創新及科技解決方案

解決方案編號

S-0047

解決方案名稱

機器學習驅動的智能稅務服務

解決方案描述

In the digital age, traditional ways of providing revenue services are no longer acceptable. Taxpayer now demand services that are personalized, transparent, seamless and timely. Staff are demanding improved processes that will drive great efficiencies. In Parallel, authority still needs to deliver on the revenue commitments that are required by the government and the community. SAP Customer Retention solution powered by Leonardo Machine Learning and HANA Prediction Analytics provides the deep insights into taxpayer's journey of becoming debtors. The solution is able to identify the high-risk events or influences that lead to payment default. And the solution is able to distinguish between taxpayers who has the capacity to pay but chose not to and those who are in genuine financial hardship and require additional support. Both types of taxpayers require different approaches and responses and being able to know when to apply one response over the other is critical to a client centric approach.

應用領域

城市管理

工商業

財經

社會福利

使用的技術

人工智能

雲端運算

數據分析

機器學習

自然語言處理

預測分析

使用例子

The solution could be used by on-the-ground tax management staff to provide taxpayer profiling, segmentation and earlier intervention into a taxpayer's payment journey.

The Business Value:

-Estimated a certain improvement of debt/revenue collection

-Estimated a certain reduction in the number of debtors

-Improvement in the debt finalisation rate and

-More timely revenue collection


The Social Value:

-Allow tax management authority to distinguish between taxpayers who has the capacity to pay but chose not to and those who are in genuine finaical hardship and require additional support. Both types of taxpayers require different approaches and responses and being able to know when to apply one response over the other is critical to a client centric approach.

-A more responsive and tailored approach to individual taxpayers will lead to more timely collection of revenue and reduction in debt across all tax lines, and additional revenue to fund essential services for HK citizens.


The Human Empowerment:

-Provide insights to ensure our staff to better understand individual taxpayer's circumstances and needs.

-Allow staff to be engaged in more interesting and value-adding activities, which will make a real difference to both taxpayers and revenue outcomes.

若政府部門欲對創科方案進行PoC試驗或技術測試,請聯絡Smart LAB。