Problem-Solving and Data Analysis

179 questions

Question 101Question

A dataset consists of 1515 positive integers. The median of the dataset is 2424, and the mean is 2020. The dataset has a unique mode of 3232, which occurs exactly 55 times. What is the maximum possible range of the dataset?

Show answer & explanation

Answer: 81

Answer

The maximum possible range of the dataset is 81.
The total sum of the 15 elements is 300. With the median (8th term) equal to 24, we minimize the first 7 terms to 10 by using four 1s and three 2s (since no element other than 32 can repeat 5 or more times). Setting the 9th term to 24 and the 10th through 14th terms to the mode of 32 minimizes the sum of the first 14 terms to 218. This leaves a maximum possible value of 82 for the 15th term. The range is the difference between the maximum and minimum values: 82 - 1 = 81.

Step-by-Step Solution

1
Calculate the total sum of the dataset.
The sum of all 15 elements is 300300.
Since the mean of 15 elements is 20, the sum must be 15×20=30015 \times 20 = 300.
2
Identify the median and set up the sorted terms.
The 8th term x8=24x_8 = 24.
For 15 sorted elements, the median is the 8th term.
3
Minimize the sum of the first 7 terms.
The minimum sum of x1x_1 through x7x_7 is 1010, with x1=1x_1 = 1.
To minimize the sum, we use the smallest positive integers. However, no value other than 32 can appear 5 or more times. Thus, we can have at most four 1s and three 2s: 4(1)+3(2)=104(1) + 3(2) = 10.
4
Minimize the 9th term.
x9=24x_9 = 24.
Since the dataset is sorted, x9x8=24x_9 \geq x_8 = 24. To minimize the sum of the other terms and maximize x15x_{15}, we set x9=24x_9 = 24.
5
Account for the mode of 32.
x10=x11=x12=x13=x14=32x_{10} = x_{11} = x_{12} = x_{13} = x_{14} = 32.
The mode 32 appears exactly 5 times. Since it is greater than the median 24, these 5 occurrences must be in the upper half of the sorted list.
6
Calculate the maximum possible value of the 15th term and the range.
x15=82x_{15} = 82, and the range is 8181.
Subtracting the minimum sum of the first 14 terms from the total sum: 300(10+24+24+160)=82300 - (10 + 24 + 24 + 160) = 82. The range is x15x1=821=81x_{15} - x_1 = 82 - 1 = 81.

Key Concept

Calculating measures of center (mean, median, mode) and variability (range) under constrained datasets.
Estimated Time:3m 0s
Question 102Question

An analyst recorded the number of years of experience for 2525 employees at a software company. The distribution of the employees' experience is shown in the table below:

Years of ExperienceNumber of Employees
1155
2288
3366
4444
151522

If the 22 employees with 1515 years of experience are removed from the dataset, which of the following statements is true?

Show answer & explanation

Answer: The mean of the dataset will decrease, and the median of the dataset will remain the same.

Answer

The mean of the dataset will decrease, and the median of the dataset will remain the same.
Removing the two extreme values of 1515 years of experience significantly reduces the sum of the data, causing the mean to decrease from 3.43.4 to approximately 2.392.39. However, the median remains 22 because both the 13th13^{\text{th}} value of the original 2525-element dataset and the 12th12^{\text{th}} value of the new 2323-element dataset fall within the category of 22 years of experience.

Step-by-Step Solution

1
Calculate the initial mean and identify the initial median of the dataset.
Initial mean is 3.43.4 years, and initial median is 22 years.
To establish the baseline values. The total number of employees is 5+8+6+4+2=255 + 8 + 6 + 4 + 2 = 25. The sum of the years of experience is (1×5)+(2×8)+(3×6)+(4×4)+(15×2)=5+16+18+16+30=85(1 \times 5) + (2 \times 8) + (3 \times 6) + (4 \times 4) + (15 \times 2) = 5 + 16 + 18 + 16 + 30 = 85. The initial mean is 8525=3.4\frac{85}{25} = 3.4. Since there are 2525 data points, the median is the 13th13^{\text{th}} data point when ordered. Cumulatively counting the frequencies: the first 55 values are 11, and the next 88 values (positions 66 to 1313) are 22. Therefore, the 13th13^{\text{th}} value is 22.
2
Calculate the new mean and identify the new median after removing the two employees with 1515 years of experience.
New mean is approximately 2.392.39 years, and new median is 22 years.
To find the new measures of center after the outliers are removed. The new total number of employees is 252=2325 - 2 = 23. The new sum of experience is 8530=5585 - 30 = 55. The new mean is 55232.39\frac{55}{23} \approx 2.39. With 2323 data points, the median is the 12th12^{\text{th}} data point when ordered. Cumulatively, the first 55 values are 11, and the next 88 values (positions 66 to 1313) are 22. Therefore, the 12th12^{\text{th}} value is still 22.
3
Compare the initial and new values of the mean and median.
The mean decreases from 3.43.4 to approximately 2.392.39, while the median remains 22.
To determine which option correctly describes the relationship between the changes.

Key Concept

The mean is sensitive to extreme values (outliers) and changes when they are removed. The median is a resistant measure of center and remains unchanged if the middle position of the ordered data stays within the same value class.
Question 103Question

A hydroponics facility uses two nutrient solutions, Solution X and Solution Y. In a standard growth tank, the ratio of the volume of Solution X to the volume of Solution Y is 33 to 55. In a specialized high-yield tank, the ratio of the volume of Solution X to the volume of Solution Y is 44 to 77. A technician mixes 2424 gallons of the mixture from the standard growth tank with 4444 gallons of the mixture from the high-yield tank. What is the ratio of the volume of Solution X to the volume of Solution Y in the final mixture?

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Answer: 25 to 43

Answer

25 to 43
To find the combined ratio, we must first calculate the actual volume of each solution in both mixtures. For the standard mixture, the ratio of Solution X to Solution Y is 3:53:5, meaning Solution X represents 33+5=38\frac{3}{3+5} = \frac{3}{8} of the total volume, and Solution Y represents 58\frac{5}{8}. In 2424 gallons of this mixture, there are 38×24=9\frac{3}{8} \times 24 = 9 gallons of Solution X and 58×24=15\frac{5}{8} \times 24 = 15 gallons of Solution Y. For the high-yield mixture, the ratio is 4:74:7, so Solution X represents 44+7=411\frac{4}{4+7} = \frac{4}{11} of the total volume, and Solution Y represents 711\frac{7}{11}. In 4444 gallons of this mixture, there are 411×44=16\frac{4}{11} \times 44 = 16 gallons of Solution X and 711×44=28\frac{7}{11} \times 44 = 28 gallons of Solution Y. Combining the mixtures yields a total of 9+16=259 + 16 = 25 gallons of Solution X and 15+28=4315 + 28 = 43 gallons of Solution Y. Therefore, the ratio of the volume of Solution X to the volume of Solution Y in the final mixture is 2525 to 4343.

Step-by-Step Solution

1
Determine the volume of Solution X and Solution Y in the 2424 gallons of standard growth tank mixture.
Solution X volume is 99 gallons; Solution Y volume is 1515 gallons.
The ratio of Solution X to Solution Y is 3:53:5, which means there are 3+5=83 + 5 = 8 total parts. Solution X makes up 38\frac{3}{8} of the mixture, so its volume is 38×24=9\frac{3}{8} \times 24 = 9 gallons. Solution Y makes up 58\frac{5}{8} of the mixture, so its volume is 58×24=15\frac{5}{8} \times 24 = 15 gallons.
2
Determine the volume of Solution X and Solution Y in the 4444 gallons of specialized high-yield tank mixture.
Solution X volume is 1616 gallons; Solution Y volume is 2828 gallons.
The ratio of Solution X to Solution Y is 4:74:7, which means there are 4+7=114 + 7 = 11 total parts. Solution X makes up 411\frac{4}{11} of the mixture, so its volume is 411×44=16\frac{4}{11} \times 44 = 16 gallons. Solution Y makes up 711\frac{7}{11} of the mixture, so its volume is 711×44=28\frac{7}{11} \times 44 = 28 gallons.
3
Calculate the total volumes of Solution X and Solution Y in the final combined mixture.
Total Solution X = 2525 gallons; Total Solution Y = 4343 gallons.
Adding the respective volumes from both mixtures gives: Total Solution X = 9+16=259 + 16 = 25 gallons. Total Solution Y = 15+28=4315 + 28 = 43 gallons.
4
Find the ratio of the total volume of Solution X to the total volume of Solution Y.
The final ratio is 2525 to 4343.
Comparing the total volume of Solution X (2525 gallons) to Solution Y (4343 gallons) yields the ratio 25:4325:43 (or 2525 to 4343).

Key Concept

Combining mixtures with different component ratios by calculating the absolute amounts of each component using part-to-whole fractions.
Question 104Question

A team of 1010 workers, all working at the same constant rate, can complete a project in 1818 days. After working together for 66 days, additional workers are hired, all of whom work at the same rate as the original workers. If the remaining portion of the project is completed in 88 days, how many additional workers were hired?

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Answer: 5

Answer

The correct answer is 5. Five additional workers were hired to complete the remaining work in 8 days.
The correct answer is 55. To find the number of additional workers hired, we first calculate the total work required for the project in worker-days. Since 1010 workers can complete the project in 1818 days, the total work is 10×18=18010 \times 18 = 180 worker-days. In the first 66 days, the 1010 workers complete 10×6=6010 \times 6 = 60 worker-days of work, leaving 18060=120180 - 60 = 120 worker-days of work. To complete this remaining work in 88 days, the total number of workers required is 1208=15\frac{120}{8} = 15 workers. Subtracting the original 1010 workers gives 1510=515 - 10 = 5 additional workers.

Step-by-Step Solution

1
Calculate the total amount of work required for the project.
180180 worker-days
Since 1010 workers can complete the project in 1818 days, the total work is the product of the number of workers and the number of days: 10×18=18010 \times 18 = 180 worker-days.
2
Calculate the work completed in the first 66 days.
6060 worker-days
The original 1010 workers worked for 66 days, completing 10×6=6010 \times 6 = 60 worker-days of work.
3
Find the remaining work to be done.
120120 worker-days
Subtracting the completed work from the total work gives the remaining work: 18060=120180 - 60 = 120 worker-days.
4
Find the total number of workers required to finish the remaining work in 88 days.
1515 workers
Dividing the remaining work of 120120 worker-days by the target time of 88 days gives the total number of workers needed: 1208=15\frac{120}{8} = 15 workers.
5
Calculate the number of additional workers hired.
55 workers
Subtract the original 1010 workers from the total 1515 workers required for the second phase: 1510=515 - 10 = 5.

Key Concept

Inverse variation and rate-time-work relationships, specifically using the concept of worker-days to solve multi-stage rate problems.
Estimated Time:2m 30s
Question 105Question

At an agricultural research station, the nitrogen level of two soil plots, Plot A and Plot B, is monitored over several weeks. The nitrogen level of Plot A increases linearly at a constant rate, and the nitrogen level of Plot B increases exponentially at a constant percentage rate. At week t=0t = 0, Plot A contains 150 grams150\text{ grams} of nitrogen and Plot B contains 80 grams80\text{ grams} of nitrogen. At week t=2t = 2, both plots contain the same amount of nitrogen, which is 180 grams180\text{ grams}. At week t=4t = 4, Plot B contains N gramsN\text{ grams} of nitrogen and Plot A contains A gramsA\text{ grams} of nitrogen. What is the value of NAN - A?

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Answer: 195

Answer

195
The correct answer is 195195. At t=0t = 0, Plot A contains 150 grams150\text{ grams} and Plot B contains 80 grams80\text{ grams}. Since Plot A increases linearly and reaches 180 grams180\text{ grams} at t=2t = 2, its weekly rate of change is 1801502=15 grams per week\frac{180 - 150}{2} = 15\text{ grams per week}. Thus, at week t=4t = 4, Plot A contains 150+15(4)=210 grams150 + 15(4) = 210\text{ grams}. Since Plot B increases exponentially and reaches 180 grams180\text{ grams} at t=2t = 2, its weekly growth factor bb satisfies 80b2=18080b^2 = 180, which gives b2=2.25b^2 = 2.25 and b=1.5b = 1.5. Thus, at week t=4t = 4, Plot B contains 80(1.5)4=405 grams80(1.5)^4 = 405\text{ grams}. The difference NAN - A is 405210=195405 - 210 = 195.

Step-by-Step Solution

1
Find the nitrogen level of Plot A at week t=4t = 4 using a linear model.
A=210A = 210
Plot A grows linearly from an initial 150 grams150\text{ grams} at t=0t = 0 to 180 grams180\text{ grams} at t=2t = 2. The rate of increase is 1801502=15 grams per week\frac{180 - 150}{2} = 15\text{ grams per week}. Thus, at t=4t = 4, the nitrogen level is 150+15(4)=210 grams150 + 15(4) = 210\text{ grams}.
2
Find the nitrogen level of Plot B at week t=4t = 4 using an exponential model.
N=405N = 405
Plot B grows exponentially from an initial 80 grams80\text{ grams} at t=0t = 0 to 180 grams180\text{ grams} at t=2t = 2. The weekly growth factor bb satisfies 80b2=18080b^2 = 180, so b2=2.25b^2 = 2.25 and b=1.5b = 1.5. Thus, at t=4t = 4, the nitrogen level is 80(1.5)4=80(5.0625)=405 grams80(1.5)^4 = 80(5.0625) = 405\text{ grams}.
3
Calculate the difference between the two nitrogen levels at week t=4t = 4.
195195
Subtracting AA from NN yields NA=405210=195N - A = 405 - 210 = 195.

Key Concept

Modeling linear growth (constant rate of change) and exponential growth (constant percentage rate of change or growth factor) over time.
Question 106Question

The table below shows the distribution of a group of 180180 commuters surveyed about their primary mode of transportation and their daily commuting distance.

Commuting DistancePublic TransitPersonal Vehicle
Under 10 miles4535
10 miles or more6040

Based on the table, if a commuter who primarily uses a personal vehicle is selected at random, what is the probability that this commuter has a daily commuting distance of under 10 miles?

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Answer: 715\frac{7}{15}

Answer

The probability that the selected commuter has a daily commuting distance of under 10 miles, given that they primarily use a personal vehicle, is 715\frac{7}{15}.
To find the probability that a commuter has a daily commuting distance of under 10 miles given that they primarily use a personal vehicle, we limit our sample space to only the commuters who use a personal vehicle. The total number of commuters who primarily use a personal vehicle is 35+40=7535 + 40 = 75. Within this group, the number of commuters with a daily commuting distance of under 10 miles is 35. Therefore, the probability is the fraction 3575\frac{35}{75}, which simplifies to 715\frac{7}{15}.

Step-by-Step Solution

1
Identify the total number of commuters who satisfy the condition of primarily using a personal vehicle.
The total number of commuters who primarily use a personal vehicle is 35+40=7535 + 40 = 75.
This sum represents the total number of possible outcomes (the denominator) because the selection is restricted to this group.
2
Identify the number of commuters within that subset who have a daily commuting distance of under 10 miles.
The number of personal vehicle commuters with a daily commuting distance of under 10 miles is 35.
This represents the number of favorable outcomes (the numerator).
3
Divide the number of favorable outcomes by the total number of possible outcomes and simplify the resulting fraction.
The probability is 3575=715\frac{35}{75} = \frac{7}{15}.
Dividing the numerator and denominator by their greatest common divisor, 5, gives the simplified probability.

Key Concept

Calculating conditional probability from a two-way table by identifying the correct subset of the population to use as the denominator.
Estimated Time:1m 30s
Question 107Question

A dataset consists of 1111 positive integers. The mean of the dataset is 1414, and the median is 1212. The range of the dataset is 2020. If the maximum possible value of the largest integer in the dataset is LL, what is the value of LL?

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Answer: 32

Answer

The maximum possible value of the largest integer in the dataset is 3232.
The correct answer is 3232. Let the 11 integers in nondecreasing order be x1x2x11x_1 \le x_2 \le \dots \le x_{11}. Since the mean of the 11 integers is 1414, their sum is 11×14=15411 \times 14 = 154. Since the median is 1212, the 6th integer is x6=12x_6 = 12. The range is 2020, so x11x1=20x_{11} - x_1 = 20, which gives x1=x1120x_1 = x_{11} - 20. To maximize the largest integer x11x_{11}, we need to observe that x1x6=12x_1 \le x_6 = 12. Substituting x1=x1120x_1 = x_{11} - 20 into this inequality yields x112012x_{11} - 20 \le 12, which simplifies to x1132x_{11} \le 32. We can verify that x11=32x_{11} = 32 is achievable with the dataset: 12,12,12,12,12,12,12,12,12,14,3212, 12, 12, 12, 12, 12, 12, 12, 12, 14, 32. Therefore, the maximum possible value of the largest integer is 3232.

Step-by-Step Solution

1
Calculate the sum of the 11 integers in the dataset.
The sum of the 11 integers is 154154.
Since the mean of 11 values is 14, their sum must be 11×14=15411 \times 14 = 154.
2
Identify the median and establish the order constraint.
The 6th value in the ordered list of 11 integers is 1212.
The median of an odd number of sorted values is the middle value, which is the 6th value (x6=12x_6 = 12).
3
Relate the minimum and maximum values using the range.
The minimum value x1x_1 is related to the maximum value x11x_{11} by x1=x1120x_1 = x_{11} - 20.
The range of the dataset is 20, which is the difference between the maximum and minimum values.
4
Find the maximum possible value of the largest integer.
The maximum value is 3232.
Since the dataset is sorted, the minimum value x1x_1 cannot exceed the median x6=12x_6 = 12. Therefore, x112    x112012    x1132x_1 \le 12 \implies x_{11} - 20 \le 12 \implies x_{11} \le 32.

Key Concept

Using measures of center (mean, median) and spread (range) to determine bounds on data values.
Question 108Question

A municipal research group conducted a survey of a random sample of n1n_1 registered voters in a city to estimate the proportion of voters who support a proposed school bond. In this survey, the proportion of voters who supported the bond was 0.520.52, with an associated margin of error of 0.060.06 at a 95%95\% confidence level. The group plans to conduct a follow-up survey of a random sample of n2n_2 registered voters from the same population. Assuming the sample proportion remains approximately the same, and the group wants the margin of error for the follow-up survey to be 0.020.02 at the same 95%95\% confidence level, what is the value of the ratio n2n1\frac{n_2}{n_1}?

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Answer: 9

Answer

9
The margin of error for a sample proportion is inversely proportional to the square root of the sample size. Since the target margin of error is one-third of the initial margin of error (from 0.060.06 to 0.020.02), the sample size must be increased by a factor of 32=93^2 = 9. Thus, the ratio of the new sample size to the original sample size is 99.

Step-by-Step Solution

1
State the formula for the margin of error of a sample proportion.
E=zp^(1p^)nE = z^* \sqrt{\frac{\hat{p}(1-\hat{p})}{n}}
This formula defines the mathematical relationship between the margin of error, the confidence level (via the critical value zz^*), the sample proportion p^\hat{p}, and the sample size nn.
2
Determine the relationship between margin of error and sample size when other variables are constant.
E1nE \propto \frac{1}{\sqrt{n}}
Since the confidence level remains at 95%95\% (constant zz^*) and the sample proportion remains approximately the same (constant p^\hat{p}), the margin of error is inversely proportional to the square root of the sample size.
3
Set up the ratio equation for the two surveys.
E1E2=n2n1\frac{E_1}{E_2} = \sqrt{\frac{n_2}{n_1}}
Dividing the expression for the first margin of error by the expression for the second margin of error simplifies to the square root of the ratio of the second sample size to the first sample size.
4
Substitute the given margins of error and solve for the ratio.
n2n1=9\frac{n_2}{n_1} = 9
Substitute E1=0.06E_1 = 0.06 and E2=0.02E_2 = 0.02 to get 0.060.02=3=n2n1\frac{0.06}{0.02} = 3 = \sqrt{\frac{n_2}{n_1}}. Squaring both sides yields the ratio of the sample sizes, which is 99.

Key Concept

The relationship between sample size and margin of error in statistical studies.
Question 109Question

A financial technology platform offers two merchant rewards programs, Program PP and Program EE, based on a merchant's monthly transaction volume. The table below shows the monthly reward for both programs at a transaction volume of $50,000\$50,000.

ProgramGrowth ModelReward at $50,000\$50,000 Volume
Program PPLinear$800\$800
Program EEExponential$800\$800

For every increase of $10,000\$10,000 in monthly transaction volume:
- Under Program PP, the monthly reward increases by $150\$150.
- Under Program EE, the monthly reward increases by 5%5\%.

If a merchant's monthly transaction volume increases from $50,000\$50,000 to $90,000\$90,000, what is the closest dollar amount to the difference between the monthly rewards the merchant would receive under the two programs?

Show answer & explanation

Answer: $428

Answer

$428
The correct answer of $428\$428 represents the difference between the rewards under the two models at a monthly transaction volume of $90,000\$90,000. The number of $10,000\$10,000 increments from $50,000\$50,000 to $90,000\$90,000 is 44. The linear reward under Program P increases by $150\$150 per increment, resulting in a reward of 800+4(150)=1400800 + 4(150) = 1400. The exponential reward under Program E increases by 5%5\% per increment, resulting in a reward of 800×(1.05)4972.41800 \times (1.05)^4 \approx 972.41. The difference is 1400972.41=427.591400 - 972.41 = 427.59, which is closest to $428\$428.

Step-by-Step Solution

1
Determine the number of $10,000\$10,000 increments from the initial transaction volume to the target volume.
44 increments
The transaction volume increases from $50,000\$50,000 to $90,000\$90,000, a change of $40,000\$40,000. Since the growth rates are defined per $10,000\$10,000 increase, the number of increments is 40,00010,000=4\frac{40,000}{10,000} = 4.
2
Calculate the monthly reward under the linear model (Program P) after 44 increments.
14001400 dollars
Program P adds a constant $150\$150 per increment. The reward after 44 increments is 800+4(150)=800+600=1400800 + 4(150) = 800 + 600 = 1400.
3
Calculate the monthly reward under the exponential model (Program E) after 44 increments.
972.41972.41 dollars
Program E increases by a constant percent (5%5\%) per increment, which corresponds to a growth factor of 1.051.05. The reward after 44 increments is 800×(1.05)4800×1.2155=972.41800 \times (1.05)^4 \approx 800 \times 1.2155 = 972.41.
4
Find the difference between the two monthly rewards.
427.59427.59 dollars, which rounds to 428428 dollars
Subtract the reward under Program E from the reward under Program P: 1400972.41=427.591400 - 972.41 = 427.59.

Key Concept

Distinguishing between linear and exponential growth models and evaluating them at specific values in a real-world context.
Estimated Time:2m 30s
Question 110Question

An aquarium filter recirculates water at a constant rate of 250250 milliliters per second. The filter cartridge must be replaced after it has processed a total of 540540 cubic meters of water. For how many hours of continuous operation can the filter run before the cartridge must be replaced? (1 cubic meter=1,000 liters1\text{ cubic meter} = 1,000\text{ liters})

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Answer: 600

Answer

The filter can run for 600600 hours of continuous operation before the cartridge must be replaced.
To find the number of hours the filter can run, we first convert the flow rate to cubic meters per hour. The flow rate of 250250 milliliters per second is equal to 0.250.25 liters per second. Multiplying by 3,6003,600 seconds per hour gives a flow rate of 900900 liters per hour. Since 1 cubic meter=1,000 liters1\text{ cubic meter} = 1,000\text{ liters}, 900900 liters per hour is equivalent to 0.90.9 cubic meters per hour. Finally, dividing the total capacity of 540540 cubic meters by the flow rate of 0.90.9 cubic meters per hour yields a duration of 600600 hours.

Step-by-Step Solution

1
Convert the water recirculating rate from milliliters per second to liters per second.
0.250.25 liters per second
To express the flow rate in terms of liters before converting to cubic meters.
2
Convert the rate from liters per second to liters per hour.
900900 liters per hour
To align the time unit of the rate with the requested time unit (hours).
3
Convert the rate from liters per hour to cubic meters per hour.
0.90.9 cubic meters per hour
To match the volume unit of the filter cartridge capacity (cubic meters).
4
Divide the total cartridge capacity by the hourly flow rate of the filter.
600600 hours
To find the total duration of continuous operation before replacement.

Key Concept

Unit Conversions
Question 111Question

A group of 2525 students took a history quiz, and their scores are summarized in the frequency table below.

ScoreFrequency
62
74
810
96
103

The teacher decides to remove the scores of the 22 students who scored 66 because they were absent on the day of the quiz and took it later under different conditions. Which of the following statements describes the effect of removing these two scores on the mean, median, and standard deviation of the quiz scores?

Show answer & explanation

Answer: The mean increases, the median remains unchanged, and the standard deviation decreases.

Answer

The mean increases, the median remains unchanged, and the standard deviation decreases.
The correct answer is the statement indicating that the mean increases, the median remains unchanged, and the standard deviation decreases. Removing the two lowest scores (66) eliminates the values that pull the average down, resulting in an increased mean. The median remains at 88 because the middle position of the sorted scores still lies within the class of 88 s. The standard deviation decreases because the overall spread of the data is reduced when the lowest and most distant values are removed.

Step-by-Step Solution

1
Calculate the original mean and locate the original median.
Original Mean = 8.168.16; Original Median = 88.
The original sum of scores is (2×6)+(4×7)+(10×8)+(6×9)+(3×10)=204(2 \times 6) + (4 \times 7) + (10 \times 8) + (6 \times 9) + (3 \times 10) = 204. With 2525 students, the mean is 204/25=8.16204 / 25 = 8.16. The median is the 13th13\text{th} value in the sorted list of 2525 scores. Looking at the cumulative frequencies, the first 22 scores are 66, the next 44 are 77 (cumulative 66), and the next 1010 are 88 (cumulative 1616). Thus, the 13th13\text{th} value is 88.
2
Calculate the new mean and locate the new median after removing the two scores of 66.
New Mean 8.35\approx 8.35; New Median = 88.
Removing the two scores of 66 reduces the sum by 1212 (new sum = 192192) and the count of students to 2323. The new mean is 192/238.35192 / 23 \approx 8.35, which is an increase. The new median is the 12th12\text{th} value of the remaining 2323 sorted scores. The first 44 scores are 77, and the next 1010 are 88 (cumulative 1414). The 12th12\text{th} value is still 88, so the median remains unchanged.
3
Analyze the change in the standard deviation.
The standard deviation decreases.
Standard deviation measures the spread of the data. The scores of 66 are the minimum scores and are the furthest from the mean of the distribution. Removing these extreme values reduces the variability and concentrates the remaining scores closer to the mean, which decreases the standard deviation.

Key Concept

Analyzing the effects of removing extreme data values on the mean, median, and standard deviation of a dataset.
Question 112Question

A laboratory uses two types of equipment, Instrument A and Instrument B, which both have an initial value of VV dollars when purchased at the same time (t=0t = 0 years). The value of Instrument A decreases linearly at a constant rate over time. At t=3t = 3 years, the value of Instrument A is $12,000\$12,000, and at t=6t = 6 years, its value is $8,000\$8,000. The value of Instrument B decreases exponentially at a constant annual rate. At t=2t = 2 years, the value of Instrument B is $4,000\$4,000. What is the value, in dollars, of Instrument B at t=4t = 4 years?

Show answer & explanation

Answer: 1000

Answer

1000
The correct answer is 1000. By defining the value of Instrument A linearly, we obtain the system V3d=12000V - 3d = 12000 and V6d=8000V - 6d = 8000. Solving this system yields an initial value of V=16000V = 16000. Instrument B decreases exponentially with the model VB(t)=16000btV_B(t) = 16000 \cdot b^t. Given VB(2)=4000V_B(2) = 4000, we have 16000b2=400016000 \cdot b^2 = 4000, which gives b2=0.25b^2 = 0.25. The value at t=4t = 4 is then calculated as VB(4)=VB(2)b2=40000.25=1000V_B(4) = V_B(2) \cdot b^2 = 4000 \cdot 0.25 = 1000.

Step-by-Step Solution

1
Set up a system of linear equations for Instrument A's value.
V3d=12000V - 3d = 12000 and V6d=8000V - 6d = 8000
Instrument A decreases linearly, meaning its value is modeled by VA(t)=VdtV_A(t) = V - dt.
2
Solve for the constant annual rate of decrease, dd, and the initial purchase value, VV.
d=40003d = \frac{4000}{3} and V=16000V = 16000
Subtracting the two linear equations eliminates VV, allowing us to solve for dd and subsequently substitute it back to find VV.
3
Apply the initial value V=16000V = 16000 to Instrument B's exponential decay model at t=2t = 2.
16000b2=400016000 \cdot b^2 = 4000
Instrument B decreases exponentially starting from the same initial value VV, so its model is VB(t)=VbtV_B(t) = V \cdot b^t.
4
Solve for the 2-year decay factor, b2b^2.
b2=0.25b^2 = 0.25
Dividing both sides of the equation by 1600016000 isolates the term representing the growth or decay factor over a two-year interval.
5
Calculate the value of Instrument B at t=4t = 4 years.
10001000
Multiply the value at t=2t = 2 by the 2-year decay factor b2b^2, which yields 40000.25=10004000 \cdot 0.25 = 1000.

Key Concept

Distinguishing between linear decay (constant absolute rate of change) and exponential decay (constant percentage rate of change) to set up and solve coupled system models.
Question 113Question

A group of 1515 students recorded the number of books they read over the summer. The table below shows the distribution of the number of books read.

Number of booksNumber of students
1111
2233
3355
4455
181811

If the student who read 1818 books is removed from the dataset, which of the following statements best describes the effect on the mean and the median of the dataset?

Show answer & explanation

Answer: The mean decreases by 11, and the median remains the same.

Answer

The mean decreases by 11, and the median remains the same.
The correct answer states that the mean decreases by 11 and the median remains the same. Removing the outlier of 1818 reduces the sum from 6060 to 4242 and the number of terms from 1515 to 1414, resulting in a new mean of 33 (down from 44). The median is determined by the middle values of the dataset; both the 8th8\text{th} value of the 1515-element set and the average of the 7th7\text{th} and 8th8\text{th} values of the 1414-element set are 33, meaning the median does not change.

Step-by-Step Solution

1
Calculate the mean of the original dataset containing 1515 students.
The sum of the books read is (1×1)+(2×3)+(3×5)+(4×5)+(18×1)=1+6+15+20+18=60(1 \times 1) + (2 \times 3) + (3 \times 5) + (4 \times 5) + (18 \times 1) = 1 + 6 + 15 + 20 + 18 = 60. The mean is 6015=4\frac{60}{15} = 4.
To find the initial baseline mean before the outlier is removed.
2
Find the median of the original dataset.
With 1515 data points, the median is the 8th8\text{th} value when ordered. Counting from the smallest value, the first value is 11, the next 33 values are 22, and the next 55 values are 33 (covering the 5th5\text{th} through 9th9\text{th} positions). Thus, the 8th8\text{th} value is 33, so the median is 33.
To find the initial baseline median before the outlier is removed.
3
Calculate the new mean after removing the student who read 1818 books.
The new number of students is 1414. The new sum of books read is 6018=4260 - 18 = 42. The new mean is 4214=3\frac{42}{14} = 3. The mean decreased by 43=14 - 3 = 1.
To determine the change in the mean.
4
Find the new median after removing the student who read 1818 books.
With 1414 data points, the median is the average of the 7th7\text{th} and 8th8\text{th} values. Both the 7th7\text{th} and 8th8\text{th} values are in the group of 33 s (covering the 5th5\text{th} through 9th9\text{th} positions). Therefore, the new median is 3+32=3\frac{3 + 3}{2} = 3, meaning the median remains the same.
To determine the change in the median.

Key Concept

Understanding how outliers affect measures of center, specifically the mean (which is sensitive to outliers) and the median (which is resistant to outliers).
Question 114Question

A wind turbine generates electricity at a constant rate of 1.5 megawatt-hours (MWh)1.5\text{ megawatt-hours (MWh)} per day. If 1 megawatt-hour1\text{ megawatt-hour} is equivalent to 3.6 gigajoules (GJ)3.6\text{ gigajoules (GJ)}, how many gigajoules of energy does the wind turbine generate in 8 hours8\text{ hours}?

Show answer & explanation

Answer: 1.8

Answer

1.8
The correct answer is 1.8. To find the total energy generated in gigajoules over 8 hours, the daily rate of 1.5 MWh1.5\text{ MWh} is first converted to an hourly rate by dividing by 24 hours, yielding 0.0625 MWh0.0625\text{ MWh} per hour. Multiplying this rate by 8 hours results in 0.5 MWh0.5\text{ MWh} of energy generated. Finally, multiplying the energy in MWh by the conversion factor of 3.6 GJ3.6\text{ GJ} per MWh yields 1.8 GJ1.8\text{ GJ}.

Step-by-Step Solution

1
Convert the daily generation rate of 1.5 MWh1.5\text{ MWh} to an hourly generation rate by dividing by 24 hours.
0.0625 MWh per hour0.0625\text{ MWh per hour}
Since there are 24 hours in a day, dividing the daily rate by 24 yields the rate of energy generated per hour.
2
Multiply the hourly generation rate by 8 hours to find the total energy generated in megawatt-hours.
0.5 MWh0.5\text{ MWh}
Multiplying the rate per hour by the duration of 8 hours gives the cumulative energy generated over that period.
3
Convert the energy generated from megawatt-hours to gigajoules by multiplying by the conversion factor of 3.6 GJ3.6\text{ GJ} per MWh.
1.8 GJ1.8\text{ GJ}
Multiplying the energy in MWh by 3.6 GJ/MWh3.6\text{ GJ/MWh} converts the unit to gigajoules.

Key Concept

Unit Conversions
Question 115Question

An administrator at a large university with 12,000 enrolled students wants to evaluate student satisfaction with campus services. The administrator designs two separate surveys:

* Survey A: A survey is sent to a random sample of 1,000 students selected from the registrar's list of all 12,000 enrolled students. In this sample, 60% of the students report being satisfied with campus services.
* Survey B: A survey is sent to a random sample of 250 students selected from the 3,000 students who live in on-campus dormitories. In this sample, 70% of the students report being satisfied with campus services.

Which of the following statements must be true?

I. The results of Survey B can be generalized to estimate the satisfaction of all 12,000 enrolled students at the university.
II. If the administrator wants to reduce the margin of error of Survey A to approximately half of its current value, the sample size of Survey A should be increased to 4,000 students.
III. Based on the results of Survey B, it is estimated that 2,100 students who live in on-campus dormitories are satisfied with campus services.

Show answer & explanation

Answer: II and III only

Answer

II and III only
The correct option is 'II and III only'. Statement II is true because the margin of error is inversely proportional to the square root of the sample size (nn). To reduce the margin of error by half (a factor of 12\frac{1}{2}), the sample size must be multiplied by 22=42^2 = 4. Thus, increasing the sample size of Survey A from 1,000 to 4,000 students will halve its margin of error. Statement III is true because Survey B selected a random sample of 250 students from the population of 3,000 students living in on-campus dormitories. Since the sample is representative of this population, the sample proportion of 70% can be generalized to the 3,000 dormitory residents, yielding an estimate of 0.70×3,000=2,1000.70 \times 3,000 = 2,100 satisfied students. Statement I is false because the sample for Survey B was drawn exclusively from students living in on-campus dormitories, who may have different satisfaction levels than off-campus students; therefore, the results cannot be generalized to all 12,000 enrolled students.

Step-by-Step Solution

1
Evaluate Statement I by checking the target population of Survey B's sampling frame.
Statement I is false.
Survey B's sample was drawn specifically from the 3,000 students living in on-campus dormitories, not from the entire student body of 12,000. Therefore, the findings of Survey B can only be generalized to on-campus dormitory residents, not to the entire university.
2
Evaluate Statement II by analyzing the relationship between sample size and margin of error.
Statement II is true.
The margin of error for a sample proportion is inversely proportional to the square root of the sample size (nn). To reduce the margin of error to 12\frac{1}{2} of its current value, the sample size must be increased by a factor of 22=42^2 = 4. Since the original sample size of Survey A is 1,000, increasing it to 1,000×4=4,0001,000 \times 4 = 4,000 will halve the margin of error.
3
Evaluate Statement III by calculating the estimated population value from the sample proportion.
Statement III is true.
Since Survey B used a random sample of the 3,000 dormitory residents, the sample proportion of 70% (0.700.70) can be used to estimate the number of satisfied dormitory residents in the population: 0.70×3,000=2,1000.70 \times 3,000 = 2,100 students.
4
Combine the evaluations to select the correct option.
Only Statement II and Statement III must be true.
Since Statement I is false and both Statement II and Statement III are true, the correct choice is the option containing 'II and III only'.

Key Concept

Generalization limits of survey results based on sampling frames, and the mathematical relationship between sample size and margin of error.
Estimated Time:2m 30s
Question 116Question

A water desalination facility uses two types of filtration systems, System X and System Y. System X processes saltwater at a constant rate of 1515 liters per minute, producing purified water and brine in a ratio of 4:14:1. System Y processes saltwater at a constant rate of 2121 liters per minute, producing purified water and brine in a ratio of 5:25:2. If both systems operate simultaneously, how many liters of brine will be produced in total during the time it takes the two systems combined to produce 324324 liters of purified water?

Show answer & explanation

Answer: 108

Answer

108
The correct value of 108 is found by calculating the rate of brine production for each system. System X produces brine at a rate of 15×15=315 \times \frac{1}{5} = 3 liters per minute, and System Y produces brine at 21×27=621 \times \frac{2}{7} = 6 liters per minute, giving a combined brine rate of 99 liters per minute. Meanwhile, the combined purified water rate is (15×45)+(21×57)=12+15=27(15 \times \frac{4}{5}) + (21 \times \frac{5}{7}) = 12 + 15 = 27 liters per minute. It takes the systems 32427=12\frac{324}{27} = 12 minutes to produce the purified water. During these 12 minutes, the total brine produced is 12×9=10812 \times 9 = 108 liters.

Step-by-Step Solution

1
Find the purified water and brine production rates for System X.
Purified water rate = 1212 liters per minute; Brine rate = 33 liters per minute.
Since the ratio of purified water to brine is 4:14:1, there are 4+1=54 + 1 = 5 parts in total. System X processes 1515 liters of saltwater per minute, so the purified water rate is 15×45=1215 \times \frac{4}{5} = 12 liters per minute and the brine rate is 15×15=315 \times \frac{1}{5} = 3 liters per minute.
2
Find the purified water and brine production rates for System Y.
Purified water rate = 1515 liters per minute; Brine rate = 66 liters per minute.
Since the ratio of purified water to brine is 5:25:2, there are 5+2=75 + 2 = 7 parts in total. System Y processes 2121 liters of saltwater per minute, so the purified water rate is 21×57=1521 \times \frac{5}{7} = 15 liters per minute and the brine rate is 21×27=621 \times \frac{2}{7} = 6 liters per minute.
3
Calculate the combined purified water and brine rates.
Combined purified rate = 2727 liters per minute; Combined brine rate = 99 liters per minute.
Adding the individual rates of System X and System Y gives the combined rates of 12+15=2712 + 15 = 27 liters per minute for purified water and 3+6=93 + 6 = 9 liters per minute for brine.
4
Determine the time required to produce the target amount of purified water.
Time = 1212 minutes.
Divide the target purified water volume of 324324 liters by the combined purified water rate of 2727 liters per minute to find the operating time: 32427=12\frac{324}{27} = 12 minutes.
5
Calculate the total amount of brine produced during this time.
Total brine = 108108 liters.
Multiply the operating time of 1212 minutes by the combined brine production rate of 99 liters per minute: 12×9=10812 \times 9 = 108 liters.

Key Concept

Combining rates derived from part-to-whole ratios to solve multi-step rate problems.
Question 117Question

A marine biologist records the dive depths, in meters, of a seal on 6 consecutive dives. The recorded depths are 52, 68, 57, 65, 48, and xx. The median of these 6 dive depths is 58 meters. What is the value of xx?

Show answer & explanation

Answer: 59

Answer

59
To find the median of a set of 6 numbers, the numbers must be listed in ascending order, and the median will be the average of the 3rd and 4th numbers. The five known numbers in ascending order are 48, 52, 57, 65, and 68. If the unknown value xx is less than or equal to 57, the 3rd and 4th numbers in the sorted list would be at most 57, which would make the median at most 57. If xx is greater than or equal to 65, the 3rd and 4th numbers in the sorted list would be 57 and 65, which would make the median 57+652=61\frac{57+65}{2} = 61. Since the median is given as 58, xx must be between 57 and 65. Thus, when the 6 numbers are sorted, the 3rd number is 57 and the 4th number is xx. Setting their average equal to 58 gives 57+x2=58\frac{57+x}{2} = 58. Multiplying both sides by 2 yields 57+x=11657 + x = 116. Subtracting 57 from both sides gives x=59x = 59.

Step-by-Step Solution

1
Order the five known depths from least to greatest.
48, 52, 57, 65, 68
To find or use the median of a dataset, the data points must first be arranged in ascending order.
2
Analyze the position of the median in a dataset of 6 values.
The median is the average of the 3rd and 4th values in the ordered list.
For an even number of data points, the median is the arithmetic mean of the two middle values.
3
Determine the constraints on xx to achieve a median of 58.
The value of xx must be between 57 and 65, making 57 the 3rd value and xx the 4th value.
If x57x \le 57, the 3rd and 4th values are both 57 or less, yielding a median of at most 57. If x65x \ge 65, the 3rd and 4th values are 57 and 65, yielding a median of 61. Thus, xx must be the 4th value.
4
Set up and solve the equation for the median.
57+x2=58    57+x=116    x=59\frac{57 + x}{2} = 58 \implies 57 + x = 116 \implies x = 59
Since the 3rd value is 57 and the 4th value is xx, their average must equal the given median of 58.

Key Concept

Calculating and interpreting the median of a dataset with an even number of values, including handling unknown variables.
Question 118Question

A scientist surveyed 1515 different forest regions and recorded the number of endangered plant species in each region. The numbers of endangered species in 1414 of the regions are:

12,15,15,16,18,20,20,22,22,22,25,28,30,3412, 15, 15, 16, 18, 20, 20, 22, 22, 22, 25, 28, 30, 34

The number of endangered species in the 15th15\text{th} region is xx, where xx is an integer greater than 2525. If the median of the numbers of endangered species for all 1515 regions is equal to the mean, what is the value of xx?

Show answer & explanation

Answer: 31

Answer

The correct answer is 31.
The correct answer is 31. The sum of the 14 known values is 299. Since the 15th value xx is greater than 25, it must be placed at or after the 12th position when all 15 values are sorted. Thus, the 8th value (the median of the 15 values) remains the same as the 8th value of the known 14 sorted values, which is 22. Setting the mean equal to the median gives 299+x15=22\frac{299 + x}{15} = 22, which simplifies to 299+x=330299 + x = 330, resulting in x=31x = 31. Since 31>2531 > 25, this is the correct value.

Step-by-Step Solution

1
Find the sum of the 14 known values.
The sum of the 14 known values is 299.
This is needed to construct the expression for the mean of the 15 values.
2
Determine the median of the 15 values given the constraint x>25x > 25.
The median is 22.
Since x>25x > 25, it will be sorted after the first 11 values (the 11th value is 25). The median of 15 values is the 8th value, which remains 22.
3
Set the mean equal to the median and solve for xx.
299+x15=22    299+x=330    x=31\frac{299 + x}{15} = 22 \implies 299 + x = 330 \implies x = 31.
This yields the value of xx that satisfies the condition that the mean equals the median.

Key Concept

Calculating and comparing the mean and median of a dataset, and analyzing how a new data point affects these measures.
Question 119Question

An agricultural drone sprays a liquid fertilizer at a constant rate of 120120 milliliters per second. The drone flies at a constant speed, covering 1.51.5 hectares per hour. If the drone operates continuously at this rate, how many liters of fertilizer are sprayed per hectare?

(Note: 11 liter = 1,0001,000 milliliters)

Show answer & explanation

Answer: 288

Answer

The drone sprays 288 liters of fertilizer per hectare.
To find the number of liters sprayed per hectare, the rate of spraying must be converted from milliliters per second to liters per hour, and then divided by the coverage rate of hectares per hour. First, multiply the spray rate of 120120 milliliters per second by the number of seconds in an hour (3,6003,600 seconds) to find that the drone sprays 432,000432,000 milliliters per hour. Next, convert this volume to liters by dividing by 1,0001,000 milliliters per liter, which gives 432432 liters per hour. Finally, divide this hourly spray volume by the coverage rate of 1.51.5 hectares per hour to obtain 288288 liters per hectare.

Step-by-Step Solution

1
Calculate the volume of fertilizer sprayed in one hour in milliliters.
120 mL/s×3,600 s/h=432,000 mL/h120\text{ mL/s} \times 3,600\text{ s/h} = 432,000\text{ mL/h}
There are 3,6003,600 seconds in one hour, so multiplying the per-second rate by 3,6003,600 gives the volume sprayed per hour.
2
Convert the hourly volume from milliliters to liters.
432,000 mL/h1,000 mL/L=432 L/h\frac{432,000\text{ mL/h}}{1,000\text{ mL/L}} = 432\text{ L/h}
Since 11 liter is equivalent to 1,0001,000 milliliters, divide the volume in milliliters by 1,0001,000 to get the volume in liters.
3
Calculate the volume of fertilizer sprayed per hectare.
432 L/h1.5 hectares/h=288 L/hectare\frac{432\text{ L/h}}{1.5\text{ hectares/h}} = 288\text{ L/hectare}
Divide the total liters sprayed in one hour by the total hectares covered in that same hour to find the rate per hectare.

Key Concept

Unit conversion involving compound rates of volume, time, and area.
Question 120Question

A paper mill machine produces paper at a constant rate of 2424 square feet per second. If 1 square yard=9 square feet1\text{ square yard} = 9\text{ square feet}, how many square yards of paper does the machine produce in 1515 minutes?

Show answer & explanation

Answer: 2,400

Answer

2,400
The correct answer of 2,400 is found by first converting the time of 15 minutes to seconds: 15×60=90015 \times 60 = 900 seconds. Next, calculate the total area produced in square feet by multiplying the production rate by the time: 24×900=21,60024 \times 900 = 21,600 square feet. Finally, convert this area to square yards by dividing by 9: 21,600/9=2,40021,600 / 9 = 2,400 square yards.

Step-by-Step Solution

1
Convert the time from minutes to seconds.
15 minutes×60 seconds/minute=900 seconds15\text{ minutes} \times 60\text{ seconds/minute} = 900\text{ seconds}
The production rate is given in square feet per second, so the time duration must be in seconds.
2
Calculate the total area of paper produced in square feet.
24 square feet/second×900 seconds=21,600 square feet24\text{ square feet/second} \times 900\text{ seconds} = 21,600\text{ square feet}
Multiplying the rate by the total time gives the total amount produced in square feet.
3
Convert the total area from square feet to square yards.
21,600 square feet÷9 square feet/square yard=2,400 square yards21,600\text{ square feet} \div 9\text{ square feet/square yard} = 2,400\text{ square yards}
Since 1 square yard=9 square feet1\text{ square yard} = 9\text{ square feet}, dividing the total square feet by 9 converts the value to square yards.

Key Concept

Multi-step unit conversions involving rates of change and area scaling.
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