Hypothesis Tests: For all hypothesis tests, perform the appropriate test, including all 5 steps.
o H0 &H1
o α
o Test type
o Test Statistic/p-value
o Decision about H0/Conclusion about H1
A random sample of 915 college students revealed that 516 were first-generation college students. (A student is considered a first-generation college student if neither of their parents have a bachelor’s degree.) Test the claim that more than 50% of college students are first-generation students, using a 0.05 level of significance.
As the lower bound of the interval is above 0.5, there is enough evidence to conclude that more than 50% of college students are first-generation students.
What is a confidence interval of proportions?A confidence interval of proportions has the bounds given by the rule presented as follows:
[tex]\pi \pm z\sqrt{\frac{\pi(1-\pi)}{n}}[/tex]
In which the variables used to calculated these bounds are listed as follows:
[tex]\pi[/tex] is the sample proportion, which is also the estimate of the parameter.z is the critical value.n is the sample size.The confidence level is of 95%, hence the critical value z is the value of Z that has a p-value of [tex]\frac{1+0.95}{2} = 0.975[/tex], so the critical value is z = 1.96.
The parameters for this problem are given as follows:
[tex]n = 915, \pi = \frac{516}{915} = 0.5639[/tex]
The lower bound of the interval is given as follows:
[tex]0.5639 - 1.96\sqrt{\frac{0.5639(0.4361)}{915}} = 0.5317[/tex]
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data used in the chi-squared analysis has 200 cases for each location. is it necessary to have the same number of observations from each location for every product?
No, it is not necessary to have the same number of observations from each location for every product in a chi-squared analysis.
In a chi-squared analysis, we are examining the relationship between categorical variables. The analysis compares the observed frequencies of different categories with the expected frequencies to determine if there is a significant association between the variables. The chi-squared test statistic measures the discrepancy between the observed and expected frequencies.
Having an equal number of observations from each location for every product would be ideal to ensure balanced representation and reduce bias. However, it is not a strict requirement for conducting a chi-squared analysis. The analysis can still be performed with different sample sizes as long as the assumptions of the chi-squared test are met.
It is important to note that if the sample sizes vary significantly between locations, it can affect the statistical power and precision of the analysis. In such cases, appropriate adjustments or weighting may be needed to account for the unequal sample sizes and obtain more accurate results.
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Use differentials to determine the approximate change in the value of √(4x +3) as its argument changes from 1 to 27/25. What is the approximate value of the function after the change.
Solution The change in argument of the function is: _____
Approximate change in the value of √(4x +3) as its argument changes from 1 to 27/25 is : _______
Approximate value of the function after the change is: ________
Approximate change in the value of √(4x + 3) as its argument changes from 1 to 27/25 is:0.0404 (approximately)
The approximate value of the function after the change is: ≈ 2.72
The given function is √(4x + 3). We are to use differentials to determine the approximate change in the value of √(4x +3) as its argument changes from 1 to 27/25.
What is the approximate value of the function after the change? Differentials are used to approximate the change in the value of a function as a result of a small change in its input.
The differential of a function f(x) is df = f'(x)dx, where f'(x) is the derivative of f(x).
Let h be the change in x.
Therefore, Δx = h.Using differentials:Δf = f'(x)Δx
The change in the argument of the function is:
Δx = 27/25 - 1 = 2/25
The derivative of f(x) = √(4x + 3) is
f'(x) = 2/√(4x + 3)∆f = f'(x)∆x
= f'(1)Δx = [2/√(4(1) + 3)](2/25)
= [2/√7](2/25)≈ 0.0404
The approximate change in the value of √(4x + 3) as its argument changes from 1 to 27/25 is:0.0404 (approximately)
The approximate value of the function after the change is:√(4(27/25) + 3)= √(108/25 + 75/25)= √(183/25)≈ 2.72 (approximately)
Thus, the approximate value of the function after the change is 2.72.
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What are the 3 important POST-implementation activities?
The three important post-implementation activities are evaluation and review, training and support, and maintenance and optimization.
After the implementation of a project or system, several important activities need to be carried out to ensure its success and ongoing effectiveness.
Evaluation and Review: This activity involves assessing the outcomes and performance of the implemented project or system. It includes gathering feedback from users, stakeholders, and other relevant parties to evaluate its functionality, efficiency, and user satisfaction. The evaluation helps identify any issues, shortcomings, or areas for improvement.
Training and Support: Post-implementation, providing adequate training and support to users is crucial. This involves conducting training sessions to familiarize users with the system's features, functionalities, and best practices. Ongoing technical support and assistance should be available to address user queries, troubleshoot issues, and ensure smooth operations.
Maintenance and Optimization: Regular maintenance is necessary to ensure the continued functioning and stability of the implemented project or system. This includes activities such as bug fixing, software updates, security patches, and performance optimizations. Monitoring system performance, collecting user feedback, and implementing necessary changes or enhancements contribute to the system's long-term success and efficiency.
By engaging in these post-implementation activities, organizations can effectively evaluate, support, and maintain the implemented project or system, maximizing its benefits and addressing any challenges that may arise.
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Prove the following proposition by proving its contrapositive. (Hint: Use case analysis. There are several cases.) For all integers a and b, if ab = 0 (mod 3), then a = 0 (mod 3) or b = 0 (mod 3). * 7. (a) Explain why the following proposition is equivalent to the proposition in Exercise (6) For all integers a and b, if 3 | ab, then 3 | a or 3b. (b) Prove that for each integer a, if 3 divides a?, then 3 divides a.
To prove the given proposition, we will prove its contrapositive, which states that if a and b are not divisible by 3, then their product is also not divisible by 3.
We will prove the contrapositive of the given proposition: For all integers a and b, if a and b are not divisible by 3, then ab is not divisible by 3.
To prove this, we consider two cases:
If a and b leave remainders 1 when divided by 3, their product ab will leave a remainder of 1 when divided by 3. Hence, ab is not divisible by 3.
If a and b leave remainders 2 when divided by 3, their product ab will leave a remainder of 1 when divided by 3. Again, ab is not divisible by 3.
Since we have covered all possible cases and in each case, ab is not divisible by 3, we have proved the contrapositive. Therefore, the original proposition holds true.
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Consider the function f : {1,2,3,4,5} + {1,2,3,4,5} given by 2 f +=(11 361) . 3 4 5 3 5 4 a. Find f(4). b. Find a n in the domain such that f(n) = 4. = c. Find an element n of the domain such that f(n) = n. = d. Find an element of the codomain that is not in the range.
a. f(4) = 11.
b. There is no element in the domain which satisfies f(n) = 4.
c. n = 1 is the element in the domain such that f(n) = n.
d. The element 3 is in the codomain but not in the range.
How do we calculate?a. T
f(4) = 2 f(4)
= 2 * (11 361)
= 11.
b. In order to find an element n in the domain such that f(n) = 4, we check the values of f(n) for each element in the domain:
f(1) = 2 * (11 361) = 11,
f(2) = 2 * 3 = 6,
f(3) = 2 * 4 = 8,
f(4) = 2 * 5 = 10,
f(5) = 2 * 3 = 6.
We say that there is no element in the domain that satisfies f(n) = 4.
c.
f(1) = 2 * (11 361) = 11,
f(2) = 2 * 3 = 6,
f(3) = 2 * 4 = 8,
f(4) = 2 * 5 = 10,
f(5) = 2 * 3 = 6.
f(1) = 11, so there is an element n = 1 in the domain such that f(n) = n.
d. We look at the possible values of the codomain, which is {1, 2, 3, 4, 5}. The range of f is {6, 8, 10, 11}.
In conclusion, the element 3 is in the codomain but not in the range.
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The body temperatures in degrees Fahrenheit of a sample of adults in one small town are:
96.8 96.9 99.1 97.7 97.5 98.4 96.6
Assume body temperatures of adults are normally distributed. Based on this data, find the 99% confidence Interval of the mean body temperature of adults in the town. Enter your answer as an open-interval i.e., parentheses) accurate to 3 decimal places. Assume the data is from a normally distributed population.
99%C.I= _______________
Based on the given data and assuming a normal distribution of body temperatures, the 99% confidence interval for the mean body temperature of adults in the town is (96.169, 99.131) degrees Fahrenheit.
To calculate the 99% confidence interval for the mean body temperature, we need to estimate the population mean and the standard deviation. Given the sample data and assuming a normal distribution, we can use the formula for the confidence interval.
After performing the necessary calculations, we find that the lower limit of the confidence interval is 96.169 and the upper limit is 99.131. This means that we are 99% confident that the true mean body temperature of adults in the town falls within this range.
The confidence interval provides us with a range of values within which we can reasonably estimate the population mean. In this case, the interval suggests that the true mean body temperature of adults in the town is likely to be between 96.169 and 99.131 degrees Fahrenheit.
It's important to note that the confidence interval is an estimation and there is still some uncertainty involved. However, with a 99% confidence level, we can be quite confident in the accuracy of this interval.
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The radius of the cone is 3 in and y = 5 in. What is the volume of the cone in terms of π? A cone with a right triangle formed from its dimensions; the value of the height is h, and the value of the slant height is y; the height x and the radius form a right angle at the center of the cone.
A) 12π in3
B) 15π in3
C) 8π in3
D) 10π in3
The volume of the cone in terms of π is 12π in³.
Given,The radius of the cone = 3 inThe value of the height is h = xThe value of the slant height is y = 5 In Volume of the cone in terms of π can be calculated using the formula:
V = (1/3)πr²h where r is the radius of the base of the cone and h is the height of the cone.
A right triangle is formed by dimensions of a cone. Let's find the height of the cone using Pythagoras theorem.
For the right triangle, we have:height² + radius² = slant height²x² + 3² = 5²x² + 9 = 25x² = 25 - 9x²
= 16x = 4 In Volume of the cone V = (1/3)πr²h
= (1/3)π(3)²(4)
= 12π in³
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The volume of a rectangular prism is represented by the function x^3 - 9x^2 + 6x - 16. The length of the box is x^2, while the height is x + 8. Find the expression representing the width of the box.
a. x - 8
b. x + 8
c. x^2 - 8
d. x^2 + 8
The volume of a rectangular prism is represented by the function x³ − 9x² + 6x − 16, while the length of the box is x² and the height is x + 8. We are required to find the expression representing the width of the box.
Solution: The formula for calculating the volume of a rectangular prism is: V = Iwhere V = Volume, l = Length, w = Width and h = Height Given that the length of the box is x² and the height is x + 8.The volume of the box is represented by x³ − 9x² + 6x − 16. Therefore, we can equate them as follows;x³ − 9x² + 6x − 16 = lwhx³ − 9x² + 6x − 16 = (x²)(w)(x + 8)Since we know that the length of the box is x² and the height is x + 8. We can write the expression for the width of the box as: w = (x³ − 9x² + 6x − 16)/((x²)(x + 8))w = (x − 8)Therefore, the expression representing the width of the box is x − 8. Answer: a. x − 8
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The expression representing the width of the box is (x - 16 - 10/x) / (x + 8).
Option A (x - 8) is incorrect.
Option B (x + 8) is incorrect.
Option C (x² - 8) is incorrect.
Option D (x² + 8) is incorrect.
The volume of a rectangular prism is represented by the function x^3 - 9x^2 + 6x - 16.
The length of the box is x^2, while the height is x + 8.
To find: The expression representing the width of the box.
Solution:
Volume of a rectangular prism = length x width x height
Given, the length of the box is x², while the height is x + 8.
And, the volume of the rectangular prism is given by the function x³ - 9x² + 6x - 16.
Therefore, Volume of the rectangular prism = x² × width × (x + 8)
Or, x³ - 9x² + 6x - 16 = x² × width × (x + 8)
Or, (x³ - 9x² + 6x - 16) / (x² × (x + 8)) = width
Or, [x³ - 16x² + 7x² - 16x + 6x - 16] / [x²(x + 8)] = width
Or, [(x³ - 16x² + 7x²) + (-16x + 6x - 16)] / [x²(x + 8)] = width
Or, [x²(x - 16) + x(-10)] / [x²(x + 8)] = width
Or, [x²(x - 16 - 10/x)] / [x²(x + 8)] = width
Or, (x - 16 - 10/x) / (x + 8) = width
Therefore, the expression representing the width of the box is (x - 16 - 10/x) / (x + 8).
Hence, option A (x - 8) is incorrect.
Option B (x + 8) is incorrect.
Option C (x² - 8) is incorrect.
Option D (x² + 8) is incorrect.
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According to a poll, 671 out of 1085 randomly selected smokers polled believed they are discriminated against in public life or in employment because of their smoking. a. What percentage of the smokers polled believed they are discriminated against because of their smoking? b. Check the conditions to determine whether the CLT can be used to find a confidence interval. c. Find a 95% confidence interval for the population proportion of smokers who believe they are discriminated against because of their smoking. d. Can this confidence interval be used to conclude that the majority of smokers believe they are discriminated against because of their smoking? Why or why not?
a. The percentage of the smokers polled that believed they are discriminated against because of their smoking is 61.8%.
b. The CLT conditions for this sample proportion are satisfied because the sample size is greater than 30, and np and nq are both greater than or equal to 10.
c. To find the 95% confidence interval, first calculate the standard error as follows: SE = sqrt [p(1 - p)/n] = sqrt [(0.618)(0.382)/1085] = 0.018
Using the standard error, the confidence interval can be calculated as: CI = p ± z*SE = 0.618 ± 1.96(0.018) = (0.582, 0.654)
Therefore, the 95% confidence interval for the population proportion of smokers who believe they are discriminated against is (0.582, 0.654).
d. This confidence interval can be used to conclude that the majority of smokers believe they are discriminated against because it does not include 50%. Since the interval does not include 50%, it suggests that the proportion of smokers who believe they are discriminated against is significantly different from 50%, which is the proportion that would indicate no discrimination.
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Leta1, a2 a3 be a sequence defined by a1 = 1 and ak = 2ak-1 . Find a formula for an and prove it is correct using induction.
By mathematical induction, we have proved that the formula [tex]a_n = 2^{n-1}[/tex] correctly represents the sequence defined by [tex]a_1 = 1[/tex] and [tex]a_k = 2a_{k-1} .[/tex]
[tex]a_1 = 1\\a_2 = 2a_1 = 2\\a_3 = 2a_2 = 2(2) = 4\\a_4 = 2a_3 = 2(4) = 8\\a_5 = 2a_4 = 2(8) = 16\\...[/tex]
It appears that each term in the sequence is obtained by raising 2 to the power of (k-1), where k is the position of the term in the sequence.
Hence, we propose the formula [tex]a_n = 2^{n-1}.[/tex]
To prove this formula using mathematical induction, we need to show two things:
Base case: The formula holds for n = 1.
Inductive step: Assuming the formula holds for some arbitrary value of n, we need to show that it also holds for n + 1.
Let's proceed with the proof:
Base case:
For n = 1, we have [tex]a_1 = 2^{1-1} = 2^0 = 1.[/tex] The base case holds.
Inductive step:
Assume that the formula [tex]a_n = 2^{n-1}[/tex] holds for some arbitrary value of n. That is, assume that [tex]a_n = 2^{n-1}.[/tex]
We need to show that the formula also holds for n + 1, which means proving [tex]a_{n+1} = 2^n.[/tex]
Using the recursive definition of the sequence, we have [tex]a_{n+1} = 2a_n.[/tex]
Substituting the assumed formula for [tex]a_n,[/tex] we get:
[tex]a_{n+1} = 2 * 2^{n-1}\\= 2^n * (2^{-1})\\= 2^n * (1/2)\\= 2^n / 2\\= 2^n[/tex]
We have obtained the same formula [tex]2^n[/tex] for [tex]a_{n+1}[/tex] as we wanted to prove.
Therefore, by mathematical induction, we have proved that the formula [tex]a_n = 2^{n-1}[/tex] correctly represents the sequence defined by [tex]a_1 = 1[/tex] and [tex]a_k = 2a_{k-1} .[/tex]
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When dividing x' + 3x + 2x + 1 by x² + 2x +3 in Z:[x], the remainder is 3 O 2 0 4. Question * 1 is a root for f(x) Let S(x) = x' + x + 2x+ – 1 € 23[x]. Then x of multiplicity: 2 3 O 1 O 4
The multiplicity of x in S(x) is 3.
The question asks about the multiplicity of x in the expression S(x). To determine the multiplicity, we need to analyze the factors of S(x) and identify how many times x appears as a root. In the expression S(x) = x' + x + 2x - 1 ∈ 23[x], we can simplify it to S(x) = x' + 4x - 1 ∈ 23[x].
To find the multiplicity, we look for the exponent of the factor (x - a), where a is the root. In this case, we focus on the factor (x - 0), which simplifies to x. We can observe that x appears three times in the expression S(x), once as x' (the derivative of x), once as x, and once as 2x.
Therefore, the multiplicity of x in S(x) is 3, indicating that x is a root of multiplicity 3 in the expression S(x).
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Find the dimensions of the rectangle of largest area that can be inscribed in an equilateral triangle of side L if one side of the rectangle lies on the base of the triangle. (optimization problem)
The dimensions of the rectangle of largest area are Length along AB: x = L / 2, Length along AD: y = L / 2y, The rectangle is a square, with each side equal to L / 2.
To solve this optimization problem, let's consider the equilateral triangle and the inscribed rectangle within it.
Let the equilateral triangle have a side length L. We will find the dimensions of the rectangle that maximize its area while satisfying the given conditions.
Consider the following diagram:
B ____________________ C
/ \
/ \
/________________________\
A D E
A, B, C represent the vertices of the equilateral triangle, with AB as the base.
D and E represent the midpoints of AB and BC, respectively.
Let the dimensions of the rectangle be x (length along AB) and y (length along AD).
We can observe that the height of the rectangle (distance from D to CE) will be equal to the height of the equilateral triangle (AC).
The height of an equilateral triangle with side length L can be calculated using the formula:
h = (sqrt(3) / 2) * L
Now, we can express the area of the rectangle in terms of x and y:
Area = x * y
Since we want to maximize the area, we need to find the optimal values of x and y.
To relate x and y, we can use similar triangles. Triangle AED is similar to triangle ABC, and we have:
AD / AB = DE / BC
y / L = (L - x) / L
Simplifying this equation, we get:
y = (L - x)
Now, we can express the area of the rectangle solely in terms of x:
Area = x * (L - x)
To find the maximum area, we can take the derivative of the area function with respect to x, set it equal to zero, and solve for x.
d(Area) / dx = 0
Differentiating the area function, we get:
(Area) / dx = L - 2x
Setting it equal to zero:
L - 2x = 0
2x = L
x = L / 2
Substituting this value of x back into the equation for y, we get:
y = L - (L / 2) = L / 2
Therefore, the dimensions of the rectangle of largest area are:
Length along AB: x = L / 2
Length along AD: y = L / 2y
The rectangle is a square, with each side equal to L / 2.
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A cohort study examined the effect of anti-smoking advertisements on smoking cessation among a group of smokers. For the purposes of this exercise, we are focusing on two groups in the study: 1) an unexposed control group that consists of 18,842 individuals contributing 351,551 person-years to the study, and 2) an exposed group of 798 individuals contributing 14,245 person-years These exposed smokers saw anti-smoking advertisements 1 a month for several years. Nine cases of smoking cessation were identified in the unexposed group. One case was identified in the exposed group. Follow-up occurred for 21 years. For risk calculations assume all individuals were followed for 21 years. Calculate the risk in the unexposed group. Select one:
a. 0.048% over 21 years of follow-up
b. 0.051% over 21 years of follow-up
c. 0.125% over 21 years of follow-up
d. 0.250% over 21 years of follow-up
The risk in the unexposed group over 21 years of follow-up is approximately 0.2562%.None of the provided options match the calculated value exactly.
To calculate the risk in the unexposed group, we need to divide the number of cases by the total person-years of follow-up.
Given information:
Unexposed group:
Individuals (n1): 18,842
Person-years (PY1): 351,551
Cases of smoking cessation (C1): 9
Risk in the unexposed group is calculated as:
Risk1 = (C1 / PY1) * 100%
Risk1 = (9 / 351,551) * 100%
Calculating the risk:
Risk1 ≈ 0.0025621 * 100%
Risk1 ≈ 0.2562%
Therefore, the risk in the unexposed group over 21 years of follow-up is approximately 0.2562%.
None of the provided options match the calculated value exactly.
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scores on a certain test follow the normal curve with an average of 1350 and a standard deviation of 120. what percentage of test takers score below 1230? (use the empirical rule.)
The correct answers for the test scores below 1230 is 68%.
Given:
[tex]x =1230[/tex]
Average [tex]\mu = 1350[/tex]
Standard deviation [tex]\sigma = 120[/tex]
the Empirical Rule (68-95-99.7 rule) for normal distributions.
For normal distribution the Empirical Rule states that :
Approximately 68% of the data falls within one standard deviation of the mean.
Approximately 95% of the data falls within two standard deviations of the mean.
within three standard deviations of the mean approximately 99.7% of the data falls.
Given that the average score is 1350 and the standard deviation is 120, calculate the z-score for a score of 1230 as follows:
[tex]Z= \dfrac{x-\mu}{\sigma}[/tex]
[tex]= \dfrac{1230-1350}{120}\\\\=\dfrac{-120}{120}[/tex]
[tex]= -1[/tex]
approximately 68% of test takers score below 1230.
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Julia receives a commission of 2.6% on her monthly sales up to $4,700. The rate then increases to 4.8% on the next $7,800, and the top rate of 10.3% applies to any further sales. During September, Julia's sales were $12,807 and sales returns were $992. a) Calculate Julia's commission for September. $ b) Calculate her average hourly rate if she worked 54 hours during September.
Julia's commission is $590.82 and average hourly rate for September, based on her commission and hours worked, is approximately $10.93.
Commission on sales up to = $4,700:
Commission rate = 2.6%
Sales = $4,700
Calculating Commission on the tier -
= 2.6% of 4,700
= 0.026 x 4,700
= 122
Calculating commission on the next $7,800 -
Commission rate = 4.8%
= $7,800 - $4,700
= $3,100
4.8% of $3,100
= 0.048 x $3,100
= $148.8
Calculating commission on any further sales -
Sales on this tier = $12,807 - $4,700 - $7,800
= $3107
10.3% of $3,107
= 0.103 x $3,107
= $320.02
Calculating total commission -
= Commission on first tier + Commission on second tier + Commission on third tier
= $122 + $148.8 + $320.02
= $590.82
Calculating hourly rate -
Average hourly rate = Total commission / Number of hours worked
= $590.82 / 54
= $10.93
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4. Suppose you have a population with population with mean of u and a standard deviation of a and you take all possible samples of size 25. Suppose you take another random sample all possible samples of size 100 from the same population. Which of the following statements are true?
(a) The distribution of the population is symmetric.
(b) The distribution of both sample data are symmetric.
(c) The standard deviation of the sampling distribution of sample size 25 is more than standard deviation of the sampling distribution of sample size 100.
(d) The standard deviation of the sampling distribution of sample size 25 is less than standard deviation of the sampling distribution of sample size 100.
(e) No important information related to this situation can be determined.
Option (d) is correct.Option (a) cannot be determined because the population's symmetry is not related to the size of the sample. It is possible for an asymmetric population to have a symmetric sample distribution.Option (b) cannot be true because the sample distribution depends on the size of the sample.Option (c) is incorrect because the standard deviation of the sampling distribution is inversely proportional to the sample size, as mentioned earlier.Option (e) is incorrect because important information can be determined from the given scenario.
Given that a population has a mean of µ and a standard deviation of σ, and two random samples, one of size 25 and the other of size 100 are taken from the same population.
To determine which of the given options are correct, let's see the properties of the standard deviation, sample, and distribution. Standard deviation: It is a measure of the amount of variation or dispersion of a set of values from their mean.Sample: It is a subset of the population and is used to obtain information about the whole population. It is used to estimate population parameters. Distribution: It is a function that describes the probability of occurrence of a random variable. It can be represented in different ways depending on the context and the type of random variable. With these properties, we can say that the correct options are:
(d) The standard deviation of the sampling distribution of sample size 25 is less than the standard deviation of the sampling distribution of sample size 100.
(e) No important information related to this situation can be determined.
Explanation:It is known that the sample distribution is more likely to be normal than the population distribution. The standard deviation of the sampling distribution is inversely proportional to the sample size. That is, as the sample size increases, the standard deviation of the sampling distribution decreases. Therefore, the standard deviation of the sample of size 100 is less than the standard deviation of the sample of size 25.
Thus option (d) is correct.Option (a) cannot be determined because the population's symmetry is not related to the size of the sample. It is possible for an asymmetric population to have a symmetric sample distribution.Option (b) cannot be true because the sample distribution depends on the size of the sample.Option (c) is incorrect because the standard deviation of the sampling distribution is inversely proportional to the sample size, as mentioned earlier.Option (e) is incorrect because important information can be determined from the given scenario.
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Given that the population has a mean of u and a standard deviation of a and we take all possible samples of size 25, the distribution of the sampling means is approximately normal with mean u and standard deviation a/√25 = a/5
.Suppose we take another random sample, all possible samples of size 100 from the same population. Then, the distribution of the sampling means is approximately normal with mean u and standard deviation a/√100 = a/10.(a) The distribution of the population is symmetric - This is not true in general.(b) The distribution of both sample data is symmetric - This is not true in general.(c) The standard deviation of the sampling distribution of sample size 25 is more than standard deviation of the sampling distribution of sample size 100 - This is not true. The standard deviation of the sampling distribution of sample size 25 is less than the standard deviation of the sampling distribution of sample size 100.(d) The standard deviation of the sampling distribution of sample size 25 is less than the standard deviation of the sampling distribution of sample size 100 - This is true.(e) No important information related to this situation can be determined - This is false. The statements (c) and (d) are true.Answer: (d) The standard deviation of the sampling distribution of sample size 25 is less than standard deviation of the sampling distribution of sample size 100.
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A survey conducted by Sallie Mae and Gallup of 1404 respondents found that 323 students paid for their education by student loans. Find the 90% confidence interval of the true proportion of students who paid for their education by student loans.
a. Find the sample proportion
b. Determine the critical value
c. Find the margin of error
d. Find the confidence interval for the true population proportion
a. To find the sample proportion, we divide the number of students who paid for their education by student loans (323) by the total number of respondents (1404):
[tex]Sample proportion (\(\hat{p}\)) = \(\frac{323}{1404}\)[/tex]
b. To determine the critical value, we need to use the z-table for a 90% confidence level. Since the sample size is large (n = 1404), we can use the standard normal distribution.
The critical value for a 90% confidence level is [tex]\(z = 1.645\)[/tex].
c. To find the margin of error, we use the formula:
[tex]Margin of error (E) = \(z \times \sqrt{\frac{\hat{p} \times (1 - \hat{p})}{n}}\)[/tex]
Substituting the values, we have:
[tex]Margin of error (E) = \(1.645 \times \sqrt{\frac{\frac{323}{1404} \times (1 - \frac{323}{1404})}{1404}}\)[/tex]
d. Finally, to find the confidence interval for the true population proportion, we use the formula:
[tex]Confidence interval = \(\left(\hat{p} - E, \hat{p} + E\right)\)[/tex]
Substituting the values, we have:
[tex]Confidence interval = \(\left(\frac{323}{1404} - E, \frac{323}{1404} + E\right)\)[/tex]
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Identify the error(s) in that argument that supposedly shows that if Vx(P(x) VQ(x)) is true then VxP(x) VVQ(x) is true. (a) Vr(P(x) V Q(x)) Premise (b) P(c) V Q(c) Universal instantiation from (a) Simplification from (b) (c) P(c) (d) Vx(P(x) Universal generalization from (c) Simplification from (b) (e) Q(c) (f) Vx(Q(x) Universal generalization from (e) Conjunction from (d) and (f) (g) VxP(x) VVxQ(x) Give justification as to why what you found is an error. Do the steps written above hold for the argument that if Vr(P(x)^Q(x)) is true then VxP(x)^VxQ(x) is true? Show your work.
The step (g) incorrectly applies the rule of universal generalization.
Hence the error in the argument is step (g), where it states "VxP(x) VVxQ(x)."
The correct conclusion should be "Vx(P(x) ^ Q(x))," which means "For all x, P(x) and Q(x) are both true."
To see why the step is incorrect, let's analyze the argument:
(a) Vr(P(x) V Q(x)) Premise
(b) P(c) V Q(c) Universal instantiation from (a)
(c) P(c) Simplification from (b)
(d) Vx(P(x) Universal generalization from (c)
(e) Q(c) Simplification from (b)
(f) Vx(Q(x) Universal generalization from (e)
(g) VxP(x) VVxQ(x) Incorrect conclusion
In step (d), the universal generalization is applied correctly, as it states that "For all x, P(x) is true."
However, in step (f), the universal generalization is incorrectly applied to Q(x), stating "For all x, Q(x) is true." This is not a valid inference based on the given premises.
The correct conclusion should be "Vx(P(x) ^ Q(x))," which means "For all x, P(x) and Q(x) are both true."
Now, let's consider the argument that if Vr(P(x) ^ Q(x)) is true, then VxP(x) ^ VxQ(x) is true:
(a) Vr(P(x) ^ Q(x)) Premise
(b) P(c) ^ Q(c) Universal instantiation from (a)
(c) P(c) Simplification from (b)
(d) Vx(P(x) Universal generalization from (c)
(e) Q(c) Simplification from (b)
(f) Vx(Q(x) Universal generalization from (e)
(g) VxP(x) ^ VxQ(x) Conjunction from (d) and (f)
In this argument, all the steps are valid. Step (g) correctly applies the conjunction rule to conclude that "For all x, P(x) and Q(x) are both true."
Therefore, the steps written above hold for the argument if Vr(P(x) ^ Q(x)) is true, then VxP(x) ^ VxQ(x) is true.
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A car was valued at $38,000 in the year 1993. The value depreciated to $15,000 by the year 2006.
A) What was the annual rate of change between 1993 and 2006? r = _________ Round the rate of decrease to 4 decimal places.
B) What is the correct answer to part A written in percentage form?
r = _________%.
C) Assume that the car value continues to drop by the same percentage. What will the value be in the year 2010? value = $________Round to the nearest 50 dollars.
A) The annual rate of change between 1993 and 2006 is approximately -1769.2308. B) The rate of change expressed in percentage form is approximate -176923.08%. C) The value of the car in the year 2010 would be approximately $3,462.
A) To find the annual rate of change between 1993 and 2006, we can use the formula:
Rate of change = (Final value - Initial value) / Number of years
Rate of change = ($15,000 - $38,000) / (2006 - 1993)
Rate of change = -$23,000 / 13
Rate of change ≈ -1769.2308 (rounded to 4 decimal places)
B) To express the rate of change in percentage form, we can multiply the rate by 100:
Rate of change in percentage = -1769.2308 * 100
Rate of change in percentage ≈ -176923.08% (rounded to 2 decimal places)
C) Assuming the car value continues to drop by the same percentage, we can calculate the value in the year 2010 by applying the rate of change to the value in 2006:
Value in 2010 = Value in 2006 * (1 + Rate of change)
Value in 2010 = $15,000 * (1 - 1769.2308%)
Value in 2010 ≈ $15,000 * 0.2308 ≈ $3,462.00 (rounded to the nearest 50 dollars)
Therefore, the value of the car in the year 2010 would be approximately $3,462.
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Define what is meant by an even permutation. Also, suppose An is the set of even permutations in the symmetric group, Sn. Prove that An is a subgroup of Sn and that the order of An is , where n > 1.
An even permutation is a permutation of a set of elements that can be achieved by an even number of swaps or transpositions of elements. In other words, it is a permutation that can be written as a product of an even number of transpositions.
To prove that An, the set of even permutations in the symmetric group Sn, is a subgroup of Sn, we need to show that it satisfies the three conditions of being a subgroup: closure, identity element, and inverse element.
1. Closure: Let σ and τ be two even permutations in An. We need to show that their composition στ is also an even permutation. Since σ and τ are even permutations, they can be expressed as a product of an even number of transpositions. When we compose στ, the number of transpositions used will be the sum of the number of transpositions in σ and τ. Since the sum of two even numbers is even, στ can be written as a product of an even number of transpositions, which means it is an even permutation. Therefore, An is closed under composition.
2. Identity element: The identity permutation, which does not involve any transpositions, is an even permutation. It can be expressed as a product of zero transpositions, which is an even number. Therefore, the identity element is in An.
3. Inverse element: Let σ be an even permutation in An. We need to show that its inverse σ⁻¹ is also an even permutation. Since σ is an even permutation, it can be expressed as a product of an even number of transpositions. The inverse of a transposition is the transposition itself, so the inverse of σ will be the product of the transpositions in reverse order. This means the number of transpositions used in the inverse will also be even. Therefore, σ⁻¹ is an even permutation.
Since An satisfies all three conditions, it is a subgroup of Sn.
To determine the order of An, we need to count the number of even permutations in Sn. An even permutation can be obtained by fixing the first element and permuting the remaining (n-1) elements, resulting in (n-1)! possibilities. However, there are n possible choices for the fixed element, so the total number of even permutations is n * (n-1)! = n!. Therefore, the order of An is n!.
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Find the solution to the differential equation y" + 2y' +10y=0 (0)=2. y(0) = 7.
The solution to the given second-order linear homogeneous differential equation is y(t) = e^(-t) * [A * cos(sqrt(9)t) + B * sin(sqrt(9)t)], where A and B are constants determined by the initial conditions.
The given differential equation is a second-order linear homogeneous equation with constant coefficients. To solve it, we assume a solution of the form y(t) = e^(rt), where r is a constant to be determined. Plugging this into the differential equation, we get the characteristic equation r^2 + 2r + 10 = 0.
Solving the characteristic equation, we find two complex conjugate roots: r = -1 ± sqrt(9)i. These roots give rise to a general solution of the form y(t) = e^(-t) * [A * cos(sqrt(9)t) + B * sin(sqrt(9)t)], where A and B are arbitrary constants.
To determine the specific values of A and B, we use the initial conditions. Given y(0) = 7, we substitute t = 0 into the general solution and obtain 7 = A.
Differentiating y(t) with respect to t, we find y'(t) = -e^(-t) * [A * cos(sqrt(9)t) + B * sin(sqrt(9)t)] + e^(-t) * [-A * sqrt(9) * sin(sqrt(9)t) + B * sqrt(9) * cos(sqrt(9)t)].
Plugging t = 0 and y'(0) = 2 into the derived expression, we get 2 = -A + B * sqrt(9). Substituting A = 7 from the previous equation, we find B = 2 + sqrt(9).
Therefore, the solution to the given differential equation with the initial conditions y(0) = 7 and y'(0) = 2 is y(t) = e^(-t) * [7 * cos(sqrt(9)t) + (2 + sqrt(9)) * sin(sqrt(9)t)].
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Guadalupe and Roberto plan to send their daughter to university. To pay for this they will contribute 8 equal yearly payments to an account bearing interest at the APR of 3%, compounded annually. Six years after their last contribution, they will begin the first of five, yearly, withdrawals of $55,200 to pay the university's bills. How large must their yearly contributions be?
Their yearly contributions must be $8,732.91.
To determine the required yearly contribution amount, we need to consider the future value of the contributions and the future value of the withdrawals.
The future value of their contributions can be calculated using the formula for the future value of an ordinary annuity:
FV = P * [(1 + r)^n - 1] / rWhere:FV is the future value of the annuity,P is the annual contribution amount,r is the annual interest rate (expressed as a decimal), andn is the number of periods (in this case, 8 years).Given that they will make 8 equal yearly payments and the interest rate is 3% compounded annually, we can plug in the values into the formula:
$55,200 = P * [(1 + 0.03)^8 - 1] / 0.03
Now, let's solve for P:
P = $55,200 * 0.03 / [(1 + 0.03)^8 - 1]P ≈ $8,732.91Therefore, Guadalupe and Roberto must contribute approximately $8,732.91 annually to their account in order to accumulate enough funds to pay for their daughter's university expenses.
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Explain how to solve 5 x−2
=8 using the change of base formula log b
y= logb
logy
. Include the solution for x in your answer. Round your answer to the nearest thousandth. ( 10 points)
To solve 5x−2=8 using the change of base formula, we can first write the equation in logarithmic form. This gives us log5(8)=5x−2. We can then use the change of base formula to convert the logarithm to base 10.
This gives us log10(8)/log10(5)=5x−2. We can then solve for x by multiplying both sides of the equation by log10(5) and dividing both sides of the equation by 5. This gives us x=log10(8)/5. Rounding to the nearest thousandth, we get x=0.693.
The change of base formula states that logb(y)=logy/logb. In this case, we want to solve for x in the equation 5x−2=8. We can write this equation in logarithmic form as log5(8)=5x−2.
Using the change of base formula, we get log10(8)/log10(5)=5x−2. Multiplying both sides of the equation by log10(5) and dividing both sides of the equation by 5, we get x=log10(8)/5.
Rounding to the nearest thousandth, we get x=0.693.
Therefore, the solution to the equation 5x−2=8 is x=0.693.
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A doctor's Order requests 500 mg of ampicillin IV in a 50-mL MiniBag of 0.9% sodium chloride injection. You have a 4-g vial of sterile powder, which, when reconstituted, will provide 100 mg/mL of ampicillin. How many milliliters of reconstituted solution will be needed to provide the 500-mg dose?
A. 4 ml
B. 5 ml
C. 2.5 ml
D. 25 ml
The correct answer is option B) 5 mL. This amount of the reconstituted solution will provide the necessary 500 mg dosage of ampicillin as specified in the doctor's order.
To provide a 5 mL dose of ampicillin, we need to calculate the required volume of the reconstituted solution.
First, we need to determine how much ampicillin is in each milliliter of the reconstituted solution. We know that the 4-g vial of sterile powder will provide 100 mg/mL of ampicillin when reconstituted.
To calculate how much ampicillin is in each milliliter, we divide the total amount of ampicillin in the vial (4 g or 4000 mg) by the total volume of the reconstituted solution:
4000 mg / X mL = 100 mg/mL
Solving for X, we get:
X = 4000 mg / 100 mg/mL = 40 mL
So, when the powder is reconstituted, we will have a total volume of 40 mL.
Next, we need to calculate how much of this solution we need to provide a 500-mg dose. We know that we want to deliver 500 mg of ampicillin and that the concentration of ampicillin in the reconstituted solution is 100 mg/mL. We can use this information to set up a proportion:
100 mg / 1 mL = 500 mg / X mL
Solving for X, we get:
X = (500 mg)(1 mL) / (100 mg) = 5 mL
Therefore, the correct option is B) 5 mL.
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Yerald weighed 92 kg. Then lost 4 kg 750 g. What is his weight now?
2. Jason is serving a 10 kg turkey to 28 people. How many grams of meat is he allowing for each person? round to nearest whole gram.
3. Young-Mi bought 2 kg 20 g of onion. The price was $1.49 per kilogram. How much did she pay, to nearest cent?
4. The standard dose of an antibiotic is 4 cc(cubic centimeters for every 25 pounds(lb) of body weight. At this rate,find the standard dose for a 140-lb woman.
5. A label printer prints 9 pages of labels in 1.7 seconds. How long will it take to print 72 pages of labels?
1. Using subtraction, Yerald's current weight after losing 4 kg 750 g is 87 kg and 250 g.
2. Using division operation, the allowed grams of meat for each person, Jason is serving the 10 kg turkey, are approximately 357 grams.
3. Using mathematical operations, the total cost that Young-Mi paid to buy 2 kg 20 g of onion priced at $1.49 per kilogram is $3.01.
4. Based on the standard rate of an antibiotic, the standard dose for a 140-pound woman is 22.4 cc.
5. Using the printing rate per second, the time to print 72 pages of labels is 13.6 seconds.
What are mathematical operations?The four basic mathematical operations include addition, subtraction, multiplication, and division.
These mathematical operations help us to determine the required values of algebraic expressions using mathematical operands and the equal symbol (=).
1. Yerald's Weight:
Past weight = 92 kg
The weight she lost = 4 kg and 750 g.
Current weight = 87.25 kg (92 - 4.75) = 87 kg and 250 g.
2. Jason:
The total weight of turkey = 10 kg
The total number of people being served = 28
1 kg = 1,000 grams
10 kg = 10,000 grams
The serving per person = 357.14 grams (10,000 ÷ 28)
= 357 grams
3. Young-Mi:
The weight of onions bought = 2 kg 20 g
1 kg = 1,000 grams
20 g = 0.02 kg (20 ÷ 1,000)
2 kg 20 g = 2.02 kg
The price per kilogram = $1.49
The total cost = $3.01 ($1.49 x 2.02)
4. Antibiotics:
Standard dose = 4 cc (cubic centimeters) for every 25 pounds of body weight
The standard dose for a 140-lb woman = 22.4 cc (4 x 140 ÷ 25)
5. Printing Rate:
The number of pages printed in 1.7 seconds = 9 pages
The total number of pages of labels = 72 pages
The time to print 72 pages = 13.6 seconds (72 ÷ 9 x 1.7)
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Find the area of the region enclosed by the curves. 10 X= = 2y² +12y + 19 X = - 4y - 10 2 y=-3 5 y=-2 Set up Will you use integration with respect to x or y?
The area of the region enclosed by the curves 10x=2y²+12y+19 and x=-4y-10 is 174/3 units².
To find the area of the region enclosed by the curves 10x=2y²+12y+19 and x=-4y-10, we need to solve this problem in the following way:
Since the curves are already in the form of x = f(y), we need to use vertical strips to find the area.
So, the integral for the area of the region is given by:
A = ∫a b [x₂(y) - x₁(y)] dy
Here, x₂(y) = 10 - 2y² - 12y - 19/5 = - 2y² - 12y + 1/2 and x₁(y) = -4y - 10
So,
A = ∫(-3)⁻²[(-2y² - 12y + 1/2) - (-4y - 10)] dy + ∫(-2)⁻²[(-2y² - 12y + 1/2) - (-4y - 10)] dy
=> A = ∫(-3)⁻²[2y² + 8y - 19/2] dy + ∫(-2)⁻²[2y² + 8y - 19/2] dy
=> A = [(2/3)y³ + 4y² - (19/2)y]₋³ - [(2/3)y³ + 4y² - (19/2)y]₋² | from y = -3 to -2
=> A = [(2/3)(-2)³ + 4(-2)² - (19/2)(-2)] - [(2/3)(-3)³ + 4(-3)² - (19/2)(-3)]
=> A = 174/3
Hence, the area of the region enclosed by the curves is 174/3 units².
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A manufacturing company employs two devices to inspect output for quality control purposes. The first device can accurately detect 99.2% of the defective items it receives, whereas the second is able to do so in 99.5% of the cases. Assume that five defective items are produced and sent out for inspection. Let X and Y denote the number of items that will be identified as defective by inspecting devices 1 and 2, respectively. Assume that the devices are independent. Find: a. fy|2(y) Y fyiz(y) 0 1 2 3 b. E(Y|X=2)= and V(Y/X=2)=
a. The probability distribution function fy|2(y) for Y given X=2 is approximately:
fy|2(0) ≈ 0.975
fy|2(1) ≈ 0.0277
fy|2(2) ≈ 0.000025
b. E(Y|X=2) ≈ 0.0277 and V(Y|X=2) ≈ 0.00156.
a. To find the probability distribution function fy|2(y) for Y given that X=2, we need to consider the possible values of Y when X=2 and calculate the corresponding probabilities.
Since X represents the number of defective items identified by device 1 and Y represents the number of defective items identified by device 2, we can use the binomial distribution to calculate the probabilities.
When X=2, there are three possible outcomes for Y: 0, 1, or 2 defective items identified by device 2. We can calculate the probabilities as follows:
fy|2(0) = P(Y=0 | X=2)
= P(no defective items identified by device 2)
= [tex](0.995)^5[/tex]
≈ 0.975
fy|2(1) = P(Y=1 | X=2)
= P(1 defective item identified by device 2)
= [tex]5 * (0.992)^1 * (0.005)^1[/tex]
≈ 0.0277
fy|2(2) = P(Y=2 | X=2)
= P(2 defective items identified by device 2)
= [tex](0.005)^2[/tex]
≈ 0.000025
Therefore, the probability distribution function fy|2(y) for Y given X=2 is approximately:
fy|2(0) ≈ 0.975
fy|2(1) ≈ 0.0277
fy|2(2) ≈ 0.000025
b. To find the conditional expectation E(Y|X=2) and conditional variance V(Y|X=2), we need to use the probabilities calculated in part a.
E(Y|X=2) is the expected value of Y given that X=2. We can calculate it as:
E(Y|X=2) = ∑ y * fy|2(y)
= 0 * fy|2(0) + 1 * fy|2(1) + 2 * fy|2(2)
≈ 0 * 0.975 + 1 * 0.0277 + 2 * 0.000025
≈ 0.0277
Therefore, E(Y|X=2) ≈ 0.0277.
V(Y|X=2) is the conditional variance of Y given that X=2. We can calculate it as:
V(Y|X=2) = ∑ (y - E(Y|X=2)[tex])^2[/tex] * fy|2(y) [tex]=(0 - 0.0277)^2 * fy|2(0) + (1 - 0.0277)^2 * fy|2(1) + (2 - 0.0277)^2 * fy|2(2)[/tex] ≈ [tex]0.0277^2 * 0.975 + 0.9723^2 * 0.0277 + 1.9723^2 * 0.000025[/tex]
≈ 0.0007598 + 0.000723 + 0.0000774
≈ 0.00156
Therefore, V(Y|X=2) ≈ 0.00156.
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Let = = 3 +6i and w = a + bi where a, b e R. Without using a calculator, (a) determine and hence, b in terms of a such that w is real; w (b) determine arg{2 - 9}; (c) determine SIF
To make w real, we set b = 0, resulting in w = a. The argument of 2 - 9i is given by arg(2 - 9i) = arctan(-9/2). The square of the absolute value of i + w is SIF = [tex]\sqrt[/tex](1^2 + a²).
(a) To determine the values of a and b such that w is real, we need to ensure that the imaginary part of w, represented by bi, is equal to zero. Since w is real, we have b = 0. Therefore, w = a.
(b) To determine arg(2 - 9), we can write the complex number in rectangular form: 2 - 9i.
The argument of a complex number in rectangular form is given by the inverse tangent of the imaginary part divided by the real part. In this case, arg(2 - 9i) = arctan(-9/2).
(c) To determine the square of the absolute value (magnitude) of i + w, we can substitute the value of w = a into the expression and calculate the magnitude.
The absolute value of a complex number is given by the square root of the sum of the squares of its real and imaginary parts. So, SIF = [tex]\sqrt[/tex](1^2 + a²).
In summary, (a) b = 0, (b) arg(2 - 9i) = arctan(-9/2), and (c) SIF = [tex]\sqrt[/tex](1^2 + a²).
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To estimate the proportion of smoker a sample of 100 mon was selected. In the selected sample, 80 mee were smoker. Determina a 95% confidence interval of proportion smoker OA (0.72 0.88) O B (0.72 0.85) OC (0.75 0.85) OD (0.75 0.88)
The 95% confidence interval for the proportion of smokers is (0.72, 0.88).
The proportion of smokers in a sample of 100 men has been calculated to be 80. We will utilize this information to create a 95% confidence interval of the proportion of smokers between two limits.
Here's how to do it:Solution:We have selected a sample of 100 men to estimate the proportion of smokers. In that sample, 80 of them were smokers.
Therefore, we may assume that the proportion of smokers in the sample is 0.8. Using this sample proportion, we can calculate the 95% confidence interval of the proportion of smokers.
Confidence interval of proportion of smokers is given by;[tex]CI = \left( {{\hat p} - {z_{\frac{\alpha }{2}}}\sqrt {\frac{{{\hat p}\left( {1 - {\hat p}} \right)}}{n}}} \right),\left( {{\hat p} + {z_{\frac{\alpha }{2}}}\sqrt {\frac{{{\hat p}\left( {1 - {\hat p}} \right)}}{n}}} \right)[/tex]where,[tex]n = 100[/tex][tex]\hat p = \frac{x}{n} = \frac{80}{100} = 0.8[/tex][tex]\alpha = 1 - 0.95 = 0.05[/tex][tex]\frac{\alpha }{2} = \frac{0.05}{2} = 0.025[/tex]
Since we know the values of [tex]\hat p[/tex], [tex]\alpha[/tex], [tex]\frac{\alpha}{2}[/tex] and [tex]n[/tex], we may calculate the confidence interval as follows:[tex]CI = \left( {0.8 - {z_{0.025}}\sqrt {\frac{{0.8\left( {1 - 0.8} \right)}}{{100}}}} \right),\left( {0.8 + {z_{0.025}}\sqrt {\frac{{0.8\left( {1 - 0.8} \right)}}{{100}}}} \right)[/tex][tex]CI = \left( {0.72,0.88} \right)[/tex]
Hence, the 95% confidence interval for the proportion of smokers is (0.72, 0.88).
Therefore, the answer is option OA (0.72 0.88).
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