Let xi, Xn be ii.d random vorables ... 2 given by frasex I(,-) (*) {x...... Xn} . Does E[x] exist? If so find it. Does ECYJ exist? If find it Let Y= min SO

Answers

Answer 1

E[x] and ECYJ exists.

Given,

xi, Xn be random variables 2 given by far x I(,-) (*) {x Xn}

Consider Y = min(xi, Xn)Y = {xi if xi < Xn; Xn if xi > Xn}

Probability that Y = xiP(Y=xi) = P(xi < Xn) = (1/2) and P(Y=Xn) = P(xi>Xn) = (1/2)E[Xi] = µ and σ² Var(Xi) exist.

Because xi, Xn are iid from the same distribution, then E[Xn] = µ and σ² Var(Xn) exist.

We know that E[Y] = µ {E[Xi] = E[Xn]}We have, Y = xi or Y = Xn, soY² = Y

Therefore, E[Y²] = E[Y] = µSince we know that E[Y²] = P(Y=xi) xi² + P(Y=Xn)Xn²,

We have, µ = (1/2)xi² + (1/2)Xn²If we add xi and Xn, then Y ≤ xi and Y ≤ Xn, then Y ≤ min(xi, Xn)

So, xi + Xn ≥ 2Y

The left-hand side has mean 2µ,So, 2µ ≥ 2E[Y]µ ≥ E[Y]

The value of E[Y] is µSo, µ ≥ E[Y].

Hence, E[X] exist and E[X] = µ

Given, Y= min(xi, Xn)

So, E[Y] exists and E[Y] = µ / 2

We know that E[Y²] = P(Y=xi) xi² + P(Y=Xn)Xn²= (1/2)xi² + (1/2)Xn²

The variance of Y is Var(Y) = E[Y²] - [E[Y]]²= [(1/2)xi² + (1/2)Xn²] - (µ/2)²= (1/2)[xi² + Xn²] - (µ²/4)

Since xi, Xn are iid from the same distribution, Var(Xi) = Var(Xn) = σ²Var(Y) = (1/2)[2σ² - (µ²/2)]

As we know that E[Y] = µ/2, so ECYJ exists.

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Related Questions

the bacteria in a 10-liter container double every 2 minutes. after 57 minutes the container is full. how long did it take to fill a quarter of the container?

Answers

If the bacteria in a 10-liter container double every 2 minutes, then it took approximately 51 minutes to fill a quarter of the container with bacteria.

We know that the bacteria in a 10-liter container double every 2 minutes. After 57 minutes, the container is full. To determine how long it took to fill a quarter of the container, we can work backward.

Since the bacteria double every 2 minutes, the container would be half full after 55 minutes (57 minutes minus 2 minutes). After 53 minutes, it would be a quarter full (55 minutes minus 2 minutes).

Therefore, it took approximately 53 minutes to fill a quarter of the container with bacteria.

By subtracting 53 minutes from the total time it took to fill the container (57 minutes), we find that the remaining time of 4 minutes was needed to fill the remaining three-quarters of the container.

Thus, based on the given doubling rate, it took 53 minutes to fill a quarter of the container with bacteria.

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You wish to test the following claim (H) at a significance level of a = 0.01 Hip = 0.27 Hip > 0.27 You obtain a sample of size n = 253 in which there are 91 successful observations. For this test, you should NOT use the continuity correction, and you should use the normal distribution as an approximation for the binomial distribution What is the test statistic for this sample? (Report answer accurate to three decimal places.) test statistic What is the p-value for this sample? (Report answer accurate to four decimal places.) p-value = The p-value is... less than (or equal to) a greater than a This test statistic leads to a decision to... reject the null accept the null fallitolectate nu AC

Answers

The test statistic for the sample is 2.104, and the p-value is less than 0.01. Based on these results, we reject the null hypothesis and conclude that there is evidence to support the claim that the proportion is greater than 0.27.

To calculate the test statistic, we first need to compute the sample proportion. In this case, the sample size is n = 253, and there are 91 successful observations. Therefore, the sample proportion is 91/253 = 0.359.

Next, we use the formula for the test statistic when using the normal approximation to the binomial distribution:

test statistic = (sample proportion - hypothesized proportion) / standard error

Since we are not using the continuity correction, the standard error can be calculated as the square root of (hypothesized proportion * (1 - hypothesized proportion) / n). Plugging in the values, we get:

standard error = √(0.27 * (1 - 0.27) / 253) = 0.026

Now we can calculate the test statistic:

test statistic = (0.359 - 0.27) / 0.026 = 2.104

To find the p-value, we look up the test statistic in the standard normal distribution table (or use statistical software). The p-value corresponds to the probability of obtaining a test statistic as extreme or more extreme than the observed value under the null hypothesis.

In this case, the p-value is less than 0.01, which means the probability of observing a test statistic as extreme as 2.104, or even more extreme, is less than 0.01.

Since the p-value is less than the significance level of 0.01, we reject the null hypothesis. Therefore, we have enough evidence to support the claim that the proportion is greater than 0.27.

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Every 5 years, the Conference Board of the Mathematical Sciences surveys college math departments. In 2005, the board reported that 51% of all undergraduates taking Calculus I were in classes that used graphing calculators and 21% were in classes that used computer assignments. Suppose that 10% used both calculators and computers. a) What percent used neither kind of technology? b) What percent used calculators but not computers? c) What percent of the calculator users had computer assignments? d) Based on this survey, do calculator and computer use appear to be independent events? Explain

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The percent of undergraduates who used neither kind of technology is 18%, b.) The percent of undergraduates who used calculators but not computers is 33%. c.) Among the calculator users, 67% had computer assignments. and d.) Based on the survey, calculator and computer use seem to be related, as indicated by the 10% overlap of students using both technologies and the higher percentage of calculator users with computer assignments compared to the overall percentage of computer use.

To calculate the percentages, we can use set theory principles. Let's denote A as the set of students using calculators, B as the set of students using computers, and n as the total number of students.

From the given information, we have:

P(A ∪ B) = 51% (the percent of students using calculators)

P(B) = 21% (the percent of students using computers)

P(A ∩ B) = 10% (the percent of students using both calculators and computers)

a) To find the percent of students using neither technology, we can use the principle of complements:

P(A' ∩ B') = 100% - P(A ∪ B)
= 100% - 51%
= 49%

b) The percent of students using calculators but not computers can be calculated as:

P(A ∩ B') = P(A) - P(A ∩ B)

= 51% - 10%

= 41%

c) To determine the percent of calculator users who had computer assignments, we need to calculate the conditional probability:

P(B | A) = P(A ∩ B) / P(A)
= 10% / 51%
= 19.6%

d) The fact that P(A ∩ B) is not zero suggests that there is some association between calculator use and computer use. Moreover, the value of P(B | A) being approximately 19.6% indicates that the probability of having computer assignments given the use of calculators is not equal to the overall probability of having computer assignments.

This suggests that the events of calculator use and computer use are dependent on each other, indicating a relationship between the two technologies.

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Help me pls!!!
2.a) One fraction is between 1 and 2 less than another fraction or decimal. List three possible pairs of fractions or fractions and decimals. Circle the value in each pair that is less.

b) Represent each pair together on a single number line.

Answers

a) To find three possible pairs of fractions or decimals where one is between 1 and 2 less than the other, we can consider various combinations. Here are three examples:

Pair 1: 2/3 and 4/5

The value between these fractions is 1 less than 4/5, which is 3/5. Circle 3/5.

Pair 2: 0.75 and 1.9

The value between these decimals is 2 less than 1.9, which is 0.9. Circle 0.9.

Pair 3: 7/8 and 1.6

The value between these fraction and decimal is 1 less than 1.6, which is 0.6. Circle 0.6.

b) To represent these pairs on a single number line, we can mark the values and plot the pairs accordingly. Let's assume a number line with 0 as the starting point:

0 ─────────────── 0.6 ────── 0.75 ────── 0.9 ────── 1 ────── 1.6 ────── 1.9 ────── 2

On this number line, we can plot the pairs as follows:

Pair 1: 0.6 ────── 0.75 ────── 1

Circle the value 0.6.

Pair 2: 0.75 ────── 0.9 ────── 1.9

Circle the value 0.9.

Pair 3: 0.6 ────── 7/8 ────── 1.6

Circle the value 0.6.

This representation shows the location of the pairs on a single number line, with the circled values indicating the one that is less in each pair

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2. It's believed that as many as 22% of adults over 50 never graduated from high school. We wish to see if this percentage is the same among the 25 to 30 age group.
a) How many of this younger age group must we survey in order to estimate the proportion of non-grads to within 6% with 90% confidence?
n = ______ Round up to the nearest integer.)
b) Suppose we want to cut the margin of error to 5%. What is the necessary sample size?
n = _______ Round up to the nearest integer.)
c) What sample size would produce a margin of error of 3%.
n = _______ Round up to the nearest integer.)

Answers

a) We must survey 172 adults of the 25 to 30 age group to estimate the proportion of non-grads to within 6% with 90% confidence.

b)  We need to survey 271 adults in the 25 to 30 age group to reduce the margin of error to 5%.

c) We need to survey 482 adults in the 25 to 30 age group to produce a margin of error of 3%.

The formula to calculate the sample size given the population proportion, percentage error, and confidence interval is:

n = [ z² × p (1 - p) ] / e²,

where:

n = sample size

p = proportion

z = confidence level (Z-score)

e = margin of error

a) We want to estimate the proportion of non-grads to within 6% with 90% confidence.

The population proportion, p, is given as 0.22 (22%).

Using the formula mentioned above, we have:

n = [ z² × p (1 - p) ] / e²

n = [ (1.645)² × 0.22 × (1 - 0.22) ] / 0.06²

n = 171.44 ≈ 172

b)

We want to cut the margin of error to 5%.

Using the same formula with e = 0.05, we have:

n = [ (1.645)² × 0.22 × (1 - 0.22) ] / 0.05²

n = 270.71 ≈ 271

c)

We want the margin of error to be 3%.

Using the same formula with e = 0.03, we have:

n = [ (1.645)² × 0.22 × (1 - 0.22) ] / 0.03²

n = 481.34 ≈ 482

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(q19) The scores of a mid term exam are distributed normally with mean 70 and standard deviation 15. What percentage of students would have the score between 60 and 75?
, where µ is the average value.

Answers

37.4% of the students would have scores between 60 and 75.

To find the percentage of students who would have a score between 60 and 75, we need to calculate the area under the normal distribution curve between these two values.

Let's plug in the given values into the formula you provided and calculate the probability.

P(60 ≤ X ≤ 75) = ∫[60, 75] (1/(15 * √(2π))) * e^(-((x - 70)^2)/(2*15^2)) dx

To solve this integral, we can use numerical methods or standard statistical tables. However, in this case, it is more convenient to use z-scores.

First, we need to convert the scores 60 and 75 into z-scores by using the formula:

z = (x - μ) / σ

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

For 60:

z₁ = (60 - 70) / 15 = -2/3

For 75:

z₂ = (75 - 70) / 15 = 1/3

Now we can look up the probabilities corresponding to these z-scores in the standard normal distribution table (also known as the z-table) or use a statistical calculator.

From the z-table, we can find the following probabilities:

P(-2/3 ≤ Z ≤ 1/3) ≈ 0.628 - 0.254 = 0.374

Among the given answer choices, the closest option is C. 0.378.

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is the set of all 2x2 upper triangular matrices a vector space?

Answers

No, the set of all 2x2 upper triangular matrices is not a vector space.

In order for a set to be a vector space, it must satisfy several conditions: closure under addition and scalar multiplication, existence of an additive identity, existence of additive inverses, and compatibility with scalar multiplication.
While the set of all 2x2 upper triangular matrices is closed under addition and scalar multiplication, it fails to meet the requirement of having an additive identity. An additive identity is an element that, when added to any other element in the set, leaves the element unchanged. In this case, the zero matrix (a matrix consisting of all zeros) would need to be an element of the set, but it is not an upper triangular matrix.
Therefore, the set of all 2x2 upper triangular matrices does not satisfy the necessary conditions to be considered a vector space.

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If the estimate of 0 is negative:
A) there is a negative relationship between X and Y.
B) an increase in X corresponds to a decrease in Y.
C) one must reject the hypothesis that there is a positi

Answers

The correct answer is Option (B) an increase in X corresponds to a decrease in Y .

An increase in X is accompanied by a decrease in Y if the estimate of 0 is negative. The nature and strength of the relationship between two random variables is described by the coefficient of correlation in statistics. The Pearson coefficient of correlation ranges between -1 and +1, with positive values indicating a positive correlation, and negative values indicating a negative correlation. If the coefficient is zero, it shows no correlation between the variables.

When there is a negative correlation, one variable goes up while the other goes down. In the given question, if the estimate of 0 is negative, an increase in X corresponds to a decrease in Y.  It means that the two variables are negatively correlated. At the point when X expands, Y diminishes, as well as the other way around.

Option (B) is the correct answer. The hypothesis that there is a positive correlation between the variables must be rejected since the estimate of the coefficient of correlation is negative.

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Find r and o complex numbers: (A) Z1= (2-2i)/(2+2i) (B) Z2 =5i (C) Z3= -5-5i

Answers

The r and o complex numbers:

(a) Z1 = 1 - i.

(b) Z2 = 5i.

(c) Z3 = -5 - 5i.

(a) To simplify the expression Z1 = (2 - 2i)/(2 + 2i), we can multiply the numerator and denominator by the conjugate of the denominator. The conjugate of 2 + 2i is 2 - 2i.

Multiplying the numerator and denominator by the conjugate, we have:

Z1 = [(2 - 2i)/(2 + 2i)] × [(2 - 2i)/(2 - 2i)].

Now, let's simplify the expression:

Z1 = [(22 - 22i - 22i - 2i(-2i)) / (22 - 22i + 22i - 2i(-2i))].

Expanding the numerator and denominator, we get:

Z1 = [(4 - 4i - 4i + 4) / (4 + 4)].

Combining like terms, we have:

Z1 = (8 - 8i) / 8.

To simplify further, we can divide both the numerator and denominator by 8:

Z1 = 8/8 - 8i/8.

This simplifies to:

Z1 = 1 - i.

Therefore, the value of Z1 is 1 - i.

(b) Z2 = 5i.

For Z2, we have a straightforward expression where Z2 is equal to 5i. There is no need for any further simplification.

(c) Z3 = -5 - 5i.

For Z3, we have the expression -5 - 5i. Again, this is already in its simplest form, so no additional simplification is required.

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Find a formula for the general term an of the sequence, assuming that the pattern of the first few terms continues. (Assume that n begins with 1.) 1, − 1/2 , 1/4 , − 1/8 , 1/16 , . . . an =

Answers

The given sequence alternates between positive and negative terms, and each term is half the absolute value of the previous term. We can observe that the signs alternate between positive and negative, and the denominators of the terms are powers of [tex]2 (2^0, 2^1, 2^2, 2^3, ...).[/tex]

From this pattern, we can deduce that the general term of the sequence can be written as:

[tex]a_n = (-1)^(n+1) * (1/2)^(n-1)[/tex]

In this formula, [tex](-1)^(n+1)[/tex]ensures that the sign alternates between positive and negative, and [tex](1/2)^(n-1)[/tex]represents the denominators being powers of 2.

Thus, the formula for the general term an of the sequence is:

[tex]a_n = (-1)^(n+1) * (1/2)^(n-1)[/tex]

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Write a cosine function that has an amplitude of 2, a midline of y=4 and a period of 1/7

Answers

The general form of a cosine function is:

y = A cos (Bx - C) + D

where A is the amplitude, B is the frequency (or 2π divided by the period), C is the phase shift, and D is the vertical shift (or midline).

Using the given information, we can plug in the values to get:

A = 2 (amplitude)

D = 4 (midline)

Period = 1/7

Frequency = 2π / Period = 2π / (1/7) = 14π

So the function is:

y = 2 cos (14πx - C) + 4

where C is the phase shift. Since no phase shift is given, we can assume it to be zero. Therefore, the final equation is:

y = 2 cos (14πx) + 4

which of the following graphs represents a function that has a positive leading coefficient

Answers

The graph that represents a function that has a positive leading coefficient is the one where the line is moving up and to the right.

A function is a set of mathematical operations that produces a unique output for each input value. A function is a mathematical tool that is used to model various phenomena and operations. Functions are used in many branches of mathematics and science to describe different relationships between variables and quantities.

A coefficient is a term that refers to a numerical factor that is multiplied to a variable or an algebraic term in an equation or function.

A graph is a visual representation of data that is displayed in a chart or diagram. Graphs are used to represent the relationship between different variables and to illustrate data in a clear and easy-to-understand format.

To find the graph that represents a function with a positive leading coefficient, we need to look at the slope of the line in each graph. The slope of a line is the ratio of the change in the y-coordinate to the change in the x-coordinate as you move along the line from left to right.If the slope of a line is positive, the line is moving up and to the right. If the slope of a line is negative, the line is moving down and to the right. If the slope of a line is zero, the line is horizontal.The graph that represents a function with a positive leading coefficient is the one where the line is moving up and to the right. This is because the coefficient of the x-term in a linear function determines the slope of the line, and a positive coefficient produces a line that is moving up and to the right.

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The following graph represents a function that has a positive leading coefficient:

The answer is letter B.

A leading coefficient is the coefficient of the first term of a polynomial in standard form.

The leading coefficient indicates the degree and direction of the polynomial function.

If the leading coefficient is positive, then the polynomial increases to the right and decreases to the left.

If the leading coefficient is negative, then the polynomial decreases to the right and increases to the left.

We can determine the leading coefficient of a polynomial function by examining the term with the highest degree of the function and the sign in front of it.

If the sign is positive, then the leading coefficient is positive.

If the sign is negative, then the leading coefficient is negative.

If the sign is not given, then the leading coefficient can be either positive or negative.

For example, the leading coefficient of the polynomial function y = 4x3 - 3x2 + 2x - 1 is 4, which is positive.

Therefore, the polynomial function increases to the right and decreases to the left.

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solve xy'=2y-4x, y(1)=-2

(a) Identify the integrating factor, α(x)=

(b) Find the general solution. y(x)= Note: Use C for the arbitrary constant.

(c) Solve the initial value problem y(1)=−2 y(x)=

Answers

a.  The integrating factor α(x) = [tex]e^{x^{2} +C[/tex]

b. The general solution is: y = -(4/3)x² - (C/2) + D

c. The solution to the initial value problem is: y(x) = -(4/3)x² - (C/2) + D

How do we calculate?

(a)The integrating factor is given by

α(x) = e∫P(x)dx,

P(x) = 2x,

so α(x) = e∫2xdx.

P(x) =  ∫2xdx = x² + C, where C is the constant of integration

.(b) Find the general solution, y(x):

Multiply the given equation by the integrating factor α(x):

xy' - 2y = -4x² - Cx

d/dx(xy) = -4x² - Cx.

Integrating both sides with respect to x gives:

∫d/dx(xy)dx = ∫(-4x² - Cx)dx

xy = -(4/3)x³ - (C/2)x + K

Divide both sides by x:

y = -(4/3)x² - (C/2) + (K/x)

(c)The solution to the initial value problem is given: y(x) = -(4/3)x² - (C/2) + D, where C and D are arbitrary constants.

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"
Solve the congruence equation 11x ≡ 4 (mod 31)
"

Answers

The solution to the congruence equation 11x ≡ 4 (mod 31) is x ≡ 14 (mod 31).

To solve the congruence equation 11x ≡ 4 (mod 31), we can use the method of modular inverse.

First, we need to find the modular inverse of 11 modulo 31. The modular inverse of a number a modulo m is another number b such that (a * b) ≡ 1 (mod m).

To find the modular inverse of 11 modulo 31, we can use the extended Euclidean algorithm or observe that 11 * 19 ≡ 209 ≡ 1 (mod 31). Therefore, the modular inverse of 11 modulo 31 is 19.

Now, we can multiply both sides of the congruence equation by the modular inverse of 11 modulo 31:

19 * 11x ≡ 19 * 4 (mod 31)

209x ≡ 76 (mod 31)

Simplifying further:

x ≡ 76 ≡ 14 (mod 31)

So, the solution to the congruence equation 11x ≡ 4 (mod 31) is x ≡ 14 (mod 31).

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Which of the following assumptions of linear regression is not also an assumption of analysis of
A. The random terms in the linear model are normally distributed.
B. The random terms in the linear model all have the same variance.
C. Both the independent variable and the dependent variable must be numeric.
D. The analysis is based on a random sample of data.

Answers

The assumption of linear regression that is not also an assumption of ANOVA is C. Both the independent variable and the dependent variable must be numeric.

The statistical technique known as Analysis of Variance or ANOVA is used to assess if there are significant differences between the means of two or more groups. Both the independent variables and the dependent variable are anticipated to be numerical in linear regression. Modelling the connection between numerical independent variables and a numerical dependent variable is the goal of linear regression.

However, in the concept of ANOVA, all independent variables are often numerical, but the dependent variable is typically categorical or group-based. ANOVA is used to compare averages across different groups and evaluate how category factors affect a numerical result.

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1a) Given the sequence: M A T H M A T H M A T H M A ...
If this pattern continues, what letter will be in the 2022nd position?

b)Let U = {a, b, c, d, e, f, g, h, i, j} and
F={a, b, c, d}, G={a, c, e, g, i}and H={c, d, e, g, h, j}.

c) Draw a Venn Diagram to represent the universe.

d) Write the elements of the set:
( ∪ )′ ∩ H

Answers

a) The letter in the 2022nd position of the sequence "MATHMATHMATHMATH..." can be determined by finding the remainder of 2022 divided by 4, which corresponds to the position of the letter in the set {M, A, T, H}. b) Given the sets U, F, G, and H, we need to find the elements in the set (U∪F)′∩H, which represents the elements that are in the complement of the union of sets U and F, intersected with set H.

a) In the given sequence "MATHMATHMATHMATH...", the pattern repeats every 4 letters (M, A, T, H). To find the letter in the 2022nd position, we need to determine the remainder when dividing 2022 by 4. The remainder is 2, which means the letter in the 2022nd position is the second letter in the set {M, A, T, H}, which is 'A'.

b) To find the elements in the set (U∪F)′∩H, we first need to calculate the union of sets U and F. The union of U and F is {a, b, c, d}. Taking the complement of this union gives us the elements not in {a, b, c, d}, which are {e, f, g, h, i, j}. Finally, intersecting this set with set H, we find the common elements between {e, f, g, h, i, j} and H. The elements in the set (U∪F)′∩H are {c, e, g}.

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The Schoch Museum is embarking on a five-year fundraising campaign. As a nonprofit institution, the museum finds it challenging to acquire new donors, as many donors do not contribute every year. Suppose that the museum has identified a pool of 10,000 potential donors. The actual number of donors in the first year of the campaign is estimated to be 65% of this pool. For each subsequent year, the museum expects that 25% of current donors will discontinue their contributions. In addition, the museum expects to attract some percentage of new donors. This is assumed to be 8% of the pool. The average contribution in the first year is assumed to be $60, and will increase at a rate of 3.5%. Develop a model to predict the total funds that will be raised over the five-year period. Schoch Museum Donor pool First year percentage Annual percentage leaving Annual percentage new Annual contribution increase 10000 65% 25% 8% 3.5% 1 2 3 4 5 Year Number of donors Average contribution Total donation Cumulative funds raised

Answers

The total funds that will be raised over the five-year period for the Schoch Museum fundraising campaign is $1,251,155.98.

To calculate the total funds that will be raised over the five-year period for the Schoch Museum fundraising campaign, we will use the given data to calculate each year's donation amount and add them up to get the cumulative funds raised. Here is the solution:

The table below shows the calculations for each year.

Year Number of donors Average contribution Total donation Cumulative funds raised 1 6500 $60 $390,000 $390,000 2 4875 $62.10 $302,437.50 $692,437.50 3 3656 $64.27 $234,998.12 $927,435.62 4 2742 $66.50 $182,325.00 $1,109,760.62 5 2056 $68.81 $141,395.36 $1,251,155.98

Explanation:

Given data:

Schoch Museum

Donor pool = 10,000

First year percentage = 65%

Annual percentage leaving = 25%

Annual percentage new = 8%

Annual contribution increase = 3.5%

Average contribution in the first year = $60.00

We need to calculate the total funds that will be raised over the five-year period.

Solution:

Let us first calculate the donation amount for each year.

Year 1:

Total number of donors in the first year = 65% of 10,000 = 6,500.

Average contribution in the first year = $60.00

Total donation amount in the first year = Number of donors × Average contribution= 6,500 × $60.00= $390,000.00

So, the total funds raised in the first year = $390,000.00.

Year 2:

Number of donors in the second year = 75% of 6,500 = 4,875 (25% donors discontinued from the first year).

Average contribution in the second year = $60.00 × 1.035 = $62.10

Total donation amount in the second year = Number of donors × Average contribution= 4,875 × $62.10= $302,437.50

So, the total funds raised in the first two years = $692,437.50.

Year 3:

Number of donors in the third year = 75% of 4,875 = 3,656 (25% donors discontinued from the second year).

Average contribution in the third year = $62.10 × 1.035 = $64.27

Total donation amount in the third year = Number of donors × Average contribution= 3,656 × $64.27= $234,998.12

So, the total funds raised in the first three years = $927,435.62.

Year 4:

Number of donors in the fourth year = 75% of 3,656 = 2,742 (25% donors discontinued from the third year).

Average contribution in the fourth year = $64.27 × 1.035 = $66.50

Total donation amount in the fourth year = Number of donors × Average contribution= 2,742 × $66.50= $182,325.00

So, the total funds raised in the first four years = $1,109,760.62.

Year 5:

Number of donors in the fifth year = 75% of 2,742 = 2,056 (25% donors discontinued from the fourth year).

Average contribution in the fifth year = $66.50 × 1.035 = $68.81

Total donation amount in the fifth year = Number of donors × Average contribution= 2,056 × $68.81= $141,395.36

So, the total funds raised over the five-year period = $1,251,155.98

Hence, the total funds that will be raised over the five-year period for the Schoch Museum fundraising campaign is $1,251,155.98.

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(a) How many integers are in the list 1800, 1801, 1802, . . . , 3000?

(b) How many integers in the list 1800, 1801, 1802, . . . , 3600 are divisible by 3?

(c) How many integers in the list 1800, 1801, 1802, . . . , 3000 are divisible by 5?

(d) How many integers in the list 1800, 1801, 1802, . . . , 3000 are divisible by 3 and by 5?

(e) How many integers in the list 1800, 1801, 1802, . . . , 3000 are divisible by 3 or by 5?

Answers

If the list of integers is given then it can be found by subtracting the starting value from the ending value and adding 1,

(a) To find the number of integers in the list 1800, 1801, 1802, ..., 3000, we subtract the starting value (1800) from the ending value (3000) and add 1. Therefore, there are 3000 - 1800 + 1 = 1201 integers in the list.

(b) To determine the number of integers divisible by 3 in the list, we divide the difference between the starting and ending values by 3 and add 1. So, (3600 - 1800) / 3 + 1 = 601 integers are divisible by 3.

(c) Following the same approach, we divide the difference between the starting and ending values by 5 and add 1. Thus, (3000 - 1800) / 5 + 1 = 241 integers are divisible by 5.

(d) To find the integers divisible by both 3 and 5, we consider the multiples of their least common multiple, which is 15. We divide the difference by 15 and add 1: (3000 - 1800) / 15 + 1 = 120 integers are divisible by both 3 and 5.

(e) To determine the integers divisible by 3 or 5, we calculate the sum of integers divisible by 3 (601) and integers divisible by 5 (241) and subtract the integers divisible by both 3 and 5 (120): 601 + 241 - 120 = 721 integers are divisible by either 3 or 5.

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be uploaded on Moodie immediately after completing the test) Gestion 15 23 Assume that females have put rates the normally with mean of 73.25 Then a. If 4 adult females are randomly selected, find the probability that they have pulse rates with a sample sans sem The probability to (Round to four decimal places as needed.) b. Why can the normal distribution be used in part (a), even though the sample size does not exceed 30? O A. Since the distribution of sample means, not individuals, the distribution is a normal distribution for any vargle uze. 3. Since the original population has a normal distribution, the distribution of sample means is a normal distribution for any sample size C. Since the mean pulse rate exceeds 30, the distribution of sample means is a normal distribution for any sample size D. Since the distribution is of individuals, not sample means, the distribution is a normal distribution for any sample size be ed on g the test.)

Answers

The probability of randomly selecting 4 adult females with pulse rates in a certain range can be determined using the normal distribution, despite the sample size being less than 30.    

In part (a) of the problem, we are interested in finding the probability of randomly selecting 4 adult females with pulse rates in a certain range, assuming that the pulse rates follow a normal distribution with a mean of 73.25. To calculate this probability, we can use the properties of the normal distribution.

Even though the sample size is less than 30, we can still use the normal distribution in this case. This is because we are interested in the distribution of the sample mean, not the distribution of individual pulse rates. The central limit theorem states that when the sample size is sufficiently large, the distribution of the sample means will be approximately normal, regardless of the shape of the original population distribution.

Therefore, option A is the correct explanation. Since we are dealing with the distribution of sample means and not individuals, the distribution will be approximately normal for any sample size. The normal distribution is a useful approximation for many real-world scenarios, even when the sample size is less than 30, as long as certain conditions are met (e.g., the population is not heavily skewed or has extreme outliers).

In conclusion, we can use the normal distribution to calculate the probability of selecting 4 adult females with pulse rates within a certain range, even though the sample size is less than 30, because we are considering the distribution of sample means rather than individual values.

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The figure shows a right-angled triangle ABC, where the point A has coordinates (-4,2), the angle B is 90° and the point C lies on the x-axis. The point M(1.3) is the midpoint of AB. Find the area of the triangle ABC

Answers

The area of triangle [tex]ABC[/tex] is approximately [tex]4.512[/tex] square units.

To find the area of triangle [tex]ABC[/tex], we can use the formula for the area of a triangle:

[tex]\[\text{{Area}} = \frac{1}{2} \times \text{{base}} \times \text{{height}}\][/tex]

Since point [tex]M[/tex] is the midpoint of [tex]AB[/tex], we can determine the length of [tex]AB[/tex]by using the distance formula.

The distance between points [tex]A(-4,2)[/tex] and [tex]B(x,y)[/tex] is given by:

[tex]\[AB = \sqrt{{(x - (-4))^2 + (y - 2)^2}}\][/tex]

Since angle [tex]B[/tex] is [tex]90[/tex]°, the height of triangle [tex]ABC[/tex]is the length of the vertical segment [tex]CM[/tex]. Given that point [tex]C[/tex] lies on the x-axis, the y-coordinate of point [tex]C[/tex] is [tex]0[/tex].

Substituting the coordinates of point [tex]M \ (1.3)[/tex] and point [tex]C \ (0,0)[/tex] into the distance formula, we have:

[tex]\[CM = \sqrt{{(0 - 1.3)^2 + (0 - 2)^2}}\][/tex]

Next, we can calculate the base of triangle [tex]ABC[/tex] by subtracting twice the [tex]x[/tex]-coordinate of point [tex]C[/tex] from the [tex]x[/tex]-coordinate of point [tex]A[/tex]:

[tex]\[AC = -4 - (2 \times 0)\][/tex]

Finally, we can substitute the values for base ([tex]AC[/tex]) and height ([tex]CM[/tex]) into the area formula:

[tex]\[\text{{Area}} = \frac{1}{2} \times AC \times CM\][/tex]

Evaluating the equation will give the area of triangle [tex]ABC[/tex].

Substituting the values into the area formula: Area = [tex]\frac{1}{2} \times |AC| \times |CM| = \frac{1}{2} \times |-4| \times |2.256| = 4.512[/tex]

Therefore, the area of triangle [tex]ABC[/tex] is approximately [tex]4.512[/tex] square units.

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A random sample of n observations in selected from anomai population to beat the nut hypothesis that pe 10. Specify the rejection region for each of the following combinations of Hea, and n. H 10, 2009;n=15 > 10,0 10:24 Hyp>10; a=005, na 10 d<10,0 -0.10.13 ..H10; 0:05:22 <10 a 0.01 a Select the correct choice below and fill in the answer box within your choice (Round to three decimal places as needed OA OB. OC.

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The rejection-region for null-hypothesis H₀: μ = 10, with significance-level of α = 0.01 and sample-size of n = 15, is t < -2.977 or t > 2.977.

To determine the rejection-region for the null-hypothesis H₀: μ = 10 and the alternative-hypothesis Hₐ: μ ≠ 10, with a significance-level of α = 0.01 and a sample-size of n = 15, we use t-distribution,

Step 1: Determine the degrees of freedom:

Degrees of freedom (df) = n - 1 = 15 - 1 = 14

Step 2: Find the critical t-values:

Since the alternative-hypothesis is two-sided (μ ≠ 10), we need to find the critical t-values that correspond to the tails of the t-distribution with a significance level of α/2 = 0.01/2 = 0.005,

We know that the critical "t-values" for α/2 = 0.005 and df = 14 are approximately -2.977 and 2.977,

Step 3: Determine the rejection-region,

The rejection region consists of the values of the test-statistic (t) that fall outside the critical t-values. In this case, the rejection region is t < -2.977 or t > 2.977.

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The given question is incomplete, the complete question is

A random sample of n observations in selected from a normal population to beat the null hypothesis that μ = 10. Specify the rejection region for Hₐ : μ ≠ 10, α = 0.01, n = 15.

Find me about maximum and memum, it seres for the function on the indicated interval f(x)= x^6+4x^2-5

Answers

the function f(x) = [tex]x^6 + 4x^2 - 5[/tex] does not have a maximum or minimum on any specific interval.

To find the maximum and minimum of a function, we typically look for critical points where the derivative is zero or undefined. We can then analyze the behavior of the function around those points.

Taking the derivative of f(x), we have f'(x) = [tex]6x^5 + 8x[/tex]. Setting f'(x) = 0, we find the critical points at x = 0. However, upon further analysis, we find that this critical point does not correspond to a maximum or minimum since the derivative does not change sign around x = 0.

Additionally, as x approaches positive or negative infinity, the function continues to increase or decrease without bound. This indicates that there is no maximum or minimum value for the function on any interval.

Therefore, the function f(x) = [tex]x^6 + 4x^2 - 5[/tex] does not have a maximum or minimum on any specific interval.

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Use a fixed-point iteration to find a solution to within 10-2 for 23 - 2-1 = 0 on [1, 2]. Use po = 1. Use two different representations g(x) = r. For each case show the number of iterations and the value of approximate solution for each iteration. Compute the convergence factor k in both cases.

Answers

The convergence factor k₁ is approximately 0.414 for the first representation, and k₂ is approximately 0.989 for the second representation.

Let's go through the calculations for both representations.

1- First Representation: g₁(x) = 2 - (23 - x²)⁻¹

Starting with an initial guess of p₀ = 1, we iterate using the formula pₙ = g₁(pₙ₋₁).

Iteration 1:

p₁ = g₁(p₀) = 2 - (23 - 1²)⁻¹ = 1.913043478

Iteration 2:

p₂ = g₁(p₁) = 2 - (23 - 1.913043478²)⁻¹ = 1.992768316

Iteration 3:

p₃ = g₁(p₂) = 2 - (23 - 1.992768316²)⁻¹ = 1.999439194

After 3 iterations, the approximate solution is p₃ = 1.999439194.

2-Second Representation: g₂(x) = (23 - 2⁻¹)⁰⁻²

Using the same initial guess of p₀ = 1, we iterate using the formula pₙ = g₂(pₙ₋₁).

Iteration 1:

p₁ = g₂(p₀) = (23 - 2⁻¹)⁰⁻² = 1.998606291

Iteration 2:

p₂ = g₂(p₁) = (23 - 1.998606291⁻¹)⁰⁻² = 1.999982401

Iteration 3:

p₃ = g₂(p₂) = (23 - 1.999982401⁻¹)⁰⁻² = 1.999999928

After 3 iterations, the approximate solution is p₃ = 1.999999928.

The convergence factor k can be computed by taking the absolute value of the ratio between the difference of consecutive iterations and dividing it by the difference between the previous two iterations.

For the first representation:

k₁ = |p₂ - p₁| / |p₁ - p₀|

k₁ = |1.992768316 - 1.913043478| / |1.913043478 - 1|

k₁ ≈ 0.414

For the second representation:

k₂ = |p₂ - p₁| / |p₁ - p₀|

k₂ = |1.999982401 - 1.998606291| / |1.998606291 - 1|

k₂ ≈ 0.989

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Trading skills of institutional investors. Managers of stock portfolios make decisions as to what stocks to buy and sell in a given quarter. The trading skills of these institutional investors were quantified and analyzed in The Journal of Finance (April 2011). The study focused on "round-trip" trades, i.e., trades in which the same stock was both bought and sold in the same quarter. Consider a random sample of 200 round trips made by institutional investors. Suppose the sample mean rate of return is 2.95% and the sample standard deviation is 8.82%. If the true mean rate of return of round-trips is positive, then the population of institutional investors is considered to have preformed successfully.
a) Specify the null and alternative hypotheses for determining whether the population of institutional investors preformed successfully.
b) Find the rejection region for the test using alpha=0.05.
c) Interpret the value of alpha in the words of the problem.
d) Give the appropriate conclusion in the words of the problem.

Answers

a) Null Hypothesis: The true mean rate of return of round-trips is not positive. Alternative Hypothesis: The true mean rate of return of roundtrips is positive.

b) Rejection region is defined as the left tail. For this, the critical value is obtained using α as 0.05 and degrees of freedom as 199. The T-Score can be obtained as -1.64485363 using the T-Distribution Calculator, or Table.

c) The value of α is the level of significance used in the hypothesis test. Here, the level of significance is set to 0.05.

d) The null hypothesis will be rejected if the test statistic is less than -1.64485363. If the null hypothesis is rejected, it can be concluded that the population of institutional investors performed successfully. If the null hypothesis is not rejected, it can be concluded that the population of institutional investors did not perform successfully.

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Is a four-dimensional hypercube bipartite? If yes, show the blue-red coloring of the nodes. Otherwise, explain why the graph is not bipartite.

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A four-dimensional hypercube is bipartite, and it can be colored with a blue-red coloring scheme.

A four-dimensional hypercube, also known as a tesseract, is a geometric shape in four dimensions that extends the concept of a cube in three dimensions. It can be visualized as a cube within a cube, connected by edges.

To determine if the four-dimensional hypercube is bipartite, we need to check if it is possible to color its nodes with two colors (e.g., blue and red) such that no two adjacent nodes have the same color.

In the case of a four-dimensional hypercube, it is indeed bipartite. We can apply a blue-red coloring scheme as follows:

Start by coloring one vertex (node) with the color blue. Then, assign the color red to all the vertices that are one edge away from the blue vertex. Next, assign the color blue to all the vertices that are two edges away from the blue vertex. Continue this alternating pattern of colors until all the vertices are colored.

Since the four-dimensional hypercube is a regular structure with each vertex connected to exactly four other vertices, this coloring scheme ensures that no two adjacent vertices have the same color, making it bipartite.

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When confronted about possible racial discrimination, the management at WeServe, Inc. pointed to a company- wide effort that started about 2 1/2 years ago. This effort was aimed at hiring and training more minority employees. We will explore that idea in this problem.
a) Consider only the minority employees. Construct a 95% confidence interval for the average tenure of all minority employees. Round your confidence interval limits to the nearest hundredth.

Answers

To construct a 95% confidence interval for the average tenure of all minority employees, we need the following information:

1. Sample mean (x): The average tenure of the minority employees in the sample.

2. Sample size (n): The number of minority employees in the sample.

3. Standard deviation (σ): The standard deviation of the tenure of the minority employees in the population.

Since the problem does not provide the sample mean, sample size, or standard deviation, we are unable to calculate the confidence interval. However, I can explain the general process of constructing a confidence interval.

The formula for a confidence interval for the population mean (μ) is given by:

CI = x ± Z * (σ/√n)

Where:

- CI represents the confidence interval

- x is the sample mean

- Z is the critical value corresponding to the desired confidence level (in this case, 95%)

- σ is the population standard deviation

- n is the sample size

To calculate the confidence interval, you would need to compute the sample mean, sample size, and standard deviation from the available data. Once you have those values, you can substitute them into the formula along with the appropriate critical value from the standard normal distribution table (corresponding to a 95% confidence level) to find the confidence interval.

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Suppose the P-value for a hypothesis test is 0.0304. Using significance level 0.05, what is the appropriate conclusion?
Question options:
a. Reject the alternative hypothesis.
b. Do not reject the null hypothesis.
c. Do not reject the alternative hypothesis.
d. Reject the null hypothesis.

Answers

Suppose the P-value for a hypothesis test is 0.0304. Using significance level 0.05, Reject the null hypothesis. So, correct option is D.

To determine the appropriate conclusion for a hypothesis test with a P-value of 0.0304 and a significance level of 0.05, we compare the P-value to the significance level.

In hypothesis testing, the significance level (also known as the alpha level) represents the threshold below which we reject the null hypothesis. If the P-value is smaller than the significance level, we reject the null hypothesis. Conversely, if the P-value is greater than or equal to the significance level, we do not reject the null hypothesis.

In this case, the P-value is 0.0304, which is smaller than the significance level of 0.05. Therefore, we reject the null hypothesis. The null hypothesis is typically the hypothesis of no effect or no difference between groups, while the alternative hypothesis states the presence of an effect or difference.

Hence, the appropriate conclusion is option d) Reject the null hypothesis.

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Find the 90% confidence interval. Enter your answer as an open-interval (l.e., parentheses) accurate to two decimal places (because the sample data are reported accurate to one decimal place).

You must estimate the mean temperature (in degrees Fahrenheit) with the following sample temperatures: 64.3 87.4 102.3 99.4 81.7 62.8 83.3

90% C.I. = _____Answer should be obtained without any preliminary rounding.

Answers

The 90% confidence interval for the mean temperature, we need to calculate the sample mean and the margin of error. The sample temperatures provided are 64.3, 87.4, 102.3, 99.4, 81.7, 62.8, and 83.3.

First, we calculate the sample mean by summing up all the temperatures and dividing by the number of observations:

Mean = (64.3 + 87.4 + 102.3 + 99.4 + 81.7 + 62.8 + 83.3) / 7 = 81.71

Next, we need to find the margin of error. This depends on the sample standard deviation (s), which measures the variability in the sample temperatures. Using the formula for the sample standard deviation, we find:

s = √[((64.3 - 81.71)^2 + (87.4 - 81.71)^2 + (102.3 - 81.71)^2 + (99.4 - 81.71)^2 + (81.7 - 81.71)^2 + (62.8 - 81.71)^2 + (83.3 - 81.71)^2) / (7 - 1)] = 15.79

The margin of error (E) is then calculated as:

E = (critical value) * (s / √n)

For a 90% confidence level, the critical value can be obtained from the t-distribution table, considering a sample size of 7. Assuming a symmetric distribution, the critical value is approximately 1.895.

E = 1.895 * (15.79 / √7) = 11.32

Finally, we can construct the confidence interval by subtracting and adding the margin of error from the sample mean:

90% C.I. = (81.71 - 11.32, 81.71 + 11.32) = (70.39, 93.03)

Therefore, the 90% confidence interval for the mean temperature is (70.39, 93.03) degrees Fahrenheit.

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Which criteria for triangle congruence can be used to prove the pair of triangles below?
a. Side-Side-Side (SSS)
b. Side-Angle-Side (SAS)
c. Angle-Angle-Angle (AAA)
d. Angle-Side-Angle (ASA)

Answers

The correct option is b. To determine which criteria for triangle congruence can be used to prove the pair of triangles, we need information about the given pair of triangles. However, you have not provided any details or described the triangles in question.

In general, there are several criteria for triangle congruence, including:

a. Side-Side-Side (SSS): If the three sides of one triangle are congruent to the corresponding three sides of another triangle, then the triangles are congruent.

b. Side-Angle-Side (SAS): If two sides and the included angle of one triangle are congruent to two sides and the included angle of another triangle, then the triangles are congruent.

c. Angle-Angle-Angle (AAA): If the three angles of one triangle are congruent to the corresponding three angles of another triangle, then the triangles are congruent. However, the AAA criterion alone is not sufficient for triangle congruence because it does not uniquely determine the side lengths.

d. Angle-Side-Angle (ASA): If two angles and the included side of one triangle are congruent to two angles and the included side of another triangle, then the triangles are congruent.

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An SRS of 25 recent birth records at the local hospital was selected. In the sample, the average birth weight was x-119.6 ounces. Suppose the standard deviation is known to be a-6.5 ounces. Assume that in the population of all babies born in this bospital, the birth weights follow a Normal distribution, with mean. The standard deviation of the sampling distribution of the mean is a. 6.52 ounces b.0.02 ounces c. 1.30 ounces. d.0.38 ounces QUESTION 9 The least-squares regression line is: a the line that passes through the most data points. b. the line that makes the sum of the squares of the vertical distances of the data points from the line (the sum of squared residuals) as small as possible. e the line such that half of the data points fall above the line and half fall below the line. d. All of the answer options are correct.

Answers

The standard deviation of the sampling distribution of the mean is 1.3 ounces. Option CThe least-squares regression line is the line that makes the sum of the squares of the vertical distances of the data points from the line as small as possible. Option B

Statistical analysis

The standard deviation of the sampling distribution of the mean can be calculated using the formula: standard deviation of the sampling distribution = (standard deviation of the population) / √(sample size)

In this case, the standard deviation of the population is given as 6.5 ounces and the sample size is 25. Plugging these values into the formula:

Standard deviation of the sampling distribution = 6.5 / √(25)

= 6.5 / 5

= 1.3 ounces

For the second question:

The least-squares regression line is the line that makes the sum of the squares of the vertical distances of the data points from the line (the sum of squared residuals) as small as possible. This line is also known as the best-fit line as it minimizes the overall distance between the line and the data points.

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False mary just bought a 20-year bond with an 8oupon rate (paid semi-annually) and $1000 par value for $1050. she is expecting an effective annual yield (eay) of: (round to two decimal places.) hey jack! when are we getting together? it's been so long. you need to check out my new bike and maybe we can go riding together. you should see my ridiculous helmet! we miss you around the neighborhood, bro! -dan what features make the passage informal? On January 1, 2019, Hamad Town Go purchased a machine for $240.000. It is estimated that the machine will have a 30 year woeful le or 100,000 units over its usata sis. The at the and is not like is externated to be $20.000 Depreciation expense for the year ended December 31, 2011, uning the double-declining-balance method of depreciation should be A. $25,400 B. $22.000 C. $40,000 D. $90,000 There are some people, mainly Democrats, who think that the District of Columbia should become a state. In order for that to happen, it would take an act of Congress, passed in the form of regular legislation and signed by the president. In the current Congress, if such a bill were proposed and if every Democrat in both chambers favored it while all of the Republicans were against it, would this bill be likely to pass? Explain why or why not. Does it dry up like a raisin in the sun? Or fester like a sore And then run? Does it stink like rotten meat? Or crust and sugar over like a syrupy sweet? Maybe it just sags like a heavy load. Or does it explode?1.What images strike you when reading this Poem, either that are explicitly described or that come to mind based on what you read? 2. What central question is Hughes asking? 4.explain the basic parts of a major theme in molecular biology Los trabajadores pueden trabajar directamente debajo de cargas suspendidas si Which of the following statements about the cost of capital is false?a) As the firm raises more and more capital, market efficiency would indicate that the firms marginal weighted-average cost of capital should fall.b) If the firm needs more funding than can be supported by retained earnings, the firms weighted-average cost of capital (WACC. will increase.c) Assuming constant risk, the firms marginal WACC is the correct discount rate to use in making capital budgeting decisions.d) If a firm earns exactly the marginal cost of capital on its new investment projects, it will satisfy the return requirements of its creditors and equity investors. In which of these molecules or ions is there only one lone pair of electrons on the central sulfur atom?SF 4SO 4^ 2SF 2SF 6SOF 4