Is there a causal relationship between smoking and lung cancer? Research consistently shows a strong correlation between smoking and the...
GMAT Data Sufficiency : (DS) Questions
Is there a causal relationship between smoking and lung cancer?
- Research consistently shows a strong correlation between smoking and the development of lung cancer
- Some medical researchers support a proposed mechanism by which smoking could cause lung cancer.
Understanding the Question
The question asks: "Is there a causal relationship between smoking and lung cancer?"
This is a yes/no question. To answer with certainty, we must be able to definitively say either YES (smoking causes lung cancer) or NO (smoking does not cause lung cancer).
Here's the crucial distinction: Correlation ≠ Causation
- Correlation: Two things occur together frequently
- Causation: One thing directly causes the other
For true causation, we need:
- Evidence of correlation (they occur together)
- A proven mechanism (how one causes the other)
- Alternative explanations ruled out
To have sufficiency in this DS question, we need enough information to definitively establish whether causation exists or not.
Analyzing Statement 1
Statement 1: "Research consistently shows a strong correlation between smoking and the development of lung cancer."
This tells us that smokers develop lung cancer more frequently than non-smokers. However, correlation alone never proves causation.
Consider these equally possible scenarios:
- Scenario A: Smoking directly damages lung cells → cancer develops (TRUE CAUSATION)
- Scenario B: Genetic factor X → makes people more likely to smoke AND more susceptible to cancer (NO DIRECT CAUSATION)
- Scenario C: Smokers live in polluted areas → pollution causes cancer (INDIRECT RELATIONSHIP)
Since Statement 1 only establishes correlation, we cannot distinguish between these scenarios. We cannot definitively answer YES or NO to the causation question.
Statement 1 alone is NOT sufficient.
[STOP - Not Sufficient!] This eliminates choices A and D.
Analyzing Statement 2
Important: We now forget Statement 1 completely and analyze Statement 2 independently.
Statement 2: "Some medical researchers support a proposed mechanism by which smoking could cause lung cancer."
Let's examine the key words:
- "Some" researchers (not all or most)
- "Proposed" mechanism (not proven)
- Smoking "could" cause cancer (possibility, not certainty)
This gives us a theoretical pathway for causation, but with significant uncertainty. Without knowing if this mechanism is:
- Actually correct
- Widely accepted by the scientific community
- Proven through rigorous testing
...we cannot definitively answer our yes/no question.
Statement 2 alone is NOT sufficient.
[STOP - Not Sufficient!] This eliminates choice B (and D is already eliminated).
Combining Both Statements
Now let's use both statements together:
- From Statement 1: Strong correlation exists
- From Statement 2: A proposed mechanism exists (with some support)
Even combined, can we definitively answer whether smoking causes lung cancer?
What we have:
- Evidence that smoking and lung cancer occur together
- A possible explanation for how one might cause the other
What we still lack:
- Proof that the mechanism is correct
- Elimination of alternative explanations
- Scientific consensus (we only have "some" support)
The correlation could still be explained by non-causal factors (like our Scenarios B and C from earlier). The proposed mechanism remains unproven—it's just a theory with partial support.
For definitive causation, we would need:
- The mechanism to be proven correct
- Alternative explanations to be ruled out
- Broad scientific consensus, not just "some" support
The statements together are NOT sufficient.
[STOP - Not Sufficient!] This eliminates choice C.
The Answer: E
Neither statement alone nor both statements together provide sufficient information to determine whether there is a causal relationship between smoking and lung cancer.
We can establish correlation and identify a possible mechanism, but we cannot definitively prove or disprove causation.
Answer: E - Both statements together are still not sufficient.