20 easy SAT Evaluating statistical claims questions
These are the questions most test-takers get right. They are worth practising anyway: on the digital SAT the easy questions in Module 1 are what route you into the harder, higher-scoring Module 2, so dropping one costs more than it looks.
Every question below is a real item from the SAT Climb bank, tagged easy by the same difficulty model the app uses to build your practice. Pick an answer before you open the explanation.
Math · Problem-Solving and Data Analysis~0.4 — rare, but easy points per testEasy tier
A school principal randomly selected 75 students from the school's honor roll and asked them about their study habits. Based on the results, which of the following is the largest population to which the results can be generalized?
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Why A is right
The sample was drawn only from students on the school's honor roll, so results can be generalized only to that specific honor roll population. The random selection ensures representativeness within that group.
Why the others are wrong
BThis incorrectly extends to all students, but honor roll students may have different study habits than other students at the school.
CThis overgeneralizes to honor roll students at other schools in the district, which may have different characteristics.
DThis extends far beyond the sample frame to all high-achieving students nationwide, which is not supported by sampling from one school's honor roll.
Question 2Easy
A medical researcher randomly assigned 400 patients with chronic back pain to one of two groups. One group received physical therapy sessions twice weekly for 12 weeks, while the other group received no physical therapy. At the end of the study, the physical therapy group reported lower average pain levels than the group that received no physical therapy. Which conclusion is best supported by the study design?
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Why A is right
This was a randomized experiment where patients were randomly assigned to receive or not receive physical therapy. The random assignment allows for a causal conclusion about the effect of physical therapy for the population of patients with chronic back pain represented in the study.
Why the others are wrong
BThis uses association language when the randomized experimental design actually supports a stronger causal conclusion.
CThis ignores that pain reduction may depend on factors such as the type or severity of back pain, which could confound overly broad interpretations.
DThis overgeneralizes beyond the study population of patients with chronic back pain to all people with any type of back pain.
Question 3Easy
A city planning department surveyed 3,600 randomly selected households to estimate the proportion that use public transportation. The survey had a margin of error of±1.5 percentage points.
If the same survey were conducted with a sample of 900 randomly selected households instead of 3,600, what would happen to the margin of error?
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Why D is right
The margin of error is inversely proportional to the square root of the sample size. When the sample size decreases from 3,600 to 900 (a factor of 1/4), the margin of error increases by a factor of 4=2. Therefore, the new margin of error is 1.5×2=±3 percentage points.
Why the others are wrong
AThis incorrectly multiplies the margin of error by the full ratio of sample sizes (3,600/900 = 4) instead of using the square root relationship.
BThis assumes the margin of error depends only on the random selection method and is not affected by the change in sample size.
CThis applies an incorrect multiplication factor that does not follow the inverse square root relationship between sample size and margin of error.
Question 4Easy
A sports scientist randomly assigned 80 amateur runners to one of two groups. One group incorporated interval training into their routine for 8 weeks, while the other group continued with steady-pace running only. At the end of the study, the interval training group showed greater average improvement in 5-kilometer race times. Which conclusion is best supported by the study design?
Show the answer and explanation
Why D is right
This is a randomized experiment because runners were randomly assigned to training groups. Random assignment eliminates confounding variables and allows a causal conclusion. The conclusion is properly limited to the 80 amateur runners who participated in the study.
Why the others are wrong
AThis overgeneralizes to all runners when the study only included 80 amateur runners, who may not represent professional runners, older adults, or other populations.
BThis incorrectly uses association language when causation can be inferred. The random assignment in this experiment supports a causal conclusion, not merely an association.
CThis ignores the random assignment design and incorrectly treats the study as observational, suggesting that self-selection into training type could be a confounding factor.
Question 5Easy
A restaurant owner surveyed 95 customers who had made reservations on weekend evenings about their menu preferences. Based on the results, which of the following is the largest population to which the results can be generalized?
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Why C is right
The sample consists only of customers who made reservations for weekend evenings at this specific restaurant. Walk-in customers or those dining at other times may have different menu preferences.
Why the others are wrong
AThis incorrectly extends to all restaurant customers citywide, but the sample was from only one restaurant.
BThis overgeneralizes to all customers at the restaurant, but weekend evening reservation customers may differ from weekday or walk-in customers.
DThis extends far beyond the sample to all weekend diners everywhere, which is not justified by sampling from one restaurant's reservation list.
Question 6Easy
A nutritionist randomly assigned 150 adults with high cholesterol to one of two groups. One group followed a diet that included daily servings of walnuts for 8 weeks, while the other group followed the same diet without walnuts. At the end of the study, the group that ate walnuts had lower average cholesterol levels than the group that did not eat walnuts. Which conclusion is best supported by the study design?
Show the answer and explanation
Why D is right
This was a randomized experiment where participants were randomly assigned to treatment groups. Random assignment allows for causal conclusions about the effect of walnuts on cholesterol for the population represented by the study participants.
Why the others are wrong
AThis overgeneralizes to all adults when the study only included adults with high cholesterol.
BThis incorrectly uses association language when the randomized experimental design actually supports a causal conclusion.
CThis ignores that the conclusion should be limited to the context of the specific diet used in the study, not all possible dietary patterns.
Question 7Easy
A health organization surveyed 1,000 randomly selected adults to estimate the proportion who exercise regularly. The survey had a margin of error of±3 percentage points.
If the same survey were conducted with a sample of 250 randomly selected adults instead of 1,000, what would happen to the margin of error?
Show the answer and explanation
Why A is right
The margin of error is inversely proportional to the square root of the sample size. When the sample size decreases from 1,000 to 250 (a factor of 1/4), the margin of error increases by a factor of 4=2. Therefore, the new margin of error is 3×2=±6 percentage points.
Why the others are wrong
BThis inverts the relationship, decreasing the margin of error when the sample size decreases, which is the opposite of the correct relationship.
CThis incorrectly assumes that the margin of error is determined solely by the random sampling method and is not affected by sample size.
DThis applies an incorrect factor that does not follow the inverse square root relationship between sample size and margin of error.
Question 8Easy
A psychologist examined records of 300 college students and found that students who reported sleeping at least 8 hours per night had higher average grade point averages than students who reported sleeping fewer than 8 hours per night. Which conclusion is best supported by the study design?
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Why D is right
The study is observational because the psychologist examined existing records without randomly assigning students to sleep durations. Therefore, only an association can be claimed, not causation. The conclusion must be limited to the specific 300 students studied.
Why the others are wrong
AThis incorrectly asserts causation from an observational study. Many confounding factors could explain the relationship between sleep and grades.
BThis introduces a specific confounding explanation that goes beyond what the study design supports and ignores that the study cannot establish why the association exists.
CThis overgeneralizes to all college students when the sample was only the specific 300 students whose records were examined, who may not represent all college students.
Question 9Easy
A company surveyed 150 employees who volunteered to participate in a study about workplace satisfaction. Based on the results, which of the following is the largest population to which the results can be generalized?
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Why C is right
Because participation was voluntary rather than random, the sample represents only those employees who chose to volunteer. Volunteers may differ systematically from non-volunteers in their workplace satisfaction.
Why the others are wrong
AThis incorrectly assumes volunteers represent all employees, but voluntary participation creates selection bias.
BThis overgeneralizes beyond the company where the survey was conducted to other similar companies.
DThis extends far beyond the sample to all workers in the industry, which is not justified by the sampling method.
Question 10Easy
A psychologist compared sleep duration and test performance for 300 college students. Students who reported sleeping at least 7 hours per night had higher average test scores than students who reported sleeping fewer than 7 hours per night. Which conclusion is best supported by the study design?
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Why B is right
This was an observational study that compared existing groups based on their reported sleep habits. The study can support a conclusion about association but not causation, and should be limited to the population studied.
Why the others are wrong
AThis incorrectly asserts causation when students were not randomly assigned to different sleep durations.
CThis overgeneralizes to all students and also incorrectly suggests a causal relationship that the observational design cannot support.
DThis ignores confounding variables such as study habits, course difficulty, or stress levels that could affect both sleep and test performance.
Question 11Easy
A research organization conducted a survey of 400 randomly selected voters to estimate the proportion of voters who support a proposed ballot measure. The survey reported a margin of error of±5 percentage points.
If the same survey were conducted with a sample of 1,600 randomly selected voters instead of 400, what would happen to the margin of error?
Show the answer and explanation
Why A is right
The margin of error is inversely proportional to the square root of the sample size. When the sample size increases from 400 to 1,600 (a factor of 4), the margin of error decreases by a factor of 4=2. Therefore, the new margin of error is 5/2=±2.5 percentage points.
Why the others are wrong
BThis incorrectly multiplies the margin of error by the ratio of sample sizes (1,600/400 = 4) instead of using the square root relationship.
CThis applies an incorrect reduction factor, possibly confusing the proportional change with a simple percentage decrease.
DThis assumes the margin of error depends only on the sampling method rather than recognizing that sample size also affects the margin of error.
Question 12Easy
A researcher surveyed 200 high school students who voluntarily attended a summer coding workshop and found that 85% of them reported improved problem-solving skills in mathematics. Which conclusion is best supported by the study design?
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Why B is right
The study is observational because students voluntarily attended the workshop; no random assignment occurred. Therefore, only an association can be claimed, not causation. The conclusion must be limited to the 200 students actually surveyed.
Why the others are wrong
AThis incorrectly asserts causation from an observational study. Since students self-selected into the workshop, other factors could explain the improvement.
CThis overgeneralizes the finding to all high school students when the sample consisted only of students who voluntarily attended the workshop, which is not representative of all high school students.
DThis ignores potential confounding variables. Students who voluntarily attend coding workshops may already have stronger problem-solving skills or higher motivation.
Question 13Easy
A researcher surveyed 200 members of a local gym about their exercise habits. Based on the results, which of the following is the largest population to which the results can be generalized?
Show the answer and explanation
Why B is right
The sample consists only of members of a specific local gym, so the results can only be generalized to that gym's membership. Generalizing beyond this population would be inappropriate.
Why the others are wrong
AThis incorrectly assumes the gym members represent all adults in the area, but gym members may differ systematically from non-members.
CThis overgeneralizes to all people who exercise, but the sample only includes those who belong to this particular gym.
DThis extends beyond the local gym to all gyms nationwide, but different gyms may have members with different characteristics.
Question 14Easy
A researcher surveyed 200 high school students who regularly eat breakfast and 200 high school students who do not regularly eat breakfast. The researcher found that students who regularly eat breakfast had higher average grades than students who do not regularly eat breakfast. Which conclusion is best supported by the study design?
Show the answer and explanation
Why B is right
This is an observational study where the researcher simply surveyed existing groups without random assignment. The correct conclusion must be limited to the surveyed population and can only claim association, not causation.
Why the others are wrong
AThis incorrectly claims causation from an observational study where students were not randomly assigned to eat or skip breakfast.
CThis overgeneralizes beyond the 400 students actually surveyed to all high school students.
DThis reverses causation and ignores that a third variable, such as family routine or socioeconomic status, could explain both behaviors.
Question 15Easy
A polling company surveyed 900 randomly selected adults about their commuting preferences. The poll had a margin of error of±3 percentage points.
If the same survey were conducted with a sample of 225 randomly selected adults instead of 900, what would happen to the margin of error?
Show the answer and explanation
Why B is right
The margin of error is inversely proportional to the square root of the sample size. When the sample size decreases from 900 to 225 (a factor of 1/4), the margin of error increases by a factor of 4=2. Therefore, the new margin of error is 3×2=±6 percentage points.
Why the others are wrong
AThis incorrectly assumes that only the sampling method affects the margin of error, ignoring the effect of sample size changes.
CThis inverts the relationship, decreasing the margin of error when it should increase as the sample size decreases.
DThis applies an incorrect multiplication factor that does not follow the inverse square root relationship between sample size and margin of error.
Question 16Easy
A researcher surveyed 200 high school students who regularly eat breakfast and 200 high school students who regularly skip breakfast. The researcher found that students who eat breakfast had higher average test scores than students who skip breakfast. Which conclusion is best supported by the study design?
Show the answer and explanation
Why B is right
This was an observational study where the researcher observed existing groups without random assignment. Observational studies can show association but cannot establish causation, so the conclusion is limited to the surveyed population showing an association between breakfast and test scores.
Why the others are wrong
AThis incorrectly claims causation from an observational study. Without random assignment, confounding variables could explain the relationship.
CThis overgeneralizes beyond the sample to all high school students nationwide without justification from the study design.
DThis asserts a causal counterfactual that cannot be supported without experimental manipulation and ignores potential confounding factors.
Question 17Easy
A researcher stood outside a shopping mall on a weekday afternoon and surveyed 120 people about their shopping preferences. Based on the results, which of the following is the largest population to which the results can be generalized?
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Why C is right
The sample consists only of people who were at that specific mall during that particular weekday afternoon. People at the mall at other times or days may have different shopping preferences.
Why the others are wrong
AThis incorrectly extends to all mall shoppers, but those present on a weekday afternoon may differ from weekend or evening shoppers.
BThis overgeneralizes to all weekday afternoon mall shoppers everywhere, beyond the single location where sampling occurred.
DThis extends far beyond the sample to all consumers in the region, including those who were not at the mall.
Question 18Easy
A researcher surveyed 200 high school students who play a musical instrument and 200 high school students who do not play a musical instrument. The researcher found that students who play a musical instrument had higher grade point averages on average than students who do not play a musical instrument. Which conclusion is best supported by the study design?
Show the answer and explanation
Why B is right
This was an observational study comparing two existing groups, not a randomized experiment. The study can only support a conclusion about association between the variables, not causation.
Why the others are wrong
AThis incorrectly claims causation from an observational study where students were not randomly assigned to play or not play an instrument.
CThis overgeneralizes beyond the surveyed students and also incorrectly asserts causation from observational data.
DThis ignores potential confounding variables such as family income or parental education that might influence both music participation and grades.
Question 19Easy
A market research firm surveyed 1,600 randomly selected consumers about their shopping habits. The survey reported a margin of error of±2.5 percentage points.
If the same survey were conducted with a sample of 400 randomly selected consumers instead of 1,600, what would happen to the margin of error?
Show the answer and explanation
Why D is right
The margin of error is inversely proportional to the square root of the sample size. When the sample size decreases from 1,600 to 400 (a factor of 1/4), the margin of error increases by a factor of 4=2. Therefore, the new margin of error is 2.5×2=±5 percentage points.
Why the others are wrong
AThis incorrectly multiplies the margin of error by the full ratio of sample sizes (1,600/400 = 4) instead of using the square root relationship.
BThis applies an incorrect additive or proportional change that does not follow the inverse square root relationship.
CThis assumes the margin of error depends only on the random sampling method and is unaffected by changes in sample size.
Question 20Easy
A nutritionist randomly assigned 120 adults with high cholesterol to one of two groups. One group followed a Mediterranean diet for 12 weeks, while the other group followed their usual diet. At the end of the study, the Mediterranean diet group showed a greater average reduction in cholesterol levels. Which conclusion is best supported by the study design?
Show the answer and explanation
Why A is right
This is a randomized experiment because participants were randomly assigned to treatment groups. Random assignment allows causal conclusions to be drawn. The conclusion must be limited to the population studied, which is the 120 adults in the experiment.
Why the others are wrong
BThis overgeneralizes to all adults when the study only included 120 adults with high cholesterol, who may not represent all adults.
CThis incorrectly uses association language when causation can be inferred. The random assignment in this experiment supports a causal conclusion.
DThis ignores the random assignment and incorrectly suggests that diet preference is a confounding variable, when in fact participants were assigned to diets regardless of preference.
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Questions are written by SAT Climb and drawn from its own item bank. SAT® is a registered trademark of College Board, which is not affiliated with and does not endorse SAT Climb.