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Chapter 6. Causal Reasoning and Explanations

Practice Exercises: Chapter 6

These exercises are designed to help students master the distinction between types of conditions, apply Aristotelian and Millian frameworks, and identify common causal fallacies.


Group 1: Necessary and Sufficient Conditions

Identify whether the underlined factor is a Necessary Condition, a Sufficient Condition, both, or neither for the result described.

  1. Having four sides to be a square.

  2. Stepping on a cat’s tail to make the cat meow.

  3. Being 35 years of age or older to be the President of the United States.

  4. Turning the key in the ignition to start a functioning car.

  5. Being a mother to be a female.

Group 2: Aristotle’s Four Causes

Identify which of Aristotle’s Four Causes (Material, Formal, Efficient, or Final) is being described in the following scenarios.

  1. A carpenter uses a saw and hammer to build a kitchen table.

  2. The blueprint for a new library shows the structural layout and dimensions.

  3. A block of marble is used by a sculptor to create a bust of Socrates.

  4. The primary reason a student studies for an exam is to achieve a passing grade.

  5. The biological “instructions” (DNA) that determine the growth pattern of a tree.

Group 3: Mill’s Methods of Discovery

Identify which of Mill’s Methods (Agreement, Difference, Joint, Concomitant Variation, or Residues) is used to reach the conclusion in each scenario.

  1. A scientist observes that as the dosage of a new medication increases, the patient’s blood pressure decreases proportionally.

  2. Two identical chemical solutions are sitting in a lab. One is exposed to sunlight and turns blue; the other is kept in the dark and stays clear. The scientist concludes sunlight caused the color change.

  3. Everyone who got sick at a wedding ate different appetizers and main courses, but they all drank the same brand of sparkling cider. The cider is identified as the source of the illness.

  4. A gardener knows that her fertilizer accounts for most of her plant growth and the sun accounts for some. There is still a small amount of extra growth she can’t explain, which she attributes to a new soil additive she used.

Group 4: Causal Fallacies and Confusions

Identify the causal fallacy committed in each statement: Post Hoc, Ergo Propter Hoc, Confusing Correlation with Causation, Reverse Causation, or Fallacy of the Single Cause.

  1. “I started drinking green tea every morning, and two weeks later I got a promotion. The tea clearly improved my work performance.”

  2. “Data shows that cities with more police officers also have higher crime rates. Therefore, hiring more police officers causes more crime.”

  3. “The reason our local economy is failing is solely because of the increase in the minimum wage.”

  4. “Research shows that people who own a lot of books tend to have higher intelligence scores. Therefore, buying more books will make you smarter.”


Answer Key

Group 1: Conditions

  1. Necessary. A square must have four sides, but having four sides is not sufficient (it could be a rectangle or a rhombus).

  2. Sufficient. Stepping on the tail will guarantee a meow, but it is not necessary (the cat could meow for food).

  3. Necessary. One cannot be President without being 35, but being 35 does not guarantee the presidency.

  4. Sufficient (in this context). If the car is functioning, the action guarantees the start.

  5. Sufficient. Being a mother guarantees that one is female, but it is not necessary (one can be female without being a mother). (Alternatively, neither necessary nor sufficient for trans mothers)

Group 2: Aristotle’s Causes

  1. Efficient Cause (The agent/force performing the work).

  2. Formal Cause (The pattern or design).

  3. Material Cause (The physical “stuff” the object is made of).

  4. Final Cause (The purpose or “telos”).

  5. Formal Cause (The essential structure or “account” of what the thing is).

Group 3: Mill’s Methods

  1. Method of Concomitant Variation (Correlating the intensity of the dose with the intensity of the result).

  2. Method of Difference (Comparing two identical cases with only one varying factor).

  3. Method of Agreement (Finding the one common factor among different cases).

  4. Method of Residues (Subtracting known causes to find the cause of the remaining effect).

Group 4: Fallacies

  1. Post Hoc, Ergo Propter Hoc (Assuming sequence implies consequence).

  2. Confusing Correlation with Causation (Ignoring the “Third Factor”—higher crime rates lead the city to hire more police).

  3. Fallacy of the Single Cause (Oversimplifying a complex economic issue).

  4. Reverse Causation (It is more likely that highly intelligent/educated people are the ones who tend to buy books).

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