Page 10 - IOTA Good Practice Guide
P. 10

Combine and optimize – Risk matrix
Level: advanced
Contact person: Roel Niessen, The Netherlands
Problem:
How to combine and optimize different types of risk
indicators, in particular with risk indicators of different kinds?
Solution:
In the attachment on the GPG website, the approach applies
for income tax by the NTCA. The aim is to combine a rule
based model with a pattern based model by combing ranking
of each model in a matrix. The goal is to capture the best of the both models.
Combine and optimize – Predicting income using Big Data and regression
Level: advanced
Contact person: Jacqueline Kirrane, Ireland
Problem:
How to combine and optimize Big Data/3rd party
information with your predictive model to have a 360°
view of the taxpayer.
Solution:
The Irish revenue has a model using regression to
estimate the income based on Big Data and 3rd party
information. The challenge is to combine and optimize to obtain a good predicted income. It is a smart
way to use Big Data integrated by regression in a predictive model. It is a great challenge to manager
the data quality with a vast number of information sources.

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