Question

Read the following passage carefully:

"The proponents of algorithmic administrative decision-making often herald automated delivery systems as panaceas for institutional friction, promising objective allocation of welfare entitlements stripped of human patronage and bureaucratic delay. Indeed, initial trials in digital pension disbursements reflect marked improvements in processing throughput. Yet, to conceptualize algorithmic architecture as an inherently neutral arbiter of public interest is to ignore the structural codification of historical biases embedded within training datasets. When automated risk-assessment protocols in municipal law enforcement systematically flag marginalized demographics, the resulting disenfranchisement cannot be dismissed as a mere technological glitch; it represents an institutional delegation of moral accountability to unaccountable black-box computations.

This is not a call for reactionary Luddism or the complete abandonment of digital governance frameworks. Digital tools undoubtedly possess administrative utility when deployed within tightly bounded, transparent parameters. However, when civil service reform equates speed with equity and procedural automation with justice, it risks eroding the discretionary empathy that forms the bedrock of administrative ethics. True administrative modernisation requires not an uncritical acceleration of automated decision systems, but a vigilant, institutionally embedded mechanism of human-in-the-loop oversight and rigorous socio-legal auditing."

Which of the following best characterizes the author's tone and attitude toward the integration of algorithmic systems in public administration?