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Zorluk: Çok zorResolving Statistical and Proportional Paradoxes

Over the past decade, the survival rate of juvenile snow leopards in the highland habitat of the Altai Mountains has steadily decreased. Similarly, the survival rate of juvenile snow leopards in the lowland habitat of the same mountain range has also steadily decreased. These two habitats account for the entirety of the snow leopard population in the region. Yet, contrary to expectations, wildlife biologists report that the overall survival rate of juvenile snow leopards across the entire Altai region has actually increased over this ten-year period.

Which one of the following, if true, most helps to resolve the apparent discrepancy described above?

  1. A
    Over the past decade, the absolute number of juvenile snow leopards born in the Altai region has increased at a rate that far outpaces the corresponding decline in the survival rates of either habitat.
  2. B
    Ten years ago, the survival rate of juvenile snow leopards in the highland habitat was only marginally higher than the survival rate in the lowland habitat, although both rates were significantly higher than average.
  3. C
    The proportion of the total snow leopard population that consists of vulnerable juveniles, rather than fully mature adults, is significantly lower today than it was a decade ago.
  4. D
    Recent conservation efforts have effectively eliminated the primary predator of snow leopard cubs in the lowland habitat, though this predator was never present in the highland habitat.
  5. The highland habitat has always maintained a substantially higher juvenile survival rate than the lowland habitat, and over the past ten years, the vast majority of the region's snow leopard births have shifted from the lowland to the highland habitat.Cevap

Cevap

The statement explaining that the highland habitat has always had a much higher survival rate and that the vast majority of births have recently shifted to this habitat is the correct answer.
This option resolves the paradox by employing a statistical phenomenon known as Simpson's Paradox. The overall survival rate is a weighted average of the highland and lowland rates. Even if the individual rates in both habitats decrease, the overall average can increase if a large enough proportion of the population moves from the low-survival habitat to the high-survival habitat. Because the highland habitat's survival rate is substantially higher, shifting the vast majority of births to this habitat pulls the overall regional average drastically upward, easily overpowering the individual declines within each separate habitat.

Adım Adım Çözüm

1
Analyze the apparent contradiction in the stimulus.
Two sub-groups (highland and lowland) both experienced a decrease in their survival rates over a decade, yet their combined overall survival rate increased.
Identifying the exact nature of the statistical discrepancy is required to evaluate which mechanism can mathematically resolve it.
2
Identify the underlying statistical principle governing the discrepancy.
The scenario describes a weighted average problem, specifically Simpson's Paradox. An overall rate can rise even when sub-group rates fall if the population weights shift dramatically.
Understanding that the overall rate is a weighted average dictates that the resolution must involve a change in the relative sizes (denominators) of the two sub-groups.
3
Determine the necessary conditions for the weighted average to increase.
The population must have shifted heavily toward the sub-group that has the higher absolute baseline rate.
Only a massive influx of subjects into the mathematically superior category can pull the combined average upward despite internal declines.
4
Evaluate the answer choices against this statistical requirement.
Only the correct option establishes both conditions: that the highland habitat has a substantially higher baseline survival rate, and that the population weight (births) shifted heavily into that habitat.
This provides the complete mathematical framework needed to make the seemingly impossible statistical claims in the stimulus entirely true.

Anahtar Kavram

Simpson's Paradox and Shifting Denominators
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