Question

Read the passage below carefully:

"The integration of automated decision-making frameworks into public administrative architecture is frequently heralded as a panacea for bureaucratic inertia and discretionary corruption. By replacing human discretion with algorithmic eligibility screening in welfare distribution, state agencies promise streamlined service delivery and quantifiable reductions in processing overheads. Yet, this technocratic optimism often overlooks the subtle ways in which automated sorting mechanisms encode historical biases and obscure procedural accountability. Algorithmically mediated governance does not eliminate administrative bias; rather, it formalizes and encrypts it beneath a façade of mathematical objectivity. When an automated system denies entitlements based on proxy indicators, affected citizens are deprived of meaningful avenues for administrative redress, as frontline officials themselves are rendered subservient to black-box outputs. However, advocating an outright rejection of automated tools would be anachronistic, ignoring their genuine potential to process vast caseloads with unprecedented speed. The prudent administrative posture demands neither blind technological deference nor Luddite resistance, but rather the institutionalization of mandatory algorithmic auditing frameworks and human-in-the-loop oversight mechanisms. Only by subjecting algorithmic logic to continuous public scrutinization and statutory compliance checks can governance harness efficiency gains without subverting democratic principles of administrative fairness."

Which of the following best characterizes the author's tone and overall attitude toward the deployment of automated decision-making tools in public administration?