All questions
Question 1
A government replaces its flat income tax with a more progressive income tax system, while keeping the total tax revenue constant. What is the most likely immediate effect on the distribution of disposable (after-tax) income?
- Both mean and median disposable income will increase.
- Mean disposable income will be unchanged, while median disposable income will increase. (correct answer)
- Median disposable income will be unchanged, while mean disposable income will increase.
- Both mean and median disposable income will decrease.
Explanation: A progressive tax shifts the tax burden to higher earners. This increases the after-tax income of lower and middle-income households and decreases it for higher-income households. Since total tax revenue is constant, total disposable income is also constant, meaning the mean disposable income remains unchanged. However, by increasing the incomes of those in the lower half of the distribution, the median (the 50th percentile) will increase.
Question 2
A severe recession causes many middle-class workers to lose their jobs, resulting in zero income for them for the year. The incomes of the wealthiest 1% remain largely unaffected. When considering the entire population (employed and unemployed), what is the most likely impact on the nation's income statistics?
- The mean will decrease, but the median will increase as the middle class shrinks.
- Both the mean and the median income will decrease. (correct answer)
- The median will decrease, but the mean will be unaffected due to stable high incomes.
- The Gini coefficient will decrease, while mean and median income remain constant.
Explanation: The mean income will decrease because the total income generated in the economy has fallen. The median income will also decrease. When a large number of people in the middle of the income distribution lose their jobs and their incomes fall to zero, the midpoint (50th percentile) of the now-reordered distribution will shift to a lower value.
Question 3
Imagine a population of 101 individuals with their incomes sorted in ascending order. If the income of the 101st person (the wealthiest) were to triple, what would be the effect on the mean and median incomes?
- The mean income would increase, while the median income would remain unchanged. (correct answer)
- Both the mean and median incomes would increase significantly.
- The median income would increase, while the mean income would remain unchanged.
- Neither the mean nor the median income would be affected by the change.
Explanation: The mean is the sum of all incomes divided by the population, so a large increase in the highest income will increase the total sum and thus increase the mean. The median is the income of the middle person. In a population of 101, this is the 51st person. A change in the income of the 101st person does not affect the income of the 51st person, so the median remains unchanged.
Question 4
A country's national statistics office discovers a data error: the income of the nation's wealthiest individual was accidentally omitted from the calculation of last year's income statistics. When the data is corrected to include this very high income, what will be the effect?
- Both the mean and median income will increase significantly.
- Neither measure will change, as one individual is statistically insignificant.
- Only the median income will increase, as the new data point is an outlier.
- The mean income will increase, while the median income will be largely unaffected. (correct answer)
Explanation: This is a classic outlier problem. Adding a very large value to a dataset will pull the mean (the average) up. The median, however, is the middle value. Adding one person to a large population does not change the identity of the person in the middle position, so the median income will remain virtually unchanged.
Question 5
The five households in a small cul-de-sac have annual incomes of $30,000, $40,000, $50,000, $80,000, and $800,000.
The community association wants to report a measure of central tendency that best represents the 'typical' household income in their marketing materials. Which measure and value should they use?
- The mean, which is $200,000, as it represents the total wealth.
- The median, which is $60,000, representing the average of the middle three incomes.
- The mode, which is undefined, so no valid measure can be reported.
- The median, which is $50,000, as it is unaffected by the single high income. (correct answer)
Explanation: The income of $800,000 is an outlier that will heavily skew the mean. The mean is 200,000, which does not represent the typical household. The median is the middle value when the data is ordered: {30k, $40k, $50k, $80k, $800k}. The median is $50,000. This value is a much better representation of the 'typical' household in the cul-de-sac because it is resistant to the outlier.
Question 6
A government program provides job training that successfully moves a large group of workers from incomes just below the national median to new jobs with incomes just above the national median. Assuming other incomes remain constant, what is the most likely result for the nation's income measures?
- The median will increase, but the mean will remain unchanged.
- The mean will increase, but the median will remain unchanged.
- Both the mean and the median income will increase. (correct answer)
- Both the mean and the median income will decrease.
Explanation: Since a large group of people has experienced an increase in their incomes, the total sum of incomes in the nation has risen. Therefore, the mean income must increase. The median is the 50th percentile mark. By moving a significant number of people from just below this mark to just above it, the new midpoint of the distribution will be at a higher income level. Thus, the median will also increase.
Question 7
A highly paid software engineer earning 20 times the national median income moves to a new country and becomes a citizen. Assuming this is the only change to the population and income data, what is the most likely immediate effect on the new country's income statistics?
- The mean income will increase, while the median income will remain unchanged or change very little. (correct answer)
- Both the mean and median income will increase substantially due to the addition of a high earner.
- The median income will increase, while the mean income will remain relatively stable.
- Both the mean and median income will decrease due to increased population size without proportional income.
Explanation: The mean is the average of all incomes and is highly sensitive to extreme values (outliers). Adding a very high income will pull the mean upwards. The median is the middle value of the income distribution. Adding a single person to a large population will have a negligible effect on the position of the median earner, so the median will likely remain unchanged or shift by an insignificant amount.
Question 8
At a small law firm, the mean partner salary is $500,000, while the median partner salary is $300,000. Which of the following statements provides the most plausible explanation for this significant difference?
- Most partners at the firm earn a salary very close to $500,000.
- The salary distribution is left-skewed, with many partners earning low salaries.
- One or two founding partners have extremely high salaries compared to the others. (correct answer)
- The firm's salaries are very compressed, with little variation among partners.
Explanation: When the mean is significantly higher than the median, it indicates a right-skewed distribution. This is typically caused by a few very high values (outliers) that pull the average up without affecting the middle value. In this context, a few founding partners with very high compensation would explain the gap between the mean and median.
Question 9
An economic report for a nation states that over the last year, mean household income increased by 4%, while median household income decreased by 2%. Which of the following scenarios provides the best explanation for this divergence?
- Incomes for the highest-earning households grew significantly, while incomes for most other households stagnated or fell. (correct answer)
- There was modest, widespread income growth across all income levels, which disproportionately affected the mean.
- A large number of low-income workers retired and began drawing from savings, removing their low incomes from the data.
- The government implemented a highly progressive tax system, redistributing wealth from the top to the bottom.
Explanation: The mean income can be pulled up by large gains at the top of the distribution, even if most people's incomes are not rising. A falling median indicates that the income of the 'typical' household (at the 50th percentile) is decreasing. The only scenario that explains both phenomena is one where income gains are heavily concentrated among the highest earners while the middle and lower parts of the distribution are worse off.
Question 10
A government introduces a new policy that doubles the annual income of every household in the poorest 25% of the population. All other incomes remain unchanged. What is the definite, immediate impact of this policy on the nation's income statistics?
- The mean will increase, but the median will remain unchanged.
- The median will increase, but the mean will remain unchanged.
- Both the mean and the median income will increase. (correct answer)
- Both the mean and the median income will decrease.
Explanation: The mean income will increase because the total sum of all incomes in the nation has increased. The median income (the 50th percentile) will also increase. By increasing the incomes of the bottom 25%, the entire lower portion of the income distribution shifts up, which will necessarily raise the value of the midpoint.
Question 11
When analyzing the economic well-being of a 'typical' or 'average' family in a country with significant income inequality, why do economists often prefer to use median household income instead of mean household income?
- Median income is less distorted by a small number of extremely high-income households. (correct answer)
- Mean income does not account for non-cash benefits, whereas median income does.
- Median income provides a better measure of the total economic output of a country.
- Mean income is statistically more difficult and costly to calculate accurately from survey data.
Explanation: In a distribution with high inequality (typically right-skewed), a few very high earners pull the mean income significantly above the income of the majority of people. The median, which is the 50th percentile, represents the middle household and is not affected by these extreme high values. Therefore, the median gives a more accurate picture of the economic situation of a typical family.
Question 12
In a hypothetical economy, all workers earning below the current median income are given a raise to bring their salary up to exactly the current median income. The incomes of all other workers remain unchanged. What is the effect on the nation's mean and median income?
- The mean income will increase, while the median income will remain unchanged. (correct answer)
- Both the mean and median income will increase.
- The median income will increase, while the mean income will remain unchanged.
- Both the mean and median income will remain unchanged.
Explanation: The mean income must increase because raising the incomes of the entire bottom half of the distribution increases the total income of the economy. The median income, however, will not change. The median was the income of the 50th percentile person. After the change, the entire bottom 50% of the population now earns that same income, so the new 50th percentile person still earns the old median income.
Question 13
A small company has five employees with annual salaries of $50,000, $55,000, $60,000, $75,000, and $250,000.
The company's owner, who is the highest-paid employee, decides to reduce her own salary to $150,000 to invest more in the business. What is the effect of this change on the employees' mean and median salaries?
- Both the mean and the median salary will decrease.
- The mean salary will decrease, but the median salary will remain the same. (correct answer)
- The median salary will decrease, but the mean salary will remain the same.
- Neither the mean nor the median salary will change.
Explanation: The original salaries in order are {$50k, $55k, $60k, $75k, $250k}. The median is the middle value, 60,000. After the change, the salaries are {50k, $55k, $60k, $75k, $150k}. The median is still the middle value, $60,000. The mean, however, is the sum of salaries divided by 5. Since the total sum of salaries has decreased, the mean salary must also decrease.
Question 14
A news commentator states, 'While per capita income is at an all-time high, the typical family feels no better off, as median income has been flat for a decade.' If both these statistical claims are true, what do they most strongly suggest about the economy?
- The population size has been shrinking rapidly, artificially inflating per capita income.
- The benefits of economic growth have been flowing primarily to higher-income earners. (correct answer)
- The statistical agencies must be using different, incompatible definitions of income.
- High inflation has eroded the purchasing power of both mean and median incomes equally.
Explanation: Per capita income is another term for mean income. If the mean income is rising while the median (typical) income is stagnant, it implies that the income distribution is becoming more skewed. The total economic pie is growing, but the additional slices are going to those at the top, leaving the middle unchanged.
Question 15
If a country's income distribution were to become perfectly symmetrical, what would be the expected relationship between its mean and median income?
- The mean income would be significantly higher than the median income.
- The median income would be significantly higher than the mean income.
- The mean income and the median income would be approximately equal. (correct answer)
- The relationship would be impossible to determine without data on the mode.
Explanation: In a perfectly symmetrical distribution, the data is evenly balanced around the center. The mean (the balance point) and the median (the geometric middle) will coincide at the center of the distribution. Skewness, or the lack thereof, is what creates a gap between the mean and median.
Question 16
In a negatively skewed, or left-skewed, income distribution, what is the characteristic relationship between the mean and the median?
- The mean income is less than the median income. (correct answer)
- The mean income is greater than the median income.
- The mean income and the median income are approximately equal.
- The mode is always greater than both the mean and the median.
Explanation: A left-skewed distribution has a long 'tail' of low values to the left. These extremely low values pull the mean (the arithmetic average) down. The median, being the middle value, is less affected by these outliers. Consequently, in a left-skewed distribution, the mean is typically less than the median.
Question 17
Country X has a mean income of $60,000 and a median income of $50,000. Country Y has a mean income of $60,000 and a median income of $35,000. Based solely on these figures, what can be inferred?
- The total economic output of Country Y is greater than that of Country X.
- The typical citizen in Country X is better off than the typical citizen in Country Y. (correct answer)
- Income is distributed more symmetrically in Country Y than in Country X.
- Both countries have identical levels of income inequality.
Explanation: The median income represents the income of the typical person (the 50th percentile). Country X's median of $50,000 is higher than Country Y's median of 35,000,indicatingthetypicalcitizeninXisbetteroff.Additionally,thelargergapbetweenthemeanandmedianinCountryY(25,000 vs. $10,000) suggests income is more unequally distributed in Y. Question 18
If every household in an economy receives a one-time, lump-sum tax rebate of $500, what is the immediate effect on the nation's mean and median household income measures?
- Both the mean and median income will each increase by exactly $500. (correct answer)
- The mean will increase by $500, but the median will increase by a smaller amount.
- The percentage increase will be identical for both the mean and the median.
- Only the median income will increase, as the rebate targets typical families.
Explanation: Adding a constant value to every number in a dataset increases both the mean and the median by that constant value. The entire income distribution shifts to the right by $500, so its center (measured by either mean or median) also shifts to the right by $500.
Question 19
An economist notes that a country's ratio of mean-to-median household income has increased from 1.2 to 1.5 over the past decade. What is the most likely economic trend this indicates?
- A period of sustained, equitable economic growth for all citizens.
- An increase in income inequality, with top incomes growing faster than middle incomes. (correct answer)
- The country's income distribution is becoming more symmetric over time.
- A decline in the overall standard of living for both poor and wealthy households.
Explanation: The ratio of mean to median income is a measure of skewness in the income distribution. An increasing ratio indicates that the mean is growing faster than the median. This occurs when incomes at the high end of the distribution rise much more rapidly than incomes in the middle, thereby increasing income inequality.
Question 20
If a country's Gini coefficient is observed to be decreasing over several years, what is the most likely corresponding change in its mean and median incomes?
- The gap between the mean and median income is likely widening.
- The Gini coefficient is a measure of poverty and is unrelated to mean or median income.
- Both mean and median income are likely decreasing at the same rate.
- The ratio of mean income to median income is likely decreasing, moving closer to 1. (correct answer)
Explanation: A decreasing Gini coefficient signifies a decrease in income inequality, meaning the income distribution is becoming more equal. In a typical right-skewed income distribution, this would mean that the high-income earners are not pulling away from the middle as much. This causes the median to 'catch up' to the mean, or for both to grow at more similar rates. As a result, the ratio of mean to median income would decrease, approaching 1 (the value for a perfectly symmetrical distribution).