Go Back Research Article December, 2023

Optimizing Public Service Delivery through AI and ML Driven Predictive Analytics: A Case Study on Taxation, Unclaimed Property, and Vendor Services

Abstract

Pursuing the mission of the best government has been a key priority across countries and centuries. One of the main roles in addressing these ambitions has been ‘better regulation’. More recently, in a variety of countries and under different output schedules, including ‘better legislation’ and ‘better government’, the dimensions have been expanded. For instance, under better regulation, the first critical component (pre-approval) is related to the creation of laws and subordinate legislation, seeking to ensure their quality (better law making, BL). The second (post-approval), in turn, regards the application of laws and regulations in a way that their objectives are achieved without imposing burdens that are not justified, involving actions to remedy market failures, taking into account considerations of good governance and transparency, with a comprehensive approach concerning the legislative process, and in particular concerning ex ante and ex post evaluation activities, as emphasized in the IA guidelines, CBA guidelines, and those of WM. This is expected to provide the necessary information to identify the most efficient and effective policy options and to monitor compliance and impacts over time, or, more broadly, the ex ante assessment system (ExAS).

Keywords

ai machine learning public service predictive analytics crime text mining user evaluation ethics taxonomies structured journalism topic modeling entity-centric topic modeling law variance algorithmic enforcement risk assessment criminal law taxonomies legal issues structured data portability bias representation taxonomies crime variation litigation antitrust communitarianism notice-and-comment requirements transnational poverty taxes credit poverty eitc tax credits default assumptions taxpayer rights uncontested entry entry restraints interpretive gravity serial deference irs national taxpayer advocate administrative law deference soft law section 7805 policy entropy pandemic information right to data digital income tax filing ex ante control digital administration
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Volume 36
Issue 6
Pages 124-149
ISSN 1041-2743