Suppose a bank would like to develop a regression model to predict a? person's credit score based on his or her? age, weekly?income, highest education level? (high school, bachelor? degree, graduate? degree), and whether or not he or she owns or rents his or her primary residence. The accompanying table provides these data for a random sample of customers. Complete parts a through d below
Credit_Score Income_($) Age Education Residence
592 1,383 55 Bachelor Own
702 1,707 65 Bachelor Rent
663 801 44 High School Own
634 694 42 Bachelor Own
595 1,156 35 High School Rent
598 1,555 38 Graduate Rent
673 895 25 Graduate Own
610 1,246 40 Bachelor Own
754 1,076 33 Bachelor Own
620 1,554 41 High School Own
690 719 42 Bachelor Own
573 558 41 Bachelor Rent
699 1,227 35 Bachelor Own
651 1,343 44 Bachelor Own
807 1,400 52 Graduate Own
599 1,273 51 High School Rent
735 1,513 55 Bachelor Own
698 1,801 52 High School Own
696 1,163 51 Bachelor Rent
739 1,294 41 Bachelor Own
671 1,404 50 Bachelor Rent
694 1,879 49 Bachelor Own
580 762 33 High School Own
682 1,154 34 Bachelor Own
617 1,121 45 High School Rent
675 992 45 Bachelor Rent
621 615 33 Bachelor Rent
556 1,087 34 High School Own
621 1,177 57 High School Own
681 1,813 46 High School Own
536 1,019 28 High School Rent
635 1,380 38 High School Own
621 1,852 33 Bachelor Rent
642 1,090 49 Bachelor Own
635 777 55 Bachelor Own
657 921 43 Bachelor Rent
784 1,435 60 Bachelor Own
718 1,577 54 High School Own
639 913 52 Bachelor Rent
687 1,097 46 Graduate Rent
a. Using? technology, construct a regression model using all of the independent variables.? (Let variable Ed1 be one of the dummy variables for the education level. Assign a 1 to a bachelor degree for this variable. Let Ed2 be another dummy variable for the education level. Assign a 1 to a graduate degree for this variable.? Also, let variable Res be the dummy variable for the Residence variable. Assign a 1 if the person owns his or her primary? residence.)
Complete the regression equation for the model? below, where
y=Credit Score,
x 1x=Income?,
x2=Age,
x3=Ed 1,
x4=Ed2?,
and
x5=Res
y^= _ + (_)x1 + (_)x2 + (_)x3 +(_)x4 + (_)x5
?(Round to two decimal places as? needed.)
b. Interpret the meaning of each of the regression coefficients for the dummy variables. Select the correct choice below and fill in the answer boxes to complete your choice.
?(Round to the nearest integer as? needed.)??
A.
Bachelor degree holders average credit scores that are _ points higher than people with only a high school degree.
Graduate degree holders average credit scores that are _ points higher than people with only a high school degree.
People who own their primary residence average credit scores that are _ points higher than renters.
B.
Bachelor degree holders average credit scores that are _ points higher than people with only a high school degree.
Graduate degree holders average credit scores that are _ points higher than people with only a bachelor degree.
People who rent their primary residence average credit scores that are _ points higher than owners.
c. A test for the significance of the overall regression model shows that it is significant using
alpha =.05
Using the? p-values, identify which independent variables are significant with .05
A.Ed 1
B.Ed 2
C.Res
D.Age
E.Income
D. Construct a regression model using only the significant variables found in part c and predict the average credit score for a 40?-year-old
person who earns 1,200 per? month, has a
graduate degree, and owns his or her residence.
The predicted average credit score is
In: Statistics and Probability
Universidad Ana G Méndez
Recinto Gurabo
Asignación #4
Cyd Mary Alicea Cora
#S01011727
Prof: Juan Valera
Stat-555
Solve each problem.
1. Boys of a certain age are known to have a mean weight of μ = 88 pounds. A complaint is
made that the boys living in a municipal children's home are underfed. As one bit of
evidence, n = 36 boys (of the same age) are weighed and found to have a mean weight
of x¯ = 81.94 pounds. It is known that the population standard deviation σ is 12 pounds.
Based on the available data, what should be concluded concerning the complaint?
Ho: μ = 88
Ha: μ < 88
Z= (x- μ) / (σ/sqrt (n))
= (81.94-88) / (12/sqrt(36))
= -3.03
Critical value at 5% is Z0.05 =1.645
-3.03 < -1.645, podemos rechazar a Ho y así concluir que tenemos pruebas
suficientes para respaldar la queja formulada. De que los niños que viven en un
hogar municipal de niños están infestados.
2. It is assumed that the mean systolic blood pressure is μ = 118 mm Hg. In the Caguas
Heart Study, a sample of n = 81 people had an average systolic blood pressure of 127
mm Hg with a standard deviation of 20 mm Hg. Is the group significantly different (with
respect to systolic blood pressure!) from the regular population? (Remember that σ is
unknown).
3. The president of a large electric utility claims that 85 percent of his 2,000,000 customers
are very satisfied with the service they receive. To test this claim, the local newspaper
surveyed 200 customers, using simple random sampling. Among the sampled customers,
77 percent say they are very satisfied. Based on these findings, can we reject the
president's hypothesis that 85% of the customers are very satisfied? Use a 0.05 level of
significance.
4. A rental car company claims the mean time to rent a car on their website is 65 seconds
with a standard deviation (σ) of 30 seconds. A random sample of 49 customers
attempted to rent a car on the website. The mean time to rent was 77 seconds. Is this
enough evidence to contradict the company's claim?
5. According to the ACME, the mean height of adults ages 21 and older is about 67 inches.
Let's test if the mean height of our sample data is significantly different than 66.5 inches
using a one-sample t test.
Our sample is:
x=c(61,72,75,70,63,69,73,60,59,69,67,64,65,71,70)
In: Statistics and Probability
In Japan, where consumers find it difficult to say “snap, crackle, and pop,” Kellogg changed its slogan for Rice Crispies to “patchy, pitchy, putchy.” Kellogg also needed to change the name of “Bran Buds” cereal in Sweden, where the name roughly translates to “burned farmer.”
In some countries, colors used on products and in ads have to be changed because white is a mourning color (Japan), purple equates to death (much of Latin America), and green equals jungle sickness or malaria (Malaysia).
Despite these rather dramatic examples of promotional adaptation, the big question still remains: Is it better to standardize global advertising or is it better to adapt, and why? Discuss (and give at least one good example from your readings or research. Keep your comments thoughtful and substantial, but preferably no more than 200 words.
In: Economics
The nurse manager of an ambulatory care clinic has noted an increased number of visits by patients from different countries and cultures, including patients from Mexico and other Latin American countries. Concerned about meeting the needs of this culturally diverse population, the nurse manager convenes a staff meeting to discuss this change in patient demographics, and to query the staff about any learning needs they have related to the care of these patients. (Learning Objective 3) What strategy to avoid stereotyping clients from other cultures should the nurse include in this meeting? Identify culturally sensitive issues to be discussed in the staff meeting. One technician on the staff complains that some patients never make eye contact, and this makes it difficult for him to complete his work. How should the nurse respond?
In: Nursing
A 23-year-old woman was admitted to your institution with abdominal pain with nausea and vomiting for the past 2 weeks. She immigrated to the United States 1 year ago from a Latin American country, has limited English skills, and has not been able to work. As her nurse, you attempt to engage her in conversation. She rarely makes eye contact and has a flat affect. You note that she is holding onto a rosary
In: Nursing
The nurse manager of an ambulatory care clinic has
noted an increased number of visits by patients from different
countries and cultures, including patients from Mexico and other
Latin American countries. Concerned about meeting the needs of this
culturally diverse population, the nurse manager convenes a staff
meeting to discuss this change in patient demographics, and to
query the staff about any learning needs they have related to the
care of these patients. ( Learning objective 3).
a. What strategy to avoid stereotyping clients from other cultures
should the nurse include in this meeting?
b. Identify culturally sensitive issues to be discussed in the
staff meeting.
c. One technician on the staff complains that some patients never
make eye contact, and this makes it difficult for him to complete
his work. How should the nurse respond?
In: Nursing
Problem 4. Chloe likes to read Latin American fiction: Fuentes,
Vargas Llosa, Garcia Marquez, Carbajal, you name it. Though she
prefers longer novels than shorter ones, she sometimes has trouble
telling books apart. In particular, she is indifferent between any
two novels that have the same number of pages. But she also is
indifferent between two novels when the difference in the number of
pages is greater than ten (> 10) and less than twenty (<
20).
(a) Is Chloe’s strict preference relation complete and transitive?
Explain or give a counterexample.
(b) Is Chloe’s indifference relation complete and transitive? Explain or give a counterexample.
(c) Is Chloe’s weak preference relation complete and transitive? Explain or give a counterexample
In: Economics
(subject research methodology)
answer true or false and explain why or why not:
1. A social constructivist is interested in understanding how people share their experiences and give meaning to different phenomena through the medium of language.
2. An inductive methodology always starts with a generic proposition and then, through logical steps, arrives at specific statements.
3. a positivist believes that there is only one single truth about reality, and the way to inquire about that reality is through impersonal and objective methods.
4. Secondary data is data created by research with the specific aim of answering the researcher’s questions
exercise 2: imagine you wanted to conduct research on the effect of high inflation on poverty in Latin America countries. Pose a potential hypothesis and enumerate data you would collect in order to test it.
In: Operations Management
Question 5
What is the importance of collaborative relationships to competition?
Question 7
Assume that you are the director of international marketing for a company producing refrigerators. Select one country in Latin America and one in Europe and develop screening criteria to use in evaluating the countries. Make any additional assumptions that are necessary about you company.
Question 16
Visit the Nestle Corporation website (http://www.nestle.com/) and the Unilever website (http://www.unilever.com/). Compare their strategies toward international markets. In what ways (other than product categories) do they differ in their international marketing?
Chapter 13 – Page 417
Question 5
Discuss product alternatives and the three marketing strategies: domestic market extension, multidomestic markets, and global market strategies.
Question 14
Discuss the characteristics of an innovation that can account for differential diffusion rates.
In: Operations Management
Kevin is 25 years old. He is intelligent; however, he has very limited oral language skills and displays many characteristics expected of an adult with severe autism. When Kevin was 3 years old he was diagnosed with autism. He was immediately enrolled in a pre-school program for children with disabilities under Part H (now Part C) of the Individuals with Disabilities Education Act. At the age of 6, Kevin transitioned to kindergarten. He was in a self-contained special education classroom for children with severe disabilities for the first three years. Beginning in the third grade, Kevin was included in a regular classroom for a small portion of each day. Surprisingly to his parents and many teachers, he did better in his new placement than the special education placement. His behavior improved; his oral language improved; and his general academic performance improved. As a result of his success, Kevin's time in the inclusive setting was increased over the next several years until he was included for approximately 80% of the school day by the sixth grade. Kevin continued to progress. When he went to junior high school, Kevin's time in a special education setting was again increased; he was placed in some regular classes, mostly those with a lower academic expectations. In high school Kevin's placement in special education settings increased again, primarily because of his difficulty with higher academic tasks. His IEP focused more on functional classes and pre-vocational activities.
Since Kevin completed his high school program at the age of 22, he has been attending an adult day service program. He recently moved to a group home for individuals with moderate to severe disabilities. Kevin's educational program provided him with many benefits. Had he been born 20 years earlier, he would have been school age before the passage of Public Law 94-142. This likely would have meant that Kevin would not have had access to public education; his parents could have easily placed him in an institutional setting because there would have been no other programming options. While Kevin would have likely benefited from more inclusion in middle and secondary schools, his earlier inclusion improved his social skills and enabled him to learn some basic academic skills that he still uses and enables him to live semi-independently.
1. How would Kevin’s life be different had he been born in 1950 rather than in the 1980s? How?
2. Would more inclusion in secondary schools have had a positive or negative impact on Kevin’s future success?. How so?
3 Has IDEA been a success or failure for Kevin and many other individuals with disabilities? Explain your response.
In: Economics