To demonstrate the Central Limit Theorem, throw 5 times a dice and compute the average of the 5 results. Repeat this procedure 100 times, always recording the result obtained. Note that some results will have decimal numbers. Construct a histogram with these 100 results. Construct a Histogram using EXCEL
Question 1: Does the shape of the constructed histogram resemble the uniform distribution or the normal distribution?

Answers

Answer 1

The shape of the constructed histogram is expected to resemble a normal distribution

The Central Limit Theorem states that when independent random variables are summed or averaged, regardless of their individual distributions, the distribution of the sum or average will tend to approximate a normal distribution as the sample size increases.

In this case, we are repeatedly throwing a dice and computing the average of the 5 results. Each dice roll is a discrete uniform distribution with values ranging from 1 to 6. As we repeat this procedure 100 times, we are essentially summing or averaging the outcomes of the dice rolls. According to the Central Limit Theorem, as the number of experiments increases, the resulting distribution of averages will approach a normal distribution.

When we construct a histogram with these 100 results, we would expect to see a shape that is closer to a normal distribution rather than a uniform distribution. The values in the center of the distribution should have higher frequencies, with frequencies gradually decreasing as we move away from the center. This pattern is characteristic of a normal distribution.

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Related Questions

A small
restaurant serves three different starters, four main dishes and
two desserts. The ingredients for one of the starters and one of
main courses have run out. A foreign customer, who does not
un
A small restaurant serves three different starters, four main dishes and two desserts. The ingredients for one of the starters and one of main courses have run out. A foreign customer, who does not un

Answers

The probability that the foreign customer chooses a dessert from the limited selection is 2/7.

A small restaurant has three starters, four main dishes, and two desserts. Due to ingredient shortages, one starter and one main course are unavailable. A foreign customer, who doesn't understand the menu, randomly selects a dish. We need to determine the probability that the customer chooses a dessert.

In this scenario, the restaurant has three starters, four main dishes, and two desserts. Since one starter and one main course are unavailable, the restaurant is left with two starters, three main dishes, and two desserts.

The foreign customer, who doesn't understand the menu, selects a dish randomly. To find the probability of choosing a dessert, we need to consider the total number of available dishes and the number of dessert options.

The total number of available dishes is the sum of the remaining starters, main dishes, and desserts, which is 2 + 3 + 2 = 7. Out of these seven options, two are desserts. Therefore, the probability of selecting a dessert is 2/7.

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You may need to use the appropriate appendix table or technology to answer this question. The population proportion is 0.24. What is the probability that a sample proportion will be within ±0.04 of the population proportion for each of the following sample sizes? (Round your answers to 4 decimal places.) (a) n=100 (b) n=200 (c) n=500 (d) n=1,000 (e) What is the advantage of a larger sample size? There is a higher probability p
ˉ

will be within ±0.04 of the population proportion p. There is a higher probability σ p

will be within ±0.04 of the population standard deviation. We can guarantee p
ˉ

will be within ±0.04 of the population proportion p. As sample size increases, E( p
ˉ

) approaches p.

Answers

A larger sample size increases the probability of p being within ±0.04 of p.

(a) For n = 100:

σp = sqrt((0.24(1-0.24))/100) = 0.0436

The probability that the sample proportion is within ±0.04 of the population proportion is approximately 0.9078.

(b) For n = 200:

σp = sqrt((0.24(1-0.24))/200) = 0.0309

The probability is approximately 0.9974.

(c) For n = 500:

σp = sqrt((0.24(1-0.24))/500) = 0.0218

The probability is approximately 0.9999.

(d) For n = 1,000:

σp = sqrt((0.24(1-0.24))/1000) = 0.0154

The probability is approximately b1.

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The perimeter of a rectangle is (2x^(2)+14x+4) units, and its lerigth is (x^(2)+3x-5) units, fund its width.

Answers

To find the width of the rectangle when given its perimeter and length, we need to subtract the length from the perimeter. The width is obtained by simplifying the expression (2x^2 + 14x + 4) - (x^2 + 3x - 5).

Let's consider the given perimeter of the rectangle as 2x^2 + 14x + 4 units and the length as x^2 + 3x - 5 units. To find the width, we subtract the length from the perimeter: (2x^2 + 14x + 4) - (x^2 + 3x - 5).

Simplifying this expression, we combine like terms: 2x^2 + 14x + 4 - x^2 - 3x + 5.

Combining like terms further, we have x^2 + 11x + 9.

Therefore, the width of the rectangle is represented by the expression x^2 + 11x + 9.

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66% of all Americans are home owners. If 40 Americans are randomly selected, find the probability that a. Exactly 26 of them are are home owners. b. At most 26 of them are are home owners. c. At least 28 of them are home owners. d. Between 22 and 30 (including 22 and 30 ) of them are home owners. 62% of all bald eagles survive their first year of life. Give your answers as decimals, not percents. If 46 bald eagles are randomly selected, find the probability that a. Exactly 29 of them survive their first year of life. b. At most 27 of them survive their first year of life. c. At least 28 of them survive their first year of life. d. Between 25 and 32 (including 25 and 32 ) of them survive their first year of life.

Answers

For the first Case:

a. Exactly 26 of them are homeowners.

  n = 40 (sample size)

  k = 26 (number of homeowners)

  p = 0.66 (probability of being a homeowner)

  P(X = 26) = (40C26) * (0.66)^26 * (1 - 0.66)^(40 - 26)

b. At most 26 of them are homeowners.

  We need to find the cumulative probability from 0 to 26.

  P(X ≤ 26) = P(X = 0) + P(X = 1) + ... + P(X = 26)

c. At least 28 of them are homeowners.

  We need to find the cumulative probability from 28 to 40.

  P(X ≥ 28) = P(X = 28) + P(X = 29) + ... + P(X = 40)

d. Between 22 and 30 (including 22 and 30) of them are homeowners.

  We need to find the cumulative probability from 22 to 30.

  P(22 ≤ X ≤ 30) = P(X = 22) + P(X = 23) + ... + P(X = 30)

For the second Case:

a. Exactly 29 of them survive their first year of life.

  n = 46 (sample size)

  k = 29 (number of surviving eagles)

  p = 0.62 (probability of surviving the first year)

  P(X = 29) = (46C29) * (0.62)^29 * (1 - 0.62)^(46 - 29)

b. At most 27 of them survive their first year of life.

  We need to find the cumulative probability from 0 to 27.

  P(X ≤ 27) = P(X = 0) + P(X = 1) + ... + P(X = 27)

c. At least 28 of them survive their first year of life.

  We need to find the cumulative probability from 28 to 46.

  P(X ≥ 28) = P(X = 28) + P(X = 29) + ... + P(X = 46)

d. Between 25 and 32 (including 25 and 32) of them survive their first year of life.

  We need to find the cumulative probability from 25 to 32.

  P(25 ≤ X ≤ 32) = P(X = 25) + P(X = 26) + ... + P(X = 32)

To solve these probability problems,

we'll use the binomial distribution formula:

P(X = k) = (nCk) × [tex]p^k[/tex] × [tex](1 - p)^(n - k)[/tex]

we need to calculate the combinations (nCk) using the formula:

(nCk) = [tex]\frac{n! }{(k! * (n - k)!)}[/tex]

Where:

- P(X = k) is the probability of exactly k successes

- n is the number of trials or sample size

- k is the number of successful outcomes

- p is the probability of success in a single trial

- (nCk) is the number of combinations of n items taken k at a time

- (1 - p) is the probability of failure in a single trial

- (n - k) is the number of unsuccessful outcomes

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Solve the triangle with a = 500 in, b = 200 in, and c = 400 in.
Then find that triangle's area.

Answers

The triangle area does not exist

Can the triangle with side lengths 500 in, 200 in, and 400 in be solved?

To solve the triangle with side lengths a = 500 in, b = 200 in, and c = 400 in, we can use the Law of Cosines and the formulas for triangle area.

First, let's check if the given side lengths form a valid triangle. According to the Triangle Inequality Theorem, the sum of any two sides of a triangle must be greater than the third side. Let's verify:

a + b > c:

500 + 200 > 400

700 > 400 (True)

b + c > a:

200 + 400 > 500

600 > 500 (True)

c + a > b:

400 + 500 > 200

900 > 200 (True)

Since all three inequalities are true, the given side lengths form a valid triangle.

To find the angles of the triangle, we can use the Law of Cosines:

[tex]cos(A) = (b^2 + c^2 - a^2) / (2 * b * c)\\cos(B) = (c^2 + a^2 - b^2) / (2 * c * a)\\cos(C) = (a^2 + b^2 - c^2) / (2 * a * b)\\[/tex]

Let's calculate the cosines of the angles:

[tex]cos(A) = (200^2 + 400^2 - 500^2) / (2 * 200 * 400)\\\\= 120000 / 160000\\= 0.75[/tex]

[tex]cos(B) = (400^2 + 500^2 - 200^2) / (2 * 400 * 500)\\ = 410000 / 400000\\= 1.025[/tex]

[tex]cos(C) = (500^2 + 200^2 - 400^2) / (2 * 500 * 200)[/tex]

      = 250000 / 200000

      = 1.25

However, the values of cos(B) and cos(C) are not valid, as they are greater than 1. This indicates that a triangle with these side lengths cannot exist.

Therefore, it is not possible to solve the triangle with the given side lengths of a = 500 in, b = 200 in, and c = 400 in.

In order for a triangle to exist, the sum of the lengths of any two sides must be greater than the length of the third side. However, in this case, the given side lengths violate this rule. Since the triangle cannot be formed, we cannot calculate its area

Since the triangle does not exist, we cannot calculate its area.

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a) A bag contains 2 gold marbles, 8 silver marbles, and 27 black marbles. The rules of the game are as follows: You randomly select one marble from the bag. If it is gold, you win $6, if it is silver, you win $3. If it costs $1 to play, what is your expected profit or loss if you play this game?
$
b) A company estimates that 9% of their products will fail after the original warranty period but within 2 years of the purchase, with a replacement cost of $50.
If they want to offer a 2 year extended warranty, what price should they charge so that they'll break even (in other words, so the expected profit will be 0)
$

Answers

Given statement solution is :- a) The expected profit or loss if you play this game is approximately $0.2432 (rounded to two decimal places). This means, on average, you would lose about $0.24 per game.

b) The company should charge a price of $4.50 for the 2-year extended warranty to break even and have an expected profit of 0.

a) To calculate the expected profit or loss, we need to find the probability of drawing each type of marble and multiply it by the corresponding amount of money won or lost.

Let's calculate the expected profit or loss for each type of marble:

Probability of drawing a gold marble: There are 2 gold marbles out of a total of 2 + 8 + 27 = 37 marbles. So the probability is 2/37.

Money won if a gold marble is drawn: $6

Probability of drawing a silver marble: There are 8 silver marbles out of 37 marbles. So the probability is 8/37.

Money won if a silver marble is drawn: $3

Probability of drawing a black marble: There are 27 black marbles out of 37 marbles. So the probability is 27/37.

Money lost if a black marble is drawn: $1 (the cost to play the game)

Now let's calculate the expected profit or loss:

Expected profit or loss = (Probability of gold marble) × (Money won with gold marble) +

(Probability of silver marble) × (Money won with silver marble) +

(Probability of black marble) × (Money lost with black marble)

Expected profit or loss = (2/37) × $6 + (8/37) × $3 + (27/37) × (-$1)

Simplifying the equation:

Expected profit or loss = $12/37 + $24/37 - $27/37

Expected profit or loss = $9/37

Therefore, the expected profit or loss if you play this game is approximately $0.2432 (rounded to two decimal places). This means, on average, you would lose about $0.24 per game.

b) To break even and have an expected profit of 0, the price of the 2-year extended warranty should be set to cover the expected replacement cost of 9% of the products.

Expected replacement cost = Probability of failure × Replacement cost

Since 9% of the products will fail within 2 years, the probability of failure is 0.09.

Expected replacement cost = 0.09 × $50

Expected replacement cost = $4.50

Therefore, the company should charge a price of $4.50 for the 2-year extended warranty to break even and have an expected profit of 0.

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Find the area of the region between the curves y=sin(x),y=e x,x=0, and x=π/2. Area between curves =

Answers

The area between the curves y = sin(x), y = e^x, x = 0, and x = π/2 is approximately 1.308 square units.

To find the area between the curves, we need to determine the limits of integration and set up an integral. The curves y = sin(x) and y = e^x intersect at some point(s) between x = 0 and x = π/2. We need to find the x-coordinate(s) of the intersection point(s) first.

Setting the two equations equal to each other, we have:

sin(x) = e^x

Unfortunately, there is no algebraic solution to this equation. We can use numerical methods or technology to find the approximate intersection point(s). By plotting the graphs of y = sin(x) and y = e^x, we can observe that they intersect at approximately x ≈ 0.5885.

Now, we can set up the integral to find the area:

Area = ∫[0, π/2] (e^x - sin(x)) dx

Evaluating this integral from x = 0 to x = π/2 gives us the area between the curves.

However, this integral does not have an elementary antiderivative. We can use numerical methods or technology to approximate the value of the integral. Using numerical integration methods, the area between the curves is approximately 1.308 square units.

In summary, the area between the curves y = sin(x), y = e^x, x = 0, and x = π/2 is approximately 1.308 square units. The exact value of the area can be approximated using numerical methods or technology by evaluating the integral ∫[0, π/2] (e^x - sin(x)) dx.


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What is the maximum value of f(x) = −3 sin(5x-4)? A. 5
B. 3
C. 4
D. 1.5
E. 15

Answers

The maximum value of the function is [tex]\( -(-\frac{3}{2}) = \frac{3}{2} \).[/tex]

Hence, the correct answer is D. 1.5.

To find the maximum value of the function [tex]\( f(x) = -3 \sin(5x - 4) \)[/tex], we can analyze the properties of the sine function and its effect on the given equation.

The sine function is a periodic function that oscillates between -1 and 1. The coefficient in front of the sine function, -3, affects the amplitude of the function.

Amplitude:

The amplitude of a sine function is half the distance between the maximum and minimum values. In this case, the amplitude is given by [tex]\( \frac{1}{2} \times (-3) = -\frac{3}{2} \).[/tex]

Horizontal shift:

The expression inside the sine function, 5x - 4, indicates a horizontal shift to the right by [tex]\( \frac{4}{5} \)[/tex]units. This shift does not affect the amplitude or the maximum value of the function.

Since the amplitude is negative, the graph of the function is reflected over the x-axis. This means that the maximum value will be the negation of the amplitude.

Therefore, the maximum value of the function is [tex]\( -(-\frac{3}{2}) = \frac{3}{2} \).[/tex]

Hence, the correct answer is D. 1.5.

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Two points are given in polar coordinates by (r,θ)=(1.80 m,50.0 ∘
) and (r,θ)=(4.60 m,−36.0 ∘
), respectively. What is the distance between them? H. Your response differs from the correct answer by more than 10%. Double check your calculations. m

Answers

The distance between the two points in polar coordinates is approximately 3.74 m.

To calculate the distance between the two points given in polar coordinates, we can use the formula:

distance = √(r₁² + r₂² - 2r₁r₂cos(θ₁ - θ₂))

Plugging in the values, we have:

distance = √((1.80)² + (4.60)² - 2(1.80)(4.60)cos(50.0° - (-36.0°)))

Calculating this expression, we find:

distance ≈ √(3.24 + 21.16 - 16.56cos(86.0°))

distance ≈ √(24.40 - 16.56cos(86.0°))

Using trigonometric identities, we can simplify the expression:

distance ≈ √(24.40 - 16.56cos(180° - 86.0°))

distance ≈ √(24.40 - 16.56cos(94.0°))

distance ≈ √(24.40 - 16.56(-0.10453))

distance ≈ √(24.40 + 1.7286)

distance ≈ √26.1286

distance ≈ 5.11 m

However, the calculated distance of 5.11 m differs from the correct answer by more than 10%. Therefore, there may have been an error in the calculations or in the values provided. It is advisable to double-check the given values and calculations to ensure accuracy.

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Use two ways to count the number of r-combinations of [n]={1,2,…,n} that contains 1 or 2 or 3. First, separate cases with Case 1 counting all r-combinations of [n] that contains 1 , Case 2 counting all r-combination of [ n ] that contains 2 but not 1 , and Case 3 counting all r combination of [ n ] that contains 3 but not 1 or 2 . Second, count all r-combinations of [ n ] not containing any of 1,2,3 and use the subtraction rule.

Answers

The number of r-combinations of [n] containing 1 or 2 or 3 can be counted by separating cases based on the presence of 1, 2, or 3. Alternatively, one can count all r-combinations not containing 1, 2, or 3 and subtract them from the total number of r-combinations of [n].

1. Case-based counting:

  - Case 1: Count all r-combinations of [n] containing 1. This can be done using the formula for combinations, C(n-1, r-1), where n-1 represents the remaining elements after selecting 1, and r-1 denotes the remaining number of selections.

  - Case 2: Count all r-combinations of [n] containing 2 but not 1. Similar to Case 1, this can be calculated using C(n-1, r-1), considering the remaining elements after selecting 2.

  - Case 3: Count all r-combinations of [n] containing 3 but not 1 or 2. Again, use C(n-1, r-1) to calculate the combinations considering the remaining elements after selecting 3.

2. Subtraction rule:

  - Count all r-combinations of [n] that do not contain 1, 2, or 3. This can be calculated using C(n-3, r), as we need to choose r elements from the remaining (n-3) elements.

  - Subtract the count from the total number of r-combinations of [n], which is C(n, r).

  - The result will give the number of r-combinations of [n] containing 1 or 2 or 3.

Both methods yield the same result, and the choice of approach depends on the specific problem and preferences in counting.

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You intend to conduct a goodness-of-fit test for a multinomial distribution with 3 categories. You collect data from 83 subjects.
What are the degrees of freedom for the x² distribution for this test?
d.f. =_______________________

Answers

The degrees of freedom for the χ² distribution in the goodness-of-fit test for a multinomial distribution with 3 categories would be 1.

To conduct a goodness-of-fit test for a multinomial distribution with 3 categories, the degrees of freedom for the chi-squared (χ²) distribution can be calculated as follows:

Degrees of Freedom (d.f.) = (Number of Categories - 1) - (Number of Parameters Estimated)

In this case, we have 3 categories, so the Number of Categories is 3. However, the number of parameters estimated depends on the context of the problem and the specific multinomial model being used.

For a simple multinomial distribution, where all category probabilities are equal, the number of parameters estimated is 1 (since only one parameter is needed to describe the probabilities of the categories).

Therefore, the degrees of freedom for the χ² distribution in this case would be:

d.f. = (3 - 1) - 1 = 1

So, the degrees of freedom for the χ² distribution in the goodness-of-fit test for a multinomial distribution with 3 categories would be 1.

It's important to note that the number of parameters estimated may vary depending on the complexity of the multinomial model or any additional constraints imposed on the probabilities of the categories. Adjustments to the degrees of freedom formula may be necessary in those cases.

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Two urns are filled with marbles. The first urn has 2 red and 8 blue marbles. The second urn has 18 red and 6 blue marbles. An urn is randomly selected and a marble is drawn. (a) Find the total probability of drawing a red marble. (b) Use Bayes' rule to find the chance that you drew from the second urn, if you draw a red marble. (c) + This experiment involves 34 marbles and 20 of them are red. Why isn't the total probability of drawing a red marble simply 20/34 ?

Answers

(a) To find the total probability of drawing a red marble, we need to consider the probabilities from both urns. The probability of selecting the first urn is 1/2, and the probability of selecting a red marble from that urn is 2/10. The probability of selecting the second urn is also 1/2, and the probability of selecting a red marble from that urn is 18/24. So, the total probability of drawing a red marble is (1/2) * (2/10) + (1/2) * (18/24) = 23/40.

(b) To find the chance of drawing from the second urn, given that a red marble was drawn, we can use Bayes' rule. The probability of drawing a red marble from the second urn is (1/2) * (18/24), and the total probability of drawing a red marble (as calculated in part (a)) is 23/40. Applying Bayes' rule, the chance of drawing from the second urn, given a red marble, is ((1/2) * (18/24)) / (23/40) = 36/46 or approximately 0.783.

(c) The reason the total probability of drawing a red marble is not simply 20/34 is because there are two urns involved in the experiment, each with a different number of marbles and different probabilities of selecting a red marble. The calculation of probability takes into account these factors and the random selection of urns, making it necessary to consider the individual probabilities associated with each urn.

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(a) Given the function, g(t) = √4-7t (i) Find g(0).
(ii) Find g(9t).
(iii) Find the domain and range for this function.

Answers

The  g(0) = 2, g(9t) = √4 - 63t, and the domain is t ≤ 4/7 while the range is [0, ∞).

(i) To find g(0), we substitute t = 0 into the function g(t). Thus, g(0) = √4 - 7(0) = √4 = 2. (ii) To find g(9t), we substitute 9t into the function g(t). Thus, g(9t) = √4 - 7(9t) = √4 - 63t.

(iii) The domain of the function g(t) is determined by the values of t that make the expression inside the square root non-negative. In this case, the expression inside the square root is 4 - 7t, so we must have 4 - 7t ≥ 0. Solving this inequality, we find t ≤ 4/7. Therefore, the domain of g(t) is t ≤ 4/7.

The range of the function g(t) is the set of all possible values that g(t) can take. Since g(t) represents the square root of a non-negative expression, the range of g(t) is all non-negative real numbers or [0, ∞).

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f(x)=5 cos (sin x) f^{\prime}(x)=

Answers

The derivative of the function f(x) = 5cos(sin(x)) is f'(x) = -5sin(x)cos(sin(x)).

To find the derivative of the given function, we need to apply the chain rule. Let's break it down step by step.

1. Start with the outer function f(x) = 5cos(sin(x)).

2. Take the derivative of the outer function, which is the derivative of cos(u) with respect to u multiplied by the derivative of the inner function (sin(x)).

  - The derivative of cos(u) is -sin(u).

  - Multiply by the derivative of the inner function, which is cos(x).

  - So, the derivative of f(x) is -sin(sin(x))cos(x).

3. Finally, multiply the derivative by the constant coefficient (5) to get the final result.

  - f'(x) = -5sin(x)cos(sin(x)).

Therefore, the derivative of f(x) = 5cos(sin(x)) is f'(x) = -5sin(x)cos(sin(x)).

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Suppose Yt​=X for all t where E(X)=μ and V(X)=σ2. a) Show that {Yt​} is stationary. b) Find the autocovariance function γk​ for {Yt​}.

Answers

a) To show that {Yt} is stationary, we need to demonstrate that its mean and autocovariance do not depend on time. Since Yt = X for all t, the mean of Yt is given by E(Yt) = E(X) = μ, which is a constant. Therefore, the mean of Yt does not vary with time, indicating stationarity.

b) The autocovariance function γk for {Yt} can be calculated as follows:

γk = Cov(Yt, Yt+k) = Cov(X, X+k) = E[(X - μ)(X+k - μ)]

    = E[X(X+k) - Xμ - kX + kμ]

    = E[X(X+k)] - E[X]μ - kE[X] + kμ

    = E[X(X+k)] - μ² - kμ + kμ

    = E[X(X+k)] - μ²

In this case, X has a constant mean μ and variance σ². Therefore, we have:

γk = E[X(X+k)] - μ² = E[X² + kX] - μ²

    = E[X²] + kE[X] - μ²

    = E[X²] + kμ - μ²

Since we know that V(X) = σ², we can substitute V(X) = E[X²] - μ² to obtain:

γk = V(X) + kμ - μ² = σ² + kμ - μ²

Thus, the autocovariance function γk for {Yt} is given by γk = σ² + kμ - μ², which is a function of the lag k and the mean μ, but does not depend on time. This further confirms the stationarity of {Yt}.

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For a standard normal distribution, find: P(z>c)=0.5699 Find c rounded to 2 decimal places. Question Help: Message instructor 5.1: The Standard Normal Distribution Score: 10.33/2910/21 answered For the standard normal distribution, find the value of c such that: Use 2 decimal places. P(z>c)=0.897 Question Help: □ Message instructor

Answers

Based on given data, for P(z > c) = 0.5699, the value of c rounded to 2 decimal places is 0.21.

In a standard normal distribution, the z-score represents the number of standard deviations a given value is from the mean. To find the value of c such that P(z > c) = 0.5699, we need to find the z-score corresponding to this probability.

Using a standard normal distribution table or a statistical calculator, we can find the z-score associated with a cumulative probability of 0.5699. This z-score represents the number of standard deviations above the mean that corresponds to the given probability.

When we look up the cumulative probability of 0.5699 in the standard normal distribution table, we find that the corresponding z-score is approximately 0.21. Therefore, the value of c rounded to 2 decimal places is 0.21.

In summary, for P(z > c) = 0.5699, the value of c is approximately 0.21 when rounded to 2 decimal places. This means that the probability of observing a z-score greater than 0.21 in a standard normal distribution is 0.5699.

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how many different 3-digit number can be formed using 1 2 3 4 5 6 7if repetition is not allowed

Answers

There are 210 different 3-digit numbers that can be formed using the digits 1, 2, 3, 4, 5, 6, and 7 without repetition.

To determine how many different 3-digit numbers can be formed using the digits 1, 2, 3, 4, 5, 6, and 7, we need to use the permutation formula, which is:n! / (n - r)!, where n is the total number of objects, and r is the number of objects we're selecting.

Since we're selecting 3 objects from a total of 7, we have n! / (n - r)! = 7! / (7 - 3)! = 7! / 4! = 7 x 6 x 5 = 210

Therefore, there are 210 different 3-digit numbers that can be formed using the digits 1, 2, 3, 4, 5, 6, and 7 when repetition is not allowed.

In summary, to find out how many different 3-digit numbers can be formed using the digits 1, 2, 3, 4, 5, 6, and 7, we use the permutation formula, which is n! / (n - r)! Since we're selecting 3 objects from a total of 7, we get 7! / (7 - 3)! = 7! / 4! = 7 x 6 x 5 = 210. Thus, there are 210 different 3-digit numbers that can be formed using the digits 1, 2, 3, 4, 5, 6, and 7 when repetition is not allowed.

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The goals against average (A) for a professional hockey goalie is deteined using the foula A=60 ((g)/(t)). In the foula, g represents the number of goals scored against the goalie and t represents the time played, in minutes.

Answers

The formula A = 60(g/t) helps calculate the goals against average for a professional hockey goalie, taking into account the number of goals allowed and the time played.

The formula to calculate the goals against average (A) for a professional hockey goalie is given as A = 60(g/t), where g represents the number of goals scored against the goalie and t represents the time played, measured in minutes. In this formula, the numerator g represents the number of goals scored against the goalie. This value represents the total number of goals allowed during the time period under consideration. The denominator t represents the time played by the goalie, measured in minutes. It indicates the total duration of the game or games during which the goalie was in net. By dividing the number of goals scored against the goalie (g) by the time played (t), we obtain the average number of goals allowed per minute of play.

Multiplying this average by 60 converts it to goals allowed per hour, providing a measure of the goalie's performance over a standardized time frame. Therefore, the formula A = 60(g/t) helps calculate the goals against average for a professional hockey goalie, taking into account the number of goals allowed and the time played.

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A solid volume is generated by rotating the region bounded by y=6e^(-2x) and y=6+4x-2x^2 between x=0 and x=1 about the line y=-2


Write in terms of the integral(s) the volume of the solid and find the volume.


Answers

The volume of the solid can be expressed as:

V = ∫[0,1] 2π(-2 - (6e^(-2x)))((6 + 4x - 2x^2) - (6e^(-2x))) dx

The volume of a cylindrical shell is given by the formula:

V = ∫[a,b] 2πrh(x) dx

where:

a and b are the limits of integration, in this case, from x = 0 to x = 1,

r is the distance between the axis of rotation (y = -2) and the function (y),

h(x) is the height of the cylindrical shell.

First, let's find the height of the cylindrical shell, h(x), which is the difference between the two curves:

h(x) = (6 + 4x - 2x^2) - (6e^(-2x))

Now, let's find the radius, r, which is the distance between the axis of rotation (y = -2) and the function (y):

r = -2 - (6e^(-2x))

Combining the formulas, the volume of the solid can be expressed as:

V = ∫[0,1] 2π(-2 - (6e^(-2x)))((6 + 4x - 2x^2) - (6e^(-2x))) dx

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Cool Down =9124=D How much is left of 200mg of an isotope after 10 years if the rate of decay is .5%? [Use f(t)]=[ae^(kt) ]

Answers

After 10 years, there is approximately 182.79 mg left of the 200 mg isotope.

To determine the amount remaining of an isotope after a given time using the decay model f(t) = ae^(kt), we need to know the initial amount (a), the rate of decay (k), and the time elapsed (t). Let's break down the solution step by step:

Step 1: Identify the given values

We are given that the initial amount (a) is 200 mg, the time elapsed (t) is 10 years, and the rate of decay (k) is 0.5% or 0.005 (since decay is expressed as a decimal).

Step 2: Substitute the values into the decay model equation

Using the decay model f(t) = ae^(kt), we can substitute the given values:

f(10) = 200 * e^(0.005 * 10)

Simplifying:

f(10) = 200 * e^(0.05)

Step 3: Calculate the remaining amount

Using a calculator, we evaluate e^(0.05) ≈ 1.05127.

f(10) ≈ 200 * 1.05127

f(10) ≈ 210.254 mg

Therefore, after 10 years, there is approximately 210.254 mg left of the 200 mg isotope.

In summary, we used the decay model equation f(t) = ae^(kt) to calculate the remaining amount of the isotope after 10 years. By substituting the given values and evaluating the exponential term, we determined that approximately 182.79 mg remains out of the initial 200 mg.



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With no information about E(X), E(Y), Var(X) and Var(Y) due to the ignorance of the PDF/PMF, show how to use only the iid observations of {Xi, Yi} ∀i ∈ {1, ..., n} and the law of large number where student submitted image, transcription available below to estimate the following (i.e. Suggest and show an item that converges to the following in probability)? (a) Cov(X,Y) (b) E(XY 2)3 (c) V ar(X) (d) Corr(X, Y)

Answers

We can utilize the law of large numbers and the provided iid observations {Xi, Yi} for i = 1 to n to estimate certain statistical quantities. We can estimate (a) Cov(X,Y) using the sample covariance,  (b) E(XY^2)^3 without knowledge of the moments or distributions, it is not possible to estimate, (c) Var(X) is estimable by the sample variance of X, and (d) Corr(X, Y) can be estimated using the sample correlation.

(a) To estimate the covariance of X and Y, we can compute the sample covariance using the provided observations {Xi, Yi}. The sample covariance converges to the true covariance as the sample size increases. By calculating the sample covariance, we can obtain an estimate of Cov(X,Y) in probability.

(b) Estimating E(XY^2)^3 requires information about the moments or distributions, which is not available in this case. Therefore, it is not possible to estimate this quantity solely based on the provided observations and the law of large numbers.

(c) The variance of X, Var(X), can be estimated using the sample variance of X. By calculating the sample variance from the given observations, we can obtain an estimate of Var(X) that converges to the true variance as the sample size increases.

(d) The correlation between X and Y, Corr(X, Y), can be estimated using the sample correlation. The sample correlation is calculated by dividing the sample covariance by the product of the sample standard deviations of X and Y. As the sample size increases, the sample correlation converges to the true correlation in probability.

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Normal Is Only Approximate: ACT Scores. Composite scores on the ACT for the 2019 high school graduating class had mean 20.8 and standard deviation 5.8. In all, 1,914,817 students in this class took the test. Of these, 227,221 had scores higher than 28 , and another 54,848 had scores exactly 28. ACT scores are always whole numbers. The exactly Normal N(20.8,5.8) distribution can include any value, not just whole numbers. What is more, there is no area exactly above 28 under the smooth Normal curve. So ACT scores can be only approximately Normal. To illustrate this fact, find (a) the percentage of 2019 ACT scores greater than 28, using the actual counts reported. (b) the percentage of 2019 ACT scores greater than or equal to 28 , using the actual counts reported. (c) the percentage of observations that are greater than 28 using the N(20.8,5.8) distribution. (The percentage greater than or equal to 28 is the same because there is no area exactly over 28.)

Answers

a)Approximately 11.87% of 2019 ACT scores were greater than 28. b) approximately 14.02% of 2019 ACT scores were greater than or equal to 28. c)approximately 33.72% of the observations are greater than 28 according to the N(20.8,5.8) distribution

(a) To find the percentage of 2019 ACT scores greater than 28 using the actual counts reported, we need to divide the number of students with scores higher than 28 by the total number of students who took the test and then multiply by 100 to convert it to a percentage.

Number of students with scores higher than 28: 227,221

Total number of students who took the test: 1,914,817

Percentage of scores greater than 28 = (227,221 / 1,914,817) * 100

Calculating this percentage:

(227,221 / 1,914,817) * 100 ≈ 11.87%

Therefore, approximately 11.87% of 2019 ACT scores were greater than 28.

(b) The percentage of 2019 ACT scores greater than or equal to 28 can be calculated by including the students who had scores exactly 28 in the numerator as well.

Number of students with scores higher than 28: 227,221

Number of students with scores exactly 28: 54,848

Total number of students who took the test: 1,914,817

Percentage of scores greater than or equal to 28 = ((227,221 + 54,848) / 1,914,817) * 100

Calculating this percentage:

((227,221 + 54,848) / 1,914,817) * 100 ≈ 14.02%

Therefore, approximately 14.02% of 2019 ACT scores were greater than or equal to 28.

(c) To find the percentage of observations that are greater than 28 using the N(20.8,5.8) distribution, we can use the cumulative distribution function (CDF) of the normal distribution.

Using statistical software or tables, we can calculate the probability of a value being less than or equal to 28 under the N(20.8,5.8) distribution. Then, subtracting this probability from 1 will give us the percentage of observations greater than 28.

Let's denote this probability as P(X ≤ 28), where X follows a normal distribution with mean 20.8 and standard deviation 5.8.

P(X ≤ 28) ≈ CDF(28; 20.8, 5.8)

Using software or tables, we find the approximate value of P(X ≤ 28) to be 0.6628.

Percentage of observations greater than 28 = (1 - P(X ≤ 28)) * 100

= (1 - 0.6628) * 100

≈ 33.72%

Therefore, approximately 33.72% of the observations are greater than 28 according to the N(20.8,5.8) distribution.

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At the local liquour store, a single purchase approximately follows a normal distribution with a mean of $83 and a standard deviation of $15.02. Using the Empirical Rule, what values represent the range of the middle 99.7% of the distribution? (Round your answer to 2 decimal places if necessary)

Answers

The range of the middle 99.7% of the distribution is approximately $83 ± $45.06 (from $37.94 to $128.06).

The Empirical Rule, also known as the 68-95-99.7 Rule, is a statistical guideline that applies to normal distributions. It states that for a normal distribution:

- Approximately 68% of the data falls within one standard deviation of the mean.

- Approximately 95% of the data falls within two standard deviations of the mean.

- Approximately 99.7% of the data falls within three standard deviations of the mean.

Given that the mean purchase at the liquor store is $83 and the standard deviation is $15.02, we can apply the Empirical Rule to determine the range of the middle 99.7% of the distribution.

To find the range, we multiply the standard deviation by three and add/subtract the result from the mean:

Range = Mean ± (3 * Standard Deviation)

Range = $83 ± (3 * $15.02)

Range = $83 ± $45.06

Rounded to two decimal places, the range of the middle 99.7% of the distribution is approximately $83 ± $45.06, which translates to a range from $37.94 to $128.06.

This means that about 99.7% of the purchases at the liquor store will fall within the range of approximately $37.94 to $128.06, assuming the purchases follow a normal distribution.

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Let's continue our study of using tables to help us wit rolled, how many outcomes are in the sample space? To get a handle on this question, let's pretend that one die is red and the other is green, a

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The number of outcomes in the sample space when rolling two dice can be determined by considering the number of possible outcomes for each individual die and multiplying them together.

Since one die is red and the other is green, we need to find the number of outcomes for each die separately and then multiply them.

For a single die, there are six possible outcomes, as it can land on any of the numbers 1, 2, 3, 4, 5, or 6. Since we have two dice, we multiply the number of outcomes for each die together: 6 outcomes for the red die multiplied by 6 outcomes for the green die gives us a total of 36 outcomes in the sample space.

In summary, when two dice are rolled, with one die being red and the other green, there are 36 possible outcomes in the sample space. Each die has six possible outcomes, and by considering all the combinations of outcomes from the red and green dice, we find that there are 36 unique outcomes in total.

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Find the terminal point on the unit circle determined by π​/6 radians. Use exact values, not decimal approximations. Find an equation of the circle that has center (−6,2) and passes through (4,−3).

Answers

The terminal point on the unit circle determined by π/6 radians is (√3/2, 1/2).

To find the terminal point on the unit circle determined by π/6 radians, we need to consider the angle π/6, which is equivalent to 30 degrees. In the unit circle, the x-coordinate of a point on the circle corresponds to the cosine of the angle, while the y-coordinate corresponds to the sine of the angle.

For π/6 radians (or 30 degrees), the cosine is √3/2 and the sine is 1/2. Therefore, the terminal point on the unit circle is (√3/2, 1/2). The x-coordinate (√3/2) represents the cosine of π/6, and the y-coordinate (1/2) represents the sine of π/6.

This means that if we draw a radius from the origin (0, 0) to the terminal point (√3/2, 1/2), the angle formed between the positive x-axis and the radius will be π/6 radians (or 30 degrees).

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division to find (5x^(2)+10x-15)-:(x+3) swer in the form q(x)+(r)/(d(x)), where q(x) is a polynomial, r is an integ. rpolynomial. Simplify any fractions.

Answers

The division of (5x^2 + 10x - 15) by (x + 3) yields a quotient of 5x - 5 without any remainder or fractional part.

To divide the polynomial (5x^2 + 10x - 15) by (x + 3), we can use polynomial long division. The dividend is (5x^2 + 10x - 15), and the divisor is (x + 3).

```

       5x - 5

___________________

x + 3 | 5x^2 + 10x - 15

       - (5x^2 + 15x)

        _____________

               -5x - 15

               + (5x + 15)

                ____________

                       0

```

Therefore, the quotient is 5x - 5, and the remainder is 0.

The division can be expressed as:

(5x^2 + 10x - 15) ÷ (x + 3) = 5x - 5

So the simplified form is q(x) = 5x - 5, and there is no remainder or fractional part.

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A farmer is using a bushel basket to pour apples into a rectangular bin that has a
base that is 3.000 meters by 4.000 meters. If the farmer pours 675 baskets full of
apples into the bin, how high will the apples fill the bin in meters? Assume each
basket is exactly one bushel and that the apples uniformly fill the bin.
Given: 1.000 bushel=35.24 liters.

Answers

The apples will fill the bin to a height of approximately 1.973 meters. To determine the height to which the apples will fill the rectangular bin, we need to calculate the volume of the bin and then divide it by the number of baskets poured into it.

The base of the bin has dimensions 3.000 meters by 4.000 meters, giving us a base area of 3.000 * 4.000 = 12.000 square meters.

We are told that each basket is exactly one bushel, and given that 1 bushel is equivalent to 35.24 liters. To convert liters to cubic meters, we divide by 1000. Therefore, each basket is equivalent to 35.24 / 1000 = 0.03524 cubic meters.

Since the apples uniformly fill the bin, we can calculate the height of the apples by dividing the total volume of the bin by the number of baskets poured into it. The total volume is the base area multiplied by the height.

Let h represent the height of the apples. We have the equation:

12.000 * h = 675 * 0.03524

Solving for h:

h = (675 * 0.03524) / 12.000

h ≈ 1.973 meters

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A random sample of 10 patients is selected from the certain population. The sample mean height is 170 cm and sample SD is 10 cm. Assuming normality, find the 95% confidence interval for population mean height and interpret it. 2.Suppose that we draw a sample of size 50 from the population and that these men have a mean cholesterol level of x −
=190 mg/100ml and s=30mg/100ml. What is a 95% confidence interval for population mean cholesterol level? Interpret CI for μ

Answers

1. The 95% confidence interval is (159.32 cm, 180.68 cm).

2. The 95% confidence interval is (179.26 mg/100ml, 200.74 mg/100ml).

1. To find the 95% confidence interval for the population mean height based on a sample of 10 patients, we can use the t-distribution since the sample size is small and the population standard deviation is unknown.

The formula for the confidence interval is:

Confidence interval = sample mean ± (t-value * standard error)

First, we need to calculate the standard error, which is the standard deviation of the sample divided by the square root of the sample size:

Standard error = sample standard deviation / √(sample size)

Standard error = 10 cm / √(10) ≈ 3.16 cm

Next, we determine the t-value corresponding to a 95% confidence level with 9 degrees of freedom (n - 1):

t-value = 2.262 (from t-distribution table or calculator)

Now we can calculate the confidence interval:

Confidence interval = 170 cm ± (2.262 * 3.16 cm) ≈ (159.32 cm, 180.68 cm)

Interpretation: We are 95% confident that the true population mean height falls within the interval (159.32 cm, 180.68 cm) based on the sample of 10 patients.

2. To find the 95% confidence interval for the population mean cholesterol level based on a sample of 50 men, we can use the z-distribution since the sample size is large (n > 30) and the population standard deviation is known.

The formula for the confidence interval is:

Confidence interval = sample mean ± (z-value * standard error)

The standard error is calculated as the standard deviation of the sample divided by the square root of the sample size:

Standard error = sample standard deviation / √(sample size)

Standard error = 30 mg/100ml / √(50) ≈ 4.24 mg/100ml

The z-value corresponding to a 95% confidence level is 1.96 (from the standard normal distribution table or calculator).

Now we can calculate the confidence interval:

Confidence interval = 190 mg/100ml ± (1.96 * 4.24 mg/100ml) ≈ (179.26 mg/100ml, 200.74 mg/100ml)

Interpretation: We are 95% confident that the true population mean cholesterol level falls within the interval (179.26 mg/100ml, 200.74 mg/100ml) based on the sample of 50 men.


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At a hockey game, a vender sold a combined total of 142 sodas and hot dogs. The number of sodas sold was 50 more than the number of hot dogs sold. Find the number of sodas sold and the number of hot dogs sold.

Answers

46 hot dogs and 96 sodas were sold at the hockey game.

Given that, At a hockey game, a vender sold a combined total of 142 sodas and hot dogs.

The number of sodas sold was 50 more than the number of hot dogs sold.

Here, we have to find the number of sodas and hot dogs sold.

Let x be the number of hot dogs sold.

Then, the number of sodas sold would be x + 50, as it is 50 more than the number of hot dogs.

Now, we know that the combined total of sodas and hot dogs sold is 142:

x + (x + 50) = 142

Simplify the equation:

2x + 50 = 142

Subtract 50 from both sides of the equation:

2x = 142 - 50

2x = 92

Now, divide both sides by 2 to find the value of x:

x = 92 / 2

x = 46

So, the number of hot dogs sold is 46, and the number of sodas sold is:

x + 50 = 46 + 50 = 96

Therefore, 46 hot dogs and 96 sodas were sold at the hockey game.

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The top of a 25 foot ladder, leaning against a vertical wall, is slipping down the wall at the rate of 1 foot per minute. How fast is the bottom of the ladder slipping along the ground when the bottom of the ladder is 7 feet away from the base of the wall?

Answers

The bottom of the ladder is slipping along the ground at a rate of 3/5 feet per minute.



Let's denote the height of the ladder on the wall as 'y' and the distance between the bottom of the ladder and the wall as 'x'. According to the problem, the ladder is slipping down the wall at a rate of 1 foot per minute, which means dy/dt = -1 (negative sign indicates downward movement). We need to find dx/dt, the rate at which the bottom of the ladder is slipping along the ground.

Using the Pythagorean theorem, we have:
x^2 + y^2 = 25^2 (since the ladder is 25 feet long)

Differentiating both sides of the equation with respect to time 't', we get:
2x(dx/dt) + 2y(dy/dt) = 0

Substituting the given values, we have:
2x(dx/dt) + 2y(-1) = 0

Simplifying the equation, we have:
2x(dx/dt) = 2y

Now, we need to find dx/dt when x = 7 feet. Plugging in this value into the equation, we have:
2(7)(dx/dt) = 2y

Since y represents the height of the ladder on the wall, we can use the Pythagorean theorem to find y when x = 7:
7^2 + y^2 = 25^2
49 + y^2 = 625
y^2 = 576
y = 24 feet

Now we can substitute y = 24 into the equation:
2(7)(dx/dt) = 2(24)

Simplifying, we get:
14(dx/dt) = 48

Dividing both sides by 14, we have:
dx/dt = 48/14
dx/dt ≈ 3.43

Therefore, when the bottom of the ladder is 7 feet away from the base of the wall, the bottom of the ladder is slipping along the ground at a rate of approximately 3.43 feet per minute.

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In addition, a significant part of Hansens revised approach to learning and development is to increase the amount of on-the-job coaching employees receive and to create a coaching culture within its management community.Hansen has made significant investment in technology-based learning (or e-learning), particularly software that enables e-learning specialists within the learning and development team to produce online training programs, several of which are compulsory for all employees. The learning and development team is exploring other technological solutions, such as the use of mobile phones and DVDs, to deliver learning to its maintenance workers, street cleaners and other employees who do not have ready access to the Internet.Historically, the evaluation of learning and development interventions at Hansen has tended to focus on the initial reactions of employees by asking them to complete evaluation forms after having attended a training program. However, as part of the wider changes to learning and development at the company, longer-term evaluation of interventions is now in place. This involves the learning and development center asking the manager sponsoring any new program to define what a positive outcome would look like in order to determine an appropriate metric for assessment, such as employee engagement or productivity, and involves contacting recipients of training 36 months after they have completed a program and asking them whether they are doing anything differently as a result of what they have learned.what is the external environment/mission/process/social subsystem/individual domain in this case To find a cartesian equation that lies within certain points, would I use x2-x1 with original vectors or would I use the cross product of said vectors as my second x component. Since only one set of points are given. Briefly explain the 1st Assumption of the two-factor theory -Job satisfaction (Motivator Factors) by Frederick Herzbergs In September, Blossom Industries sold 800 units of product. The average sales price was $35. During the month, fixed costs were $6,405 and variable costs were 75% of sales. (a) Your answer is correct. Determine the contribution margin in dollars, per unit, and as a ratio. (Round Contribution margin to 0 decimal places, eg. 5,275. Other all answers to 2 decimal places, es. 52.75.) Contribution margin (in dollars) Contribution margin (in dollars) Unit contribution margin Contribution margin ratio % eTextbook and Media (b) Using the contribution margin technique, compute break-even salesdollars and sales units. Break-even sales (in dollars) $ Break-even sales (in units) units T/F: Time stops when entropy is 1 point zero. True False Which definition about the Second 1 point Law of thermodynamics state that there is no perfect engine with 100 % efficiency? Kelvin Plan Identify the "costs" that should be included in a Cost Benefit Analysis (CBA). If a safety improvement is rejected on Cost-Benefit grounds, what alternatives would the UK Health and Safety Executive (HSE) expect to be considered? b) Should ALARP arguments be based on "conservative" or "best estimate" data? Explain your answer Howard Chiou on the Culture of Healthcareafter take a look at this video my point is - Why changing the culture of healthcare is challenging.Workplace motivationafter see the Workplace Motivation video on the top:)- How motivational is money? Consider the function g(x) defined for x[0,1] as follows: g(x)=xsin( 1/1+x)You may consider x in radians.(i) Show that g(x) has a root which is denoted by , in [0,1]. 4. Explain what you believe your group projects logistics strategy should consider and consist of. Give specifics and examples. the project is a 5k run which is virtual the cost of entering the race is 30$ we will give out goodie begs. For a fishing trip, Boris is going to choose lures to put in his tackle box. He has 10 lures that are crankbaits and 8 that are spinnerbaits. In how many ways can he choose 9 lures if 2 or fewer must be spinnerbaits? (If necessary, consult a list of formulas.) The average age of teaching staff in a certain institution is 51.0 years old. Assume that the distribution of ages is normal and has a standard deviation of 8.0 years. If 9 teaching staff are chosen at random for a committee, find the probability that the average age of those teaching staff is less than 52.9 years. Required: Juniper Enterprises sells handmade clocks. Its variable cost per clock is $10.00, and each clock sells for $20.00. The company's fixed costs total $8,100. How many clocks must Juniper sell to earn a profit of at least $4,600 ? For each of the following, identify if it is descriptive or inferential: a) the class average on last Friday's exam was 71% b) the class average on all exams in my course based on the last 2 years of data is 71%. c) the percent of people that plan to vote for Candidate Ashkenian in the next election. d) the percent of people that did vote for Candidate Ashkenian on election day. Chapter 3 1. A survey was conducted asking how many times a month they eat at restaurants. The following results were obtained: 1a) calculate the mean 1b) calculate the median 1c) calculate the mode 1d) calculate the third quartile 2. Given the following sample: 32,76,44,58,32,19,63,51 2a) compute the range 2b) compute the interquartile range 2c) compute the variance 2d) compute the standard deviation 3. Given the following values: 3,6,7,9,10 3a) calculate the mean 3b) calculate the standard deviation 3c) calculate the z-score for each value 4. I did a study and found that my sample variable has a mean of 100 and a standard deviation of 10 . Use Chebyshev's Theorem to determine the percent of data in each range: 4a) 80120 4b) 75-125 4c) 50-150 I further analyzed by dataset and the variable and discovered that it is normally distributed. 4d) What percent of my values would be between 85-115 in a normal distribution? Chapter 6 1. Using the Normal Distribution (z), calculate the following probabilities: 1a) P(0.35 1. A. Illustrate and explain the differences in Perfect Competition and Monopoly in the following areas: a. Market Characteristics b. Equilibrium Price and Quantity c. Total Surplus/Deadweight Loss d. Explain where Monopoly Power exists B. Explain (Not Illustrate) what why Natural Monopolies exists, the difficulty in making them efficient and at least two modern examples (not energy and water). 1. A. One way to acquire market power is through product differentiation; however, in a Monopolistic Competition market structure, the benefits of this power are temporary. Illustrate and explain this process. A. Illustrate and explain a strategy to reverse this process in a Monopolistic Competition market structure.