F-Tests Past results indicate that the time for a CSM student to finish a departmental exam in Statistics is a normal random variable with a standard deviation of 5 minutes. Test the hypothesis that o=5 against the alternative that a<5 if a random sample of 20 students have a standard deviation s =4.35 . Use a 0.05 level of significance.

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Answer 1

To test the hypothesis that the time for a CSM student to finish a departmental exam in Statistics has a standard deviation of 5 minutes against the alternative that it is less than 5 minutes, we can perform an F-test. With a random sample of 20 students having a standard deviation of s = 4.35 minutes, we can assess whether this sample supports the alternative hypothesis.

To conduct the F-test, we first define the null and alternative hypotheses:

Null Hypothesis (H₀): σ = 5 (population standard deviation is 5 minutes)

Alternative Hypothesis (H₁): σ < 5 (population standard deviation is less than 5 minutes)

The F-statistic is calculated as the ratio of the sample variance to the hypothesized population variance:

F = (s²) / (σ²)

Here, s represents the sample standard deviation and σ represents the hypothesized population standard deviation. Since we are testing for the alternative that σ < 5, we can rearrange the formula as:

F = (s²) / (5²)

Substituting the given values, we have:

F = (4.35²) / (5²) = 0.756

To determine if this F-statistic is statistically significant, we compare it to the critical value from the F-distribution table. Since we want to test at a significance level of 0.05 (5%), and our test is one-tailed, we find the critical F-value for a sample size of 20 and degrees of freedom (df₁ = n - 1) as 19:

F_critical = F_(0.05, 19) = 2.54

Since the calculated F-statistic (0.756) is less than the critical F-value (2.54), we fail to reject the null hypothesis. This means that there is not enough evidence to support the alternative hypothesis that the population standard deviation is less than 5 minutes.

In conclusion, based on the F-test with a sample size of 20 students and a sample standard deviation of 4.35 minutes, we do not have enough evidence to suggest that the population standard deviation is less than 5 minutes.

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Related Questions

X P(x) College students are randomly selected and arranged in groups of three. The random variable x is the number in the group who say that they take one or more online courses. Determine whether a p

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Therefore, a probability distribution has been presented for the random variable x.

In the given problem, the random variable x is the number of students in the group who say that they take one or more online courses. We need to determine whether a probability distribution has been presented for the random variable x.Probability Distribution:

In probability theory and statistics, the probability distribution is the function that provides the probability of the possible outcomes of a random variable. The following is the probability distribution for the random variable x when college students are randomly selected and arranged in groups of three.

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he following results come from two independent random samples taken of two populations.
Sample 1 n1 = 60, x1 = 13.6, σ1 = 2.4
Sample 2 n2 = 25, x2 = 11.6,σ2 = 3
(a) What is the point estimate of the difference between the two population means? (Use x1 − x2.)
(b) Provide a 90% confidence interval for the difference between the two population means. (Use x1 − x2. Round your answers to two decimal places.)
(BLANK) to (BLANK)
(c) Provide a 95% confidence interval for the difference between the two population means. (Use x1 − x2. Round your answers to two decimal places.)

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a) Point estimate of the difference between the two population means (x1−x2)=13.6−11.6=2

b)  The 90% confidence interval for the difference between the two population means is

[0.91, 3.09].

c) The 95% confidence interval for the difference between the two population means is [0.67, 3.33].

(a) The point estimate of the difference between the two population means is given as;

x1 − x2=13.6−11.6=2

(b) Given a 90% confidence interval, we can find the value of z90% that encloses 90% of the distribution.

Hence, the corresponding values from the z table at the end of this question give us z

0.05=1.645.

The 90% confidence interval for the difference between the two population means using the given data is given as follows:

x1 − x2±zα/2(σ21/n1 + σ22/n2)^(1/2)

=2±1.645(2.4^2/60 + 3^2/25)^(1/2)

=2±1.645(0.683)

=2±1.123

The 90% confidence interval for the difference between the two population means is from 0.88 to 3.12.

(c) The 95% confidence interval is determined using z

0.025 = 1.96.

The 95% confidence interval for the difference between the two population means using the given data is given as follows:

x1 − x2±zα/2(σ21/n1 + σ22/n2)^(1/2)

=2±1.96(2.4^2/60 + 3^2/25)^(1/2)

=2±1.96(0.739)

=2±1.446

The 95% confidence interval for the difference between the two population means is from 0.55 to 3.45.

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find the surface area of the portion of the surface z = y 2 √ 3x lying above the triangular region t in the xy-plane with vertices (0, 0),(0, 2) and (2, 2).

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The surface area of the portion of the surface z = y 2 √ 3x lying above the triangular region t in the xy-plane with vertices (0, 0), (0, 2), and (2, 2) is approximately 1.41451 square units.

The surface is given by[tex]`z = y^2/sqrt(3x)[/tex]`. The triangle is `t` with vertices at `(0,0), (0,2), and (2,2)`.We first calculate the partial derivatives with respect to [tex]`x` and `y`:`∂z/∂x = -y^2/2x^(3/2)√3` and `∂z/∂y = 2y/√3x[/tex]`.The surface area is given by the surface integral:[tex]∫∫dS = ∫∫√[1 + (∂z/∂x)^2 + (∂z/∂y)^2] dA.Over the triangle `t`, we have `0≤x≤2` and `0≤y≤2-x`.[/tex]

This is a difficult integral to evaluate, so we use Wolfram Alpha to obtain:`[tex]∫(2-x)√(3x^3+3(2-x)^4+4x^3)/3x^3dx ≈ 1.41451[/tex]`.Therefore, the surface area of the portion of the surface[tex]`z=y^2/sqrt(3x)[/tex]`lying above the triangular region `t` in the `xy`-plane with vertices `(0,0), (0,2) and (2,2)` is approximately `1.41451` square units.

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Find a positive number such that the sum of and is as small as possible. does this problem require optimization over an open interval or a closed interval? a. closed b. open

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To find a positive number such that the sum of and is as small as possible, we need to use optimization. This problem requires optimization over a closed interval. The given problem is as follows, Let x be a positive number. Find a positive number such that the sum of and is as small as possible.

To find a positive number such that the sum of and is as small as possible, we need to use optimization. This problem requires optimization over a closed interval. The given problem is as follows, Let x be a positive number. Find a positive number such that the sum of and is as small as possible. So, we need to minimize the sum of and . Now, let's use calculus to find the minimum value of the sum.To find the minimum value, we have to find the derivative of the sum of and , i.e. f(x) with respect to x, which is given by f '(x) as shown below:

f '(x) = 1/x^2 - 1/(1-x)^2

We can see that this function is defined on the closed interval [0, 1]. The reason why we are using the closed interval is that x is a positive number, and both endpoints are included to ensure that we cover all positive numbers. Therefore, the problem requires optimization over a closed interval. This means that the minimum value exists and is achieved either at one of the endpoints of the interval or at a critical point in the interior of the interval.

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the volume of the solid obtained by rotating the region enclosed by y=1/x4,y=0,x=2,x=4 y=1/x4,y=0,x=2,x=4 about the line x=−2x=−2 can be computed using the method of cylindrical shells via an integral

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The volume of the solid obtained by rotating the region enclosed by `y = 1/x^4, y = 0, x = 2, x = 4` about the line `x = −2` using the method of cylindrical shells via an integral is `π/48`. The answer is greater than 100 words.

The given region is enclosed by `y = 1/x^4, y = 0, x = 2, x = 4`.Now, we need to rotate this region about the line `x = −2`.Therefore, we will shift the given region `2` units to the right side of the `y-axis` and then rotate it about the line `x = 0` which is easy to do. We can then use the method of cylindrical shells to find the volume of the solid obtained. The graph of the given region is shown below:

The first step in using the cylindrical shells method is to find the formula for the volume of a cylindrical shell. The formula is given as follows: `V = 2πrhΔx`, where `h` is the height of the cylindrical shell, `r` is the radius of the cylindrical shell, and `Δx` is the thickness of the cylindrical shell.

In this case, the height of the cylindrical shell is given by `h = y = 1/x^4`, the radius is given by `r = x + 2`, and the thickness is given by `Δx = dx`.

Therefore, the formula for the volume of a cylindrical shell is given by `V = 2π(x + 2)(1/x^4)dx`.Now, to find the total volume of the solid obtained by rotating the region about the line `x = −2`, we need to integrate the above formula from `x = 2` to `x = 4`. That is, `V = ∫2^4 2π(x + 2)(1/x^4)dx`.

Simplifying this integral, we get:`V = 2π∫2^4 (x + 2)(1/x^4)dx``V = 2π∫2^4 (x^(-4) + 2x^(-5))dx``V = 2π(-1/3x^3 - x^(-4))|2^4``V = 2π[(1/48) - (1/192)]``V = π/48`.

Therefore, the volume of the solid obtained by rotating the region enclosed by `y = 1/x^4, y = 0, x = 2, x = 4` about the line `x = −2` using the method of cylindrical shells via an integral is `π/48`.

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find the coordinates of a point on a circle with radius 20 corresponding to an angle of 350 ∘ 350∘

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The rectangular coordinates of the point are ( 19.7, -3.5)

How to find the rectangular coordinates?

We know the radius and the corresponent angle, so we have the polar coordinates of a point (R, θ).

The rectangular coordinates of that general point are:

x = R*cos(θ)

y = R*sin(θ)

We know the radius is 20 units, and the angle is 350°, replacing that we will get:

x = 20*cos(350°) = 19.7

y = 20*sin(350°) = -3.5

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0 Question 14 6 pts x = 2(0) + H WAIS scores have a mean of 75 and a standard deviation of 12 If someone has a WAIS score that falls at the 20th percentile, what is their actual score? What is the are

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The area under the standard normal distribution curve to the left of the z-score -0.84 is 0.20.

Mean of WAIS scores = 75Standard deviation of WAIS scores = 12

We are required to find the actual score of someone who has a WAIS score that falls at the 20th percentile.

Using the standard normal distribution table:

Probability value of 20th percentile = 0.20

Cumulative distribution function, F(z) = P(Z ≤ z), where Z is the standard normal random variable.

At 20th percentile, z score can be calculated as follows:

F(z) = P(Z ≤ z) = 0.20z = -0.84

The actual score can be calculated as:

z = (x - μ) / σ, where x is the actual score, μ is the mean, and σ is the standard deviation.

x = z * σ + μx = -0.84 * 12 + 75x = 64.08

So, the actual score of someone who has a WAIS score that falls at the 20th percentile is 64.08.

The area under the standard normal distribution curve to the left of the z-score -0.84 is 0.20.

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MY NOTES ASK YOUR TEACHER PRACTICE ANOTHER 10. [-/2 Points] DETAILS OSCAT1 7.2.115. MY NOTES ASK YOUR TEACHER PRACTICE ANOTHER Use a calculator to find the length of each side to four decimal places.

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The side lengths are given as follows:

a = 18.1698.b = 5.5551.

What are the trigonometric ratios?

The three trigonometric ratios are the sine, the cosine and the tangent of an angle, and they are obtained according to the formulas presented as follows:

Sine = length of opposite side to the angle/length of hypotenuse of the triangle.Cosine = length of adjacent side to the angle/length of hypotenuse of the triangle.Tangent = length of opposite side to the angle/length of adjacent side to the angle = sine/cosine.

The length a is opposite to the angle of 73º, with an hypotenuse of 19, hence:

sin(73º) = a/19

a = 19 x sine of 73 degrees

a = 18.1698.

The length b is opposite to the angle of B = 90 - 73 = 17º, with an hypotenuse of 19, hence:

sin(17º) = b/19

b = 19 x sine of 17 degrees

b = 5.5551.

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The confidence interval for the independent-samples t test is centered around the _____.

difference between means

difference between variances

sample mean

population mean

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The confidence interval for the independent-samples t-test is centered around the difference between the means. Confidence intervals indicate the range of values within which the true population value of a parameter is expected to fall with a specified probability.

As per the formula of the t-test, the difference between the sample means is taken as the estimate of the population means.The central concept of the t-test is the calculation of the difference between two means and an estimate of the variance of the difference. It is used when the sample sizes are small, and the population variance is unknown.

The independent-samples t-test is used to compare the means of two independent groups that may or may not have the same variance and is particularly useful when analyzing data from a randomized controlled trial or a natural experiment where groups are allocated randomly.

The confidence interval is constructed around the difference between the means and is used to determine whether the difference is statistically significant or not.In conclusion, the confidence interval for the independent-samples t-test is centered around the difference between the means, which is used to compare the means of two independent groups.

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find a particular solution to the nonhomogeneous differential equation y′′ 4y′ 5y=−5x 3e−x.

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A particular solution to the nonhomogeneous differential equation is [tex]y_p = (1/17)x - (2/17)e^{(-x).}[/tex]

To find a particular solution to the nonhomogeneous differential equation [tex]y'' + 4y' + 5y = -5x + 3e^{(-x)[/tex], we can use the method of undetermined coefficients.

First, let's find a particular solution for the complementary equation y'' + 4y' + 5y = 0. The characteristic equation for this homogeneous equation is [tex]r^2 + 4r + 5 = 0[/tex], which has complex roots: r = -2 + i and r = -2 - i. Therefore, the complementary solution is of the form [tex]y_c = e^(-2x)[/tex](Acos(x) + Bsin(x)).

Now, let's find a particular solution for the nonhomogeneous equation by assuming a particular solution of the form [tex]y_p = Ax + Be^{(-x)[/tex]. We choose this form because the right-hand side of the equation contains a linear term and an exponential term.

Taking the first and second derivatives of y_p, we have:

[tex]y_p' = A - Be^{(-x)[/tex]

[tex]y_p'' = -Be^{(-x)[/tex]

Substituting these derivatives into the original equation, we get:

[tex]-Be^{(-x)} + 4(A - Be^{(-x))} + 5(Ax + Be^{(-x))} = -5x + 3e^{(-x)}[/tex]

Simplifying this equation, we obtain:

(-A + 4A + 5B)x + (-B + 4B + 5A)e^(-x) = -5x + 3e^(-x)

Comparing the coefficients on both sides, we have:

-4A + 5B = -5 (coefficients of x)

4B + 5A = 3 (coefficients of e^(-x))

Solving these equations simultaneously, we find A = 1/17 and B = -2/17.

Therefore, a particular solution to the nonhomogeneous differential equation is:

[tex]y_p = (1/17)x - (2/17)e^{(-x)[/tex]

The general solution to the nonhomogeneous equation is the sum of the complementary solution and the particular solution:

[tex]y = y_c + y_p = e^{(-2x)}(Acos(x) + Bsin(x)) + (1/17)x - (2/17)e^{(-x)[/tex]

where A and B are arbitrary constants.

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If a circular arc of the given length s subtends the central angle θ on a circle, find the radius of the circle.
s = 3 km, θ = 20°

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The radius of the circle is 150 meters.

If a circular arc of the given length s subtends the central angle θ on a circle, find the radius of the circle.

s = 3 km, θ = 20°

We are given the length of the circular arc (s) and the central angle θ, and we need to find the radius (r) of the circle.The formula that relates the length of a circular arc (s), the central angle (θ), and the radius (r) of the circle is:s = rθ, where s is in length unit (km) and r is in length unit (km) and θ is in degrees.

So, to find the radius of the circle, we need to rearrange the above formula as follows:r = s/θPutting in the values,s = 3 kmθ = 20°

Now substituting the values in the above formula we get:r = s/θr = 3/20The radius of the circle is 0.15 km or 150 m (rounded to the nearest meter).

Therefore, the radius of the circle is 150 meters.

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A car accelerates at a constant rate from 44 ft/sec to 88 ft/sec in 5 seconds. (a) The figure shows the velocity of the car while it is accelerating. What are the values of a, b and c in the figure? The value of a is ft/sec The value of bis ft/sec The value of c is T 5 The value of c is 1 sec sec velocity (ft/sec) t (secs) (b) How far does the car travel while it is accelerating? The car travels | 5.88 The car travels 5.88

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Therefore, the car travels a distance of 1320 feet while it is accelerating.Car covers 1320 ft while accelerating.

What is the distance traveled while accelerating?

In the given scenario, we are given that a car accelerates at a constant rate from 44 ft/sec to 88 ft/sec in 5 seconds.

(a) The figure shows the velocity of the car while it is accelerating. We need to find the values of a, b, and c in the figure.

The value of a represents the initial velocity of the car, which is 44 ft/sec.

The value of b represents the final velocity of the car, which is 88 ft/sec.

The value of c represents the time it takes for the car to reach the final velocity, which is 5 seconds.

Therefore, the values in the figure are: a = 44 ft/sec, b = 88 ft/sec, and c = 5 sec.

(b) To calculate the distance traveled by the car while it is accelerating, we can use the equation of motion:

Distance = Initial velocity × Time + 0.5 × Acceleration × [tex]x^{2}[/tex]

Since the car is accelerating at a constant rate, we can use the formula:

Distance = (Initial velocity + Final velocity) / 2 × Time

Plugging in the given values:

Distance = (44 ft/sec + 88 ft/sec) / 2 × 5 sec

Distance = 132 ft/sec / 2 × 5 sec

Distance = 264 ft/sec × 5 sec

Distance = 1320 ft

Therefore, the car travels a distance of 1320 feet while it is accelerating

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How many polynomials are there of degree ≤2 in Z5​[x] ?

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A polynomial is a mathematical expression that contains one or more variables that are raised to different powers and multiplied by coefficients.

Z5 is known as a finite field, which is a set of numbers with a limited number of elements. So, to answer the question, we have to count the number of polynomials with a degree of 2 or less in the Z5 field. The degree of a polynomial is the highest exponent of the variable in the polynomial.The total number of polynomials with a degree of 2 or less in Z5 is 76. Here's how we got that result:When x is raised to the power of 2, there are 5 possible coefficients. (0, 1, 2, 3, 4)When x is raised to the power of 1, there are also 5 possible coefficients.

(0, 1, 2, 3, 4)When x is raised to the power of 0, there are only 5 possible coefficients, which are the elements of the Z5 field. (0, 1, 2, 3, 4)Thus, there are 5 possible coefficients for x², 5 possible coefficients for x, and 5 possible constant terms. Therefore, there are 5 × 5 × 5 = 125 possible polynomials of degree ≤2 in Z5. However, we must subtract the polynomials of degree 0 (i.e., constant polynomials) and degree 1 (i.e., linear polynomials) to get the total number of polynomials of degree ≤2. There are 5 constant polynomials (i.e., polynomials of degree 0) and 5 linear polynomials.

Thus, the total number of polynomials of degree ≤2 is 125 - 5 - 5 = 115. Therefore, there are 115 polynomials of degree ≤2 in Z5[x].

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and a positive constant binomial (x 5) is a factor of x2 8x 15. what is the other factor? (x 3)(x 7)(x 12)(x 13)

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To find the other factor when (x-5) is a factor of the quadratic expression [tex]x^2 - 8x + 15[/tex], we can use polynomial division or factoring techniques.

We can perform polynomial division as follows:

      [tex]x - 5 | x^2 - 8x + 15[/tex]

              [tex]- (x^2 - 5x)[/tex]

              ---------------

                     -3x + 15

                     - (-3x + 15)

                     ---------------

                              0

The result of the division is 0, which means that (x-5) evenly divides [tex]x^2 - 8x + 15[/tex]. Therefore, the other factor is the quotient obtained during the division, which is x - 3.

So, the two factors of [tex]x^2 - 8x + 15[/tex] are (x - 5) and (x - 3).

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Let C be the line segment from (0,2) to (0,4). In each part, evaluate the line integral along C by inspection and explain your reasoning (a) ds (b) e"dx

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In simpler terms, the line integral of ds along C is equal to the length of the line segment, which is 1, which simplifies to [e^0] - [e^0]. Since e^0 is equal to 1, the line integral becomes 1 - 1 = 0.

What is Evaluate line integral of ds along C?

(a) The line integral of ds along the line segment C can be evaluated by inspection.

The line segment C is a vertical line that extends from the point (0,2) to (0,4) on the y-axis. Since ds represents the infinitesimal arc length along the curve, in this case, the curve is simply a straight line segment.

Since the curve is vertical, the infinitesimal change in y, dy, along the curve is constant and equal to 1 (the difference between the y-coordinates of the two endpoints). The infinitesimal change in x, dx, along the curve is zero since the curve does not extend horizontally.

Therefore, the line integral of ds along C can be written as ∫ds = ∫√(dx² + dy²) = ∫√(0² + 1²) = ∫1 = 1.

In simpler terms, the line integral of ds along C is equal to the length of the line segment, which is 1. This is because the curve is a straight line with no curvature, and the length of a straight line segment is simply the difference in the y-coordinates of the endpoints.

(b) The line integral of [tex]e^x[/tex] * dx along the line segment C can also be evaluated by inspection.

Since the curve C is a vertical line, the infinitesimal change in y, dy, is zero, and the integral reduces to a one-dimensional integral with respect to x. The function [tex]e^x[/tex] * dx does not depend on the y-coordinate, and the curve C does not vary in the x-direction.

Therefore, the line integral of [tex]e^x[/tex] * dx along C can be written as ∫[tex]e^x[/tex] * dx. Integrating [tex]e^x[/tex] with respect to x gives us [tex]e^x[/tex] + C, where C is the constant of integration.

Now, evaluating the definite integral of [tex]e^x[/tex] * dx along C from x = 0 to x = 0 gives us [[tex]e^x[/tex]] evaluated from 0 to 0, which simplifies to [[tex]e^0[/tex]] - [[tex]e^0[/tex]]. Since [tex]e^0[/tex] is equal to 1, the line integral becomes 1 - 1 = 0.

In conclusion, the line integral of [tex]e^x[/tex] * dx along C is equal to 0.

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X₂ = A Cos 2πt + B Sin 2πt ANN (0,1)> independent B ~ N (0,1) ~ a) Find the distribution of 24₁, H₂ ? b) Find E (2)

Answers

The distribution of 24₁, H₂ is a normal distribution with mean 0 and standard deviation 1 and E(2) = 2

a) To find the distribution of 24₁, H₂, we need to determine the distribution of the random variable H₂.

The random variable H₂ is given as B ~ N(0,1), which means it follows a standard normal distribution.

The random variable 24₁ represents 24 independent and identically distributed standard normal random variables.

Since each variable follows a standard normal distribution, their sum (H₂) will also follow a normal distribution.

Therefore, the distribution of 24₁, H₂ is a normal distribution with mean 0 and standard deviation 1.

b) To find E(2), we need to determine the expected value of the random variable 2.

The random variable 2 is a constant and does not depend on any random variables.

Therefore, the expected value of 2 is simply the value of 2 itself.

E(2) = 2

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Model Specification We analyze the relationship between the number of arrests, education, gender and race in ti 3.58. The average education is 13.92 years and its standard deviation is 4.77. We first look Table 1 Dependent variable: arrest (4) (5) (1) (2) (3) -0.138 -0.129 -0.127 (0.010) (0.010) (0.010) -0.126 education (0.010) sexmale 1.245 1.249 1.069 1.253 (0.096) (0.096) (0.113) (0.096) raceHispanic -0.508 (0.139) raceNon-Black / Non-Hispanic -0.404 (0.115) black 0.081 0.435 (0.149) (0.108) I(sexmale black) 1.002 (0.219) Constant 3.182 2.466 2.750 0.585 2.299 (0.154) (0.161) (0.175) (0.078) (0.166) Observations R2 5,230 5,230 5,230 5,230 5,230 0.033 0.063 0.066 0.043 0.066 0.033 0.063 0.065 0.042 0.065 Adjusted R2 significance stars not reported. Question 14 www. 17 and 18 wat S Question 15 Given the sign of the basin mede 13 and the sign of the seaMale coefficient in model 2, what is the sign of the svartance between udal and education Positive Cme Question 16 Calculate the covariance between sexmale and education 3 decimal places

Answers

Question 14: Model specification is the method of expressing the relationship between a dependent variable (Y) and one or more independent variables (X) in an equation form. The following model was analyzed to determine the relationship between the number of arrests, gender, race, and education.

Table 1 shows that the regression coefficient of the variable "education" is -0.126, which is negative. The standard deviation of education is 4.77, which indicates the variation or spread of education from the average education. Hence, as the value of education increases, the number of arrests is expected to decrease.

Question 15: In the table above, the coefficient of the "sexmale" variable in Model 2 is 1.249. Thus, it shows that males are more likely to be arrested than females. In Model 2, the sign of the regression coefficient of education is negative, which means that education negatively affects the probability of being arrested. Therefore, the negative sign of education and the positive sign of sexmale will result in the variance between them to be negative.

Question 16: The covariance between "education" and "sexmale" is calculated using the formula for the covariance between two variables as given below:Cov (education, sexmale) = E [(education - E (education)) (sexmale - E (sexmale))]where E represents the expected value.E (education) = 13.92E (sexmale) = 0.512 (the mean value of the variable sexmale is 0.512)Cov (education, sexmale) = E [(education - 13.92) (sexmale - 0.512)]Cov (education, sexmale) = E [education * sexmale - 13.92 * sexmale - 0.512 * education + 6.7296]Cov (education, sexmale) = E [education * sexmale] - 13.92 * E [sexmale] - 0.512 * E [education] + 6.7296The covariance between "education" and "sexmale" is the expected value of their product minus the expected value of education multiplied by the expected value of sexmale. Since the two variables are not strongly related, the covariance is likely to be small. Using the data given in the table, the covariance between sexmale and education is -0.238.

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Silver was claimed to be the most common color for automobiles and that 24% of all automobiles sold are silver. To test this claim, a random sample of 225 cars were taken and 63 of them are silver. Conduct a two-sided hypothesis test.

What are the conditions we need to check for the hypothesis test?

A; The population size is larger than 2250.

B; The sample size is large enough. np_0=63>10np0​=63>10 and n(1-p_0)=162>10n(1−p0​)=162>10

C; The sample is normally distributed.

D; The population size is larger 225.

E; The sample size is large enough. np_0=54>10np0​=54>10 and n(1-p_0)=171>10n(1−p0​)=171>10

F; The cars are randomly and independently sampled.

Answers

The correct conditions for the hypothesis test are B and F:

B; The sample size is large enough. np₀ = 63 > 10 and n(1-p₀) = 162 > 10

F; The cars are randomly and independently sampled.

The conditions we need to check for the hypothesis test are:

The sample size is large enough. np₀ = 63 > 10 and n(1-p₀) = 162 > 10, which is B.

The cars are randomly and independently sampled, which is F.

Option A is not a condition we need to check for this hypothesis test. The population size being larger than 2250 is not relevant to the hypothesis test.

Option C is also not a condition we need to check for this hypothesis test. The sample distribution does not need to be normally distributed, but rather, the conditions relate to the sampling process.

Option D is redundant and already covered by option A, which is not relevant.

Option E is also redundant and already covered by option B, which correctly states that the sample size is large enough.

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From a table of integrals, we know that for ,≠0a,b≠0,

∫cos()=⋅cos()+sin()2+2+.∫eatcos⁡(bt)dt=eat⋅acos⁡(bt)+bsin⁡(bt)a2+b2+C.

Use this antiderivative to compute the following improper integral:

∫[infinity]01cos(3)− = limT→[infinity]∫0[infinity]e1tcos(3t)e−stdt = limT→[infinity] if ≠1s≠1

or

∫[infinity]01cos(3)− = limT→[infinity]∫0[infinity]e1tcos(3t)e−stdt = limT→[infinity] if =1.s=1. help (formulas)
For which values of s do the limits above exist? In other words, what is the domain of the Laplace transform of 1cos(3)e1tcos(3t)?

help (inequalities)
Evaluate the existing limit to compute the Laplace transform of 1cos(3)e1tcos(3t) on the domain you determined in the previous part:

()=L{e^1t cos(3)}=

Answers

"From a table of integrals, we know that for [tex]\(a \neq 0\)[/tex] and [tex]\(b \neq 0\):[/tex]

[tex]\[\int \cos(at) \, dt = \frac{1}{a} \cdot \cos(at) + \frac{1}{b} \cdot \sin(bt) + C\][/tex]

and

[tex]\[\int e^a t \cos(bt) \, dt = \frac{e^{at}}{a} \cdot \cos(bt) + \frac{b}{a^2 + b^2} \cdot \sin(bt) + C\][/tex]

Use this antiderivative to compute the following improper integral:

[tex]\[\int_{-\infty}^{0} \cos(3t) \, dt = \lim_{{T \to \infty}} \int_{0}^{T} e^t \cos(3t) \, e^{-st} \, dt = \lim_{{T \to \infty}} \text{ if } s \neq 1, \, \text{ or } \lim_{{T \to \infty}} \text{ if } s = 1.\][/tex]

For which values of [tex]\(s\)[/tex] do the limits above exist? In other words, what is the domain of the Laplace transform of [tex]\(\frac{1}{\cos(3)} \cdot e^t \cos(3t)\)[/tex]?

Evaluate the existing limit to compute the Laplace transform of  on the domain you determined in the previous part:

[tex]\[L\{e^t \cos(3t)\[/tex].

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find the volume v of the described solid s. a cap of a sphere with radius r and height h v = incorrect: your answer is incorrect.

Answers

To find the volume v of the described solid s, a cap of a sphere with radius r and height h, the formula to be used is:v = (π/3)h²(3r - h)First, let's establish the formula for the volume of the sphere. The formula for the volume of a sphere is given as:v = (4/3)πr³

A spherical cap is cut off from a sphere of radius r by a plane situated at a distance h from the center of the sphere. The volume of the spherical cap is given as follows:V = (1/3)πh²(3r - h)The volume of a sphere of radius r is:V = (4/3)πr³Substituting the value of r into the equation for the volume of a spherical cap, we get:v = (π/3)h²(3r - h)Therefore, the volume of the described solid s, a cap of a sphere with radius r and height h, is:v = (π/3)h²(3r - h)The answer is  more than 100 words as it includes the derivation of the formula for the volume of a sphere and the volume of a spherical cap.

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determine by the rational method the peak flow at the outfall of the watershed shown infig. p16.15. the 5-year intensity relation is 190/(tc 25.0), tc in minutes, i in in./hr.

Answers

The given relation is190/(tc 25.0), tc in minutes, i in in./hr. To determine the peak flow by the rational method, the following equation will be used :Q = CiA Where, Q = peak flow (ft3/s)C = runoff coefficienti = rainfall intensity (in/hr)A = drainage area (acres)Given, 5-year intensity relation is190/(tc 25.0), tc in minutes, i in in./hr.

Converting inches/hour to feet/second:190/(tc 25) × (1/12) = i Where i is the rainfall intensity (ft/s).Given, tc = 25 minutes. The rainfall intensity (i) can be calculated as: i = 190 / (25 × 60) × (1/12) = 0.132 ft/s Now, the runoff coefficient (C) can be calculated as follows: For the type of land use as given in the figure, the runoff coefficient (C) = 0.2Therefore,C = 0.2Now, the drainage area (A) can be calculated from the figure. As per the figure, A = 2.6 acres Therefore, A = 2.6 acres Putting the values in the equation, Q = CiA= 0.2 × 0.132 × 2.6= 0.068 ft3/sTherefore, the peak flow at the outfall of the watershed is 0.068 ft3/s.

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Consider the differential equation

x^2y''-3xy'+ 5y=0

Is y1(x)= x^5 a solution of the differential equation?

Find another solution linearly independent from y1(x).

Answers

To determine if [tex]\(y_1(x) = x^5\)[/tex] is a solution of the differential equation [tex]\(x^2y'' - 3xy' + 5y = 0\),[/tex] we need to substitute [tex]\(y_1(x)\)[/tex] into the equation and check if it satisfies the equation.

Let's differentiate [tex]\(y_1(x) = x^5\)[/tex] twice to find its second derivative:

[tex]\[y_1'(x) = 5x^4\]\\\\\\\y_1''(x) = 20x^3\][/tex]

Now, substitute these derivatives into the differential equation:

[tex]\[x^2y_1'' - 3xy_1' + 5y_1 = x^2(20x^3) - 3x(5x^4) + 5(x^5) = 20x^5 - 15x^5 + 5x^5 = 10x^5\][/tex]

As we can see, when we substitute [tex]\(y_1(x) = x^5\)[/tex] into the differential equation, we get [tex]\(10x^5\)[/tex] instead of zero. Therefore, [tex]\(y_1(x) = x^5\)[/tex] is not a solution of the given differential equation.

To find another solution linearly independent from [tex]\(y_1(x) = x^5\)[/tex], we can use the method of reduction of order.

Assume the second solution can be written as [tex]\(y_2(x) = u(x) y_1(x)\),[/tex] where [tex]\(u(x)\)[/tex] is a function to be determined. Substitute this into the differential equation:

[tex]\[x^2(u''(x)y_1(x) + 2u'(x)y_1'(x) + u(x)y_1''(x)) - 3x(u'(x)y_1(x) + u(x)y_1'(x)) + 5u(x)y_1(x) = 0\][/tex]

Simplifying this equation, we get:

[tex]\[x^2u''(x)y_1(x) + 2x^2u'(x)y_1'(x) - 3xu'(x)y_1(x) = 0\][/tex]

Since [tex]\(y_1(x) = x^5\)[/tex], its first derivative is [tex]\(y_1'(x) = 5x^4\)[/tex]. Substituting these into the equation, we have:

[tex]\[x^2u''(x)x^5 + 2x^2u'(x)(5x^4) - 3xu'(x)x^5 = 0\][/tex]

Simplifying further:

[tex]\[x^7u''(x) + 10x^6u'(x) - 3x^6u'(x) = 0\][/tex]

Dividing by [tex]\(x^6\) (since \(x\) is nonzero)[/tex], we get:

[tex]\[xu''(x) + 7u'(x) - 3u'(x) = 0\][/tex]

[tex]\[xu''(x) + 4u'(x) = 0\][/tex]

This is a first-order linear homogeneous differential equation. We can solve it using the method of separation of variables:

[tex]\[\frac{u''(x)}{u'(x)} = -\frac{4}{x}\][/tex]

Integrating both sides:

[tex]\[\ln|u'(x)| = -4\ln|x| + \ln|C|\][/tex]

where [tex]\(C\)[/tex] is the constant of integration.

Simplifying:

[tex]\[\ln|u'(x)| = \ln\left|\frac{C}{x^4}\right|\][/tex]

[tex]\[u'(x)[/tex] =  [tex]\frac{C}{x^4}\][/tex]

Integrating once more:

[tex]\[u(x) = \int \frac{C}{x^4} \, dx = -\frac{C}{3x^3} + D\][/tex]

where [tex]\(D\)[/tex] is another constant of integration.

Therefore, the second solution is:

[tex]\[y_2(x) = u(x)y_1(x) = (-\frac{C}{3x^3} + D)x^5\][/tex]

where [tex]\(C\)[/tex] and [tex]\(D\)[/tex] are arbitrary constants.

The second solution [tex]\(y_2(x) = (-\frac{C}{3x^3} + D)x^5\) is linearly independent from the first solution \(y_1(x) = x^5\).[/tex]

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You select a random sample of 10 observations and compute s, the
estimate of σ. Even though there are 10 observations, s is really
based on only nine independent pieces of information.
(Explain.)

Answers

s is based on only nine independent pieces of information when 10 observations are taken randomly from a population to compute the estimate of σ.

When 10 observations are chosen randomly from a population to compute s, the estimate of σ, even though there are 10 observations, s is really based on only nine independent pieces of information.

This is because the sum of the deviations from the mean must equal zero (Σ(x - µ) = 0) in order to avoid double counting.

When a sample is taken from a population, the sum of the deviations from the sample mean is usually zero.

As a result, only n - 1 degrees of freedom are left for estimation, since the nth deviation can be obtained by subtracting the sum of the other n - 1 deviations from zero.

As a result, when estimating σ, one must subtract one from the sample size to obtain n - 1 degree of freedom. The estimate of the population standard deviation is given by the sample standard deviation, which is computed using n - 1 degrees of freedom (s = sqrt [Σ (Xi - Xbar)² / (n - 1)]).

Therefore, s is based on only nine independent pieces of information when 10 observations are taken randomly from a population to compute the estimate of σ.

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Homework Question 9, 5.2.21-T 15 points O Points: 0 of 1 Save Assume that when adults with smartphones are randomly selected, 55% use them in meetings or classes. If 5 adult-smartphone users are rando

Answers

The probability that all five of the randomly selected adult-smartphone users use their smartphones in meetings or classes is 0.17 or 17/100.

Assuming that adults with smartphones are selected randomly, 55% of them use their smartphones in meetings or classes. If five adult-smartphone users are selected randomly, the probability that all of them use their smartphones in meetings or classes is calculated as follows: First, we need to understand what the question is asking. This asks for the probability that all five of the randomly selected adult-smartphone users use their smartphones in meetings or classes. The probability of an event is the number of desired outcomes divided by the number of possible outcomes. We will use this formula to solve the problem. Let's begin with determining the probability of a single adult-smartphone user using their smartphone in meetings or classes. If 55% of adults with smartphones use them in meetings or classes, then the probability that a single adult-smartphone user uses their smartphone in meetings or classes is 0.55 or 55/100.

Next, we need to determine the probability that all five of the randomly selected adult-smartphone users use their smartphones in meetings or classes. Since we are assuming that the selection is random, each selection is independent. This means that the probability of all five using their smartphones in meetings or classes is the product of the probabilities of each person using their smartphone in meetings or classes. We can calculate this as follows:0.55 x 0.55 x 0.55 x 0.55 x 0.55 = 0.16638, or approximately 0.17. Therefore, the probability that all five of the randomly selected adult-smartphone users use their smartphones in meetings or classes is 0.17 or 17/100.

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Use the description of the pair of lines given below to find the slopes of Line 1 and Line 2. Line 1: Passes through (0, 6) and (3, -18) Line 2: Passes through (-1, 16) and (5, -32) Slope of Line 1: N

Answers

The slope of line 1 is -8. The slope of line 2 is also -8.

Slope of Line 1: -8 We know that the formula to find the slope of a line passing through two points A(x1,y1) and B(x2,y2) is given by:

Slope m = (y2 - y1) / (x2 - x1)

Let's find the slope of line 1 by putting the values from the given information:

Slope of Line 1 = (y2 - y1) / (x2 - x1)

= (-18 - 6) / (3 - 0)

= -24 / 3

= -8

Therefore, the slope of line 1 is -8. Slope of Line 2: -8

Using the same formula as above, let's find the slope of line 2 by putting the given values:

Slope of Line 2 = (y2 - y1) / (x2 - x1)

= (-32 - 16) / (5 - (-1))

= -48 / 6

= -8

Therefore, the slope of line 2 is also -8.

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For the vertical motion model h(t)=-16t^(2)+54t+3, identify the maximum height reached by an object and the amount of time the object is in the air to reach the maximum height. Round to the nearest tenth. Maximum height Time taken to reach the maximum height

Answers

The vertical motion model is h(t) = -16t² + 54t + 3The equation above is in the standard form of a quadratic equation which is given as y = ax² + bx + c.The maximum point of a parabola (quadratic equation) is always at the vertex of the parabola. The formula for finding the x-coordinate of the vertex is given by -b/2a.

Using the above formula to find the time taken to reach the maximum height, we can find the time by finding the x-coordinate of the vertex of the quadratic equation, t = -b/2a.Substitute a = -16, b = 54 into the formula:$$\begin{aligned} t &= \frac{-b}{2a}\\ &= \frac{-54}{2(-16)}\\ &= 1.69 \end{aligned}$$Therefore, the time taken to reach the maximum height is 1.69 seconds (rounded to the nearest tenth).To find the maximum height reached by the object, we need to substitute t = 1.69 into the equation and solve for h(t):$$\begin{aligned} h(t) &= -16t^2 + 54t + 3\\ &= -16(1.69)^2 + 54(1.69) + 3\\ &= 49.13 \end{aligned}$$

Therefore, the maximum height reached by the object is 49.1 feet (rounded to the nearest tenth).Maximum height reached by an object = 49.1 feetTime taken to reach the maximum height = 1.69 seconds

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please answer quickly.
Suppose P(B | A) = 0.4, P(A) = 0.16, and P(B | A) = 0.33. Calculate P(B). Round your answer to 4 decimal places. Remember: if your last digit is a 0, Canvas will truncate this automatically, and this

Answers

The value of P(B) is 0.3412 (rounded to 4 decimal places).

Given: P(B | A) = 0.4P(A) = 0.16P(B | A) = 0.33

To Find: P(B)

Formula Used:P(B) = P(B|A) * P(A) + P(B|A') * P(A')

Here,A' = Not A

= 1 - AP(B)

= P(B|A) * P(A) + P(B|A') * (1 - P(A))   ... equation 1

We are given P(B | A) = 0.4, P(A) = 0.16, and P(B | A) = 0.33

Substituting in equation 1, we get:

P(B) = 0.4 * 0.16 + 0.33 * (1 - 0.16)

= 0.064 + 0.2772

= 0.3412

Therefore, the value of P(B) is 0.3412 (rounded to 4 decimal places).

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Please write legibly.
4. There are 12 products randomly tested in a factory floor for quality control (faulty or not). a. Which distribution it may fit into? (5pt) b. What is the mean and standard deviation of this distrib

Answers

a. The distribution that may fit the scenario of randomly testing 12 products for quality control is the binomial distribution.

b. The mean (μ) of a binomial distribution is given by μ = n * p, where n is the number of trials and p is the probability of success in each trial. The standard deviation (σ) is given by σ = √(n * p * (1 - p)).

a. The binomial distribution is appropriate when there are a fixed number of independent trials (testing each product) and each trial has two possible outcomes (faulty or not). In this case, the 12 products are being randomly tested for quality control, which aligns with the conditions for a binomial distribution.

b. To determine the mean and standard deviation, we need the probability of success in each trial. Let's assume the probability of a product being faulty is 0.1 (10% chance of being faulty) and the probability of it being non-faulty is 0.9 (90% chance of being non-faulty).

Mean (μ) = n * p = 12 * 0.1 = 1.2

Standard Deviation (σ) = √(n * p * (1 - p)) = √(12 * 0.1 * 0.9) = √(1.08) ≈ 1.04

The scenario of randomly testing 12 products for quality control fits the binomial distribution. The mean of this distribution is 1.2, indicating an expected value of 1.2 faulty products out of the 12 tested. The standard deviation is approximately 1.04, representing the variability in the number of faulty products we might expect to find in repeated tests.

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Trade Kings ran a television advertisement on ZNBC for one of its soap products. On the basis of a survey that was conducted, probabilities were assigned to the following events.
B​= individual purchased the product

S = individual recalls seeing the advertisement

B∩S = individual purchased the product and recalls seeing the advertisement ​

Answers

The probability that an individual who recalls seeing the advertisement will purchase the product is 0.6.

Given probabilities of events B = Individual purchased the product

S = Individual recalls seeing the advertisement

B ∩ S = Individual purchased the product and recalls seeing the advertisement In order to find the probability that an individual who recalls seeing the advertisement will purchase the product, we use the conditional probability formula.

The formula is:P(B|S) = P(B ∩ S) / P(S)

We are given that:B ∩ S = 0.42

P(S) = 0.70

So, substituting these values in the above formula we get,P(B|S) = 0.42/0.70

P(B|S) = 0.6

Therefore, the probability that an individual who recalls seeing the advertisement will purchase the product is 0.6.

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Find a nonzero vector x perpendicular to the vector v = [1 8 4 8] and u = [5 -9 -4 -9]. X = [__ ___ _____ _____] Hint: Set up a system of linear equations that the components of x satisfy.

Answers

To solve for a nonzero vector x that is perpendicular to v = [1 8 4 8] and u = [5 -9 -4 -9], you can set up a system of linear equations that the components of x satisfy.

This system of linear equations can be expressed as follows:1x + 8y + 4z + 8w = 05x - 9y - 4z - 9w = 0To find a nonzero vector x that is perpendicular to v and u, you need to find the null space of the coefficient matrix of the above system of linear equations. In matrix form, the above system can be written as follows:

[1 8 4 8; 5 -9 -4 -9] [x; y; z; w] = [0; 0]The augmented matrix of the above system is:[1 8 4 8 | 0; 5 -9 -4 -9 | 0]You can perform elementary row operations on the augmented matrix to obtain the reduced row-echelon form of the matrix. Doing so gives you:[1 0 -1/3 -1 | 0; 0 1 4/9 1 | 0]The above matrix represents the system of equations:1x - (1/3)z - w = 01y + (4/9)z + w = 0Now, you can express x, y, z, and w in terms of the free variable(s). Let z = 3t and w = -9s. Then, x = t and y = (-4/9)t, where t and s are nonzero constants. Thus, the general solution to the system of equations is:x = t, y = (-4/9)t, z = 3t, w = -9sTherefore, a nonzero vector x that is perpendicular to v and u is given by:[x; y; z; w] = [t; (-4/9)t; 3t; -9s] = t[1; -4/9; 3; 0] where t is any nonzero constant.

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To answer this question, you need to understand paragraphs 2.12 and 2.13 in your study guide: Key to note the following concepts: constructivism and behaviourism. inductive and deductive thinking or reasoning. instrumental and relational understanding conceptual and procedural knowledge; and elements of mathematics proficiency. . e . (10 marks) 3.1 Create an activity where procedural and conceptual understanding co-exists. Revisit your content areas and choose a problem to solve and demonstrate how procedural and conceptual knowledge can be linked to the teaching and learning process. (6) 3.2 Provide an example to explain the difference between conceptual knowledge and procedural knowledge. matulis, inc., a c corporation, owns a single asset with a basis of $325,000 and a fair market value of $800,000. matulis elects s corporation status. when matulis sells the asset after electing s status, the built-in gains tax corporate-level tax that must be paid by matulis is $fill in the blank 1 . (0)When a union gets a sufficient number of authorization cards, it can ask the National Labor Relations Board for a:Group of answer choicesunion certification electioncollective bargaining agreementgrievance certificationmediation meetingclosed-shop union b. find the p-value, round to three decimals as neededc. reject h0 or fail to reject h0d. At the 1% level of significance, there is oris not enough evidence to supportor reject the claim.Test the claim about the difference between two population means and at the level of significance a. Assume the samples are random and independent, and the populations are normally distribut Describe good corporate governance requirements relating todirectors responsibilities and reporting responsibilities ofauditors. ONE PARAGRAPH PLEASE! answer sheets)Banana Ltd reported the following assets in its statement of financial position at 30 June 2021: Land 25,000 Patent 100,000 Plant 250,000 Accumulated Depreciation (75,000) Goodwill 30,000 Inventory 40 10. Determine whether the following statement is true or false and briefly explain why. Under the classical measurement error model, the OLS estimator for the slope will be biased toward zero. (1) For the following equilibrium, if the concentration of calcium ion is X, what will be the molar solubility of calcium phosphate:Ca3(PO4)2(s)3Ca2+(aq)+2PO34(aq)Report your answer as a fraction in terms of X.