetent; and the assistants tend to blame the pharmacists for
assuming too much about our knowledge of medical terminology,
brand names, known drug interactions, and so on."
"It sounds like there's no hope, Ben!"
"I wouldn't say that at all, Juan. It's just that there may be no quick fix
we can do by ourselves in the pharmacy. Let me explain how I'm
thinking about this and how I would propose attacking the problem
using what I just learned in the statistical thinking course."
Source: G. C. Britz, D. W. Emerling, L. B. Hare, R. W. Hoerl, & J. E.
Shade. "How to Teach Others to Apply Statistical Thinking." Quality
Progress (June 1997): 67--80.
Assuming the role of Ben Davis, write a three to four (3-4) page paper
in which you apply the approach discussed in the textbook to this
problem. You'll have to make some assumptions about the processes
used by the HMO pharmacy. Also, please use the Internet and / or
Strayer LRC to research articles on common problems or errors that
pharmacies face. Your paper should address the following points:
1.Develop a process map about the prescription filling process for
HMO's pharmacy, in which you specify the key problems that the
HMO's pharmacy might be experiencing. Next, use the supplier,
input, process steps, output, and customer (SIPOC) model to analyze
the HMO pharmacy's business process.
2.Analyze the process map and SIPOC model to identify possible
main root causes of the problems. Next, categorize whether the main
root causes of the problem are special causes or common causes.
Provide a rationale for your response.
3.Suggest the main tools that you would use and the data that you
would collect in order to analyze the business process and correct the
problem. Justify your response.
4.Propose one (1) solution to the HMO pharmacy's on-going
problem(s) and propose one (1) strategy to measure the
aforementioned solution. Provide a rationale for your response.
5.Use at least two (2) quality references. Note: Wikipedia and other
Websites do not qualify as academic resources.
Your assignment must follow these formatting requirements:
•Be typed, double spaced, using Times New Roman font (size 12),
with one-inch margins on all sides; citations and references must
follow APA format. Check with your professor for any additional
instructions.
•Include a cover page containing the title of the assignment, the
student's name, the professor's name, the course title, and the date.
The cover page and the reference page are not included in the
required assignment page length.
The specific course learning outcomes associated with this
assignment are:
•Describe how organizations use statistical thinking to be more
competitive.
•Apply the basic principles of statistical thinking to business
processes.
•Apply the SIPOC model to identify OFIs in business processes.
•Use technology and information resources to research issues in
business process improvement.
•Write clearly and concisely about business process improvement
using proper writing mechanics.
**********************************************
MAT 510 Week 4 Homework Assignment 4
For more classes visit
www.snaptutorial.com
Homework Assignment 4
Due in Week 4 and worth 30 points
Discuss one (1) project where you used a problem-solving approach
to address what turned out to be common-cause variation, or where
you used a process improvement approach to deal with a special
cause.
If you do not have a personal experience that echoes either of these
situations, you may use Internet to search for a case that reflects either
of these situations.
Examples:
· one’s personal investment strategy since 2008
· reducing waiting times at the local hospital or emergency room
· reducing difficulties trying to connect to a Wi-Fi Internet
provider
Answer the following questions in the space provided below:
1. 1. Describe the experience in the project.
2. 2. What were the solutions used to address the problem?
3. 3. Was the case you described a special-cause or common-
cause?
4. 4. Do you feel the solution or approach used appropriate for
the cause?
5. 5. What would you do if you could do it again?
6. 6. What conclusions can you draw from the problem-solving
or process-improvement techniques?
Note: You may create and / or make all necessary assumptions needed
for the completion of this assignment. In your original work, you may
use aspects of existing processes from either your current or a former
place of employment. However, you must remove any and all
identifying information that would enable someone to discern the
organization(s) that you have used.
**********************************************
MAT 510 Week 6 Homework Assignment 5
For more classes visit
www.snaptutorial.com
Homework Assignment 5
Due in Week 6 and worth 30 points
The data in below table lists country code and the order to remittance
(OTR) time for hardware / software installations for the last 76
installations (from first to last). OTR is the time it takes from an order
being placed until the system is installed and we receive payment
(remittance). Because this company does business internationally, it
also notes the country of installation using a country code. This code
is listed in the first column.
Use the date in table above and answer the following questions in the
space provided below:
1. Does the OTR time appear to be stable? Why or why not?
2. If you were to use a control chart to evaluate stability, which
chart would you use? Why?
3. What can you learn about the distribution of the installation
process?
4. Does it appear that the country has an impact on installation
time? Why or why not?
**********************************************
MAT 510 Week 6 Homework Assignment 6
For more classes visit
www.snaptutorial.com
Due in Week 8 and worth 30 points
The experiment data in below table was to evaluate the effects of
three variables on invoice errors for a company. Invoice errors had
been a major contributor to lengthening the time that customers took
to pay their invoices and increasing the accounts receivables for a
major chemical company. It was conjectured that the errors might be
due to the size of the customer (larger customers have more complex
orders), the customer location (foreign orders are more complicated),
and the type of product. A subset of the data is summarized in the
following Table.
Table: Invoice Experiment Error Customer Size Customer
Location Product Type Number of Errors - - - 15 + -
- 18 - + - 6 + + - 2 - - +
19 + - + 23 - + + 16 + + + 21
Customer Size: Small (-), Large (+) Customer Location: Foreign (-),
Domestic (+) Product Type: Commodity (-), Specialty (=)
Reference: Moen, Nolan, and Provost (R. D. Moen, T. W. Nolan and
L. P. Provost. Improving Quality through Planned Experimentation.
New York: McGraw-Hill, 1991)
Use the date in table above and answer the following questions in the
space provided below:
1. 1. What was the average effect of the process change? Did the
process average increase or decrease and by how much?
2. 2. Analyze the data using the regression model y = b0 + b1x,
where y = time to approve and mail a claim (weekly average), x = 0
for the old process, and x = 1 for the new process.
3. 3. How does this model measure the effect of the process
change?
4. 4. How much did the process performance change on the
average? (Hint: Compare the values of b1 and the average of new
process performance minus the average of the performance of the old
process.)
**********************************************
MAT 510 Week 7 Homework Assignment 6
For more classes visit
www.snaptutorial.com
Homework Assignment 6
Due in Week 7 and worth 30 points
The data in the table below is from a study conducted by an insurance
company to determine the effect of changing the process by which
insurance claims are approved. The goal was to improve policyholder
satisfaction by speeding up the process and eliminating some non-
value-added approval steps in the process. The response measured
was the average time required to approve and mail all claims initiated
in a week. The new procedure was tested for 12 weeks, and the results
were compared to the process performance for the 12 weeks prior to
instituting the change.
Table: Insurance Claim Approval Times (days)
Old Process
New Process
Week
Elapsed Time
Week
Elapsed Time
1
31.7
13
24
2
27
14
25.8
3
33.8
15
31
4
30
16
23.5
5
32.5
17
28.5
6
33.5
18
25.6
7
38.2
19
28.7
8
37.5
20
27.4
9
29
21
28.5
10
31.3
22
25.2
11
38.6
23
24.5
12
39.3
24
23.5
Use the date in table above and answer the following questions in the
space provided below:
1. What was the average effect of the process change? Did the
process average increase or decrease and by how much?
2. Analyze the data using the regression model y = b0 + b1x,
where y = time to approve and mail a claim (weekly average), x = 0
for the old process, and x = 1 for the new process.
3. How does this model measure the effect of the process change?
4. How much did the process performance change on the average?
(Hint: Compare the values of b1 and the average of new process
performance minus the average of the performance of the old
process.)
**********************************************
MAT 510 Week 8 Case Study 2 Improving E-
Mail Marketing Response (2 Papers)
For more classes visit
www.snaptutorial.com
This Tutorial contains 2 Papers
Case Study 2: Improving E-Mail Marketing Response
Due Week 8 and worth 160 points
Read the following case study.
Students, please view the "Submit a Clickable Rubric Assignment" in
the Student Center.
Instructors, training on how to grade is within the Instructor Center.
A company wishes to improve its e-mail marketing process, as
measured by an increase in the response rate to e-mail advertisements.
The company has decided to study the process by evaluating all
combinations of two (2) options of the three (3) key factors: E-Mail
Heading (Detailed, Generic); Email Open (No, Yes); and E-Mail
Body (Text, HTML). Each of the combinations in the design was
repeated on two (2) different occasions. The factors studied and the
measured response rates are summarized in the following table.
Write a two to three (2-3) page paper in which you:
1. Use the data shown in the table to conduct a design of
experiment (DOE) in order to test cause-and-effect relationships in
business processes for the company.
2. Determine the graphical display tool (e.g., Interaction Effects
Chart, Scatter Chart, etc.) that you would use to present the results of
the DOE that you conducted in Question 1. Provide a rationale for
your response.
3. Recommend the main actions that the company could take in
order to increase the response rate of its e-mail advertising. Provide a
rationale for your response.
4. Propose one (1) overall strategy for developing a process model
for this company that will increase the response rate of its e-mail
advertising and obtain effective business process. Provide a rationale
for your response.
Your assignment must follow these formatting requirements:
· Be typed, double spaced, using Times New Roman font (size
12), with one-inch margins on all sides; citations and references must
follow APA or school-specific format. Check with your professor for
any additional instructions.
· Include a cover page containing the title of the assignment, the
student’s name, the professor’s name, the course title, and the date.
The cover page and the reference page are not included in the
required assignment page length.
The specific course learning outcomes associated with this
assignment are:
· Build regression models for improving business processes.
· Design experiments to test cause-and-effect relationships in
business processes.
· Use technology and information resources to research issues in
business process improvement.
· Write clearly and concisely about business process
improvement using proper writing mechanics.
**********************************************
MAT 510 Week 8 Homework Assignment 7
For more classes visit
www.snaptutorial.com
Homework Assignment 7
Due in Week 8 and worth 30 points
The experiment data in below table was to evaluate the effects of
three variables on invoice errors for a company. Invoice errors had
been a major contributor to lengthening the time that customers took
to pay their invoices and increasing the accounts receivables for a
major chemical company. It was conjectured that the errors might be
due to the size of the customer (larger customers have more complex
orders), the customer location (foreign orders are more complicated),
and the type of product. A subset of the data is summarized in the
following Table.
Reference: Moen, Nolan, and Provost (R. D. Moen, T. W. Nolan and
L. P. Provost. Improving Quality through Planned Experimentation.
New York: McGraw-Hill, 1991)
Use the date in table above and answer the following questions in the
space provided below:
1. 1. What is the nature of the effects of the factors studied in
this experiment?
2. What strategy would you use to reduce invoice errors, given the
results of this experiment?
**********************************************
MAT 510 Week 9 Homework Assignment 8
For more classes visit
www.snaptutorial.com
Homework Assignment 8
Due in Week 9 and worth 30 points
Suppose the number of equipment sales and service contracts that a
store sold during the last six (6) months for treadmills and exercise
bikes was as follows:
Treadmill Exercise Bike
Total sold 185 123
Service contracts 67 55
The store can only sell a service contract on a new piece of
equipment. Of the 185 treadmills sold, 67 included a service contract
and 118 did not.
Complete the following questions in the space provided below:
1. 1. Construct a 95 percent confidence interval for the
difference between the proportions of service contracts sold on
treadmills versus exercise bikes.
2. Is there a major difference between the two pieces of equipment?
Why or why not?
**********************************************
MAT 510 Week 10 Homework Assignment 9
For more classes visit
www.snaptutorial.com
Homework Assignment 9
Due in week 10 and worth 30 points
Suppose that there are two (2) candidates (i.e., Jones and Johns) in the
upcoming presidential election. Sara notes that she has discussed the
presidential election candidates with 15 friends, and 10 said that they
are voting for candidate Jones. Sara is therefore convinced that
candidate Jones will win the election because Jones gets more than
50% of votes.
Answer the following questions in the space provided below:
1. 1. Based on what you now know about statistical inference, is
Sara’s conclusion a logical conclusion? Why or why not?
2. 2. How many friend samples Sara should have in order to
draw the conclusion with 95% confidence interval? Why?
3. 3. How would you explain your conclusion to Sara without
using any statistical jargon? Why?
**************************************************************************

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MAT 510 Effective Communication - snaptutorial.com

  • 1. MAT 510 Final Exam (3 Set, 100% Score) For more classes visit www.snaptutorial.com MAT 510 Final Exam Set 1 Question 1 Improvement is needed for an organization to survive because: Question 2 The Statistical Thinking Strategy has significant commonality with the scientific method. Which of the following statistical thinking principles is NOT generally associated with the scientific method? Question 3 Viewing a business as a system is important because: Question 4 Improving the quality of process measurements is: Question 5 Suppose the Problem Solving Framework were used to attack a problem where the process in question was inherently stable. Which of the following would be a likely result of this effort?
  • 2. Question 6 The histogram below showing ages of credit card holders displays what type of distribution? Question 7 A main purpose of a control chart is to: Question 8 The histogram has which of the following limitations? Question 9 Non-random and unpredictable patterns on a control chart indicate: Question 10 A comparison between the Cp and Cpk for a process would find which of the following to be true? Question 11 A statistic that is used to indicate too much correlation between the predictors in a regression analysis is called the: Question 12 An Adjusted R-square value is a correlation coefficient that has been modified to account for:
  • 3. Question 13 Tips for building useful models include: Question 14 The model residuals are examined to: Question 15 Results of regression analysis are often abused in the following ways: Question 16 The basic reason for randomness of sampling in design of experiments is: Question 17 In every experiment there is experimental error. Which of the following statements is true? Question 18 An aspect of good experimental strategy is to study the effects of the variables (Xs) over a wide range. This strategy increases the chances that effects will be found because: Question 19 This technique is used to eliminate the effects of nuisance factors (e.g., machines, day of week, and season of year) from an experiment. Question 20
  • 4. A 32 experiment means that we are experimenting with: Question 21 We ran a taste-test to see which soft drink employees in our company prefer. We had 100 employees, selected as randomly as possible, taste test two brands and determine which they preferred. Which of the following would be a reasonable statistical analysis to determine if there is a clear preference among our employees? Question 22 We are testing the null hypothesis that the average monthly revenue between four insurance offices is the same. We obtained a p- value of .07. Which of the following would be an appropriate conclusion about the population? Question 23 For which of the following scenarios am I most likely to utilize a Chi-squared test? Question 24 Which of the following could be considered a prediction interval? Question 25 I have made a mistake in copying data into my computer to perform a large regression model with 20 independent variables. Basically, I ended up with random data in each of the columns. However, I accidentally ran the regression anyway. Making reasonable assumptions, which of the following outcomes is most likely?
  • 5. MAT 510 Final Exam Set 2 • Question 1 In every experiment there is experimental error. Which of the following statements is true? • Question 2 This technique is used to eliminate the effects of nuisance factors (e.g., machines, day of week, and season of year) from an experiment. • Question 3 An aspect of good experimental strategy is to study the effects of the variables (Xs) over a wide range. This strategy increases the chances that effects will be found because: • Question 4 A 32 experiment means that we are experimenting with: • Question 5 Given the plot below, what might you suspect about factors A and B? • Question 6 Which type of variation was critical to resolving the realized revenue case study?
  • 6. • Question 7 Figure 2.15 displays a model of the statistics discipline, showing the relationship between statistical thinking, statistical engineering, and statistical methods and tools. Which of the following is a principle illustrated by this model? • Question 8 The model residuals are examined to: • Question 9 A statistic that is used to indicate too much correlation between the predictors in a regression analysis is called the: • Question 10 The best way to evaluate the validity of a statistical model is: • Question 11 George Box tells us “all models are wrong but some are useful”. By this comment he means: • Question 12 Models based on subject matter fundamentals (theory) are generally better than statistical models for: • Question 13 We are testing the null hypothesis that the average monthly revenue between four insurance offices is the same. We obtained a p- value of .07. Which of the following would be an appropriate conclusion about the population?
  • 7. • Question 14 I have calculated an interval to document the uncertainty in my estimate of the long-term standard deviation I will experience in time to pay invoices in my business going forward. Baaed on this information, this should be considered what type of interval? • Question 15 After running an ANOVA comparing the average years of experience between five different job classifications, we obtained a p value of .02. Which of the following would be a reasonable conclusion concerning the population in this case? • Question 16 For which of the following scenarios am I most likely to utilize a Chi-squared test? • Question 17 Which of the following could be considered a prediction interval? • Question 18 Improvement is needed for an organization to survive because: • Question 19 Control limits were originally defined at the three-sigma level because: • Question 20
  • 8. If my histogram appears bimodal, what tool might help me evaluate why? • Question 21 In evaluating data on our process outputs, four characteristics we might investigate are: central tendency, variation, shape of distribution, and stability. Which of the following tools would be most helpful to determine stability of the process? • Question 22 The histogram has which of the following limitations? • Question 23 Non-random and unpredictable patterns on a control chart indicate: • Question 24 Refer to Figure 3.21 and choose the correct statement for the measurements • Question 25 Processes are important because: MAT 510 Final Exam Set 3 • Question 1 Lean manufacturing, Six Sigma, Total Quality Management are some of the new systems for managing and improving an organization. What is a common theme running through these approaches?
  • 9. • Question 2 Figure 2.15 displays a model of the statistics discipline, showing the relationship between statistical thinking, statistical engineering, and statistical methods and tools. Which of the following is a principle illustrated by this model? • Question 3 The Hidden Factory is: • Question 4 Sub-optimization occurs when: • Question 5 Suppose the Process Improvement Framework were used to attack a problem where the process in question was inherently unstable. Which of the following would be a likely result of this effort? • Question 6 The histogram has which of the following limitations? • Question 7 Control limits were originally defined at the three-sigma level because: • Question 8 In evaluating data on our process outputs, four characteristics we might investigate are: central tendency, variation, shape of
  • 10. distribution, and stability. Which of the following tools would be most helpful to determine the shape of the distribution? • Question 9 If my histogram appears bimodal, what tool might help me evaluate why? • Question 10 A process is said to be capable if: • Question 11 Results of regression analysis are often abused in the following ways: • Question 12 The model residuals are examined to: • Question 13 The best way to evaluate the validity of a statistical model is: • Question 14 Process models are used to: • Question 15 An Adjusted R-square value is a correlation coefficient that has been modified to account for: • Question 16 The basic reason for randomness of sampling in design of experiments is:
  • 11. • Question 17 Identify the assumption that is NOT made when conducting an experiment: • Question 18 In the experimental layout below, which are the most important factors? Factor A Factor B Factor C Y -1 -1 -1 150 1 -1 -1 148 -1 1 -1 156 1 1 -1 158 -1 -1 1 137 1 -1 1 132 -1 1 1 145 1 1 1 147 & ********************************************** MAT 510 Midterm Exam (3 Set, 100% Score) For more classes visit www.snaptutorial.com MAT 510 Midterm Exam Set 1
  • 12. MAT 510 MIDTERM First Attempt • Question 1 Improvement is needed for an organization to survive because: • Question 2 Why is it so difficult for a person or an organization to improve? • Question 3 A SIPOC map is: • Question 4 Lean manufacturing, Six Sigma, Total Quality Management are some of the new systems for managing and improving an organization. What is a common theme running through these approaches? • Question 5 Problem solving activities typically include: • Question 6 The fact that processes tend to be dynamic, rather than static, is a key principle of statistical thinking. Which of the following is a natural consequence of this fact? • Question 7 The Statistical Thinking Strategy has significant commonality with the scientific method. Which of the following statistical thinking principles is NOT generally associated with the scientific method?
  • 13. • Question 8 Figure 2.16 shows a chart of the Dow Jones Industrial Average from 1990 through 2011. This plot reveals some obvious change points, such as the 2008 financial collapse, and some unexplainable short- term variation. Assuming that these are the only sources of variation in this plot, what source of variation is NOT visible in the plot? • Question 9 In Figure 2.11, Coach Hau presented data showing where goals were scored on crosses. This produced unexpected results, in terms of where the goals came from, and helped his team determine an effective strategy on free kicks. This is an example of what principle of statistical thinking? • Question 10 The Statistical Thinking Strategy illustrated in Figure 2.14 provides a graphic of the overall approach to driving improvement through statistical thinking. Which of the following is a key principle illustrated in this specific graph? • Question 11 In the soccer case study, Coach Hau developed a flowchart of the steps one goes through to properly “head” the ball, and then developed unique drills to develop the team’s skills in each of these steps. This approach is an example of what statistical thinking principle? • Question 12 A manufacturing process has been experiencing problems. The operators charting the process data have identified the cause to be due to an unanticipated change in incoming raw materials. This problem should be considered:
  • 14. • Question 13 Process measurements are: • Question 14 Process complexity is important because complex processes: • Question 15 Service and non-manufacturing processes: • Question 16 The Hidden Factory is: • Question 17 The primary goal of process mapping is to: • Question 18 Service processes are different from manufacturing processes in that: • Question 19 Viewing a business as a system is important because: • Question 20 Use of subject matter knowledge is a key aspect of the Statistical Thinking Strategy discussed in Chapter 2. For which of the following case studies in Chapter 4 was this principle NOT clearly applied?
  • 15. • Question 21 Which of the following are valid statements about the DMAIC framework? • Question 22 We learned in Chapter 3 that the measurement process is always important and worthy of our attention. However, in Chapter 4 we found that measurement can be absolutely critical to solving the problem. For which of the case studies in Chapter 4 was measurement NOT discussed as a critical issue? • Question 23 Which of the following are accurate statements about the relationship between the Process Improvement Framework (PIF) and the Problem Solving Framework (PSF)? • Question 24 The frameworks discussed in Chapter 4 could be considered more specific examples of: • Question 25 If you are thinking creatively about how to take existing tools and link and sequence them to develop a novel approach to solve important problems, this would be an example of: MAT 510 MIDTERM 2ND Attempt • Question 1 Understanding variation is important because variation:
  • 16. • Question 2 A SIPOC map is: • Question 3 Improvement is needed for an organization to survive because: • Question 4 Why is it so difficult for a person or an organization to improve? • Question 5 W. E. Deming commented “You don’t have to make these changes, survival is not mandatory.” His message is: • Question 6 The fact that processes tend to be dynamic, rather than static, is a key principle of statistical thinking. Which of the following is a natural consequence of this fact? • Question 7 In the advertising case study, the unexpected “V” shaped pattern in the plot of advertising dollars versus sales indicated what? • Question 8 Box, Hunter, and Hunter are quoted in this chapter as stating: “Data have no meaning in themselves; they are meaningful only in relation to a conceptual model of the phenomenon studied.” This critical point is related to which of the following principles of statistical thinking? • Question 9
  • 17. Analysts have noticed that October tends to be a bad month in the collections department – our collections on past due accounts tend to be consistently lower in October. This issue should be considered: • Question 10 It is, unfortunately, common in business for managers to demand an explanation for variation that is, based on statistics, typical and expected variation, i.e., common cause variation. Alternatively, there may be obvious special causes in the data that may be shrugged off as “typical business fluctuations”. Which of the following statements about interpretation of variation are true? • Question 11 The Statistical Thinking Strategy illustrated in Figure 2.14 provides a graphic of the overall approach to driving improvement through statistical thinking. Which of the following is a key principle illustrated in this specific graph? • Question 12 In Figure 2.11, Coach Hau presented data showing where goals were scored on crosses. This produced unexpected results, in terms of where the goals came from, and helped his team determine an effective strategy on free kicks. This is an example of what principle of statistical thinking? • Question 13 The Hidden Factory is: • Question 14 The primary goal of process mapping is to:
  • 18. • Question 15 Viewing a business as a system is important because: • Question 16 The SIPOC model for a business helps everyone in the company see the business from an overall perspective by: I. Keeping a focus on customer needs II. Identifying inputs and outputs for each step of the process III. Displaying cross-function activities in simple terms IV. Helping maintain the big business picture • Question 17 Process complexity is important because complex processes: • Question 18 Service processes are different from manufacturing processes in that: • Question 19 Processes are important because: • Question 20 If you are thinking creatively about how to take existing tools and link and sequence them to develop a novel approach to solve important problems, this would be an example of: • Question 21 Which type of variation was critical to resolving the realized revenue case study?
  • 19. • Question 22 Suppose the Process Improvement Framework were used to attack a problem where the process in question was inherently unstable. Which of the following would be a likely result of this effort? • Question 23 The frameworks discussed in Chapter 4 could be considered more specific examples of: • Question 24 The Problem Solving Framework begins with a “Document the Problem” phase. The Process Improvement Framework does not begin this way, but rather begins with an “Understand the Process phase.” Which of the following are valid reasons for this difference? • Question 25 Which of the following are valid statements about the DMAIC framework? MAT 510 Midterm Exam Set 2 • Question 1 W. E. Deming commented “You don’t have to make these changes, survival is not mandatory.” His message is: • Question 2 The principal drivers of the rapid change in the global economy are: • Question 3 Process average or mean:
  • 20. • Question 4 Which of the following are principles of Statistical Thinking? • Question 5 A SIPOC map is: • Question 6 Figure 2.16 shows a chart of the Dow Jones Industrial Average from 1990 through 2011. This plot reveals some obvious change points, such as the 2008 financial collapse, and some unexplainable short- term variation. Assuming that these are the only sources of variation in this plot, what source of variation is NOT visible in the plot? • Question 7 Figure 2.15 displays a model of the statistics discipline, showing the relationship between statistical thinking, statistical engineering, and statistical methods and tools. Which of the following is a principle illustrated by this model? • Question 8 In the soccer case study, Coach Hau developed a flowchart of the steps one goes through to properly “head” the ball, and then developed unique drills to develop the team’s skills in each of these steps. This approach is an example of what statistical thinking principle? • Question 9 Analysts have noticed that October tends to be a bad month in the collections department – our collections on past due accounts tend to be consistently lower in October. This issue should be considered:
  • 21. • Question 10 What is tool that can be used to detect the structure variation? • Question 11 In Figure 2.11, Coach Hau presented data showing where goals were scored on crosses. This produced unexpected results, in terms of where the goals came from, and helped his team determine an effective strategy on free kicks. This is an example of what principle of statistical thinking? • Question 12 The Statistical Thinking Strategy illustrated in Figure 2.14 provides a graphic of the overall approach to driving improvement through statistical thinking. Which of the following is a key principle illustrated in this specific graph? • Question 13 Viewing a business as a system is important because: • Question 14 Processes are important because: • Question 15 The Hidden Factory is: • Question 16 Refer to Figure 3.21 and choose the correct statement for the measurements
  • 22. • Question 17 Service processes are different from manufacturing processes in that: • Question 18 The SIPOC model for a business helps everyone in the company see the business from an overall perspective by: I. Keeping a focus on customer needs II. Identifying inputs and outputs for each step of the process III. Displaying cross-function activities in simple terms IV. Helping maintain the big business picture • Question 19 Sub-optimization occurs when: • Question 20 Which of the following are valid statements about the DMAIC framework? • Question 21 Suppose the Process Improvement Framework were used to attack a problem where the process in question was inherently unstable. Which of the following would be a likely result of this effort? • Question 22 The Problem Solving Framework begins with a “Document the Problem” phase. The Process Improvement Framework does not begin this way, but rather begins with an “Understand the Process phase.” Which of the following are valid reasons for this difference? • Question 23
  • 23. Which type of variation was critical to resolving the realized revenue case study? • Question 24 Which of the following are accurate statements about the relationship between the Process Improvement Framework (PIF) and the Problem Solving Framework (PSF)? • Question 25 If you are thinking creatively about how to take existing tools and link and sequence them to develop a novel approach to solve important problems, this would be an example of: MAT 510 Midterm Exam Set 3 Question 1 The standard deviation is: Question 2 Understanding variation is important because variation: Question 3 Process improvement activities typically include: Question 4 Process average or mean: Question 5 Which of the following are principles of Statistical Thinking?
  • 24. Question 6 In Figure 2.11, Coach Hau presented data showing where goals were scored on crosses. This produced unexpected results, in terms of where the goals came from, and helped his team determine an effective strategy on free kicks. This is an example of what principle of statistical thinking? Question 7 It is, unfortunately, common in business for managers to demand an explanation for variation that is, based on statistics, typical and expected variation, i.e., common cause variation. Alternatively, there may be obvious special causes in the data that may be shrugged off as “typical business fluctuations”. Which of the following statements about interpretation of variation are true? Question 8 The Statistical Thinking Strategy illustrated in Figure 2.14 provides a graphic of the overall approach to driving improvement through statistical thinking. Which of the following is a key principle illustrated in this specific graph? Question 9 In the soccer case study, Coach Hau developed a flowchart of the steps one goes through to properly “head” the ball, and then developed unique drills to develop the team’s skills in each of these steps. This approach is an example of what statistical thinking principle? Question 10 The Statistical Thinking Strategy has significant commonality with the scientific method. Which of the following statistical thinking principles is NOT generally associated with the scientific method?
  • 25. Question 11 Figure 2.15 displays a model of the statistics discipline, showing the relationship between statistical thinking, statistical engineering, and statistical methods and tools. Which of the following is a principle illustrated by this model? Question 12 A manufacturing process has been experiencing problems. The operators charting the process data have identified the cause to be due to an unanticipated change in incoming raw materials. This problem should be considered: Question 13 Process complexity is important because complex processes: Question 14 Service and non-manufacturing processes: Question 15 The Hidden Factory is: Question 16 The primary goal of process mapping is to: Question 17 The SIPOC model for a business helps everyone in the company see the business from an overall perspective by: I. Keeping a focus on customer needs II. Identifying inputs and outputs for each step of the process III. Displaying cross-function activities in simple terms
  • 26. IV. Helping maintain the big business picture Question 18 Refer to Figure 3.21 and choose the correct statement for the measurements Question 19 Processes are important because: Question 20 Which type of variation was critical to resolving the realized revenue case study? Question 21 Suppose a DMAIC Framework were used to attack a problem where the process in question was inherently stable. Which of the following would be a likely result of this effort? Question 22 We learned in Chapter 3 that the measurement process is always important and worthy of our attention. However, in Chapter 4 we found that measurement can be absolutely critical to solving the problem. For which of the case studies in Chapter 4 was measurement NOT discussed as a critical issue? Question 23 Which of the following are accurate statements about the relationship between the Process Improvement Framework (PIF) and the Problem Solving Framework (PSF)? Question 24
  • 27. The frameworks discussed in Chapter 4 could be considered more specific examples of: Question 25 If you are thinking creatively about how to take existing tools and link and sequence them to develop a novel approach to solve important problems, this would be an example of: ********************************************** MAT 510 Week 1 Homework Assignment 1 For more classes visit www.snaptutorial.com Homework Assignment 1 Due in Week 1 and worth 30 points Describe a work task, a hobby, or another activity that you regularly do, and sequentially list the various actions you take in order to complete this activity. Consider the complexity of your list and the amount of steps required to complete the activity. Answer the following questions in the space provided below: 1. 1. Differentiate the main actions between doing and improving your activities. 2. 2. Determine the overall manner in which variation has affected your activities. MAT 510 Week 2 Homework Assignment 2
  • 28. For more classes visit www.snaptutorial.com Homework Assignment 2 Due in Week 2 and worth 30 points Answer the following questions in the space provided below: Explain the importance of variation to health-care organizations and answer the following questions. 1. a. What might be the key processes for health-care organizations? 2. b. key processes of health-care organizations What are the potential common causes of variation that would have an impact on the? 3. c. What special causes might be more important than the others? 4. d. How might health-care organizations’ business environment be dynamic and change over time? ********************************************** MAT 510 Week 3 Homework Assignment 3 For more classes visit www.snaptutorial.com Homework Assignment 3 Due in Week 3 and worth 30 points
  • 29. The following data consists of the actual time used and potential (the best time possible for this review process) to complete each step in the review process. The actual times are based on the review of 30 projects. The potential times are subjective engineering judgment estimates. Table: Basic Data Review for Construction Project Equipment Arrangement Cycle Time (hours) Step Description Actual Potential Difference 1 Read basic data package 4 4 — 2 Write, type, proof, sign, copy, and distribute cover letter 21.9 0.5 21.4 3 Queue 40 0 40 4 Lead engineer calls key people to schedule meeting 4 0.25 3.75 5 Write, type, proof, sign, copy, and distribute confirmation letter
  • 30. 25.4 2.1 23.3 6 Hold meeting; develop path forward and concerns 4 4 — 7 Project leader and specialist develop missing information 12 12 — 8 Determine plant preferred vendors 12 12 — 9 Review notes from meeting 12 12 — 10 Resolve open issues 106 104 2 11 Write, type, proof, sign, copy, and distribute basic data acceptance letter 26.5 0.25 26.25 Totals 267.8
  • 31. 151.1 116.7 Use the data in the table above and answer the following questions in the space provided below: 1. 1. What are the sources of value-added and non-value-added work in this process? 2. 2. Where are the main opportunities to improve the cycle time of this process, with respect to both actual time used and the potential best times? What strategy would you use? 3. 3. Step 10: Resolve Open Issues required 104 hours (potential) versus 106 hours (actual). Is there an OFI here? Why or why not? If so, how would you attack it? 4. 4. What do you think are the most difficult critical issues to deal with when designing a sound cycle time study such as this one? Type your answers below and submit this file in Week 3 of the online course shell: ********************************************** MAT 510 Week 4 Case Study 1 Statistical Thinking in Health Care (2 Papers) For more classes visit www.snaptutorial.com This Tutorial contains 2 Papers Case Study 1: Statistical Thinking in Health Care Due Week 4 and worth 150 points Read the following case study.
  • 32. Ben Davis had just completed an intensive course in Statistical Thinking for Business Improvement, which was offered to all employees of a large health maintenance organization. There was no time to celebrate, however, because he was already under a lot of pressure. Ben works as a pharmacist's assistant in the HMO's pharmacy, and his manager, Juan de Pacotilla, was about to be fired. Juan's dismissal appeared to be imminent due to numerous complaints and even a few lawsuits over inaccurate prescriptions. Juan now was asking Ben for his assistance in trying to resolve the problem, preferably yesterday! "Ben, I really need your help! If I can't show some major improvement or at least a solid plan by next month, I'm history." "I'll be glad to help, Juan, but what can I do? I'm just a pharmacist's assistant." "I don't care what your job title is; I think you're just the person who can get this done. I realize I've been too far removed from day-to-day operations in the pharmacy, but you work there every day. You're in a much better position to find out how to fix the problem. Just tell me what to do, and I'll do it." "But what about the statistical consultant you hired to analyze the data on inaccurate prescriptions?" "Ben, to be honest, I'm really disappointed with that guy. He has spent two weeks trying to come up with a new modeling approach to predict weekly inaccurate prescriptions. I tried to explain to him that I don't want to predict the mistakes, I want to eliminate them! I don't think I got through, however, because he said we need a month of additional data to verify the model, and then he can apply a new method he just read about in a journal to identify 'change points in the time series,' whatever that means. But get this, he will only identify the change points and send me a list; he says it's my job to figure out what they mean and how to respond. I don't know much about statistics -- the only thing I remember from my course in college is that it was the worst course I ever took-- but I'm becoming convinced that it actually doesn't have much to offer in solving real problems. You've just gone through this statistical thinking course, though, so
  • 33. maybe you can see something I can't. To me, statistical thinking sounds like an oxymoron. I realize it's a long shot, but I was hoping you could use this as the project you need to officially complete the course." "I see your point, Juan. I felt the same way, too. This course was interesting, though, because it didn't focus on crunching numbers. I have some ideas about how we can approach making improvements in prescription accuracy, and I think this would be a great project. We may not be able to solve it ourselves, however. As you know, there is a lot of finger-pointing going on; the pharmacists blame sloppy handwriting and incomplete instructions from doctors for the problem; doctors blame pharmacy assistants like me who actually do most of the computer entry of the prescriptions, claiming that we are incompetent; and the assistants tend to blame the pharmacists for assuming too much about our knowledge of medical terminology, brand names, known drug interactions, and so on." "It sounds like there's no hope, Ben!" "I wouldn't say that at all, Juan. It's just that there may be no quick fix we can do by ourselves in the pharmacy. Let me explain how I'm thinking about this and how I would propose attacking the problem using what I just learned in the statistical thinking course." Source: G. C. Britz, D. W. Emerling, L. B. Hare, R. W. Hoerl, & J. E. Shade. "How to Teach Others to Apply Statistical Thinking." Quality Progress (June 1997): 67--80. Assuming the role of Ben Davis, write a three to four (3-4) page paper in which you apply the approach discussed in the textbook to this problem. You'll have to make some assumptions about the processes used by the HMO pharmacy. Also, please use the Internet and / or Strayer LRC to research articles on common problems or errors that pharmacies face. Your paper should address the following points:
  • 34. 1.Develop a process map about the prescription filling process for HMO's pharmacy, in which you specify the key problems that the HMO's pharmacy might be experiencing. Next, use the supplier, input, process steps, output, and customer (SIPOC) model to analyze the HMO pharmacy's business process. 2.Analyze the process map and SIPOC model to identify possible main root causes of the problems. Next, categorize whether the main root causes of the problem are special causes or common causes. Provide a rationale for your response. 3.Suggest the main tools that you would use and the data that you would collect in order to analyze the business process and correct the problem. Justify your response. 4.Propose one (1) solution to the HMO pharmacy's on-going problem(s) and propose one (1) strategy to measure the aforementioned solution. Provide a rationale for your response. 5.Use at least two (2) quality references. Note: Wikipedia and other Websites do not qualify as academic resources. Your assignment must follow these formatting requirements: •Be typed, double spaced, using Times New Roman font (size 12), with one-inch margins on all sides; citations and references must follow APA format. Check with your professor for any additional instructions. •Include a cover page containing the title of the assignment, the student's name, the professor's name, the course title, and the date. The cover page and the reference page are not included in the required assignment page length. The specific course learning outcomes associated with this assignment are: •Describe how organizations use statistical thinking to be more competitive. •Apply the basic principles of statistical thinking to business processes. •Apply the SIPOC model to identify OFIs in business processes. •Use technology and information resources to research issues in business process improvement.
  • 35. •Write clearly and concisely about business process improvement using proper writing mechanics. ********************************************** MAT 510 Week 4 Homework Assignment 4 For more classes visit www.snaptutorial.com Homework Assignment 4 Due in Week 4 and worth 30 points Discuss one (1) project where you used a problem-solving approach to address what turned out to be common-cause variation, or where you used a process improvement approach to deal with a special cause. If you do not have a personal experience that echoes either of these situations, you may use Internet to search for a case that reflects either of these situations. Examples: · one’s personal investment strategy since 2008 · reducing waiting times at the local hospital or emergency room · reducing difficulties trying to connect to a Wi-Fi Internet provider Answer the following questions in the space provided below: 1. 1. Describe the experience in the project. 2. 2. What were the solutions used to address the problem? 3. 3. Was the case you described a special-cause or common- cause? 4. 4. Do you feel the solution or approach used appropriate for the cause? 5. 5. What would you do if you could do it again?
  • 36. 6. 6. What conclusions can you draw from the problem-solving or process-improvement techniques? Note: You may create and / or make all necessary assumptions needed for the completion of this assignment. In your original work, you may use aspects of existing processes from either your current or a former place of employment. However, you must remove any and all identifying information that would enable someone to discern the organization(s) that you have used. ********************************************** MAT 510 Week 6 Homework Assignment 5 For more classes visit www.snaptutorial.com Homework Assignment 5 Due in Week 6 and worth 30 points The data in below table lists country code and the order to remittance (OTR) time for hardware / software installations for the last 76 installations (from first to last). OTR is the time it takes from an order being placed until the system is installed and we receive payment (remittance). Because this company does business internationally, it also notes the country of installation using a country code. This code is listed in the first column. Use the date in table above and answer the following questions in the space provided below: 1. Does the OTR time appear to be stable? Why or why not? 2. If you were to use a control chart to evaluate stability, which chart would you use? Why? 3. What can you learn about the distribution of the installation process?
  • 37. 4. Does it appear that the country has an impact on installation time? Why or why not? ********************************************** MAT 510 Week 6 Homework Assignment 6 For more classes visit www.snaptutorial.com Due in Week 8 and worth 30 points The experiment data in below table was to evaluate the effects of three variables on invoice errors for a company. Invoice errors had been a major contributor to lengthening the time that customers took to pay their invoices and increasing the accounts receivables for a major chemical company. It was conjectured that the errors might be due to the size of the customer (larger customers have more complex orders), the customer location (foreign orders are more complicated), and the type of product. A subset of the data is summarized in the following Table. Table: Invoice Experiment Error Customer Size Customer Location Product Type Number of Errors - - - 15 + - - 18 - + - 6 + + - 2 - - + 19 + - + 23 - + + 16 + + + 21 Customer Size: Small (-), Large (+) Customer Location: Foreign (-), Domestic (+) Product Type: Commodity (-), Specialty (=) Reference: Moen, Nolan, and Provost (R. D. Moen, T. W. Nolan and L. P. Provost. Improving Quality through Planned Experimentation. New York: McGraw-Hill, 1991)
  • 38. Use the date in table above and answer the following questions in the space provided below: 1. 1. What was the average effect of the process change? Did the process average increase or decrease and by how much? 2. 2. Analyze the data using the regression model y = b0 + b1x, where y = time to approve and mail a claim (weekly average), x = 0 for the old process, and x = 1 for the new process. 3. 3. How does this model measure the effect of the process change? 4. 4. How much did the process performance change on the average? (Hint: Compare the values of b1 and the average of new process performance minus the average of the performance of the old process.) ********************************************** MAT 510 Week 7 Homework Assignment 6 For more classes visit www.snaptutorial.com Homework Assignment 6 Due in Week 7 and worth 30 points The data in the table below is from a study conducted by an insurance company to determine the effect of changing the process by which insurance claims are approved. The goal was to improve policyholder satisfaction by speeding up the process and eliminating some non- value-added approval steps in the process. The response measured was the average time required to approve and mail all claims initiated in a week. The new procedure was tested for 12 weeks, and the results were compared to the process performance for the 12 weeks prior to instituting the change.
  • 39. Table: Insurance Claim Approval Times (days) Old Process New Process Week Elapsed Time Week Elapsed Time 1 31.7 13 24 2 27 14 25.8 3 33.8 15 31 4 30 16 23.5 5 32.5
  • 41. Use the date in table above and answer the following questions in the space provided below: 1. What was the average effect of the process change? Did the process average increase or decrease and by how much? 2. Analyze the data using the regression model y = b0 + b1x, where y = time to approve and mail a claim (weekly average), x = 0 for the old process, and x = 1 for the new process. 3. How does this model measure the effect of the process change? 4. How much did the process performance change on the average? (Hint: Compare the values of b1 and the average of new process performance minus the average of the performance of the old process.) ********************************************** MAT 510 Week 8 Case Study 2 Improving E- Mail Marketing Response (2 Papers) For more classes visit www.snaptutorial.com This Tutorial contains 2 Papers Case Study 2: Improving E-Mail Marketing Response Due Week 8 and worth 160 points Read the following case study. Students, please view the "Submit a Clickable Rubric Assignment" in the Student Center. Instructors, training on how to grade is within the Instructor Center.
  • 42. A company wishes to improve its e-mail marketing process, as measured by an increase in the response rate to e-mail advertisements. The company has decided to study the process by evaluating all combinations of two (2) options of the three (3) key factors: E-Mail Heading (Detailed, Generic); Email Open (No, Yes); and E-Mail Body (Text, HTML). Each of the combinations in the design was repeated on two (2) different occasions. The factors studied and the measured response rates are summarized in the following table. Write a two to three (2-3) page paper in which you: 1. Use the data shown in the table to conduct a design of experiment (DOE) in order to test cause-and-effect relationships in business processes for the company. 2. Determine the graphical display tool (e.g., Interaction Effects Chart, Scatter Chart, etc.) that you would use to present the results of the DOE that you conducted in Question 1. Provide a rationale for your response. 3. Recommend the main actions that the company could take in order to increase the response rate of its e-mail advertising. Provide a rationale for your response. 4. Propose one (1) overall strategy for developing a process model for this company that will increase the response rate of its e-mail advertising and obtain effective business process. Provide a rationale for your response. Your assignment must follow these formatting requirements: · Be typed, double spaced, using Times New Roman font (size 12), with one-inch margins on all sides; citations and references must follow APA or school-specific format. Check with your professor for any additional instructions. · Include a cover page containing the title of the assignment, the student’s name, the professor’s name, the course title, and the date. The cover page and the reference page are not included in the required assignment page length. The specific course learning outcomes associated with this assignment are: · Build regression models for improving business processes. · Design experiments to test cause-and-effect relationships in business processes.
  • 43. · Use technology and information resources to research issues in business process improvement. · Write clearly and concisely about business process improvement using proper writing mechanics. ********************************************** MAT 510 Week 8 Homework Assignment 7 For more classes visit www.snaptutorial.com Homework Assignment 7 Due in Week 8 and worth 30 points The experiment data in below table was to evaluate the effects of three variables on invoice errors for a company. Invoice errors had been a major contributor to lengthening the time that customers took to pay their invoices and increasing the accounts receivables for a major chemical company. It was conjectured that the errors might be due to the size of the customer (larger customers have more complex orders), the customer location (foreign orders are more complicated), and the type of product. A subset of the data is summarized in the following Table. Reference: Moen, Nolan, and Provost (R. D. Moen, T. W. Nolan and L. P. Provost. Improving Quality through Planned Experimentation. New York: McGraw-Hill, 1991) Use the date in table above and answer the following questions in the space provided below: 1. 1. What is the nature of the effects of the factors studied in this experiment?
  • 44. 2. What strategy would you use to reduce invoice errors, given the results of this experiment? ********************************************** MAT 510 Week 9 Homework Assignment 8 For more classes visit www.snaptutorial.com Homework Assignment 8 Due in Week 9 and worth 30 points Suppose the number of equipment sales and service contracts that a store sold during the last six (6) months for treadmills and exercise bikes was as follows: Treadmill Exercise Bike Total sold 185 123 Service contracts 67 55 The store can only sell a service contract on a new piece of equipment. Of the 185 treadmills sold, 67 included a service contract and 118 did not. Complete the following questions in the space provided below: 1. 1. Construct a 95 percent confidence interval for the difference between the proportions of service contracts sold on treadmills versus exercise bikes. 2. Is there a major difference between the two pieces of equipment? Why or why not? ********************************************** MAT 510 Week 10 Homework Assignment 9
  • 45. For more classes visit www.snaptutorial.com Homework Assignment 9 Due in week 10 and worth 30 points Suppose that there are two (2) candidates (i.e., Jones and Johns) in the upcoming presidential election. Sara notes that she has discussed the presidential election candidates with 15 friends, and 10 said that they are voting for candidate Jones. Sara is therefore convinced that candidate Jones will win the election because Jones gets more than 50% of votes. Answer the following questions in the space provided below: 1. 1. Based on what you now know about statistical inference, is Sara’s conclusion a logical conclusion? Why or why not? 2. 2. How many friend samples Sara should have in order to draw the conclusion with 95% confidence interval? Why? 3. 3. How would you explain your conclusion to Sara without using any statistical jargon? Why? **************************************************************************