Parallel Causal Reasoning

10 questions

Question 1Question →

A recent survey of corporate executives found that those who take frequent vacations are significantly more likely to receive promotions than those who take few vacations. The researchers concluded that taking time off from work reduces burnout, which in turn leads to career advancement.

The flawed reasoning in the argument above is most similar to that in which one of the following?

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Answer: Data shows that cities with an abundance of public parks tend to have higher average property values than cities with fewer parks. This demonstrates that building public spaces fosters community engagement, which consequently drives up real estate prices.

Answer

The argument concluding that building public spaces fosters community engagement, which consequently drives up real estate prices.
The correct answer perfectly mirrors the logical structure of the stimulus. Both arguments begin with a premise establishing a statistical correlation between two phenomena (vacations and promotions; parks and property values). Both then conclude with a definitive causal relationship, notably introducing a brand-new intermediate mechanism in the conclusion to explain the causality (reduced burnout; community engagement) that was entirely absent from the premises.

Step-by-Step Solution

1
Analyze the structural components of the stimulus argument.
Premise: Correlation between X (vacations) and Y (promotions). Conclusion: X causes an unstated intermediate factor Z (reduced burnout), which in turn causes Y.
Identifying the exact premise-to-conclusion logical pathway is required to find a structural match in Parallel Reasoning questions.
2
Identify the logical flaw and the specific causal features.
The argument makes a definitive causal claim based entirely on a statistical correlation, and uniquely introduces a novel intermediate explanatory mechanism in the conclusion.
The correct answer must replicate this exact causal jump, matching the direction of causality and the introduction of a middle step.
3
Evaluate the options against the stimulus structure.
The option concerning public parks matches perfectly: it moves from a correlation (parks and property values) to a definitive causal chain involving a new intermediate mechanism (community engagement).
Parallel arguments must match the causal direction, conclusion certainty, and structural quirks of the original argument.

Key Concept

Parallel Causal Reasoning
Question 2Question →

A recent study found that cities with higher per capita spending on public parks have significantly lower rates of stress-related illnesses. The mayor argues that building more parks will therefore improve public health. However, this reasoning is flawed. The study also revealed that cities with higher park spending possess higher average incomes, and higher income allows for better access to preventive healthcare. Therefore, the lower rates of stress-related illnesses are entirely due to higher incomes, and public parks provide no actual health benefits.

Which one of the following arguments exhibits a flawed pattern of reasoning most similar to that exhibited in the argument above?

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Answer: Data shows that people who drink green tea daily have a lower risk of heart disease. Nutritionists conclude that green tea prevents heart disease. Yet, daily green tea drinkers also tend to exercise regularly, which is known to strengthen the heart. Consequently, the reduced risk of heart disease is solely the result of regular exercise, and green tea provides no cardiovascular benefit.

Answer

The argument about green tea and exercise perfectly parallels the flawed causal reasoning in the stimulus.
The correct answer accurately mirrors the specific flawed causal structure of the stimulus. It presents an initial correlation (green tea and lower heart disease risk), states a proposed causal claim, introduces a third variable (exercise) that is correlated with the first and causes the outcome, and then commits the exact same logical fallacy: assuming that this third variable is the EXCLUSIVE cause, thereby concluding that the original proposed cause has absolutely no effect.

Step-by-Step Solution

1
Analyze the causal structure of the stimulus.
Structure: A (parks) is correlated with B (better health). Claim: A causes B. Counter-evidence: A is correlated with C (income), and C causes B.
Understanding the exact causal relationships and premises is required to find a parallel structure.
2
Identify the logical flaw in the stimulus.
Flaw: The author assumes that because C is a cause of B, C must be the EXCLUSIVE cause of B, concluding that A has absolutely no effect.
Parallel reasoning questions require matching both the logical structure and the specific reasoning error.
3
Evaluate the options for a matching structure and matching flaw.
The correct option mirrors the structure: A (green tea) correlated with B (heart health). Claim: A causes B. Counter: A is correlated with C (exercise), and C causes B. Flawed conclusion: C is the sole cause, A has no effect.
This is the only option that matches the specific 'alternative exclusive cause' fallacy with the same degree of absolute certainty.

Key Concept

Parallel Causal Reasoning
Question 3Question →

Match each causal argument on the left to the formal description of its causal reasoning structure or fallacy profile on the right.

Click a left item, then click its matching right item

Items

Observational studies show that individuals who frequently consume artificial sweeteners experience higher rates of metabolic syndrome. It is therefore evident that metabolic syndrome is induced by the consumption of these sweeteners.
The recent spike in the inflation rate cannot be attributed to increased consumer spending, as retail sales have plummeted. Furthermore, supply chain disruptions have fully resolved. Consequently, the aggressive expansion of the money supply must be driving the inflation.
Paleontologists have noted that fossil beds containing the remains of species X almost always contain the remains of species Y. Clearly, the presence of species X created an ecological environment that allowed species Y to thrive.
A reduction in corporate tax rates inevitably leads to increased capital investment. This surge in investment subsequently creates a higher demand for skilled labor, driving up average wages. Hence, corporate tax cuts are ultimately responsible for rising wages.

Matches

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Answer

The artificial sweetener argument matches the reverse causation flaw. The inflation argument matches the alternative elimination structure. The fossil bed argument matches the common cause flaw. The tax cut argument matches the valid intermediate causal chain.
Each argument maps perfectly to a classic LSAT causal structure. The sweetener argument fails to see that illness drives the diet choice (reverse causation). The inflation argument uses the process of elimination. The fossil argument ignores that a shared habitat (third factor) brought the species together. The tax argument successfully builds a multi-step causal chain.

Step-by-Step Solution

1
Analyze the artificial sweetener argument.
Identified a correlation-to-causation flaw where the effect (metabolic syndrome) likely causes the alleged cause (consuming diet products). Matches the 'opposite direction' profile.
Recognizing directionality flaws is critical when behavioral choices are correlated with health outcomes.
2
Examine the inflation argument.
Identified a structure that rules out 'consumer spending' and 'supply chain disruptions' to conclude that 'money supply' is the cause. Matches the 'eliminating alternative explanations' profile.
This is a formally valid way to establish a cause, provided all other plausible alternatives are actually eliminated.
3
Evaluate the fossil bed argument.
Identified a spatial correlation between two species, leaping to the conclusion that one caused the other. Matches the 'overlooking a common underlying cause' (shared habitat) profile.
When two non-causally linked entities appear together frequently, a third environmental factor is usually responsible for both.
4
Assess the tax cut argument.
Identified a step-by-step logical progression (A causes B, B causes C, C causes D). Matches the 'valid sequence of intermediate causal links' profile.
Understanding causal sufficiency requires tracking how a primary trigger flows through intermediate steps to a final result.

Key Concept

Parallel Causal Reasoning Profiles
Question 4Question →

Match each flawed causal argument to the correct description of the logical fallacy it commits.

Click a left item, then click its matching right item

Items

Immediately after the new software update was installed, the computer network crashed. Therefore, the software update caused the crash.
People who use wheelchairs have a much higher rate of physical disability than those who do not. Clearly, using a wheelchair causes physical disabilities.
People who are seen carrying umbrellas are much more likely to be wearing rainboots. Thus, carrying an umbrella causes one to wear rainboots.
Eating excessive amounts of sugar is known to cause weight gain. Therefore, anyone who has gained weight must have eaten excessive amounts of sugar.

Matches

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Answer

The correct pairings match each specific argument with its corresponding causal flaw: temporal sequence to post hoc, wheelchair use to reversed causality, umbrellas/rainboots to a common third factor, and sugar/weight gain to assuming a sole cause.
Each argument perfectly demonstrates one specific causal fallacy. Matching them requires identifying the structural gap between the evidence provided and the causal conclusion drawn.

Step-by-Step Solution

1
Analyze the first argument regarding the software update.
Identify that the only evidence provided for causation is that the update happened immediately before the crash.
This matches the flaw of assuming causation based solely on a temporal sequence.
2
Analyze the second argument regarding wheelchair use.
Recognize that physical disability leads to wheelchair use, but the argument claims the opposite.
This represents the flaw of reversing the actual direction of cause and effect.
3
Analyze the third argument regarding umbrellas and rainboots.
Identify that rainy weather causes people to use both umbrellas and rainboots.
This matches the flaw of ignoring a common third factor that causes both phenomena.
4
Analyze the fourth argument regarding sugar and weight gain.
Note that while sugar causes weight gain, other factors can also cause weight gain.
This demonstrates the flaw of treating one possible cause as the only possible cause.

Key Concept

Identifying and categorizing distinct types of causal logical flaws.
Question 5Question →

Archaeologists have discovered that ancient settlements located near copper mines contain significantly higher quantities of elaborate pottery than other settlements. Some historians conclude that the wealth generated by copper mining allowed the inhabitants to invest heavily in pottery making. This conclusion is doubtful, however. Settlements near copper mines were almost always situated along major trade routes, and location on a major trade route facilitated the importation of elaborate pottery from other regions.

Which of the following arguments exhibits a pattern of reasoning most similar to that in the argument above?

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Answer: Patients who consume a diet rich in leafy greens have a lower risk of developing vision problems. Therefore, some dietitians assert that leafy greens protect against vision loss. But this assertion is questionable. People who eat leafy greens are also more likely to wear UV-blocking sunglasses, and wearing UV-blocking sunglasses prevents damage to the eyes.

Answer

The correct argument matches the structure of the stimulus by explaining a correlation between two variables (leafy greens and lower vision problems) through a third, associated variable (UV-blocking sunglasses) that causes the effect, rather than a direct causal link.
The stimulus argument presents an observed correlation between two things (near copper mines and elaborate pottery). It then casts doubt on a proposed direct causal relationship between them by introducing a third factor (major trade routes) that is correlated with the first factor and actually causes the second. The correct option identically matches this structure: it doubts the direct causal claim between leafy greens and vision protection by pointing out that people eating leafy greens also tend to wear UV-blocking sunglasses, which is the actual cause of the protection.

Step-by-Step Solution

1
Identify the logical structure of the stimulus argument.
Premise: A is correlated with B. Claim: A causes B. Rebuttal: A is correlated with C, and C causes B.
Parallel reasoning questions require finding an exact match for the logical framework, including the precise type of causal reasoning used to break a correlation.
2
Evaluate the specific causal rebuttal pattern in the stimulus.
The stimulus rejects a direct cause by introducing a third variable (trade routes) that is geographically associated with the supposed cause (copper mines) and is the actual cause of the effect (elaborate pottery).
Distinguishing between types of causal flaws (e.g., third associated variable vs. reverse causality vs. common cause) is essential for finding the correct parallel argument.
3
Analyze the candidate arguments against this framework.
The argument about leafy greens and sunglasses matches perfectly, while others use common cause, reverse causality, absolute quantifiers, or premise attacks.
Eliminating distractors based on specific structural mismatches ensures the correct answer is chosen.

Key Concept

Parallel Causal Reasoning and Alternative Explanations
Question 6Question →

Studies indicate that elderly individuals who own pets are significantly less likely to suffer from clinical depression than those who do not. Clearly, the companionship provided by pets actively prevents the onset of depression in the elderly.

Which one of the following exhibits a flawed pattern of reasoning most similar to that in the argument above?

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Answer: Children who frequently play strategy board games score higher on cognitive reasoning tests than children who do not. It is evident that playing these games develops advanced cognitive reasoning skills.

Answer

The correct answer is the argument regarding children who frequently play strategy board games.
The correct answer accurately parallels the logical structure and the specific flaw of the stimulus. The stimulus moves from a correlation (pet ownership and lower depression rates) to a definitive causal claim (pets prevent depression), ignoring the possibility of reverse causation. Similarly, this option moves from a correlation (playing strategy games and higher cognitive scores) to a definitive causal claim (playing games develops cognitive skills), ignoring the equally plausible reverse causation that children who already possess higher cognitive skills are naturally drawn to complex strategy games.

Step-by-Step Solution

1
Analyze the premises of the stimulus argument.
The premise establishes a correlation: elderly individuals with pets have lower rates of depression than those without.
Identifying the nature of the evidence is the first step in determining the argument's structure.
2
Analyze the conclusion and identify the logical flaw in the stimulus.
The conclusion claims that owning pets (the cause) actively prevents depression (the effect). The flaw is assuming causation based solely on correlation, ignoring alternative explanations such as reverse causation (people who are not depressed are more likely to have the energy to adopt a pet).
To find a parallel flaw, one must precisely articulate the specific error in reasoning committed by the original argument.
3
Determine the structural template required for the correct answer.
Target template: Premise observes a correlation between X and Y. Conclusion definitively asserts that X causes Y.
A blueprint helps quickly eliminate answer choices that use different logical structures or different degrees of certainty.
4
Evaluate the answer choices against the target template.
The option about strategy board games observes a correlation (playing games and high scores) and asserts definitive causation (playing games develops the skills), matching the template perfectly.
Systematic evaluation ensures the selected option matches both the flaw type and the quantifier strength of the original argument.

Key Concept

Parallel Causal Reasoning (Correlation vs. Causation)
Estimated Time:2m 0s
Question 7Question →

The sudden discoloration of the town's water supply must have been caused by the recent plumbing upgrades at the municipal plant. The only other plausible explanation for the discoloration is a seasonal algae bloom, but environmental scientists have confirmed that the water temperatures are currently too low to support such a bloom.

The pattern of reasoning in which one of the following arguments is most similar to that in the argument above?

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Answer: The catastrophic failure of the server network was undoubtedly caused by a malicious cyberattack. The only other potential cause for a system-wide crash of this nature is a hardware malfunction, and diagnostics show that all physical hardware was operating perfectly at the time of the crash.

Answer

The argument concluding that a cyberattack caused the server failure because the only other possible cause, a hardware malfunction, was completely ruled out.
The original argument is a valid application of causal elimination. It states a phenomenon (discoloration), limits the potential causes to exactly two options (plumbing or algae), provides evidence to completely rule out one option (algae), and logically concludes the remaining option (plumbing) is the cause. The correct choice identically structures its reasoning: it notes a phenomenon (server failure), identifies exactly two potential causes (cyberattack or hardware), rules out one with evidence (hardware), and concludes the remaining one (cyberattack) must be the cause.

Step-by-Step Solution

1
Analyze the logical structure of the stimulus argument.
The stimulus identifies an effect (water discoloration), restricts the possible causes to exactly two options (plumbing upgrades or algae), rules out the second option with evidence (temperatures too low), and concludes the first option is the cause.
To find a parallel argument, one must first identify the exact logical and causal framework of the original text.
2
Evaluate the answer choices to find the identical structural pattern.
Only the argument about the server network matches this 'Causal Elimination' structure: Effect (server crash) -> Two causes (cyberattack or hardware) -> Hardware ruled out (operating perfectly) -> Conclusion (cyberattack is the cause).
Parallel reasoning requires matching the underlying structural pattern and validity of the argument, completely independent of the subject matter.

Key Concept

Parallel Causal Reasoning (Causal Elimination)
Question 8Question →

Below are four brief arguments, each containing a specific logical vulnerability related to cause and effect. Pair each argument with the analytical description that accurately diagnoses its causal flaw.

Click a left item, then click its matching right item

Items

An analysis of municipal records shows that neighborhoods with a high concentration of coffee shops also have exceptionally high rates of bicycle theft. Therefore, the presence of coffee shops must attract bicycle thieves to the area.
Patients diagnosed with the rare joint condition known as Zeno's syndrome consistently exhibit unusually high levels of calcium in their blood. Therefore, excessive blood calcium levels must be the cause of Zeno's syndrome.
Immediately after the municipal government installed new energy-efficient streetlights downtown, local businesses reported a significant surge in retail sales. The new lighting clearly encouraged more people to shop in the district.
Every time the primary coolant valve malfunctions, the reactor's core temperature exceeds safe limits. Thus, by simply upgrading the primary coolant valve to prevent it from malfunctioning, we can guarantee that the reactor's core temperature will remain within safe limits.

Matches

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Answer

Match the coffee shop argument to the third-factor flaw; the Zeno's syndrome argument to the reverse-causality flaw; the streetlight argument to the time-sequence flaw; and the reactor argument to the single-cause assumption flaw.
Each argument represents a distinct, classic causal fallacy tested on the LSAT. The coffee shop argument fails to account for a common cause (third factor). The Zeno's syndrome argument arbitrarily assigns a direction to a correlation (reverse causality). The streetlight argument mistakes sequence for consequence (time sequence). The reactor argument mistakes a sufficient cause for a necessary one (eliminating one cause).

Step-by-Step Solution

1
Analyze the 'coffee shops and bicycle theft' argument.
Identified that it infers causation directly from a spatial correlation.
This matches the 'third factor' description, as an underlying variable like high urban density could easily cause both high coffee shop presence and high bike theft rates.
2
Analyze the 'Zeno's syndrome and blood calcium' argument.
Identified that it infers a specific causal direction from a physiological correlation.
This matches the 'reverse cause' description, as it is highly possible the disease causes the elevated calcium, rather than the calcium causing the disease.
3
Analyze the 'streetlights and retail sales' argument.
Identified that it bases its causal claim purely on a temporal sequence (one thing happening right after another).
This aligns perfectly with the description diagnosing a chronological 'takes for granted' flaw.
4
Analyze the 'reactor coolant valve' argument.
Identified that it assumes preventing one known cause will prevent the effect entirely.
This matches the description that points out the error of treating the elimination of one catalyst as a guarantee against the outcome, ignoring other potential causes.

Key Concept

Identifying Formal Causal Fallacies
Estimated Time:3m 0s
Question 9Question →

Below are three original causal arguments and three parallel arguments that exhibit identical logical reasoning structures. Pair each original argument on the left with the argument on the right that most closely parallels its specific method of causal reasoning.

Click a left item, then click its matching right item

Items

Cities with the highest density of fire stations also report the most fire-related property damage. Clearly, the presence of fire stations causes an increase in fire-related property damage.
People who drink diet soda tend to gain more weight than those who do not. However, people who are already struggling with weight gain are significantly more likely to consume diet soda as a corrective measure. Therefore, a pre-existing struggle with weight, rather than diet soda consumption, explains the weight gain.
Since the factory installed new air filters, respiratory complaints among workers have dropped by half. This cannot be due to the recently introduced mandatory exercise program, because only management participated in the exercise program, yet complaints dropped evenly among assembly line workers. Thus, the new air filters caused the reduction in complaints.

Matches

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Answer

The original argument about fire stations pairs with the argument about police officers. The argument about diet soda pairs with the argument about compression sleeves. The argument about factory air filters pairs with the argument about the orchard pesticide.
The correct pairings match arguments based on identical causal frameworks: assuming reverse causation (fire stations / police), introducing a pre-existing common cause to defeat a causal claim (diet soda / compression sleeves), and ruling out alternative explanations to strengthen a causal claim (air filters / pesticide).

Step-by-Step Solution

1
Analyze the causal reasoning in the first original argument (fire stations).
The argument observes a correlation between a factor (fire stations) and an effect (fire damage) and concludes the factor causes the effect, entirely ignoring that the effect is what necessitates the factor.
Identifying the specific causal flaw (reverse causality) is necessary to find its structural parallel.
2
Locate the parallel argument for the first original argument.
The argument about police officers and crime rates exhibits the exact same reverse causality flaw.
Both confuse a structural or institutional response to a phenomenon with the cause of that phenomenon.
3
Analyze the causal reasoning in the second original argument (diet soda).
The argument observes a correlation but argues against a direct causal link by pointing out a pre-existing condition (struggle with weight) that causes both the behavior and the outcome.
Understanding how the argument provides an alternate explanation for a correlation is key.
4
Locate the parallel argument for the second original argument.
The argument about compression sleeves and joint pain uses the identical logical structure, citing pre-existing discomfort as the true cause of both the sleeve usage and the continued pain.
Both arguments successfully undermine a direct causal claim by introducing a common root cause.
5
Analyze the causal reasoning in the third original argument (air filters) and locate its parallel.
The argument eliminates an alternative cause (exercise program) to conclude that the primary cause (air filters) is responsible. It parallels the pesticide argument, which rules out the new irrigation system.
Both arguments use the method of difference or elimination to support their primary causal conclusion.

Key Concept

Parallel Causal Reasoning
Question 10Question →

Analyze the four causal arguments below. Pair each argument with the abstract description that most accurately characterizes its causal reasoning structure or logical vulnerability.

Click a left item, then click its matching right item

Items

Whenever the municipality enforces a temporary commercial noise ordinance, overall retail revenue in the district drops. Since local consumer spending habits and broader economic conditions remained entirely unchanged during these enforcement periods, the noise ordinances must be responsible for the decline in retail revenue.
Extensive financial surveys reveal a strong correlation between purchasing a luxury yacht and having an exceptional credit score. Therefore, the act of purchasing a luxury yacht must directly cause an individual's credit score to improve.
Historical data demonstrates that on days when the coastal theme park sells the highest volume of sunglasses, the nearby public beaches report the highest number of jellyfish stings. This proves that wearing sunglasses somehow attracts jellyfish to the shore.
Installing advanced HEPA filtration systems in large office buildings reduces airborne particulate matter. A reduction in airborne particulate matter directly leads to a decrease in employee sick days. Therefore, installing these filtration systems will result in fewer employee sick days.

Matches

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Answer

Argument 1 pairs with eliminating alternatives; Argument 2 pairs with reverse causality; Argument 3 pairs with the third-variable fallacy; Argument 4 pairs with the transitive causal chain.
Each argument demonstrates a distinct paradigm of causal reasoning commonly tested on the LSAT. The retail revenue argument isolates a cause by eliminating alternatives. The luxury yacht argument commits a reverse causality fallacy. The sunglasses argument commits a third-variable (common cause) fallacy. The HEPA filtration argument uses a structurally valid transitive causal chain.

Step-by-Step Solution

1
Analyze the retail revenue argument.
It concludes the noise ordinance caused the revenue drop by stating other conditions remained stable.
This matches the structure of establishing causation by ruling out alternatives.
2
Analyze the luxury yacht argument.
It concludes that buying the yacht causes a good credit score.
This matches the description of overlooking reverse causality, since a good credit score is required to buy a yacht.
3
Analyze the sunglasses and jellyfish argument.
It assumes wearing sunglasses attracts jellyfish.
This matches the fallacy of ignoring a common third cause (warm, sunny weather causes both events).
4
Analyze the HEPA filtration argument.
It maps out: A causes B, B causes C, therefore A causes C.
This matches the valid derivation via an intermediate causal step.

Key Concept

Parallel Causal Reasoning
Parallel Causal Reasoning Practice Questions — LSAT | Examkin