The practical meaning of a hypothesis test result can be provided by ___.
1. statistical power
2. significance level
3. effect size
4. sample size
Please explain

Answers

Answer 1

The statistical power, significance level, and sample size all play a role in hypothesis testing, but they do not provide a practical meaning for the results.

The practical meaning of a hypothesis test result can be provided by the effect size.

A hypothesis test is a statistical technique that allows you to determine if the difference between two or more groups is real or if it occurred by chance.

Hypothesis testing is a process of making decisions based on data and assumptions about a population. It includes making predictions, collecting data, analyzing the data, and drawing conclusions.

A practical meaning of a hypothesis test result is provided by the effect size.

Effect size is used to measure the magnitude of a treatment effect in a research study. It measures the difference between two groups in standard deviation units.

A significant effect size suggests that the difference between groups is large enough to be of practical importance.

A nonsignificant effect size suggests that the difference between groups is too small to be of practical importance.

The statistical power, significance level, and sample size all play a role in hypothesis testing, but they do not provide a practical meaning for the results.

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We are given that P(Ac) = 0.6, P(B) = 0.3, and P(A ∩ B) = 0.2. Determine P(A ∪ B).

Answers

We are given that P(Ac) = 0.6, P(B) = 0.3, and P(A ∩ B) = 0.2. The probability of the union of events A and B, P(A ∪ B), is 0.5.

To determine P(A ∪ B), we can use the inclusion-exclusion principle.

The inclusion-exclusion principle states that the probability of the union of two events can be calculated by summing the probabilities of each individual event, subtracting the probability of their intersection.

Mathematically, it can be represented as:

P(A ∪ B) = P(A) + P(B) - P(A ∩ B)

Given that P(Ac) = 0.6, we know that P(A) = 1 - P(Ac) = 1 - 0.6 = 0.4.

We are also given that P(B) = 0.3 and P(A ∩ B) = 0.2.

Substituting these values into the inclusion-exclusion principle formula:

P(A ∪ B) = 0.4 + 0.3 - 0.2 = 0.5

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You have often seen this admonition on restaurant doors: No shirt, no service. (a) (2) Write this as a formal implication p⇒qby identifying the appropriate propositions pand q. (b) (1) What is its converse, written as an English sentence? (c) (1) What is its inverse, written as an English sentence? (d) (1) What is its contraposition, written as an English sentence?

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(a)"If a person has no shirt (p), then they will not be served". (b)"No service, no shirt,". (c)"If a person has a shirt (p), then they will be served (q)." (d) "If a person is served (q), then they have a shirt (p)."

(a) To write the statement as a formal implication p⇒q, we identify the propositions p and q. In this case, p represents "a person has no shirt" and q represents "they will not be served." Therefore, the formal implication is p⇒q, which can be read as "If a person has no shirt, then they will not be served."

(b) The converse of the statement switches the positions of p and q. In this case, the converse is "No service, no shirt." This implies that if a person is not served (q), then they have no shirt (p).

(c) The inverse of the statement negates both p and q. The inverse of "No shirt, no service" is "If a person has a shirt, then they will be served." This means that if a person has a shirt (p), then they will be served (q).

(d) The contraposition of the statement switches and negates both p and q. The contraposition of "No shirt, no service" is "If a person is served, then they have a shirt." This implies that if a person is served (q), then they have a shirt (p).

In summary, the formal implication "No shirt, no service" (p⇒q) states that if a person has no shirt (p), they will not be served (q). The converse, inverse, and contraposition of the statement are "No service, no shirt," "If a person has a shirt, then they will be served," and "If a person is served, then they have a shirt," respectively.

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The events A,B, and C occur with respective probabilities 0.07,0.11, and 0.84. The events B and C are mutually exclusive. Likewise the events B and A are mutually exclusive. The probability of the event C∩A is 0.04. Compute the probability of the event C∪A∪B. (If necessary, consult a

Answers

To compute the probability of the event C∪A∪B (union of events C, A, and B), we need to consider the following:

1. Events B and C are mutually exclusive, which means they cannot occur together. Therefore, the probability of their intersection, P(B∩C), is 0.

2. Events B and A are mutually exclusive, which means they cannot occur together. Therefore, the probability of their intersection, P(B∩A), is 0.

3. The probability of the event C∩A is given as 0.04.

To find the probability of the union of three events, we can use the inclusion-exclusion principle:

P(C∪A∪B) = P(C) + P(A) + P(B) - P(C∩A) - P(C∩B) - P(A∩B) + P(C∩A∩B)

Since P(C∩A∩B) is not given, we assume it to be 0 since B and C are mutually exclusive and A and B are mutually exclusive.

Substituting the given probabilities, we get:

P(C∪A∪B) = 0.84 + 0.07 + 0.11 - 0.04 - 0 - 0 + 0

Simplifying, we find that:

P(C∪A∪B) = 0.98

Therefore, the probability of the event C∪A∪B is 0.98, or 98%.

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The strength of a type of yarn varies in accordance with a normal distribution. The mean of the distribution is 90 pounds and the standard deviation is 11 pounds. Determine the percentage of yarn that will not meet a design specification of 95 pounds + or - 15 pounds.

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We calculated the percentage of yarn that falls outside the range of 80 pounds to 110 pounds. Approximately 22% of the yarn will not meet the design specification.

To determine the percentage of yarn that will not meet the design specification of 95 pounds +/- 15 pounds, we need to calculate the probability that the yarn's strength falls outside the range of 80 pounds to 110 pounds.

Given that the strength of the yarn follows a normal distribution with a mean of 90 pounds and a standard deviation of 11 pounds, we can use the properties of the normal distribution to solve this problem.

First, we need to standardize the values of the lower and upper limits using the z-score formula:

z = (x - μ) / σ

where x is the value, μ is the mean, and σ is the standard deviation.

For the lower limit:

z_lower = (80 - 90) / 11 = -0.909

For the upper limit:

z_upper = (110 - 90) / 11 = 1.818

Next, we need to find the cumulative probabilities corresponding to these z-scores using a standard normal distribution table or a calculator. The cumulative probability gives us the proportion of values that fall below a certain z-score.

P(z < -0.909) = 0.184 (approximately)

P(z < 1.818) = 0.964 (approximately)

To find the probability of yarn that will not meet the design specification, we subtract the cumulative probability for the lower limit from the cumulative probability for the upper limit:

P(yarn outside range) = 1 - P(z_lower < z < z_upper)

= 1 - (P(z < z_upper) - P(z < z_lower))

= 1 - (0.964 - 0.184)

= 1 - 0.78

= 0.22

Therefore, the percentage of yarn that will not meet the design specification is 22%.

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A study in a small town calls for estimating the proportion of households that contain at least one member over the age of 65. The town has 621 households . A simple random sample of 60 households was selected. 11 of the households in the sample contained at least one member over the age of 65. Estimate the true population proportion and place a bound on the error of estimation.

Answers

The estimated true proportion of households with at least one member over the age of 65 is between 0.1042 and 0.2624, with a margin of error of 0.0791.

To estimate the true population proportion, we can use the sample proportion as an estimate. In this case, the sample proportion of households with at least one member over the age of 65 is 11/60 = 0.1833.

To calculate the bound on the error of estimation, we can use the margin of error formula for estimating proportions:

Margin of error = Z * sqrt((p * (1 - p)) / n)

where Z is the z-score corresponding to the desired level of confidence, p is the sample proportion, and n is the sample size.

Assuming a 95% confidence level, the z-score is approximately 1.96. Plugging in the values, we have:

Margin of error = 1.96 * sqrt((0.1833 * (1 - 0.1833)) / 60)

Calculating this, we find that the margin of error is approximately 0.0791.

To estimate the true population proportion, we can subtract and add the margin of error to the sample proportion:

Estimated true proportion = p ± margin of error

Estimated true proportion = 0.1833 ± 0.0791

Therefore, the estimated true population proportion is between 0.1042 and 0.2624, with a margin of error of 0.0791.

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Perform the summation using the following set of data: 2,3,3,4,5 (5 marks). Show formula and calculation. ∑(2x2)+4=

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The value of the summation using the given set of data is 42.

Given that the set of data is 2,3,3,4,5.

We are required to perform the summation using the set of data and find ∑(2x2)+4.

Summing the set of data:

2+3+3+4+5 = 17

Now, we can apply the given formula.

∑(2x2)+4 = (2+4)+(2x3)+(2x3)+(2x4)+(2x5)

On solving we get,

∑(2x2)+4 = 12+6+6+8+10

∑(2x2)+4 = 42

Therefore, the value of the summation using the given set of data is 42.

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7. (12 points) Now prove the same thing (in the space on the right) using the logical equivalences. Only use one per line.

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Using logical equivalences, we prove the result: ~(P → Q) ≡ P ∧ ~Q. Each step applies a logical equivalence, demonstrating the solution.

To prove the given result using logical equivalences, we can break it down into logical steps, each supported by a single logical equivalence. Here is the step-by-step explanation:

1. Start with the statement: ~(P → Q) ≡ P ∧ ~Q (Given)

2. Apply the logical equivalence for the implication: ~(~P ∨ Q) ≡ P ∧ ~Q (Implication equivalence)

3. Apply De Morgan's law: (P ∧ ~Q) ≡ P ∧ ~Q (Double negation)

4. The result matches the initial statement, proving its validity.

In this proof, we used logical equivalences such as the implication equivalence and the double negation to transform the given statement into an equivalent form.

By showing that each step preserves the logical equivalence, we have proven that the initial statement holds true.

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Hello Chegg, Can you please assist me in finding a formula for
all of the derivatives of y=sinxcosx?
For example, what is dyn/dxn?
For example, y'=cos(2x), y''=-2sin(2x),
y'''=-4cos(2x),........yn=?

Answers

The derivatives of the function y = sin(x)cos(x) follow a pattern based on the product rule. The n-th derivative of y is given by yn = cos(2x)(-2)n/2sin(2x), where n is a non-negative integer.

To find the n-th derivative of y = sin(x)cos(x), we can apply the product rule repeatedly. The first derivative is y' = cos(x)cos(x) - sin(x)sin(x) = cos^2(x) - sin^2(x) = cos(2x). Applying the product rule again, the second derivative is y'' = -2sin(2x). We can observe that each derivative introduces a factor of -2 and alternates between sine and cosine functions.

Using this pattern, we can derive a general formula for the n-th derivative. For even values of n, the derivative will have a cosine term, and for odd values of n, the derivative will have a sine term. The coefficient of the sine or cosine term is (-2)n/2, which accounts for the alternating sign and the factor of -2. Therefore, the n-th derivative of y is given by yn = cos(2x)(-2)n/2sin(2x), where n is a non-negative integer.

In summary, the derivatives of y = sin(x)cos(x) follow a pattern where each derivative introduces a factor of -2 and alternates between sine and cosine functions. The n-th derivative yn can be expressed as cos(2x)(-2)n/2sin(2x), where n is a non-negative integer.    

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f(x) = x^3+x^2+8/2x^2 - 16.Use answer to i. to find a formula for ′(x):

Answers

The derivative of the function f(x) = x^3 + x^2 + 8 / 2x^2 - 16 is given by f'(x) = (2x^4 - 80x^2 - 64x) / (2x^2 - 16)^2.

The derivative of the function f(x) = x^3 + x^2 + 8 / 2x^2 - 16 can be found using the quotient rule of differentiation. The derivative f'(x) is given by:

f'(x) = [(2x^2 - 16)(3x^2 + 2x) - (x^3 + x^2 + 8)(4x)] / (2x^2 - 16)^2

To find the derivative of the function f(x) = x^3 + x^2 + 8 / 2x^2 - 16, we can apply the quotient rule of differentiation. The quotient rule states that if we have a function of the form g(x) = h(x) / k(x), then the derivative of g(x) is given by:

g'(x) = (h'(x) * k(x) - h(x) * k'(x)) / (k(x))^2

Applying this rule to our function, we have:

f'(x) = ((3x^2 + 2x)(2x^2 - 16) - (x^3 + x^2 + 8)(4x)) / (2x^2 - 16)^2

Now we can simplify this expression:

f'(x) = (6x^4 - 48x^2 + 4x^3 - 32x - 4x^4 - 4x^3 - 32x^2 - 32x) / (2x^2 - 16)^2

Combining like terms in the numerator:

f'(x) = (2x^4 - 80x^2 - 64x) / (2x^2 - 16)^2

And that is the simplified form of the derivative f'(x) of the given function f(x).

To summarize, the derivative of the function f(x) = x^3 + x^2 + 8 / 2x^2 - 16 is given by f'(x) = (2x^4 - 80x^2 - 64x) / (2x^2 - 16)^2.

To summarize the steps taken:

1. Apply the quotient rule: Differentiate the numerator and denominator separately using the power rule and constant rule, respectively. Then apply the quotient rule, which states that the derivative of a quotient of two functions is given by the numerator's derivative times the denominator minus the numerator times the denominator's derivative, all divided by the square of the denominator.

2. Simplify the expression: Expand and collect like terms in the numerator, and simplify the denominator. However, it is important to note that fully simplifying the expression may not be necessary or practical, especially if the resulting formula becomes lengthy or complex.

In conclusion, the derivative f'(x) of the given function f(x) = x^3 + x^2 + 8 / 2x^2 - 16 can be found using the quotient rule, resulting in a formula that involves multiple terms and factors.

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Determine the intervals on which the following function is continuous. f(x)=x^2-6x+8/x^2-4 ​On what interval(s) is f continuous? (Simplify your answer. Type your answer in interval notation. Use a comma to separate answers as needed.)

Answers

The function f(x) = (x^2 - 6x + 8)/(x^2 - 4) is continuous on the interval (-∞, -2) U (-2, 2) U (2, ∞).

To determine the intervals on which the function f(x) = (x^2 - 6x + 8)/(x^2 - 4) is continuous, we need to consider two aspects: the domain of the function and any potential points of discontinuity.

First, let's look at the domain of the function. The function is defined for all values of x except where the denominator is zero, as division by zero is undefined. In this case, the denominator x^2 - 4 equals zero when x = 2 and x = -2. Therefore, the function is not defined at these points.

Next, we need to examine whether there are any points of discontinuity at x = -2 and x = 2. To do this, we evaluate the function as x approaches these points from both sides and check if the limits exist and are equal. Taking the limit as x approaches -2, we have:

lim(x→-2-) (x^2 - 6x + 8)/(x^2 - 4) = (-2)^2 - 6(-2) + 8/((-2)^2 - 4) = 16/0, which is undefined.

lim(x→-2+) (x^2 - 6x + 8)/(x^2 - 4) = (-2)^2 - 6(-2) + 8/((-2)^2 - 4) = 16/0, which is undefined.

Similarly, when x approaches 2, we find that the limits are also undefined:

lim(x→2-) (x^2 - 6x + 8)/(x^2 - 4) = 16/0, undefined.

lim(x→2+) (x^2 - 6x + 8)/(x^2 - 4) = 16/0, undefined.

Since the limits are undefined at x = -2 and x = 2, we can conclude that these points are points of discontinuity.

Therefore, the function f(x) = (x^2 - 6x + 8)/(x^2 - 4) is continuous on the intervals (-∞, -2) U (-2, 2) U (2, ∞). This means that the function is continuous for all values of x except at x = -2 and x = 2.

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Use the Law of Cosines to find the remaining side and angles if possible. (Round your answers to two decimal places. If an answer does not exist, enter DNE.) α=118∘,b=22,c=31

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We are given that α=118°, b=22, and c=31. We want to find the remaining side a and the angle β by using Law of Cosines.

We can use the Law of Cosines to find a as follows:

a² = b² + c² - 2bc × cos (α)

[tex]a^{2}[/tex] = 133.93

Therefore, a≈11.59

We can also use the Law of Cosines to find β as follows:

cos β = [[tex]a^{2}[/tex] + [tex]b^{2}[/tex] – [tex]c^{2}[/tex]]/2ab

= -0.26

The cosine of an angle cannot be negative, so β does not exist.

Therefore, the only missing side is a, and its value is 11.59.

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If F(x)=f(g(x)) , where f(4)=5, f^{\prime}(4)=3, f^{\prime}(3)=1, g(3)=4 , and g^{\prime}(3)=9 , find F^{\prime}(3) \[ F^{\prime}(3)= \]

Answers

F'(3) = 15. F(x) = f(g(x)) is a composite function, so we can use the chain rule to find F'(3). The chain rule states that the derivative of a composite function is the product of the derivative of the outer function and the derivative of the inner function.

In this case, the outer function is f(x) and the inner function is g(x). Therefore, the derivative of F(x) is: F'(x) = f'(g(x)) * g'(x)

To find F'(3), we need to know the values of f'(g(3)) and g'(3). We are given that f(4) = 5, f'(4) = 3, f'(3) = 1, g(3) = 4, and g'(3) = 9. Therefore, the value of F'(3) is:

F'(3) = f'(g(3)) * g'(3) = f'(4) * g'(3) = 3 * 9 = 15

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Please read and answer each question carefully. Round answers to the thousandth’s place where applicable. Your submission must be neatly done. Typing is preferred! YOU MUST LABEL ALL PROBABILITIES! For example: P(A) = 0.271.
1. A new diagnostic test is developed for detecting illegal drug use in athletes. Suppose that 23% of a certain population of athletes use illegal drugs. The sensitivity of the new test is 88% and the specificity is 94%. Suppose that a random subject from this population is selected.
a. Find the probability that the subject tests positive.
b. Find the probability that the subject tests negative.
c. Find the probability that the subject uses illegal drugs given the subject tests positive.
d. Find the probability that the subject does not use illegal drugs given the subject tests negative.
`e. Justify in a complete sentence with numbers why testing positive and using illegal are not independent.

Answers

The probability of a subject testing positive is 0.2024, while the probability of testing negative is 0.7638.

Given a positive test result, the probability of the subject using illegal drugs is 0.2024. Conversely, given a negative test result, the probability of the subject not using illegal drugs is 0.8792. Testing positive and using illegal drugs are not independent because the conditional probability of drug use given a positive test result differs from the unconditional probability of drug use.

When a subject is randomly selected from the population of athletes, the probability of testing positive is calculated by multiplying the sensitivity of the test (0.88) with the rate of drug use in the population (0.23), resulting in 0.2024. Similarly, the probability of testing negative is obtained by multiplying the specificity of the test (0.94) with the probability of not using drugs (1 - 0.23 = 0.77), giving a value of 0.7638.

To determine the probability of drug use given a positive test result, Bayes' theorem is applied. The probability of drug use given a positive test is equal to the product of the probability of a positive test given drug use (0.88) and the probability of drug use in the population (0.23), divided by the probability of testing positive (0.2024). Therefore, the probability of the subject using illegal drugs given a positive test is also 0.2024.

Likewise, using Bayes' theorem, the probability of not using illegal drugs given a negative test result is calculated. It involves multiplying the probability of a negative test given no drug use (0.94) with the probability of no drug use in the population (0.77) and dividing it by the probability of testing negative (0.7638). Consequently, the probability of the subject not using illegal drugs given a negative test result is 0.8792.

Testing positive and using illegal drugs are not independent because the conditional probability of drug use given a positive test result (0.2024) is different from the unconditional probability of drug use in the population (0.23). This indicates that the test result is influenced by the underlying drug use rate, and the occurrence of one event affects the likelihood of the other.

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A water taxi carries passengers from harbor to another. Assume that weights of passengers are normally distributed with a mean of 200lb and a standard deviation of 35lb. The water taxi has a stated capacity of 25 passengers, and the water taxi was rated for a load limit of 3750lb. Complete parts (a) through (d) below. a. Given that the water taxi was rated for a load limit of 3750lb, what is the maximum mean weight of the passengers if the water taxi is filled to the stated capacity of 25 passengers? The maximum mean weight is lb. (Type an integer or a decimal. Do not round.) b. If the water taxi is filled with 25 randomly selected passengers, what is the probability that their mean weight exceeds the value from part (a)? The probability is (Round to four decimal places as needed.) c. If the weight assumptions were revised so that the new capacity became 20 passengers and the water taxi is filled with 20 randomly selected passengers, what is the probability that their mean weight exceeds 187.5lb, which is the maximum mean weight that does not cause the total load to exceed 3750lb ? The probability is (Round to four decimal places as needed.) d. Is the new capacity of 20 passengers safe?

Answers

a) The maximum mean weight is 150lb. b) The probability is approximately 0.0062. c) The probability is approximately 0.9764. d) The new capacity of 20 passengers does not appear to be safe as the probability of exceeding the load limit is high.

a) To find the maximum mean weight, we divide the load limit of 3750lb by the stated capacity of 25 passengers: 3750lb / 25 passengers = 150lb. Therefore, the maximum mean weight of the passengers should not exceed 150lb to stay within the load limit.

b) To find the probability that the mean weight of 25 randomly selected passengers exceeds 150lb, we need to calculate the probability of the sample mean being greater than 150lb. Since the sample mean follows a normal distribution, we can use the standard deviation of the population (35lb) divided by the square root of the sample size (√25) to calculate the standard error. With this information, we can calculate the z-score and find the probability using a standard normal distribution table or a statistical calculator. The probability is approximately 0.0062.

c) If the capacity is revised to 20 passengers, we need to find the new maximum mean weight that does not exceed the load limit. Given that the load limit is 3750lb and the capacity is 20 passengers, we divide the load limit by the new capacity: 3750lb / 20 passengers = 187.5lb. To find the probability that the mean weight of 20 randomly selected passengers exceeds 187.5lb, we can use a similar approach as in part b. The probability is approximately 0.9764.

d) The new capacity of 20 passengers does not appear to be safe because the probability of exceeding the load limit is high (approximately 0.9764). This indicates a significant risk of exceeding the load limit if the mean weight of the passengers is greater than 187.5lb. Therefore, it would be advisable to reconsider the capacity or take additional precautions to ensure passenger safety and avoid exceeding the load limit.

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a. Given the following linear programming model: i. Transform this problem into standard simplex form ii. Construct the initial simplex tableau iii. Using the simplex method, determine the optimal solution. iv. State the optimal solution, objective function and all other variable values. b. i. What is meant by shadow price in linear programming? ii. What is meant by convex set of points?

Answers

a. i. To transform the given linear programming problem into standard simplex form, we need to convert all constraints to equations and introduce slack, surplus, and artificial variables as needed. Additionally, we should convert the objective function into its canonical form.

ii. The initial simplex tableau is constructed by organizing the coefficients of the variables, slack variables, and the objective function in a tabular form. It includes the initial values of the decision variables, the objective function coefficients, and the coefficients of the constraints.

iii. Using the simplex method, we iteratively improve the solution until the optimal solution is reached. This involves identifying the pivot element, performing row operations to make it the only non-zero element in its column, and updating the tableau until the optimal solution is achieved.

iv. The optimal solution is obtained when no further improvements are possible. It is represented by the values of the decision variables that maximize or minimize the objective function. The objective function value at the optimal solution gives the optimal value of the problem.

b.

i. In linear programming, the shadow price, also known as the dual value or marginal value, represents the rate of change in the optimal objective function value with respect to a unit increase in the right-hand side (RHS) value of a constraint. It indicates the amount by which the objective function value will change when additional resources are made available or when the constraint's requirements are relaxed.

ii. A convex set of points refers to a set where, for any two points within the set, the line segment connecting them lies entirely within the set. In other words, if you take any two points in a convex set, all the points along the line connecting them will also be part of the set. The convexity property ensures that any combination or convex combination of points within the set remains within the set. This property is essential in linear programming as it allows for efficient optimization algorithms and guarantees that the optimal solution lies within the feasible region.

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An observer's pointing and reading standard deviation is determined to be ±1.2 ′′
after pointing and reading the circles of a particular instrument 8 times (n=8). What is the 95% confidence interval for the population variance? 8. Was the observer in Problem 7 statistically better than the following observer: pointing and reading standard deviation is determined to be ±2.4 ′′
after pointing and reading the circles of a particular instrument 16 times ( n=16 ), at a a) 90% level of confidence? b) 95% level of confidence?

Answers

The 95% confidence interval for the population variance of the second observer is 2.86 to 7.36.

To calculate the confidence interval for the population variance, we can use the Chi-Square distribution. The formula for the confidence interval is:

[ (n-1)*s^2 / χ^2_upper , (n-1)*s^2 / χ^2_lower ]

Where:
- n is the sample size
- s^2 is the sample variance
- χ^2_upper and χ^2_lower are the upper and lower critical values from the Chi-Square distribution

a) For the observer in Problem 7 with n = 8 and a pointing and reading standard deviation of ±1.2'', we can calculate the confidence interval for the population variance at a 95% confidence level.

The degrees of freedom for the Chi-Square distribution is (n-1) = (8-1) = 7. From the Chi-Square distribution table or a statistical software, the upper and lower critical values for a 95% confidence level and 7 degrees of freedom are approximately 14.07 and 2.17, respectively.

Substituting the values into the formula, we get:

[ (8-1)*(1.2^2) / 14.07 , (8-1)*(1.2^2) / 2.17 ]

Simplifying the expression, we have:

[ 0.09 , 0.47 ]

Therefore, the 95% confidence interval for the population variance is 0.09 to 0.47.

b) To compare the observer in Problem 7 with another observer who has a pointing and reading standard deviation of ±2.4'' after 16 times (n = 16) at a 90% and 95% confidence level, we need to calculate the confidence interval for the population variance for the second observer using the same formula as above.

For a 90% confidence level, with n = 16 and 15 degrees of freedom, the critical values from the Chi-Square distribution are approximately 9.06 (upper) and 5.63 (lower). Substituting these values into the formula, we get:

[ (16-1)*(2.4^2) / 9.06 , (16-1)*(2.4^2) / 5.63 ]

Simplifying the expression, we have:

[ 3.56 , 9.09 ]

Therefore, the 90% confidence interval for the population variance of the second observer is 3.56 to 9.09.

For a 95% confidence level, with n = 16 and 15 degrees of freedom, the critical values from the Chi-Square distribution are approximately 10.58 (upper) and 6.26 (lower). Substituting these values into the formula, we get:

[ (16-1)*(2.4^2) / 10.58 , (16-1)*(2.4^2) / 6.26 ]

Simplifying the expression, we have:

[ 2.86 , 7.36 ]

Therefore, the 95% confidence interval for the population variance of the second observer is 2.86 to 7.36.

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Consider a triangle where A=23∘,a=3.5 cm, and b=3.1 cm. (Note that the triangle shown is not to scale.) Use the Law of Sines to find sin(B). Round your answer to 2 decimal places.

Answers

Using the Law of Sines, we can find sin(B) in a triangle with angle A = 23°, side a = 3.5 cm, and side b = 3.1 cm. The value of sin(B) rounded to two decimal places is 0.76.

The Law of Sines states that in a triangle, the ratio of the length of a side to the sine of its opposite angle is constant. Therefore, we can use the Law of Sines to find sin(B) in the given triangle.

We have angle A = 23°, side a = 3.5 cm, and side b = 3.1 cm. To find sin(B), we can set up the following equation using the Law of Sines:

sin(A) / a = sin(B) / b

Substituting the known values, we get:

sin(23°) / 3.5 = sin(B) / 3.1

To find sin(B), we can rearrange the equation:

sin(B) = (sin(23°) / 3.5) * 3.1

sin(B) ≈ 0.76

Therefore, sin(B) rounded to two decimal places is 0.76.

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Suppose that cos(θ)=2/3​. Find the exact value of sec(θ)

Answers

To find the exact value of sec(θ), we can use the reciprocal relationship between cosine and secant:

sec(θ) = 1/cos(θ)

Given that cos(θ) = 2/3, we substitute this value into the expression:

sec(θ) = 1/(2/3)

To divide by a fraction, we can multiply by its reciprocal:

sec(θ) = 1 * (3/2)

Simplifying the expression:

sec(θ) = 3/2

Therefore, the exact value of sec(θ) is 3/2.

The sales of high-bright toothpaste are believed to be approximately normally distributed, with a mean of 10 000 tubes per week and a standard deviation of 1500 tubes per week. In order to have a 0.95 probability that the company will have sufficient stock to cover the weekly demand, how many tubes should be produced?​

Answers

The company should produce approximately 12,467 tubes of high-bright toothpaste per week to have a 0.95 probability of covering the weekly demand.

To calculate the number of tubes that should be produced to have a 0.95 probability of covering the weekly demand, we need to determine the value that corresponds to the 95th percentile of the normal distribution.

In this case, the mean is 10,000 tubes per week and the standard deviation is 1,500 tubes per week. The 95th percentile represents the value below which 95% of the data falls.

To find this value, we can use the Z-score formula, which is given by Z = (X - μ) / σ, where X is the desired percentile, μ is the mean, and σ is the standard deviation.

Using a Z-score table or a calculator, we can find that the Z-score corresponding to the 95th percentile is approximately 1.645.

Next, we can substitute the values into the Z-score formula and solve for X:

1.645 = (X - 10,000) / 1,500

Solving for X, we get:

X = 1.645 x 1,500 + 10,000

X ≈ 12,467

Therefore, the company should produce approximately 12,467 tubes of high-bright toothpaste per week to have a 0.95 probability of covering the weekly demand.

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Matt won 75 lollipops playing basketball. After giving some away he only has 53 remaining. How many did he give away?

Answers

Matt started with 75 lollipops and has 53 lollipops remaining, so he gave away 22 lollipops. The equation 75 - x = 53 can be solved to find the value of x as 22, representing the number of lollipops he gave away.

Let's say that Matt started with 75 lollipops and gave away x lollipops. We know that he has 53 lollipops remaining, so we can write the following equation:

75 - x = 53

Solving for x, we get:

x = 75 - 53 = 22

Therefore, Matt gave away 22 lollipops.

Here is another way to solve the problem. We can think about the problem as a subtraction problem. Matt started with 75 lollipops and gave away some, so he has 53 lollipops remaining. We can write this as:

75 - (some lollipops) = 53

The unknown quantity in this equation is the number of lollipops that Matt gave away. We can replace the unknown quantity with a variable, such as x. This gives us the following equation:

75 - x = 53

Solving for x, we get the same answer:

x = 22

Therefore, Matt gave away 22 lollipops.

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Which of these are equal to -8? Select all that apply. -((16)/(2)) (16)/(-2) (-16)/(2)

Answers

Given the terms are :- ((16)/(2))(16)/(-2)(-16)/(2)

To find which of the terms are equal to -8?

Solution: Let's simplify each of the terms and check if it is equal to -8.1. - ((16)/(2))⇒ -(8)⇒ -8

Thus, -((16)/(2)) is equal to -8.2. (16)/(-2)⇒ -8

Thus, (16)/(-2) is equal to -8.3. (-16)/(2)⇒ -8 Thus, (-16)/(2) is equal to -8. All the given terms are equal to -8. So, the correct options are -(16)/(2), (16)/(-2) and (-16)/(2).

Therefore, the correct answer is option (a). -((16)/(2)), option (b). (16)/(-2) and option (c). (-16)/(2) are equal to -8.

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Importance Sampling: There are many ways to compute or estimate π. A very simple estimation procodure is via importance sampling. Suppose that samples x1​....s xa​ were obtained uniformly inside a square with side length 2r (see diagram), where each xi​=(xi(1)​,xi(2)​) for i=1…,n 2 Now define b2​=1 if xi​ is also inside the circle of radius r, and bi​=0 otherwise. Then p^​=n1​∑i=1n​b1​ is an estimate of the ratio of the area of the circle to the area of the square. Given that we know the true value of p for this setting. we can then obtain an etimate of π. (a) Show that the stimate of π is given by 4p
​. (b) Extimate = using n=1,000 samples, (c) Using the central limit thcorem, determine the Monte Carlo sampling variability of * (i.e. derive the asymptotic distribution of π as n sets large). Superimpose the Monte Carlo sampling variability distribution from part (c) under the assumption that the true value for p=0.7854, and verify that it matcher the experimental result. (c) Without using the true value of p, based on the Monte Carlo sampling variability. determine what sample size, n, is needed if we require to etimate π to within 0.01 with at least 95% probability. (Hint: You will need to use a value for μ in order to obtain thib value. Choose the value of p that gives the most conservitive value of n,⊗ that you can be sure that you have estimated π to the dekired accuracy)

Answers

The estimate of π is given by 4p.

To understand why the estimate of π is given by 4p,

let's break down the problem and the steps involved in the importance sampling procedure.

1. Sampling: Random samples, xi = (xi(1), xi(2)), are obtained uniformly inside a square with side length 2r. These samples are points in a 2D space.

2. Identification: For each sample xi, we determine whether it falls inside the circle of radius r or not. If xi is inside the circle, we assign bi = 1; otherwise, bi = 0. In other words, bi is an indicator variable that represents whether xi is within the circle or not.

3. Estimate of p: We calculate p^ = (1/n) × ∑bi, where n is the total number of samples. This estimate represents the ratio of the area of the circle to the area of the square.

Now, let's see how we can relate p to π.

The area of the circle with radius r is given by A_circle = π×[tex]r^2.[/tex]

The area of the square with side length 2r is given by A_square = ([tex]2r)^2[/tex] = [tex]4r^2.[/tex]

The ratio of the area of the circle to the area of the square is:

p = A_circle / A_square

 = (π[tex]r^2[/tex]) / (4[tex]r^2[/tex])

 = π / 4.

So, we know that p = π / 4.

In the estimation procedure, p^ is an estimate of p. Therefore, p^ ≈ π / 4.

To estimate π, we can rearrange the equation as follows:

π = 4p.

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Marcus selects one card from a regular deck of cards. What is the probability that draws a diamond or a queen? 21 52 13
4

17 52 13
9

None of these are correct.

Answers

To find the probability of drawing a diamond or a queen from a regular deck of cards, we need to determine the number of favorable outcomes and divide it by the total number of possible outcomes.

Number of favorable outcomes:

There are 4 queens in a deck, and one of them is the queen of diamonds. So, there is 1 queen of diamonds that is also a diamond.

Number of possible outcomes:

A regular deck of cards contains 52 cards.

Therefore, the probability of drawing a diamond or a queen is (Number of favorable outcomes) / (Number of possible outcomes) = (1 + 4) / 52 = 5/52 = 5/52 = 5/52.

So, the correct answer is 5/52.

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Suppose that the point (x,y) is in the indicated quadrant Decide whether the given ratio is positive or negative. Recali that r=√x2+y2​ N1​ r/xChoose whether the given ratio is positive or negative.

Answers

The ratio r/x is positive in Quadrant I and Quadrant III, and negative in Quadrant II and Quadrant IV.

To determine the sign of the ratio r/x, we need to consider the quadrant in which the point (x, y) is located. Here's how you can determine the sign based on the quadrant:

1. Quadrant I: In this quadrant, both x and y values are positive. Since r is always positive (as it represents the distance from the origin), the ratio r/x will also be positive.

2. Quadrant II: In this quadrant, x is negative while y is positive. As r is positive, the ratio r/x will be negative because x is negative.

3. Quadrant III: In this quadrant, both x and y values are negative. Similar to Quadrant I, r is positive, so the ratio r/x will also be positive since both r and x are negative.

4. Quadrant IV: In this quadrant, x is positive while y is negative. As r is positive, the ratio r/x will be positive because x is positive.

To summarize:

- In Quadrant I and Quadrant III, the ratio r/x is positive.

- In Quadrant II and Quadrant IV, the ratio r/x is negative.

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Compute the mean of the following population values: 5,15,19,20,12. (Round the final answer to 1 decimal place.) Mean

Answers

The mean of the given population values is calculated by summing up all the values and dividing by the total number of values.

Mean = (5 + 15 + 19 + 20 + 12) / 5 = 71 / 5 = 14.2

Therefore, the mean of the given population values is 14.2 (rounded to 1 decimal place).

To calculate the mean of a population, we add up all the values and divide the sum by the total number of values. In this case, we have the following population values: 5, 15, 19, 20, and 12.

To find the mean, we add up all these values: 5 + 15 + 19 + 20 + 12 = 71.

Next, we divide the sum (71) by the total number of values (5). So, the mean is 71 divided by 5, which equals 14.2.

The mean represents the average value of the population. In this case, the mean of the given population values is 14.2. It can be interpreted as an estimate of the "typical" value in the population.

Rounding the final answer to 1 decimal place gives us 14.2, which is the mean of the population values.

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If The Fuzzy Variable Y= "Tolerable" Is Represented By The Discrete Membership Function: ΜY=[1.001.051.0100.0150.020] Calculate The Performance Levels Of The Information Granule: G=X Is Y= "Failure Rate" Is "Tolerable", For The Following Discrete Probability Density Functions Representing X= "Failure Rate" : A) PX1=[0.100.850.1100.0150.020] B)

Answers

To calculate the performance levels of the information granule G=X is Y="Failure Rate" is "Tolerable," we need to find the intersection between the membership function MY and the probability density function PX.

Let's calculate the performance levels for the given discrete probability density functions:

A) PX1 = [0.10, 0.85, 0.11, 0.10, 0.015, 0.020]

To find the intersection, we take the minimum value between MY and PX1 for each corresponding index:

Performance Level for G=X is Y="Failure Rate" is "Tolerable" (PX1):

PLevel(PX1) = [min(1.00, 0.10), min(1.05, 0.85), min(1.00, 0.11), min(0.015, 0.10), min(0.020, 0.015)]

PLevel(PX1) = [0.10, 0.85, 0.11, 0.015, 0.015]

B) PX2 = [0.02, 0.90, 0.20, 0.005, 0.030]

Performance Level for G=X is Y="Failure Rate" is "Tolerable" (PX2):

PLevel(PX2) = [min(1.00, 0.02), min(1.05, 0.90), min(1.00, 0.20), min(0.015, 0.005), min(0.020, 0.030)]

PLevel(PX2) = [0.02, 0.90, 0.20, 0.005, 0.020]

The performance levels for the information granule G=X is Y="Failure Rate" is "Tolerable" are as follows:

A) PLevel(PX1) = [0.10, 0.85, 0.11, 0.015, 0.015]

B) PLevel(PX2) = [0.02, 0.90, 0.20, 0.005, 0.020]

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Please help!!

Question 6

ABCD is a rectangle. Trapezoid AEFB is congruent to trapezoid CFED. G is the midpoint of segment EF.


Select all the ways we could describe the rigid transformation that takes ARFB to CFED

Answers

We could describe the rigid transformation that takes ARFB to CFED as a translation, a rotation around point G, or a reflection through the line passing through G perpendicular to EF.

Since AEFB and CFED are congruent trapezoids, we know that they have the same shape and size. Thus, any rigid transformation that takes one trapezoid to the other will preserve distances and angles.

To determine which transformations will work, we can look at the properties of the two trapezoids:

Trapezoid AEFB is congruent to trapezoid CFED.

G is the midpoint of segment EF.

From these properties, we can see that:

AEFB and CFED have the same shape and size, so a translation or a rotation around point G could take one trapezoid to the other.

Since G is the midpoint of EF, any reflection through the line passing through G perpendicular to EF would also take one trapezoid to the other.

Therefore, we could describe the rigid transformation that takes ARFB to CFED as a translation, a rotation around point G, or a reflection through the line passing through G perpendicular to EF.

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if f(x)=x/2+8, what is f(x) when x = 10?

Answers

The value of f(x) when x=10 is 13.

Given,

F(x)=x/2+8

x=10

F(x)=10/2+8

=5+8=13.

Thus, the value of F(x) is 13 when x=10.

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Answer:

13

---------------------

Substitute 10 for x in the given equation:

f(10) = 10/2  +  8f(10) = 5 + 8f(10) = 13

You are considering playing a game called "Pick Three V2." To play, you select any three digit number. Then three digits are randomly drawn to create a winning number. If your three digits match the winning number, you receive $300. If one or two of your digits matches, you receive $10 (total, not $10 per match). The game costs $5 to play, and win or lose, you do not get the $5 back. What is the probability that you guess the winning number? (Enter your answer as a decimal, without rounding.)

Answers

The probability of guessing the winning number in the game "Pick Three V2" is 0.001.

The probability of guessing the winning number in the game "Pick Three V2" can be calculated by considering the number of favorable outcomes (winning combinations) divided by the total number of possible outcomes.

In this game, you select any three-digit number, and three digits are randomly drawn to create the winning number. To calculate the probability of guessing the winning number, we need to determine the number of favorable outcomes.

There are only three digits drawn to create the winning number, so the order of the digits does not matter. Therefore, the number of favorable outcomes is 1, as there is only one way to match all three digits.

Next, we need to calculate the total number of possible outcomes. Since you select any three-digit number, there are 10 choices for each digit (0-9). Therefore, the total number of possible outcomes is 10 x 10 x 10 = 1000.

Now, we can calculate the probability by dividing the number of favorable outcomes by the total number of possible outcomes:

Probability = Number of favorable outcomes / Total number of possible outcomes

Probability = 1 / 1000

Probability = 0.001

Therefore, the probability of guessing the winning number in the game "Pick Three V2" is 0.001.

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A Korean boy band, BTS, released a new album with two different color packagings: one is
Black and the other Red. Charlie Puth is a big fan of BTS, and wants to buy the album. There
are only three stores where he can buy a BTS album in his town: Target, Walmart, and Barnes
& Noble. We know that he has
• 30% chance to go to Target, which he has a 50% of chance of getting a black packaging
album
• 30% chance to go to Walmart, which he has a 60% of chance of getting a black packaging
album
• 40% chance to go to Barnes & Noble, which he has a 50% of chance of getting a black
packaging album
Given that he gets a black packaging album, what is the probability that he went to Barnes &
Noble?

Answers

The probability that Charlie went to Barnes & Noble given that he got a black packaging album is 0.4 or 40%.

To find the probability that Charlie Puth went to Barnes & Noble given that he got a black packaging album, we can use Bayes' theorem. Let's denote the following events:

A: Went to Barnes & Noble

B: Got a black packaging album

We want to calculate P(A|B), which represents the probability that Charlie went to Barnes & Noble given that he got a black packaging album.

According to the given information:

P(A) = 0.40 (probability of going to Barnes & Noble)

P(B|A) = 0.50 (probability of getting a black packaging album given that he went to Barnes & Noble)

P(~A) = 1 - P(A) = 0.60 (probability of not going to Barnes & Noble)

P(B|~A) = 0.50 (probability of getting a black packaging album given that he did not go to Barnes & Noble)

Using Bayes' theorem, the calculation becomes:

P(A|B) = (P(B|A) * P(A)) / [(P(B|A) * P(A)) + (P(B|~A) * P(~A))]

Plugging in the values:

P(A|B) = (0.50 * 0.40) / [(0.50 * 0.40) + (0.50 * 0.60)]

= 0.20 / (0.20 + 0.30)

= 0.20 / 0.50

= 0.4

Therefore, the probability that Charlie went to Barnes & Noble given that he got a black packaging album is 0.4 or 40%.

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In its second year, Firm KZ recognized $504,000 ordinary business income, a $19,900 Section 1231 gain, and a $8,800 Section 1231 loss on two sales of operating assets.Required:Compute KZs book and taxable income for its first year.Using a 21 percent tax rate, compute KZs deferred tax asset or liability (identify which) on its balance sheet on the last day of the year.Compute KZs book and taxable income for its second year.Compute KZs deferred tax asset or liability (identify which) on its balance sheet on the last day of the second year. Valeant Pharmaceuticals study caseQuestions :summarize the case , What type of fraud was involved?, How wasthe fraud perpetrated? You are interested in the average amount of money students made during the summer. Assume the population mean is and variance 2. You don't want to ask everyone in the population (all Queen's students), so you decide to randomly ask 5 people. Denote their summer income as Y 1,Y 2,Y 3,Y 4, and Y 5Now consider a different estimator, call it W 3, which is equal to a weighted average of each of the students you asked. W 3= 51Y 1+ 52Y 2+ 51Y 3+ 101Y 4+ 101Y 4Is W 3an unbiased estimator of the population mean? an income statement is also required for pt 2. please help!!! Ida Company produces a handcrafted musical instrument called a gamelan that is similar to a xylophone. The gamelans are sold for $920.Selected data for the company's operations last year follow Units in beginning inventory Units produced Units sold EUnits in endinginventor Variable costs per unit Direct materials Direct labor Variable manufacturing overhead Variable selling and administrative Fixedcosts: Fixed manufacturing overhead Fixed selling and administrat ive 275 260 15 s110 $320 5 $15 $77.000 $33.000 The absorption costing income statement prepared by the company's accountant for last year appears below Sales Cost of goods sold Gross margin Selling and administrative expense Net operat ing income $239,200 195,000 44.200 36.900 $7.300 Regulred: 1.Under absorption costing.how much fixed manufacturing overhead cost is included in the company's inventory at the end of last year? 2Prepare an income statement for last year using variable costing Complete this question by entering your answers in the tabs below. Required1 Required 2 Under absorption costing, how much fixed manufacturing overhead cost is included in the companys inventory at the end of last year? dmantino Required2