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Difficulty: Very hardInference and Logical Deduction

Read the following passage carefully and answer the question that follows:

Recent administrative reforms in urban governance have increasingly relied on automated algorithmic systems to allocate municipal social welfare benefits and infrastructural maintenance funds. Proponents argue that algorithmic decision-making eliminates human bias, streamlines bureaucratic delays, and optimizes resource distribution based on objective data inputs. However, empirical assessments of these systems reveal a subtle structural paradox. Because the algorithms are calibrated using historical administrative data, they inherently internalize and perpetuate pre-existing socio-economic disparities. Furthermore, the opacity of complex predictive models deprives citizens of transparent recourse, as administrative officers frequently defer to algorithmic outputs without exercising discretionary evaluation. Consequently, while procedural speed improves, systemic inequities are formalised under the guise of technological neutrality. Crucially, where municipal frameworks mandate human oversight, administrative personnel often exhibit automation bias—accepting algorithmic recommendations uncritically to avoid procedural liability. Thus, the integration of algorithmic allocation without robust independent audit mechanisms does not eliminate administrative bias; rather, it codifies historical inequalities while insulating decision-makers from public accountability.

Based on the passage, which of the following statements can be strictly inferred regarding algorithmic allocation systems in municipal governance?

  1. A
    The implementation of mandatory human oversight inherently guarantees that administrative personnel will override biased algorithmic recommendations.
  2. Algorithmic allocation systems can perpetuate historical socio-economic disparities while simultaneously diminishing the administrative accountability of decision-makers.Answer
  3. C
    Municipalities should completely dismantle automated allocation systems and return entirely to manual bureaucratic evaluation.
  4. D
    Administrative officers lack the technical training required to understand the mathematical foundations of predictive models.

Answer

Algorithmic allocation systems can perpetuate historical socio-economic disparities while simultaneously diminishing the administrative accountability of decision-makers.
The correct answer directly combines two core premises explicitly established in the passage: algorithms calibrated on historical administrative data codify past socio-economic inequalities, and reliance on these automated recommendations insulates administrative decision-makers from public accountability.

Step-by-Step Solution

1
Analyze the passage premises regarding historical disparities.
The text states that algorithms calibrated on historical data internalize and perpetuate pre-existing socio-economic disparities.
Establishes the link between historical data calibration and systemic inequality.
2
Analyze the passage premises regarding accountability and human oversight.
The text notes that officers defer to outputs to avoid liability and exhibit automation bias, which insulates decision-makers from public accountability.
Establishes the impact of automated systems on administrative decision-maker accountability.
3
Synthesize premises to determine the necessary logical deduction.
Combining these facts yields the necessary deduction that algorithmic allocation perpetuates disparities while diminishing accountability.
Validates the deduction directly grounded in explicit passage facts.

Key Concept

Inference and Logical Deduction in Reading Comprehension
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Inference and Logical Deduction

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