2. Let X1, X2, X3 be independent normally distributed Normal(µ, σ²) random variables

(a) Find the moment generating function of Y = X1 + X2 − 2X3
(b) Find Prob(2X1 ≤ X2 + X3)
(c) Find the distribution of s²/σ² where s² is the sample variance

Answers

Answer 1

a) the moment generating function of Y = X1 + X2 - 2X3 is M_Y(t) = exp{-µt + 3σ²t²}.

b)  Prob(2X1 ≤ X2 + X3) = Φ(-2/√6).

c) the moment-generating function of the distribution of s²/σ².

(a) Moment generating function of Y= X1+X2-2X3:

Firstly, consider X1, X2, and X3 as independent random variables such that each follows the Normal distribution with mean µ and variance σ², and the moment generating function of each is given by M(t) = exp{µt + (1/2)σ²t²}.

Given Y = X1 + X2 - 2X3

Then, the moment generating function of Y can be written as follows:

M_Y(t) = M_X1(t) * M_X2(t) * M_X3(-2t)M_Y(t) = exp{µt + (1/2)σ²t²} * exp{µt + (1/2)σ²t²} * exp{-2µt + 2σ²t²}

M_Y(t) = exp{[µt + (1/2)σ²t²] + [µt + (1/2)σ²t²] + [-2µt + 2σ²t²]}M_Y(t) = exp{-µt + 3σ²t²}

Hence, the moment generating function of Y = X1 + X2 - 2X3 is M_Y(t) = exp{-µt + 3σ²t²}.

(b) Prob(2X1 ≤ X2 + X3) :

Given, X1, X2, and X3 be independent normal random variables with mean µ and variance σ².The probability that 2X1 ≤ X2 + X3 is to be calculated.

To simplify the calculation, we can transform the given inequality as follows:(2X1 - X2 - X3) ≤ 0

Now, consider the random variable Z = 2X1 - X2 - X3By doing this, we get the new random variable Z which is also a normal distribution as follows:

Z ~ Normal(2µ, 6σ²)

The probability that Z ≤ 0 can be calculated by standardizing Z as follows:

Z ≈ Normal(0, 1)Z- (2µ)/(√(6)σ) ≈ Normal(0, 1)

P(Z ≤ 0) = P((Z- (2µ)/(√(6)σ)) ≤ (0- (2µ)/(√(6)σ)))

The probability can be calculated using the standard Normal distribution as follows:

P(Z ≤ 0) = Φ(-2/√6)

Therefore, Prob(2X1 ≤ X2 + X3) = Φ(-2/√6).

(c) Distribution of s²/σ² where s² is the sample variance:It is given that X1, X2, .... Xn are independent random variables, each following a Normal distribution with mean µ and variance σ².

Consider the sample of size n taken from the given population. Then, the sample variance is given by the formula:s² = ∑(Xi - X-bar)² / (n-1)

Here, X-bar is the sample mean of the sample of size n from the given population.Using this, we can find the distribution of s²/σ².

Let t be the random variable such that t = (n-1)s²/σ².The distribution of the sample variance s² is a chi-square distribution with (n-1) degrees of freedom.

The moment-generating function of a chi-square distribution with ν degrees of freedom is given by:(1-2t)⁻⁽ᵛ/²⁾, for t < 1/2

Using this, we can find the moment-generating function of t as follows:

t = (n-1)s²/σ² => s² = tσ²/(n-1)

Substituting the value of s² in the above equation gives:s² = tσ²/(n-1) => (n-1)s²/σ² = tThe moment-generating function of t is given as follows:

M(t) = (1-2t)⁻⁽ⁿ⁻¹/²⁾ ,  for t < 1/2

By using this and substituting t = (n-1)s²/σ², we get:

M((n-1)s²/σ²) = (1-2(n-1)s²/σ²)⁻⁽ⁿ⁻¹/²⁾ , for s² < (σ²/2(n-1))

This is the moment-generating function of the distribution of s²/σ².

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Related Questions

find the values of sine, cosine, tangent, cosecant, secant, and cotangent for the angle θ in standard position on the coordinate plane with the point (−3,−7) on its terminal side.

Answers

The exact values of the trigonometric functions of a vector are listed below:

sin θ = - 7√58 / 58

cos θ = - 3√58 / 58

tan θ = 7 / 3

cot θ = 3 / 7

sec θ = - √58 / 3

csc θ = - √58 / 7

How to determine the exact values of trigonometric functions

In this problem we find the coordinates of the terminal end of a vector, whose trigonometric functions are now defined:

P(x, y) = (x, y)

sin θ = y / √(x² + y²)

cos θ = x / √(x² + y²)

tan θ = y / x

cot θ = x / y

sec θ = √(x² + y²) / x

csc θ = y / √(x² + y²)

If we know that x = - 3 and y = - 7, then the exact values of the trigonometric functions are, respectively:

sin θ = - 7 / √[(- 3)² + (- 7)²]

sin θ = - 7 / √58

sin θ = - 7√58 / 58

cos θ = - 3√58 / 58

tan θ = 7 / 3

cot θ = 3 / 7

sec θ = - √58 / 3

csc θ = - √58 / 7

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Use the definition of the derivative to find the velocity of the position of a particle given by s(t) = 2t²-t at t = 3, where s(t) is measured in meters and t is measured in seconds.

Answers

The definition of the derivative of a function s(t) is given by the limit:`f '(a) = lim_(h -> 0) (f(a + h) - f(a))/h`where `h` is the

change in the value of the variable `t`. Now, given that `s(t) = 2t² - t` is the position of the particle and we are asked to find the velocity of the particle, we need to differentiate `s(t)` with respect to `t` to obtain the velocity of the particle.`

s(t) = 2t² - t`Differentiating both sides with respect to `t`, we get:`

s'(t) = (d/dt)(2t² - t) = d/dt (2t²) - d/dt(t) = 4t - 1`Therefore, the velocity of the particle is given by the derivative of the position function

`s(t)`. At `t = 3`, we have:`

s'(3) = 4(3) - 1 = 11`Therefore, the velocity of the particle at

`t = 3` is `11 m/s`.

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For the following questions, find the theoretical probability of each event when rolling a standard 6 sided die.
P(4) = A) 1/6 B) 5/6 P(number less than 6) = A) 1/6 B) 5/6 P(number greater than 2) = A) 2/3 B) 0 P(number greater than 6) A) 2/3 B) 0 For the following problems, evaluate each expression. 6! = A) 720 B) 620 ₅P₂ = A) 10 B) 20
In the Ohio lottery Classic Lotto game 6 numbers are drawn at random from 49 possible numbers. What is the probability of your lottery ticket matching all six numbers? Hint: Order is not important. A) 1/(13,983,816) B) 1/(17,500,816)

Answers

When it comes to the Ohio lottery Classic Lotto game, the probability of matching all six numbers on a lottery ticket is A) 1/(13,983,816). The theoretical probabilities for the given events when rolling a standard 6-sided die are as follows: P(4) = A) 1/6, P(number less than 6) = A) 1/6, P(number greater than 2) = A) 2/3, and P(number greater than 6) = B) 0. In terms of evaluating expressions, 6! = A) 720 and ₅P₂ = A) 10.

For the first set of questions regarding the theoretical probabilities when rolling a standard 6-sided die:

- P(4): There is one favorable outcome (rolling a 4) out of six possible outcomes, so the probability is 1/6.

- P(number less than 6): There are five favorable outcomes (rolling a number less than 6, which includes numbers 1, 2, 3, 4, and 5) out of six possible outcomes, yielding a probability of 5/6.

- P(number greater than 2): There are four favorable outcomes (rolling a number greater than 2, which includes numbers 3, 4, 5, and 6) out of six possible outcomes, resulting in a probability of 4/6, which simplifies to 2/3.

- P(number greater than 6): Since there is no number greater than 6 on a standard 6-sided die, the probability is 0.

Moving on to evaluating expressions:

- 6!: The factorial of 6, denoted as 6!, represents the product of all positive integers from 1 to 6. Therefore, 6! = 6 x 5 x 4 x 3 x 2 x 1 = 720.

- ₅P₂: This represents the number of permutations of 2 items selected from a set of 5 distinct items. Using the formula for permutations, ₅P₂ = 5! / (5 - 2)! = (5 x 4 x 3 x 2 x 1) / (3 x 2 x 1) = 10.

Regarding the Ohio lottery Classic Lotto game:

- The probability of matching all six numbers on a lottery ticket is determined by the number of favorable outcomes (winning combinations) divided by the total number of possible outcomes. In this case, there is only one winning combination out of 13,983,816 possible combinations, resulting in a probability of 1/(13,983,816).

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Let X₁,..., X, be independent and identically distributed uniform (0, 0) random n variables, where 0 >0. a) Find the maximum likelihood estimator (MLE) of 0, call it = (X₁,..., X₁). b) Find the probability density function (p.d.f) of and show that 0/0 has a beta distribution. 0 c) Show that n (₁ 1-8). converges in distribution and find the limiting distribution.

Answers

The limiting distribution of √n(ˆθ - θ) is N(0, (1/θ²) * [ln(θ/0) - (1/θ)]).

a) The maximum likelihood estimator (MLE) of θ, denoted as ˆθ, can be found by maximizing the likelihood function. In this case, since the random variables X₁, X₂, ..., Xₙ are i.i.d. uniform(0,θ), the likelihood function is given by:

L(θ) = f(X₁;θ) * f(X₂;θ) * ... * f(Xₙ;θ)

where f(x;θ) is the probability density function (p.d.f) of a uniform distribution.

Since the p.d.f. of a uniform distribution on the interval (0,θ) is 1/θ, we can write the likelihood function as:

L(θ) = (1/θ)ⁿ

To maximize the likelihood function, we can minimize the negative log-likelihood:

-n log(θ)

Taking the derivative with respect to θ and setting it to zero, we get:

d/dθ (-n log(θ)) = -n/θ = 0

Solving for θ, we find:

ˆθ = 1/X₁

Therefore, the MLE of θ is ˆθ = 1/X₁.

b) To find the probability density function (p.d.f) of ˆθ, we need to find the cumulative distribution function (c.d.f) of ˆθ and differentiate it. Since X₁ follows a uniform(0,θ) distribution, its cumulative distribution function is:

F(x) = P(X₁ ≤ x) = x/θ   for 0 ≤ x ≤ θ

The cumulative distribution function (c.d.f) of ˆθ can be found as:

F(ˆθ ≤ x) = P(1/X₁ ≤ x) = P(X₁ ≥ 1/x) = 1 - P(X₁ < 1/x)

Since X₁ is uniformly distributed on (0,θ), we have:

P(X₁ < 1/x) = 1/x    for 0 < 1/x < θ

Therefore, the cumulative distribution function (c.d.f) of ˆθ is:

F(ˆθ ≤ x) = 1 - 1/x   for 0 < x ≤ 1/θ

To find the p.d.f of ˆθ, we differentiate the c.d.f:

f(ˆθ = x) = d/dx (F(ˆθ ≤ x)) = d/dx (1 - 1/x) = 1/x²   for 0 < x ≤ 1/θ

This is the p.d.f of the distribution of ˆθ. It is known as the Beta(2,1) distribution.

c) To show that n(ˆθ - θ) converges in distribution, we can use the central limit theorem (CLT). Since the distribution of ˆθ is known to be Beta(2,1), we can find the mean and variance of ˆθ:

E(ˆθ) = E(1/X₁) = ∫(0 to θ) 1/x * (1/θ) dx = (1/θ) * ln(θ/0) = 1/θ

Var(ˆθ) = Var(1/X₁) = ∫(0 to θ) [(1/x) - (1/θ)]² * (1/θ) dx = (1/θ²) * [ln(θ/0) - (1/θ)] = (1/θ²) * [ln(θ/0) - (1/θ)]

As n tends to infinity, by the central limit theorem, we have:

√n(ˆθ - θ) → N(0, Var(ˆθ))

Substituting the mean and variance of ˆθ, we get:

√n(ˆθ - θ) → N(0, (1/θ²) * [ln(θ/0) - (1/θ)])

This is the limiting distribution of √n(ˆθ - θ).

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Assume the appropriate discount rate for the following cash flows is 9.89 percent per year. Year Cash Flow $2,200 2,600 4,800 5,400 4 What is the present value of the cash flows? (Do not round intermediate calculations and round your answer to 2 decimal places, e.g, 32.16.)

Answers

The present value of the cash flows is approximately $11,754.04.

To calculate the present value of the cash flows, we need to discount each cash flow to its present value using the appropriate discount rate. The present value (PV) can be calculated using the formula:

PV = CF1 / (1 + r)^1 + CF2 / (1 + r)^2 + CF3 / (1 + r)^3 + ... + CFn / (1 + r)^n

where CF is the cash flow and r is the discount rate.

Using the given discount rate of 9.89 percent per year, we can calculate the present value as follows:

PV = 2,200 / (1 + 0.0989)^1 + 2,600 / (1 + 0.0989)^2 + 4,800 / (1 + 0.0989)^3 + 5,400 / (1 + 0.0989)^4

Calculating each term and summing them up:

PV = 2,200 / 1.0989 + 2,600 / 1.0989^2 + 4,800 / 1.0989^3 + 5,400 / 1.0989^4

PV ≈ 1,999.64 + 2,271.89 + 3,622.82 + 3,860.69

PV ≈ 11,754.04

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Given the following system of two equations: 4.0x + 7.5y = 3 2.5x + 8.0y =9 Find y. Since D2L is limited to one answer per question, there is no way to enter both x and y.

Answers

The following system of two equations: 4.0x + 7.5y = 3 2.5x + 8.0y =9, The value of y in the given system of equations is y = 0.8.

To solve the system of equations, we can use the method of substitution or elimination. Here, we'll use the method of elimination:

Multiply the first equation by 2.0 and the second equation by -4.0 to eliminate the x term:

(8.0x + 15.0y = 6)

- (10.0x + 32.0y = -36)

This simplifies to: -17.0y = -42

Dividing both sides of the equation by -17.0, we get: y = 42/17 ≈ 0.8

Therefore, the value of y in the given system of equations is y = 0.8.

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Create a quadratic model for the data shown in the table x -1 1 2 5
y -1 -1 2 20

Answers

The quadratic model for the given data is y = 2x^2 + x - 1.

To create a quadratic model, we aim to find a quadratic equation of the form y = ax^2 + bx + c that best fits the given data points (x, y).

We have four data points: (-1, -1), (1, -1), (2, 2), and (5, 20). Substituting these values into the quadratic equation, we obtain a system of four equations:

a(-1)^2 + b(-1) + c = -1

a(1)^2 + b(1) + c = -1

a(2)^2 + b(2) + c = 2

a(5)^2 + b(5) + c = 20

Simplifying these equations, we get:

a - b + c = -1

a + b + c = -1

4a + 2b + c = 2

25a + 5b + c = 20

Solving this system of equations, we find a = 2, b = 1, and c = -1. Therefore, the quadratic model that best fits the given data is y = 2x^2 + x - 1.

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The one-to-one functions g and h are defined as follows. g={(-6, 5), (-4, 9), (-1, 7), (5,3)} h(x) = 4x-3 Find the following. = h ¹¹(x) = 0 = oh 010 X S ?

Answers

The value of h^(-1)(11) is 3.5 and the result of oh(010) is 61.

To find the values of h^(-1)(x) and oh(010) using the given functions and information, follow these steps:

Step 1: Determine the inverse of the function h(x) = 4x - 3.

To find the inverse function, swap the roles of x and y and solve for y:

x = 4y - 3

x + 3 = 4y

y = (x + 3)/4

So, h^(-1)(x) = (x + 3)/4.

Step 2: Evaluate h^(-1)(11).

Substitute x = 11 into the inverse function:

h^(-1)(11) = (11 + 3)/4

h^(-1)(11) = 14/4

h^(-1)(11) = 7/2 or 3.5.

Step 3: Determine oh(010).

This notation is not clear. If it means applying the function h(x) three times to the input value of 0, the calculation would be:

oh(010) = h(h(h(0)))

oh(010) = h(h(4))

oh(010) = h(16)

oh(010) = 4(16) - 3

oh(010) = 64 - 3

oh(010) = 61.

Therefore, The value of h^(-1)(11) is 3.5 and the result of oh(010) is 61 based on the given functions and information.

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An instructor has given a short quiz consisting of two parts. For a randomly selected student, let X =the number of points earned on the first part and Y =the number of points earned on the second part. Suppose that the joint pdf of X and Y is given in the accompanying table.

y
P(x, y) 0 5 10 15
0 .02 .06 .02 .10
x 5 .04 .15 .20 .10
10 .01 .15 .14 .01

(a) If the score recorded in the grade book is the total number of points earned on the two parts, what is the expected recorded score E(X + Y)? (Enter your answer to one decimal place.) -2.86 x (b) If the maximum of the two scores is recorded, what is the expected recorded score? (Enter your answer to two decimal places.) -0.18

Answers

(a) To find the expected recorded score E(X + Y), we need to sum up the product of each possible value of (X + Y) and its corresponding probability.

E(X + Y) = ∑[(X + Y) * P(X, Y)]

Using the given joint pdf table, we calculate the expected recorded score as follows:

E(X + Y) = (0 * 0.02) + (5 * 0.06) + (10 * 0.02) + (15 * 0.10) + (5 * 0.04) + (10 * 0.15) + (15 * 0.20) + (20 * 0.10) + (10 * 0.01) + (15 * 0.15) + (20 * 0.14) + (25 * 0.01)

E(X + Y) = 0 + 0.3 + 0.2 + 1.5 + 0.2 + 1.5 + 3.0 + 2.0 + 0.1 + 2.25 + 2.8 + 0.25

E(X + Y) = 14.85

Therefore, the expected recorded score E(X + Y) is 14.85.

(b) To find the expected recorded score when the maximum of the two scores is recorded, we need to find the maximum value for each combination of X and Y and then calculate the expected value.

E(max(X, Y)) = ∑[max(X, Y) * P(X, Y)]

Using the given joint pdf table, we calculate the expected recorded score as follows:

E(max(X, Y)) = (0 * 0.02) + (5 * 0.06) + (10 * 0.06) + (15 * 0.10) + (5 * 0.15) + (10 * 0.20) + (15 * 0.20) + (20 * 0.10) + (10 * 0.01) + (15 * 0.15) + (20 * 0.15) + (25 * 0.01)

E(max(X, Y)) = 0 + 0.3 + 0.6 + 1.5 + 0.75 + 2.0 + 3.0 + 2.0 + 0.1 + 2.25 + 3.0 + 0.25

E(max(X, Y)) = 16.85

Therefore, the expected recorded score when the maximum of the two scores is recorded is 16.85.

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Find the volume of the solid bounded by the paraboloid z=4-7², the cylinder r = 1 and the polar plane. Example 4.47 Find the volume of the solid bounded by the paraboloid z = r² and below the plane = 2r sin 0.

Answers

The volume of the solid is approximately -89.75 cubic units..To find the volume of the solid bounded by the paraboloid z = 4 - 7², the cylinder r = 1, and the polar plane, we need to set up the integral in cylindrical coordinates. The paraboloid intersects the plane z = 0 at r = sqrt(4 - 7²) ≈ 3.94. Since the cylinder is bounded by r = 1, the limits of integration for r will be from 0 to 1. The limits of integration for theta will be from 0 to 2pi since the solid is rotationally symmetric about the z-axis. The limits of integration for z will be from the plane z = r sin(theta) to the top of the paraboloid z = 4 - 7². So, the integral we need to solve is:

V = ∫ from 0 to 2pi ∫ from 0 to 1 ∫ from r sin(theta) to 4 - 7² dz r dr dtheta
Evaluating this integral, we get:
V = ∫ from 0 to 2pi ∫ from 0 to 1 (4 - 7² - r sin(theta)) r dr dtheta
= ∫ from 0 to 2pi [(4 - 7²) / 2 - (1 / 3) sin(theta)] dtheta
= (4 - 7²) pi
≈ -89.75

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Suppose that X has density fun given by 8x for 0 ≤ x ≤ 1/2 f(x) = 0 elsewhere If P(x

Answers

The value of Q₁ that satisfies probability P(Q₁) = 0.25 is Q₁ = 0.25.

Given that,

that P(Q₁) = 0.25.

To find Q₁, we have to find the value of x which satisfies this equation.

The definition of P(Q₁). P(Q₁) is the probability that the random variable Q takes on a value less than or equal to Q₁.

Now, we can use the fact that f(x) = 8x for 0 ≤ x ≤ 1/2.

We know that the integral of f(x) from 0 to 1/2 is 1,

which means that the total area under the curve is 1.

So, to find P(Q₁), we need to integrate f(x) from 0 to Q₁. We get,

⇒ P(Q₁) = [tex]\int\limits^{Q_1}_0 {8x} \, dx[/tex]

⇒ P(Q₁) = 4Q₁²

Now we can set this equal to 0.25 and solve for Q₁,

⇒ 4Q₁² = 0.25

⇒   Q₁² = 0.0625

⇒     Q₁ = ±0.25

But we know that Q₁ has to be non-negative, since it represents a probability.

Therefore, Q₁ = 0.25.

So the value of Q₁ that satisfies P(Q₁) = 0.25 is Q₁ = 0.25.

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The number of newly infected people on dayt of a flu epidemic is f(t) = 12t²_t³ for t≤ 10.
a) Find the instantaneous rate of change of this function on day day 6. Interpret your answer.
b) Find the inflection point for f(t). Interpret your answer.

Answers

a) The instantaneous rate of change on day 6 is 84.

b) The inflection point is at t = 4.

a) To find the instantaneous rate of change of the function f(t) at day 6, we need to take the derivative of f(t) with respect to t and evaluate it at t = 6. Differentiating f(t) = 12t^2 - t^3, we get f'(t) = 24t - 3t^2. Plugging in t = 6, we have f'(6) = 24(6) - 3(6)^2 = 144 - 108 = 36. This means that on day 6, the number of newly infected people is increasing at a rate of 36 per day.

b) To find the inflection point of f(t), we need to find the values of t where the second derivative of f(t) changes sign. Taking the second derivative of f(t), we get f''(t) = 24 - 6t. Setting f''(t) = 0, we find t = 4. This is the inflection point of f(t). At t = 4, the rate of change of the number of newly infected people transitions from increasing to decreasing or vice versa.

In the context of the flu epidemic, the inflection point at t = 4 suggests a change in the trend of the spread of the flu. Prior to t = 4, the rate of new infections was increasing, indicating the exponential growth of the epidemic. After t = 4, the rate of new infections starts to decrease, potentially indicating a peak in the number of new infections and a transition towards a decline in the epidemic.

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Help me find the values of the variables. please

Answers

Answer:

[tex]x=17.4[/tex]

[tex]y=26.8[/tex]

Step-by-step explanation:

The explanation is attached below.

The steps taken to correctly solve an equation are shown below, but one step is missing. -2(x-3)=-6(x + 4) -2x+6=-6x - 24 ? 4x = -30 x = -7.5 Which set of statements shows the equation that is most likely the missing step and the property that justifies the missing step? 4x-6=24 AThis step is justified by the multiplicative property of equality
4×+6=-24B This step is justified by the additive property of equality.
4×+6=-24 CThis step is justified by the multiplicative property of equality.
4×-6=24 DThis step is justified by the additive property of equality​

Answers

Answer:

The missing step is 4x + 6 = -24. This step is justified by the additive property of equality. So the correct answer is B)

Step-by-step explanation:

The missing step in the given equation is 4x + 6 = -24. This step is justified by the additive property of equality. The additive property of equality states that if we add the same value to both sides of an equation, the equality remains true. In this case, 6 is added to both sides of the equation to isolate the term "4x" on the left side and move the constant term to the right side. Therefore, the correct answer is B: "4x + 6 = -24. This step is justified by the additive property of equality."

8. Which one of the following statements is correct? A. The median is less impacted by outliers than the mean. B. The standard deviation is less impacted by outliers than the IQR. C. In a symmetric di

Answers

It is important to check for the presence of outliers before using the mean as a measure of central tendency.

The correct statement is option A.

The median is less impacted by outliers than the mean.

Outliers are extreme values that are present in the data.

They are located far away from the rest of the data and can affect the measures of central tendency and variability.

Outliers can be influential in skewing the data, therefore, they should be removed from the data in most of the cases.

However, outliers should only be removed if they are not of great importance as they may represent valuable information.

The median is a measure of central tendency that represents the middle score of a dataset when it is ordered from lowest to highest. It is less influenced by extreme values compared to the mean.

This is because it only takes into account the middle score, unlike the mean which takes into account all the values.

Thus, it is considered a better measure of central tendency when there are outliers in the data.

The mean is a measure of central tendency that represents the average of a dataset. It is sensitive to outliers as it takes into account all the values.

Thus, if there are extreme values present in the data, the mean can be skewed towards the outliers and may not be a representative measure of central tendency.

Therefore, it is important to check for the presence of outliers before using the mean as a measure of central tendency.

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Suppose that 42² - 2y = t² and x = t cos 0. Find () and (3). (If you need to write "theta" - notation, just write theta and use "sqrt" to write ✓✓.)

Answers

Given the equation 42² - 2y = t² and x = t cosθ, we can solve for y in terms of x and θ. Substituting x = t cosθ into the equation, we have 42² - 2y = t². Rearranging the equation, we find y = 42² - t² = 42² - (x/cosθ)².

Given the equation 42² - 2y = t² and x = t cosθ, we want to express y in terms of x and θ. Substituting x = t cosθ into the equation 42² - 2y = t², we have:

42² - 2y = (t cosθ)².

Simplifying the equation, we get:

y = 42² - (t cosθ)².

Since x = t cosθ, we can rewrite the equation as:

y = 42² - (x/cosθ)².

This equation relates y to x and θ.

To find the value of y when x = 3, we substitute x = 3 into the equation:

y = 42² - (3/cosθ)².

The value of θ is not specified in the problem, so the expression remains in terms of θ. In conclusion, the equation y = 42² - (x/cosθ)² determines the relationship between y, x, and θ. (3) refers to the specific value of y when x = 3. To find the value of y, we substitute x = 3 into the expression and consider the specific value of θ given in the problem.

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An elevator has a placard stating that the maximum capacity is 1570 lb-10 passengers. So, 10 adult male passengers can have a mean weight of up to 1570/10=157 pounds. If the elevator is loaded with 10 adult male passengers, find the probability that it is overloaded because they have a mean weight greater than 157 lb. (Assume that weights of males are normally distributed with a mean of 162 lb and a standard deviation of 27 lb.) Does this elevator appear to be safe? GITTE re: The probability the elevator is overloaded is. (Round to four decimal places as needed.) Does this elevator appear to be safe? re: 9 OA. No, there is a good chance that 10 randomly selected adult male passengers will exceed the elevator capacity. B. Yes, 10 randomly selected adult male passengers will always be under the weight limit. ore: 21 OC. No, 10 randomly selected people will never be under the weight limit. D. Yes, there is a good chance that 10 randomly selected people will not exceed the elevator capacity.

Answers

The probability that the elevator is overloaded because 10 adult male passengers have a mean weight greater than 157 lb is 0.2257. This indicates that there is a good chance that the elevator will exceed its capacity. Therefore, the elevator does not appear to be safe.

To determine the probability of the elevator being overloaded, we need to consider the distribution of the mean weight of 10 adult male passengers. Since we are given that the weights of males are normally distributed with a mean of 162 lb and a standard deviation of 27 lb, we can use these parameters to calculate the probability.

The mean weight of 10 adult male passengers can be calculated by dividing the maximum capacity of the elevator (1570 lb) by the number of passengers (10), which gives us a mean weight of 157 lb.

Next, we need to calculate the standard deviation of the mean weight. Since we are dealing with a sample of 10 passengers, the standard deviation of the sample mean can be calculated by dividing the standard deviation of the population (27 lb) by the square root of the sample size (√10). This gives us a standard deviation of approximately 8.544 lb.

Now, we can use the normal distribution to find the probability that the mean weight of 10 adult male passengers is greater than 157 lb. We need to calculate the z-score, which represents the number of standard deviations away from the mean. The z-score is calculated by subtracting the mean weight (157 lb) from the population mean (162 lb) and dividing it by the standard deviation of the sample mean (8.544 lb).

z = (162 - 157) / 8.544 ≈ 0.5867

Using a standard normal distribution table or a calculator, we can find the probability associated with a z-score of 0.5867, which is approximately 0.2257.

This means that there is a 22.57% probability that the mean weight of 10 randomly selected adult male passengers will exceed the weight limit of the elevator. Therefore, the elevator does not appear to be safe, as there is a significant chance of it being overloaded under these conditions.

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A certain treatment facility claims that its patients are cured after 45 days. A study of 150 patients showed that they, on average, had to stay for 56 days there, with a standard deviation of 15 days. At a=0.01, can we claim that the mean number of days is actually higher than 45? Test using a hypothesis test. His t= 4.) H. Conclusion: P-value:

Answers

In conducting the hypothesis test, we compare the sample mean to the hypothesized mean using a t-test. The null hypothesis (H0) states that the mean number of days is equal to 45, while the alternative hypothesis (Ha) states that the mean number of days is greater than 45.

Given that the sample size is 150, the sample mean is 56 days, and the standard deviation is 15 days, we can calculate the t-value. The formula for the t-value is t = (sample mean - hypothesized mean) / (sample standard deviation / √sample size). Plugging in the values, we get t = (56 - 45) / (15 / √150) = 4.

Next, we compare the calculated t-value to the critical t-value at a significance level of 0.01 and the appropriate degrees of freedom. Since the sample size is large (150), we can use the normal distribution approximation. The critical t-value for a one-tailed test with a significance level of 0.01 is approximately 2.33.

Since the calculated t-value (4) is greater than the critical t-value (2.33), we reject the null hypothesis. Therefore, at a significance level of 0.01, we can claim that the mean number of days for patients in the treatment facility is actually higher than 45. The P-value is less than 0.01, indicating strong evidence against the null hypothesis.

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For the sequence an = 18 n+1

its first term is=__________
its second term is = ____________
its third term is= __________
its fourth term is =________

Answers

The given sequence is an = 18n + 1. The first term is 19, the second term is 37, the third term is 55, and the fourth term is 73.

To find the terms of the sequence an = 18n + 1, we substitute the values of n into the formula.

For the first term, n = 1, so we have a1 = 18(1) + 1 = 19.

For the second term, n = 2, so we have a2 = 18(2) + 1 = 37.

For the third term, n = 3, so we have a3 = 18(3) + 1 = 55.

For the fourth term, n = 4, so we have a4 = 18(4) + 1 = 73.

Therefore, the first term of the sequence is 19, the second term is 37, the third term is 55, and the fourth term is 73.

In summary, the terms of the given sequence an = 18n + 1 are 19, 37, 55, and 73 for the first, second, third, and fourth terms, respectively.

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Please help with step by step
formula
The weights of a random sample of 11 female high school students were recorded. The mean weight was 110 pounds and the standard deviation was 17 pounds. Construct a 95% confidence interval for the mea

Answers

The 95% confidence interval for the mean is (98.58 , 121.42) with a Lower Bound of 98.58 and Upper Bound of 121.42

How to calculate the value

Given that mean x-bar = 110 , standard deviation s = 17 , n = 11

=> df = n-1 = 10

=> For 95% confidence interval , t = 2.228

=> The 95% confidence interval of the mean is

=> x-bar +/- t*s/ ✓(n)

=> 110 +/- 2.228*17/ ✓( 11)

=> (98.58 , 121.42)

=> Lower Bound = 98.58

=> Upper Bound = 121.42

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Suppose parametric equations for the line segment between (0,7) and (2,5) have the form: {x(t). = a + bt {y(t): = c + dt If the parametric curve starts at (0, 7) when t = 0 and ends at (2, -5) at t = 1, then find a, b, c, and d.
a = b = c = d =

Answers

The coefficients are: a = 0, b = 2, c = 7, d = -12. the parametric equations for the line segment between (0,7) and (2,5) are: x(t) = 2t, y(t) = 7 - 12t

We can use the given information to set up a system of equations to solve for the coefficients a, b, c, and d.

Since the parametric curve starts at (0, 7) when t = 0, we know that:

x(0) = a + b(0) = a = 0

y(0) = c + d(0) = c = 7

So a = 0 and c = 7.

Similarly, since the parametric curve ends at (2, -5) when t = 1, we know that:

x(1) = a + b(1) = a + b = 2

y(1) = c + d(1) = c + d = -5

So a + b = 2 and c + d = -5.

We also know that the line segment goes through the point (0, 7) and (2, 5), so we can set up two more equations based on these points:

x(0) = 0 = a + b(0) = a

y(0) = 7 = c + d(0) = c

x(1) = 2 = a + b(1)

y(1) = -5 = c + d(1)

Substituting a = 0 and c = 7 from the earlier equations, we get:

b = 2 / 1 =2, since a + b = 2 and a = 0

d = (-5 - c) / 1 = (-5 - 7) / 1 = -12

Therefore, the coefficients are:

a = 0

b = 2

c = 7

d = -12

So the parametric equations for the line segment between (0,7) and (2,5) are:

x(t) = 2t

y(t) = 7 - 12t

We can check that these equations satisfy the given conditions:

When t = 0, x(0) = 2(0) = 0 and y(0) = 7 - 12(0) = 7, so the curve starts at (0, 7). When t = 1, x(1) = 2(1) = 2 and y(1) = 7 - 12(1) = -5, so the curve ends at (2, -5).

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Function f dan a defined on on [-1, 6], and f : [-1, 6] → R, a : [-1, 6] → R. f(x) and g(x) are defined like this: f(x) = {2,-1 ≤ x < 2 {1, 2 ≤ x ≤ 3
{4, 3 < x ≤ 6
a(x) = {2, -1 ≤ x < 2 1/2
{x + 1, 2 1/2 ≤ x ≤ 6
Is f ∈ R (a)?, if yes please find the integral by using integral Riemann-Stieltjes!

Answers

To determine if f ∈ R(a), we can use the Riemann-Stieltjes integral. The Riemann-Stieltjes integral is a generalization of the Riemann integral that allows us to integrate functions with respect to other functions. In this case, we are integrating f with respect to a.

The Riemann-Stieltjes integral is defined as follows:

∫_a^b f(x) d a(x) = lim_n->infty sum_i=1^n f(xi) (a(xi+1) - a(xi))

where xi is the points in the partition of [a, b], and f(xi) is the value of f at xi.

In this case, we can partition [-1, 6] into three subintervals: [-1, 2], [2, 3], and [3, 6]. The values of xi in each subinterval are as follows:

[-1, 2]: xi = -1, 1

[2, 3]: xi = 2, 2.5

[3, 6]: xi = 3, 4.5, 6

The values of f(xi) in each subinterval are as follows:

[-1, 2]: f(xi) = 2

[2, 3]: f(xi) = 1

[3, 6]: f(xi) = 4

The values of a(xi+1) - a(xi) in each subinterval are as follows:

[-1, 2]: a(xi+1) - a(xi) = 0

[2, 3]: a(xi+1) - a(xi) = 1/2

[3, 6]: a(xi+1) - a(xi) = 2

Now we can substitute these values into the Riemann-Stieltjes integral formula:

∫_{-1}^6 f(x) d a(x) = lim_n->infty sum_i=1^n f(xi) (a(xi+1) - a(xi))

= lim_n->infty (2(0) + 1(1/2) + 4(2))

= lim_n->infty (1/2 + 8)

= 9

Therefore, f ∈ R(a), and the value of the integral is 9.

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Use the given data set to complete parts (a) through (c) below. (Use α = 0.05.) X 10 9.14 8 8.15 13 8.75 9 8.78 y Click here to view a table of critical values for the correlation coefficient. a. Con

Answers

The denominator is zero, the correlation coefficient (r) is undefined for this data set.

To complete parts (a) through (c) using the given data set, we will perform a correlation analysis. The data set is as follows:

X: 10, 9.14, 8, 8.15, 13, 8.75, 9, 8.78

Y: [unknown]

a. To find the correlation coefficient between X and Y, we need the corresponding values for Y. Since they are not provided, we cannot compute the correlation coefficient without the complete data set.

b. To determine if there is a significant linear relationship between X and Y, we need to conduct a hypothesis test.

Null hypothesis (H0): There is no linear relationship between X and Y (ρ = 0).

Alternative hypothesis (H1): There is a linear relationship between X and Y (ρ ≠ 0).

Given that α = 0.05, we'll use a significance level of 0.05.

Since we don't have the Y values, we cannot calculate the correlation coefficient directly. However, if you provide the corresponding Y values, we can perform the hypothesis test to determine the significance of the linear relationship between X and Y.

c. Without the Y values, we cannot compute the least-squares regression line for the data. The regression line would provide a way to predict Y values based on the X values. Please provide the Y values to proceed with the computation of the regression line.

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Use a z-table to answer the following questions. For the numbers below, find the area below the z-score: a) z < 2.14 b) z> -1.37 c) -0.49 < z < 1.72
Find the percentage of observations for each of the following a) z is less than 1.91 b) z is greater than 0.73 c) z is between -1.59 and 2.01

Answers

The transformation of System A into System B is:

Equation [A2]+ Equation [A 1] → Equation [B 1]"

The correct answer choice is option d

How can we transform System A into System B?

To transform System A into System B as 1 × Equation [A2] + Equation [A1]→ Equation [B1] and 1 × Equation [A2] → Equation [B2].

System A:

-3x + 4y = -23 [A1]

7x - 2y = -5 [A2]

Multiply equation [A2] by 2

14x - 4y = -10

Add the equation to equation [A1]

14x - 4y = -10

-3x + 4y = -23 [A1]

11x = -33 [B1]

Multiply equation [A2] by 1

7x - 2y = -5 ....[B2]

So therefore, it can be deduced from the step-by-step explanation above that System A is ultimately transformed into System B as 1 × Equation [A2] + Equation [A1]→ Equation [B1] and 1 × Equation [A2] → Equation [B2].

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As part of a study of the development of the thymus gland, researchers weighed the glands of five chick embryos after 14 days of incubation.
The thymus weights (mg) were as follows:
29.6 21.5 28.0 34.6 44.9

(a) State in words the population mean of this problem.
(b) Calculate the mean and standard deviation for this data.
(c) Construct a 90% confidence interval for the population mean. Interpret this confidence in terval.
(d) What assumptions are needed for the confidence interval constructed in part (c) to be valid?

Answers

The z-score for P(? ≤ z ≤ ?) = 0.60 is approximately 0.25.

The z-score for P(z ≥ ?) = 0.30 is approximately -0.52.

How to find the Z score

P(Z ≤ z) = 0.60

We can use a standard normal distribution table or a calculator to find that the z-score corresponding to a cumulative probability of 0.60 is approximately 0.25.

Therefore, the z-score for P(? ≤ z ≤ ?) = 0.60 is approximately 0.25.

For the second question:

We want to find the z-score such that the area under the standard normal distribution curve to the right of z is 0.30. In other words:

P(Z ≥ z) = 0.30

Using a standard normal distribution table or calculator, we can find that the z-score corresponding to a cumulative probability of 0.30 is approximately -0.52 (since we want the area to the right of z, we take the negative of the z-score).

Therefore, the z-score for P(z ≥ ?) = 0.30 is approximately -0.52.

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The cost C of producing x thousand calculators is given by the equation below. C = -13.6x² +14,790x+540,000 (x ≤ 150). The average cost per calculator is the total cost C divided by the number of calculators produced. Write a rational expression that gives the average cost per calculator when x thousand are produced.

Answers

The rational expression that gives the average cost per calculator when x thousand calculators are produced is (-13.6x² + 14,790x + 540,000) / (1000x).

To determine the average cost per calculator when x thousand calculators are produced, we divide the total cost C by the number of calculators produced.

The total cost C is given by the equation C = -13.6x² + 14,790x + 540,000.

The number of calculators produced can be represented as x thousand calculators, which is equivalent to 1000x calculators.

Therefore, the average cost per calculator can be expressed as the rational expression:

Average Cost per Calculator = C / (1000x).

Substituting the equation for C, we have:

Average Cost per Calculator = (-13.6x² + 14,790x + 540,000) / (1000x).

Hence, the rational expression that gives the average cost per calculator when x thousand calculators are produced is (-13.6x² + 14,790x + 540,000) / (1000x).

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5) Build mathematical model of the transportation problem: Entry elements of table are costs. Destination B2 B3 B4 28 A1 27 27 32 A2 15 21 20 A3 16 22 18 b 26 8 Source 3 BI 14 10 21 323324 12 13

Answers

This problem is an example of a balanced transportation problem since the total supply of goods is equal to the total demand.

The transportation problem is a well-known linear programming problem in which commodities are shipped from sources to destinations at the minimum possible cost. The initial step in formulating a mathematical model for the transportation problem is to identify the sources, destinations, and the quantities transported.
The objective of the transportation problem is to minimize the total cost of transporting the goods. The mathematical model of the transportation problem is:
Let there be m sources (i = 1, 2, …, m) and n destinations (j = 1, 2, …, n). Let xij be the amount of goods transported from the i-th source to the j-th destination. cij represents the cost of transporting the goods from the i-th source to the j-th destination.
The transportation problem can then be formulated as follows:
Minimize Z = ∑∑cijxij
Subject to the constraints:
∑xij = si, i = 1, 2, …, m
∑xij = dj, j = 1, 2, …, n
xij ≥ 0
where si and dj are the supply and demand of goods at the i-th source and the j-th destination respectively.
Using the given table, we can formulate the transportation problem as follows:
Let A1, A2, and A3 be the sources, and B2, B3, and B4 be the destinations. Let xij be the amount of goods transported from the i-th source to the j-th destination. cij represents the cost of transporting the goods from the i-th source to the j-th destination.
Minimize Z = 27x11 + 27x12 + 32x13 + 15x21 + 21x22 + 20x23 + 16x31 + 22x32 + 18x33
Subject to the constraints:
x11 + x12 + x13 = 3
x21 + x22 + x23 = 14
x31 + x32 + x33 = 10
x11 + x21 + x31 = 21
x12 + x22 + x32 = 32
x13 + x23 + x33 = 26
xij ≥ 0
In this way, we can construct a mathematical model of the transportation problem using the given table. The model can be solved using the simplex method to obtain the optimal solution.

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Part 1 Let us recall that we have denoted the force exerted by block 1 on block 2 by F12. and the force exerted by block 2 on block 1 by F. If we suppose that m1 is greater than m2, which of the following statements about forces is true? |F12| > F31 |F > F12| Both forces have equal magnitudes. Submit Part 1 Now recall the expression for the time derivative of the x component of the system's total momentum: dp. (t)/dt = F. Considering the information that you now have, choose the best alternative for an equivalent expression to dp (t)/dt 0 nonzero constant kt kt2

Answers

Therefore, the degree of the resulting polynomial is m + n when two polynomials of degree m and n are multiplied together.

What is polynomial?

A polynomial is a mathematical expression consisting of variables and coefficients, which involves only the operations of addition, subtraction, multiplication, and non-negative integer exponents. Polynomials can have one or more variables and can be of different degrees, which is the highest power of the variable in the polynomial.

Here,

When two polynomials are multiplied, the degree of the resulting polynomial is the sum of the degrees of the original polynomials. In other words, if the degree of the first polynomial is m and the degree of the second polynomial is n, then the degree of their product is m + n.

This can be understood by looking at the product of two terms in each polynomial. Each term in the first polynomial will multiply each term in the second polynomial, so the degree of the resulting term will be the sum of the degrees of the two terms. Since each term in each polynomial has a degree equal to the degree of the polynomial itself, the degree of the resulting term will be the sum of the degrees of the two polynomials, which is m + n.

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Let A =
[-9 6] and C = [0 0]
[18 -12] [0 0]
Find a non-zero 2 x 2 matrix B such that AB = C. B= __
Hint: Let B = [a b]
[c d] perform the matrix multiplication AB, and then find a, b, c, and d.

Answers

The matrix B = [1 0; 2 0] satisfies the equation AB = C.

To find the matrix B such that AB = C, we perform the matrix multiplication AB. Let B = [a b; c d]. Multiplying A and B, we have:

AB = [-9 6; 18 -12] * [a b; c d]

= [-9a + 6c -9b + 6d; 18a - 12c 18b - 12d]

Comparing this with the given matrix C = [0 0; 0 0], we get the following equations:

-9a + 6c = 0

-9b + 6d = 0

18a - 12c = 0

18b - 12d = 0

From the first equation, we can express c in terms of a as c = (9a)/6 = (3a)/2. Similarly, from the second equation, we get d = (3b)/2. Substituting these values into the third and fourth equations, we have:

18a - 12((3a)/2) = 0

18b - 12((3b)/2) = 0

Simplifying, we obtain:

18a - 18a = 0

18b - 18b = 0

These equations are satisfied for any non-zero values of a and b. Therefore, we can choose a = 1 and b = 0 (or any non-zero values for a and b), which gives us the matrix B = [1 0; 2 0]. This matrix B satisfies the equation AB = C, where A is the given matrix and C is the zero matrix.


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In
the following exercises {B(t), t greater than or equal to 0} is a
standard Brownian motion process and Ta denotes the time it takes
this process to hit a.

compute E[B(t1)B(t2)B(t3)] for t1 < t2

Answers

To compute E[B(t1)B(t2)B(t3)] for t1 < t2, we can use the properties of a standard Brownian motion process. Here's how you can calculate it:

Let's denote the covariance between two Brownian motion increments as Cov(B(t1), B(t2)) = min(t1, t2).

Since B(t) is a standard Brownian motion process, E[B(t)] = 0 for any t. Therefore, E[B(t1)B(t2)B(t3)] = E[B(t1)]E[B(t2)B(t3)].

For t1 < t2, we can split the expectation E[B(t2)B(t3)] into two cases:

a. If t2 < t3, we have E[B(t2)B(t3)] = Cov(B(t2), B(t3)) = t2.

b. If t2 ≥ t3, we have E[B(t2)B(t3)] = Cov(B(t3), B(t2)) = t3.

Putting it all together, we have:

E[B(t1)B(t2)B(t3)] = E[B(t1)]E[B(t2)B(t3)] = 0 * E[B(t2)B(t3)] = 0.

Therefore, the expected value of the product E[B(t1)B(t2)B(t3)] for t1 < t2 is 0.

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Weight gain of 5 pounds Firefly Company just paid a dividend of $15 per share, but the management expects to reduce the payout by 5 percent per year indefinitely. If you require a return of 10 percent on this stock, what will you pay for a share today? Moving to another question will save this response. Question 2 Igneous rocks that form underground are referred to as instructive igneous from cooling lava on the surface are referred to as Moving to another question will save this response. Question 2 of 6 > >> 1.5 points Save Answer while rocks that crystallize Question 2 of 6 A firm is evaluating the financing of future growth of the firm. Based on the industry inputs and its Current market position it is planning to grow at 10%, ideally without external financing. The following are its current year financials. Given the financials and constraints on external financing only working capital dynamics can be altered. Also these alterations will have implications. The Current dividend payout is 60% and is expected remain the same in the future Profit and Loss2021 Sales 3600000 COGS 1639860 Operating Cost 1639860 EBIT 320280 Interest 20280 EBT 300000 Taxes (40%) Net Income 30000OCash 180000Receivables 360000Inventories 720000Fixed Assets 144000Total Asset 270000Accounts Pay 360000LT Debt 156000Accruals 180000Common stock 1800000retained earn 204000Calculate additional funding needed for the firm without altering any long term financing.2) Calculate the cash conversion cycle (CCC) by calculating DSI, DSO and DPO. For DSI and DPO you may use COGs. 3) What kind of working capital financing can be worked out in this case? Suggest a CCC alternative and show the amount of financing that could be generated by the alteration. describe the purpose of a project charter and at least five ofits key components.Please give minimum of 2 full paragraphs of information. Thankyou! PeeDee Corporation borrowed $900,000 from First State Bank on September 1., 2022, signing a six-month, 8% note payable. Principal and interest are due at maturity. First State Bank has a calendar year Briefly explain the following Human Resource practices in yourorganisation:ii. Performance management Select one of the following functions to match the graph.A. y = (7) xB. y = (7)-xC. y = (-7) xD. y = (-7)-x Which of the following information is needed when creating an effective budget? (1 point)O gross income, variable expenses, fixed expenses, and savingsO net income, variable income, fixed income, and savingsO gross income, variable income, fixed income, and savingsO net income, variable expenses, fixed expenses, and savings Put these steps for how cancer cells multiply and spread in the correct order sequence.1. Cells multiply and form metastases2. Tumor in epithelium3. Cells travel through bloodstream and may eventually adhere to the capillary wall in the liver or other organs4. Cells break through base of epithelium to invade capillary A firm earns 25% interest on its invested capital. Interest available on assets that have a low degree of risk and are highly liquid is 10%. The firm is considering retaining a certain risk but top managers believe that a loss reserve fund of $100,000 is necessary. Insurance against the risk is available for an annual premium of $10,000. Based on these facts do you believe that the firm should retain the risk or do you believe that commercial insurance should be purchased? What other information would you like to have before you make a decision? 1. Ahmed , your neighbour, has always been curious as to what Islamic banking is and how does it differ from conventional banks. Compare and contrast Islamic Banking and conventional banking.2. Why is Riba prohibited in Islam? Give evidence for your answers. Apply a core concept model to any business use case of yourchoice? please explain me.A wave traveling at 5.0 x 10^4 meters per second has wavelength of 2.5 x 10^1 meters. What is the frequency of the wave? * O5.0 x 10^3 Hz O2.0 x 10^3 Hz O 5.0 x 10^-4 Hz None of the above