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Difficulty: HardInference and Logical Deduction

Read the following passage carefully:

Under the 2026 Municipal Public Procurement and Algorithmic Governance Framework, municipal departments deploying automated decision-making systems for public welfare distribution are mandatorily required to undergo third-party algorithmic impact audits. However, the framework stipulates an explicit exemption: automated systems that operate solely as administrative pre-screening mechanisms without final decision-making authority, or those utilizing static, rule-based decision trees with deterministic logic, are exempt from mandatory third-party audits provided they maintain an internal operational log for a minimum of two years. Furthermore, if a pre-screening automated system is flagged for demographic bias during routine internal audits, it automatically loses its exemption and must submit to immediate external evaluation, regardless of whether its recommendations were overridden by human officials. Last year, the Department of Urban Housing deployed an automated sorting system for emergency housing assistance that generated prioritized candidate lists; human case officers then reviewed these lists and issued all final approval decisions.

Based strictly on the information provided in the passage, which of the following statements must logically be true regarding the Department of Urban Housing's automated sorting system?

  1. The system meets the criteria for pre-screening status, but maintaining its exemption from mandatory third-party audits requires keeping internal operational logs for at least two years and remaining unflagged for demographic bias.Answer
  2. B
    The system is unconditionally exempt from all third-party algorithmic impact audits because human case officers held final decision-making authority.
  3. C
    The system relies on static, rule-based decision trees with deterministic logic rather than adaptive machine-learning models.
  4. D
    Human case officer review guarantees that demographic bias in the candidate list will not necessitate an external audit evaluation.

Answer

The system meets the criteria for pre-screening status, but maintaining its exemption from mandatory third-party audits requires keeping internal operational logs for at least two years and remaining unflagged for demographic bias.
The passage establishes that automated systems without final decision-making authority act as pre-screening mechanisms. The Department of Urban Housing's system fits this description as human officers made final decisions. However, exemption from third-party audits is conditional: the system must maintain operational logs for at least two years and must not be flagged for demographic bias. Thus, it logically follows that the system is exempt only if these specific conditions are met.

Step-by-Step Solution

1
Analyze the functional role of the Department of Urban Housing's automated sorting system based on passage facts.
The system generated prioritized candidate lists while human case officers issued all final approval decisions, establishing it as an administrative pre-screening mechanism without final decision-making authority.
Establishing the functional category determines which exemption clause applies under the framework.
2
Evaluate the statutory prerequisites mandated for pre-screening systems to maintain audit exemptions.
The passage states that pre-screening systems are exempt provided they maintain operational logs for at least two years, and that any demographic bias flag automatically revokes this exemption.
A valid logical deduction must incorporate all necessary conditions specified by the governing text.
3
Synthesize the findings to identify the logically necessary conclusion.
The housing department's system can only maintain its exemption if both the log retention condition (minimum two years) and the non-bias condition are fulfilled.
This conclusion relies exclusively on explicit passage rules without introducing outside premises or unstated assumptions.

Key Concept

Valid Logical Deduction from Conditional Provisions in Reading Comprehension
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Topics

Inference and Logical Deduction

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