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Microeconomics & Macroeconomics, 2e (Acemoglu)
Chapter 2 Economic Methods and Economic Questions
2.1 The Scientific Method
1) Empiricism refers to using ________ to analyze the world.
A) data
B) beliefs
C) traditions
D) value judgments
Answer: A
Difficulty: Easy
AACSB: Analytical Thinking
Topic: The Scientific Method
2) The scientific method refers to the process by which economists and other scientists ________.
A) collect data for further use in research
B) develop models of the world and test those models with data
C) develop models to explain the past but not to predict the future
D) plot graphs to illustrate relationships between different economic variables
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: The Scientific Method
3) Which of the following statements is true?
A) Models that economists use are perfect replicas of reality.
B) The scientific method used by economists is based on idealism and not empiricism.
C) Models help economists explain the past but do not help predict the future.
D) Testing with data enables economists to distinguish between good models and bad models.
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
4) Which of the following is a feature of the scientific method?
A) The scientific method is not based on data, statistics, or measurements.
B) The scientific method allows improvisation and correction of inconsistent models.
C) The scientific method enables the creation of perfectly accurate models of the real world.
D) The scientific method is used only for studying topics related to economics.
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
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5) Which of the following statements is true of the scientific method?
A) The scientific method may not reveal a “true” model of the world.
B) The scientific method does not require the models to be tested with data.
C) The scientific method used by economists and scientists is independent of empiricism.
D) The scientific method can help develop accurate models even when data are unavailable.
Answer: A
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
6) A model refers to ________.
A) a perfect replica of reality
B) a simplified description, or representation, of reality
C) facts, measurements, or statistics that describe the world
D) a set of facts established by observation and measurement
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
7) Which of the following is a feature of models?
A) Models are the same as hypotheses.
B) Models help in making predictions for the future.
C) Models are more complicated than real life phenomena.
D) Models are as complex as the phenomenon being studied.
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
8) Which of the following statements is true of models?
A) The predictions of a model are referred to as data.
B) A model is formulated after developing a hypothesis.
C) Models are always based on assumptions that are known to be true.
D) It is more important for a model to be simple and useful than to be precisely accurate.
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
9) A model ________.
A) is often based on simplifying assumptions that are not necessarily true
B) can be tested without data or statistics
C) is a more complex representation of reality than a theory
D) can never be used to predict the future, but it helps explain the past
Answer: A
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
2
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10) Facts, measurements, or statistics that describe the world are referred to as ________.
A) data
B) models
C) hypothesis
D) empiricism
Answer: A
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
11) Which of the following statements is true about data?
A) Empiricism does not necessarily involve data.
B) Consistency of models can be checked using data.
C) Facts that describe the world are not considered data.
D) Convincing data analysis in economics relies on using a small sample.
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
12) Empirical evidence refers to ________.
A) a simplified representation of reality
B) a proposed explanation for a phenomenon
C) the process of developing and testing models
D) a set of facts established by observation and measurement
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
13) Which of the following statements is true?
A) Theories are statistics that describe the real world.
B) Hypotheses are predictions that can be tested with data.
C) Data are facts established by observation and measurement.
D) Empirical evidence consists of facts, measurements, or statistics that describe the world.
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
14) A model’s predictions are referred to as ________.
A) statistics
B) theories
C) hypotheses
D) empirical evidence
Answer: C
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
3
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15) Which of the following statements correctly differentiates between a model and a hypothesis?
A) Testing a hypothesis does not require data, whereas testing a model requires data.
B) Testing a model requires data, whereas testing a hypothesis does not require data.
C) A hypothesis can be used to make predictions for the future, whereas a model can only explain the past.
D) A model is a simplified representation of reality, whereas hypotheses are a model’s predictions.
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
16) What is meant by the term “scientific method?” What are the key components of the scientific method?
Answer: The scientific method is the name for the ongoing process that economists, social scientists, and
natural scientists use to develop models of the world and to test those models with data. The key
components of the scientific method are:
i) Models, which are simplified descriptions, or representations, of reality
ii) Data, which are facts, measurements, or statistics that describe the world
iii) Empirical evidence, which consists of facts established by observation and measurement
iv) Hypotheses, which are predictions that can be tested with data
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
17) Why do almost all models begin with assumptions?
Answer: Researchers develop a model, which is a simplified description of reality, to study a problem at
hand. Real-world phenomena are often very complex, thus making them difficult to analyze in their true
form. Therefore, assumptions are required to simplify complex phenomena and help researchers make
good predictions about the future.
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
18) Why are data essential components of the scientific method?
Answer: Data are important for testing a model. Testing with data enables economists to separate the
good models from the bad ones. When a model is overwhelmingly inconsistent with data, economists try
to fix the model or replace it altogether. Thus, data enable empirical testing of models to determine
whether a model is suitable for analyzing the problem at hand.
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Models and Data
19) Economic models are often based on assumptions because they ________.
A) help explain the past
B) help simplify complex real-world phenomena
C) help predict the future with greater accuracy
D) help test models even when relevant data are unavailable
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: An Economic Model
4
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A model is based on an assumption that an additional year of education increases a student’s future wage
by 20 percent.
20) Refer to the scenario above. The hypothesis of the model is that ________.
A) college graduates will earn about 80 percent more than high school graduates
B) college graduates will earn about 107 percent more than high school graduates
C) college graduates will earn about 200 percent more than high school graduates
D) college graduates will earn about 275 percent more than high school graduates
Answer: B
Difficulty: Medium
AACSB: Application of Knowledge
Topic: An Economic Model
21) Refer to the scenario above. Which of the following statements is true of the model?
A) The predictions of this model cannot be tested with data.
B) The predictions of this model are accurate and will hold for all individuals.
C) The predictions of this model can be applied to unlimited years of additional education.
D) The model predicts that two additional years of education is likely to increase future earnings by 60
percent.
Answer: C
Difficulty: Medium
AACSB: Application of Knowledge
Topic: An Economic Model
22) Refer to the scenario above. Which of the followings statements is true of the model?
A) The predictions of this model can be verified empirically.
B) The predictions of this model can only be applied for a limited number of years of additional education.
C) According to the model, 2 additional years of education will increase an individual’s future wages 1.20
times.
D) According to the model, 2 additional years of education will increase an individual’s future wages 2.98
times.
Answer: A
Difficulty: Medium
AACSB: Application of Knowledge
Topic: An Economic Model
23) Refer to the scenario above. Which of the following statements is true about the model’s prediction?
A) The prediction cannot be verified empirically.
B) The prediction is precise, exact, and accurate for the entire population.
C) The prediction is an approximate relationship and may not hold for everyone.
D) The prediction can be applied to estimate the returns only for a limited number of years of additional
education.
Answer: C
Difficulty: Medium
AACSB: Application of Knowledge
Topic: An Economic Model
5
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24) Refer to the scenario above. Which of the following statements is true about the model?
A) The model is not based on any assumption.
B) The predictions of the model will hold for every individual.
C) The model describes the economic payoff of more education.
D) The model can be applied for a maximum of 10 years of additional education.
Answer: C
Difficulty: Medium
AACSB: Application of Knowledge
Topic: An Economic Model
25) Which of the following implies that a model is an approximation?
A) The model is not based on any assumption.
B) The predictions of the model are mostly wrong.
C) The predictions of the model will hold in most cases but not all.
D) The predictions of the model cannot be tested with data.
Answer: C
Difficulty: Easy
AACSB: Analytical Thinking
Topic: An Economic Model
26) Which of the following is a key property of models?
A) All economic models begin with assumptions.
B) Empiricism is not essential for testing models.
C) All models can be used for a limited time only.
D) All models are consistent and do not make incorrect predictions.
Answer: A
Difficulty: Easy
AACSB: Analytical Thinking
Topic: An Economic Model
27) What are the two important properties of all models?
Answer:
i) All models are approximations. A model cannot predict how a certain change in a particular variable
will affect all individuals in the population. Instead, it predicts what will happen to most people in most
circumstances. Thus, any model is just a simplified approximation of the features of a more complex
real-life phenomenon.
ii) Predictions of all models can be tested with data. Data can be used to verify and evaluate the
predictions of all models. Testing with data enables economists and other scientists to refute inconsistent
models and accept good models.
Difficulty: Easy
AACSB: Analytical Thinking
Topic: An Economic Model
6
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28) An economic model suggests that for every additional year of education, an individual’s future wages
increase by 5 percent. If Richard, with 12 years of education, earns $20 per hour, how much will he earn
per hour if he decides to undertake 4 additional years of education?
Answer: The model suggests that if Richard earns $20 per hour, an additional year of education will
increase his hourly wages to 1.05 ร $20. Therefore, 4 additional years of education will increase his hourly
wage to 1.05 ร 1.05 ร 1.05 ร 1.05 ร $20 or $24.31 per hour.
Difficulty: Medium
AACSB: Application of Knowledge
Topic: An Economic Model
29) An economic model suggests that an additional year of education increases a student’s future wages by
15 percent. Using this model, answer the following questions.
a) Gary completes 8 years of education, and John completes 9 years of education. If Gary earns $20 per
hour, how much is John expected to earn?
b) John completes 9 years of education, and Kevin completes 12 years of education. Given John’s earnings
(as calculated in part a), how much is Kevin expected to earn?
c) Is there any limitation to such a model? Explain your answer.
Answer:
a) The economic model suggests that an additional year of education increases a student’s future wages by
15 percent. Hence an additional year of education will increase the student’s per-hour income by 1.15
times. If Gary earns $20 per hour with 8 years of education, John is expected to earn 1.15 ร $20 or $23 per
hour.
b) If John earns $23 per hour with 9 years of education, and Kevin completes 3 additional years of
education, Kevin is expected to earn 1.15 ร 1.15 ร 1.15 ร $23 or $34.98 per hour.
c) One of the major limitations of models like these is that they are approximations of real-life phenomena.
It is unlikely that an additional year of education will create the same wage increment for all individuals. It
is also unlikely that the wage increment from an additional year of high school education will be similar to
the wage increment from an additional year of college education. Hence, the relationship between
education and earnings as established by this model is not exact and is only an approximation of the
real-world relationship.
Difficulty: Medium
AACSB: Application of Knowledge
Topic: An Economic Model
30) Public-use data refer to ________.
A) data that have to be purchased from an external agent
B) data that are available to anyone who wants to use it
C) data published by the government only during political campaigns
D) data collected by a researcher only through field investigation
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Evidence-Based Economics: How Much More Do Workers with a College Education Earn?
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31) In country X, the average yearly salary of 50-year-olds with 16 years of education is $50,275, while the
average yearly salary of 50-year-olds with 12 years of education is $36,265. According to these data, 4
additional years of education are likely to be correlated with higher future wages of about ________.
A) 24 percent
B) 38 percent
C) 50 percent
D) 88 percent
Answer: B
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Evidence-Based Economics: How Much More Do Workers with a College Education Earn?
32) In a hypothetical country, the average wage of five 40-year-old citizens with a college education is
$36,896, and the average wage of five 40-year-old citizens with a high school education is $25,864. What is
the returns-to-college education in the country? Is there any limitation of this analysis? Explain your
answer.
Answer: Dividing the average salary of 40-year-old college graduates by the average salary of
40-year-old high school graduates results in the ratio ($36,896/$25,864) = 1.426. Hence, a college education
is likely to raise a citizen’s income by 42.6 percent.
Yes, this analysis has a major limitation. It does not make sense to generalize overall returns to education
on the basis of a sample representing a single age group. Thus, this model will provide information for
only 40-year-old citizens. Returns to education could be high immediately after graduation but taper off
with age, or they could increase with age. Either way, this measure does not capture the true returns to
education. Moreover, to arrive at the conclusion, in each category, the average income of only five citizens
is taken into account. The number of observations in this case is very small, and this may weaken the
empirical argument presented here.
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Evidence-Based Economics: How Much More Do Workers with a College Education Earn?
33) The mean of a data set is the ________.
A) product of all values divided by the number of values
B) sum of all different values divided by the number of values
C) sum of all different values multiplied by the number of values
D) difference between the highest value and the lowest value
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Means and Medians
34) Which of the following statements is true about the mean of a series?
A) The mean is equal to zero when all the values are identical.
B) The mean is a commonly used technique for summarizing data.
C) The mean is less than all the individual observations in the data set.
D) The mean is calculated as the sum of all values multiplied by the number of values.
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Means and Medians
8
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The following table shows the monthly wages of five different individuals.
Individual
1
2
3
4
5
Monthly Wage
$200
$450
$640
$700
$800
35) Refer to the table above. What is the average monthly wage?
A) $450
B) $558
C) $612
D) $650
Answer: B
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Means and Medians
36) Annie, Darwin, Dorothy, Christian, and Isabella are five college students who work as part-time
bartenders. If their average weekly earnings is $100, then their total weekly earnings is ________.
A) $500
B) $400
C) $250
D) $700
Answer: A
Difficulty: Medium
AACSB: Analytical Thinking
Topic: Means and Medians
37) A local swimming club enrolled thirty-five new members during the current year and charged each
member a onetime membership fee of $200. What is the total membership fee collected by the club from
the new members this year?
A) $1,750
B) $2,000
C) $7,000
D) $3,500
Answer: C
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Means and Medians
9
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38) The weights of six students in the seventh grade are 120 lbs, 110 lbs, 105 lbs, 100 lbs, 96 lbs, and 90 lbs.
The average weight of the six students is ________.
A) 105 lbs.
B) 103.5 lbs.
C) 100 lbs.
D) 95 lbs.
Answer: B
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Means and Medians
The following table shows the monthly wages of five different individuals.
Individual
1
2
3
4
5
Monthly Wage
$200
$450
$450
$500
$600
39) Refer to the table above. The average monthly wage of the five workers is ________.
A) $600
B) $450
C) $440
D) $0
Answer: C
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Means and Medians
40) The average income of 25 employees working in a firm is $1,754 per month. What is the total income of
all the employees?
A) $40,000
B) $43,850
C) $56,225
D) $63,950
Answer: B
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Means and Medians
10
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41) Which of the following statements is true?
A) Empirical arguments can be supported without the use of data.
B) Using a large data set will strengthen the force of an empirical argument.
C) Using fewer observations will strengthen the force of an empirical argument.
D) The number of observations used does not affect the strength of an empirical argument.
Answer: B
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Means and Medians
42) To judge a statistical relationship, should a researcher rely on a small sample or a large sample?
Explain your answer.
Answer: A key feature of economic and statistical analyses is the amount of data used. Small samples are
not representative of the entire population. Therefore, the predictions of a model based on smaller samples
may be only a very weak approximation of some real-world phenomena and lead to inaccurate
predictions. Using a larger sample (in other words, a lot of data) strengthens the force of an empirical
argument, because the researchers can make more precise statements.
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Means and Medians
43) The following table displays the marks obtained by three students on an economics test.
Student
Mary
Charles
Tony
Mark Obtained (out of 100)
78
83
65
a) Calculate the mean marks obtained by the three students.
b) Suppose one of the scores was reported incorrectly. Charles scored 38 instead of 83. How will the mean
change if the correction is incorporated?
c) How does the amount of data used affect the accuracy of a model?
Answer:
a) The mean, or average, is the sum of the observations in a data set divided by the number of
observations. In this case, the sum of the marks of the three students is 78 + 83 + 65, or 226. Therefore, the
average score of the three students is 226/3, or 75.33.
b) Because one of the scores was wrongly reported, there would be a change in the sum of the scores. If the
correct score is considered, the new sum of marks is 226 – 83 + 38, or 181. Hence the corrected average score
is 181/3, or 60.33.
c) The amount of data used plays an important role in determining the accuracy of a model. A key feature
in economic analysis is the amount of data used. Using lots of data, or observations, strengthens the force
of an empirical argument and allows the researcher to make more precise statements.
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Means and Medians
11
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44) Which of the following arguments based on anecdotes is most likely to be incorrect?
A) Increased government spending lowers the unemployment rate in an economy but can lead to
inflation.
B) Based on a local survey of a small town, it was argued that greater opportunities to work from home are
the prime cause of obesity among the elderly workforce in the country.
C) The average annual earnings of high school dropouts in the United States was much less than that of
graduates in 2015.
D) A health survey of preschoolers in Mexico showed that the average height of preschoolers is between
3.5 feet and 4 feet.
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Argument by Anecdote
45) Which of the following statements is true?
A) Arguments based on anecdotes are always true.
B) In the scientific method, anecdotes are more important than data.
C) Arguments by example are appropriate when contradicting a blanket statement.
D) It is easier for a researcher to jump to a wrong conclusion when she uses a large data set.
Answer: C
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Argument by Anecdote
2.2 Causation and Correlation
1) Causation occurs when ________.
A) two variables tend to move in the same direction
B) two variables tend to move in opposite directions
C) a change in one variable is the reason for a change in another variable
D) a change in one variable does not cause any change in another variable
Answer: C
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Causation versus Correlation
2) Which of the following is most likely to be an example of causation?
A) The crime rate is high in a country. The literacy rate is high as well.
B) A firm producing compact fluorescent light bulbs installs new machinery. Their per-day production of
light bulbs increases.
C) A soccer player scores four goals when he wears red socks. He concludes that the red socks helped him
score the goals.
D) A student wins money by scratching a ticket with a particular coin. He decides to scratch all tickets
with the same coin in the future.
Answer: B
Difficulty: Hard
AACSB: Analytical Thinking
Topic: Causation versus Correlation
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3) A variable is a factor that ________.
A) cannot be measured
B) is not affected by changes in other factors
C) is independent and cannot be determined
D) takes different values at different points of time
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Causation versus Correlation
4) A correlation between two variables implies that ________.
A) there is a cause-effect relationship between the two variables
B) it is impossible to measure one variable without measuring the other
C) there is a mutual relationship between both the variables
D) when one variable changes, the other variable always changes by exactly the same amount
Answer: C
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Causation versus Correlation
5) Which of the following statements identifies a difference between correlation and causation?
A) Correlation occurs when one thing directly affects another, whereas causation implies a mutual
relationship between two things.
B) Correlation implies a mutual relationship between two things, whereas causation occurs when one
thing directly affects another.
C) A causal relationship exists between two variables when they are correlated, but correlation does not
necessarily exist if there’s a causal relationship between two variables.
D) Causation cannot arise when correlation is present, and correlation cannot arise when causation is
present.
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Causation versus Correlation
6) Which of the following statements is true?
A) Correlation can only arise when causation is not present.
B) Causation can only arise when correlation is not present.
C) Correlation arises when there is causation and can also arise when there is no causation.
D) Causation arises when there is correlation between two variables and can also arise when there is no
correlation.
Answer: C
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Causation versus Correlation
13
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7) When two variables move in the same direction, they are said to be ________.
A) uncorrelated
B) equivalent
C) positively correlated
D) negatively correlated
Answer: C
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Causation versus Correlation
8) Which of the following pairs of variables is likely to be positively correlated?
A) Income and consumption
B) Price and consumption
C) Education and unemployment
D) Availability of health care and death rate
Answer: A
Difficulty: Medium
AACSB: Analytical Thinking
Topic: Causation versus Correlation
9) When two variables move in opposite directions, they are said to be ________.
A) uncorrelated
B) positively correlated
C) negatively correlated
D) equivalent
Answer: C
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Causation versus Correlation
10) Which of the following relationships is likely to exhibit a negative correlation?
A) The relationship between the amount saved with a bank and the interest earned
B) The relationship between the level of professional training and unemployment
C) The relationship between inflation in the United States and traffic congestion in China
D) The relationship between the amount of precipitation in a year and the number of umbrellas sold
Answer: B
Difficulty: Medium
AACSB: Analytical Thinking
Topic: Causation versus Correlation
11) Zero correlation between two variables implies that ________.
A) both variables move in the same direction
B) the variables are not related to each other
C) both variables move in the opposite direction
D) change in one variable causes the other to change
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Causation versus Correlation
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12) Which of the following relationships is most likely to exhibit zero correlation?
A) The relationship between income and savings
B) The relationship between education and income
C) The relationship between wind velocity and the rotational speed of wind turbines
D) The relationship between the amount received as unemployment benefits in China and the
unemployment rate in Canada
Answer: D
Difficulty: Medium
AACSB: Analytical Thinking
Topic: Causation versus Correlation
13) Data show that in 2012, the college enrollment in Lithasia increased. In the same year, the sale of hot
dogs in Lithasia also increased. The relationship between college enrollment and the sale of hot dogs
exhibits ________.
A) a zero correlation
B) a causal relationship
C) a positive correlation
D) a negative correlation
Answer: C
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Causation versus Correlation
14) An omitted variable is a variable that ________.
A) is purposely left out as it does not aid an economic analysis
B) does not cause other variables in a study to change when it changes
C) is removed from a study as it can lead to the problem of reverse causality
D) has been left out, and if included, would explain why the variables considered in a study are correlated
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Causation versus Correlation
15) ________ occurs when the direction of cause and effect is mixed up in a study.
A) Adverse causality
B) Reverse causality
C) Omitted variable bias
D) Limited information bias
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Causation versus Correlation
15
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16) Which of the following claims is most likely to suffer from reverse causality?
A) Higher income increases consumption.
B) Relatively wealthy people tend to be relatively healthy.
C) More hours of study are likely to lead to better results.
D) Crime rate is seen to be lower in countries having a higher level of poverty.
Answer: B
Difficulty: Medium
AACSB: Analytical Thinking
Topic: Causation versus Correlation
17) What are the three categories of correlation? Illustrate with real-life examples.
Answer: Correlation can be divided into three categories. These are:
i) Positive correlation, which implies that two variables tend to move in the same direction. For example,
when income increases, consumption increases.
ii) Negative correlation, which implies that two variables tend to move in the opposite direction. For
example, when people have more professional training, they are less likely to be unemployed.
iii) Zero correlation, which implies that there is no relationship between two variables. For example, the
amount of air pollution in India is likely to have no relationship with the pollution control measures
adopted in the United States.
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Causation versus Correlation
18) A survey recently indicated that being happy at work tends to make workers more productive. What
can be a possible error of this conclusion?
Answer: The conclusion derived from the survey is likely to be a correlation rather than causation. In
other words, saying that happiness causes workers to be productive can be a misleading conclusion. It is
also likely that workers who are productive are happier, because they are performing better than their
colleagues. There can be other explanations to being happy at work. For example, if the job provides
workers a good match for their skills, they will be happy to use their skills, which will make them more
productive.
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Causation versus Correlation
19) What is meant by the term “omitted variable” in correlation analysis? Explain with an example.
Answer: An omitted variable is something that has been left out of a study that, if included, would
explain why two variables are correlated. For example, it is seen that the rate of employees quitting is
lower in firms that pay higher wages. Thus, a conclusion can be drawn that higher wages result in lower
quit rates. But many other variables might influence the quit rates apart from wages, such as employee
benefits provided by the firm, age of employees, and work-life balance. These variables that have been left
out are omitted variables and if included in the study would better explain the quit rates of firms.
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Causation versus Correlation
16
Copyright ยฉ 2018 Pearson Education, Inc.
20) Reverse causality can create confusion between correlation and causation. What does reverse causality
imply?
Answer: Reverse causality is said to happen when the direction of cause and effect is mixed up in a
study. This can lead to wrong conclusions. For example, researchers may claim that jogging causes people
to be healthy. There’s a possibility of reverse causality in this claim, because it might be the case that
healthy people tend to jog more.
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Causation versus Correlation
21) It has been observed in country X that with an increase in college enrollment over a period of 6 years,
the demand for televisions has also increased. Would it be right to conclude that the increase in college
enrollment has caused the increase in demand for televisions? Why or why not?
Answer: The error in drawing such a conclusion is that the increase in both the variables may represent a
correlation and not necessarily a causal relationship. Although both variables move together, it would be
wrong to conclude that an increase in college enrollment is causing an increase in the demand for
televisions. There may be other omitted variables, such as changes in the per capita income in country X or
changes in the price of satellite television connections over the 6 years.
Difficulty: Easy
AACSB: Application of Knowledge
Topic: Causation versus Correlation
22) State the type of correlation between the following sets of variables.
a) Consumption and income
b) Education and unemployment
c) Availability of health care and death rate
d) Pollution control measures adopted in Canada and the number of cases of respiratory diseases in
Australia
Answer:
a) Consumption and income are likely to be positively correlated.
b) Education and unemployment are likely to be negatively correlated.
c) Health care and death rate are likely to be negatively correlated.
d) The relationship between pollution control in Canada and the number of cases of respiratory diseases in
Australia is likely to have zero correlation.
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Causation versus Correlation
17
Copyright ยฉ 2018 Pearson Education, Inc.
23) Does correlation always imply causation? Why or why not? Explain with the help of real-life examples.
Answer: No, correlation does not always imply causation. Both causation and correlation study the
relationship between two or more variables and are therefore often mistaken for each other. Correlation
means that there is a mutual relationship between two variables; as one variable changes, the other
changes as well. Correlation between two variables does not necessarily imply that one causes the other.
Correlation just looks at the strength of association between two variables, whereas causation occurs when
one variable directly affects the other variable through a causal relationship. For example, if the use of
some new packaging material improves the shelf life of bread, it represents a causal relationship. In
contrast, if someone claims watching violent movies increases crime rates in a country, it is not necessarily
a causal relationship. However, some degree of correlation may exist between both.
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Causation versus Correlation
24) An experiment refers to ________.
A) a simplified representation of some real-life phenomenon
B) the process of collecting, measuring, and organizing data
C) validating the claims of a model using statistics and facts
D) a controlled method of investigating causal relationships among variables
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Experimental Economics and Natural Experiments
25) Which of the following is a feature of experiments?
A) Experiments are restricted to laboratories.
B) Experiments are carried out only in the study of economics.
C) Experiments help determine cause and effect between variables.
D) Experiments require the division of participants into a treatment group and a test group.
Answer: C
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Experimental Economics and Natural Experiments
26) To conduct a randomized experiment, researchers usually classify the participants into a ________.
A) study group and a control group
B) treatment group and a test group
C) study group and a treatment group
D) treatment group and a control group
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Experimental Economics and Natural Experiments
18
Copyright ยฉ 2018 Pearson Education, Inc.
27) Randomization is the assignment of subjects by ________ to a ________.
A) chance, rather than by choice; treatment group or to a test group
B) choice, rather than by chance; treatment group or to a test group
C) choice, rather than by chance; treatment group or to a control group
D) chance, rather than by choice; treatment group or to a control group
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Experimental Economics and Natural Experiments
28) Which of the following statements is true?
A) Randomization is not used in medical experiments.
B) Randomization allows for the classification of participants according to their choice.
C) The subjects in the treatment group and the control group of an experiment are identical in all respects
and they are treated identically.
D) The subjects in the treatment group and the control group of an experiment are treated identically,
except along a single dimension.
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Experimental Economics and Natural Experiments
29) A researcher wants to test the effects of daily meditation on the stress levels of individuals. She divides
the participants randomly into a treatment group and a control group and conducts an experiment. She
pays for meditation classes for half of the subjects, and the other half does not join the class. Which of the
following statements is true of the two groups in this experiment?
A) The participants in the treatment group are assigned by chance, whereas the ones in the control group
are assigned by choice.
B) The participants in the control group are assigned by chance, whereas the participants in the treatment
group are assigned by choice.
C) The treatment group is the group of subjects that receives payment from the researcher for meditation
classes; the control group is the group that does not.
D) The control group is the group of subjects that receives payment from the researcher to join the
meditation class; the treatment group is the group that does not.
Answer: C
Difficulty: Medium
AACSB: Analytical Thinking
Topic: Experimental Economics and Natural Experiments
30) Which of the following is NOT a problem associated with randomized experiments?
A) Experiments can sometimes get expensive for the researcher.
B) The participants in the treatment group and the control group are not identical in all respects.
C) Getting immediate answers to some important questions may not be possible.
D) Sometimes experiments are conducted poorly, which may lead to inaccurate results.
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Experimental Economics and Natural Experiments
19
Copyright ยฉ 2018 Pearson Education, Inc.
31) A natural experiment is an empirical study ________.
A) in which the predictions of the model are not required to be tested with data
B) that can only be used to understand natural phenomena and is widely used in subjects such as physics
and biology
C) in which the researcher assigns subjects to the control and treatment groups to verify a cause-effect
relationship
D) in which some process, outside the control of the experimenter, has assigned subjects to the control and
treatment groups in a random or nearly random way
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Experimental Economics and Natural Experiments
32) Which of the following is an example of a natural experiment?
A) A laboratory research on the effectiveness of solar power as an alternative source of fuel
B) A research on the effectiveness of a new medicine among some voluntary participants
C) A research on the effect of air pollution on lung disorders by observing the health conditions of people
who stay close to industrial areas and those who stay away from industries
D) A study on the benefits of regular exercise by paying for the membership fees at fitness clubs for
one-half of the participants
Answer: C
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Experimental Economics and Natural Experiments
33) In research, what is the importance of experiments? What is meant by randomization in experiments?
Answer: An experiment is a controlled method of investigating causal relationships among variables.
Randomization in experiments refers to the assignment of participants by chance, rather than by choice, to
a treatment group or a control group.
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Experimental Economics and Natural Experiments
34) To test the effectiveness of a newly developed medicine, 300 patients suffering from a heart ailment
were divided into two groups of 150 people each. One group was treated with the new medicine, while the
other was treated with an already existing, widely used medicine. In this scenario, identify the treatment
group and the control group. What is the rationale behind dividing patients into two groups?
Answer: The treatment group refers to the group of patients who received the new medicine. The control
group refers to the group of people who were not given the new medicine but were instead given the
medicine that was already in widespread use. The rationale behind this division is to compare the health
changes of the two groups over time. This experiment tests whether the new drug is better than the old
drug.
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Experimental Economics and Natural Experiments
20
Copyright ยฉ 2018 Pearson Education, Inc.
35) What are the problems with experimentation?
Answer: There are three main problems associated with experimentation:
i) Experiments can be very costly to conduct.
ii) Experiments do not provide immediate answers to a number of important questions.
iii) Experiments are sometimes conducted poorly, which can lead to inefficient results.
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Experimental Economics and Natural Experiments
36) Suppose a pharmaceutical company wants to test the effectiveness of a new drug in curing cancer.
Which approach should it use to test whether the new drug is more effective than existing medicines that
are widely used?
Answer: The best way to test the effectiveness of the new drug is to conduct a randomized experiment.
An experiment is a controlled method of investigating causal relationships among variables. To check the
effectiveness of the drug, the researcher creates a treatment group and a control group chosen from all the
patients with cancer. The participants are randomly divided into a treatment group or a control group.
The patients in the treatment group receive the new medicine, while the patients in the control group
receive the standard existing medication. The researcher then has to investigate the participants over a
period of time, keeping a track of how their health changes. If the participants of the treatment group
recover faster than the control group, it can be concluded that the new drug is more effective than the
existing medicines prescribed currently.
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Experimental Economics and Natural Experiments
2.3 Economic Questions and Answers
1) Which of the following statements correctly indicates a property of good economic questions?
A) A good economic question should always be easy to answer.
B) A good economic question should always be positive and not normative.
C) A good economic question must always include arithmetic calculations and graphical solutions.
D) A good economic question addresses topics that are important to economic agents and/or to society.
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Economic Questions and Answers
2) Which of the following is a property of a good economic question?
A) A good economic question can be answered.
B) A good economic question should always have a single solution.
C) A good economic question always addresses topics that are important to the whole society and not to
an individual economic agent.
D) A good economic question should never incorporate elements from disciplines other than economics.
Answer: A
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Economic Questions and Answers
21
Copyright ยฉ 2018 Pearson Education, Inc.
Appendix: Constructing and Interpreting Charts and Graphs
1) A circular chart split into segments to show the percentages of parts relative to the whole is called
________.
A) a histogram
B) a time-series graph
C) a pie chart
D) a bar chart
Answer: C
Difficulty: Easy
AACSB: Application of Knowledge
Topic: Pie Charts
2) Which of the following graphical representations can be used most appropriately to show the
distribution of a household’s income, in terms of percentages, among the various categories of expenses?
A) A bar chart
B) A pie chart
C) A histogram chart
D) A time-series graph
Answer: B
Difficulty: Easy
AACSB: Application of Knowledge
Topic: Pie Charts
3) Which of the following statements is true?
A) A bar chart has many limitations in comparison to pie charts.
B) A bar chart does not allow for the comparison of a single variable across many segments.
C) A bar chart can only be used to represent independent variables.
D) A bar chart indicates the frequency of a variable by using rectangles of different heights or lengths.
Answer: D
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Bar Charts
4) Which of the following graphical representations is ideal for comparing a single variable across
different groups?
A) A histogram
B) A bar chart
C) A scatter plot
D) A time series graph
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Bar Charts
22
Copyright ยฉ 2018 Pearson Education, Inc.
5) An independent variable ________.
A) cannot be measured
B) cannot be represented on a bar chart
C) is manipulated by the experimenter in an experiment
D) is determined by the other variables in an experiment
Answer: C
Difficulty: Medium
AACSB: Analytical Thinking
Topic: Bar Charts
6) A variable that is potentially affected by an experimental treatment is referred to as a(n) ________.
A) omitted variable
B) independent variable
C) dependent variable
D) compulsory variable
Answer: C
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Bar Charts
7) When the objective of an experiment or a study is to understand the changes in the attributes of a
variable on a month-to-month basis, a ________ is most useful.
A) pie chart
B) time series graph
C) histogram
D) bar chart
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Time Series Graphs
8) Which of the following is most likely to be represented by a time series graph?
A) The relationship between hourly wages and a worker’s productivity
B) The growth in consumer income over 5 years
C) The contribution of each sector to the total output of an economy
D) The different sources of tax revenue for the government
Answer: B
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Time Series Graphs
23
Copyright ยฉ 2018 Pearson Education, Inc.
9) On a line chart, the income of a consumer is measured along the horizontal axis, and his consumption is
measured along the vertical axis. The slope of the line is equal to ________.
A) change in consumption plus change in income
B) change in consumption minus change in income
C) change in consumption multiplied by change in income
D) change in consumption divided by change in income
Answer: D
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Correlation Does Not Imply Causality
10) The slope of the line on a line chart measures the rate of change in ________.
A) only the independent variable
B) only the dependent variable
C) the dependent variable as the independent variable changes
D) the independent variable as the dependent variable changes
Answer: C
Difficulty: Easy
AACSB: Analytical Thinking
Topic: Correlation Does Not Imply Causality
11) As the number of billboards for a firm’s product increases from 100 to 500, its sales increase from $1,000
to $10,000. If this information is plotted on a line chart, the slope of the line equals ________.
A) $20
B) $0.044
C) $22.5
D) $30.33
Answer: C
Difficulty: Medium
AACSB: Application of Knowledge
Topic: Correlation Does Not Imply Causality
24
Copyright ยฉ 2018 Pearson Education, Inc.
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