Walka Advisory

Adoption of data-management technologies

Snapshot based on 2022 ITTI data (Q40). Indicator applies to the tax administration overall — not PIT-specific.

GNI tierHigh GNI50Upper middle GNI31Lower middle GNI18Low GNI6

Notes:

Each panel reports the percentage of tax administrations in each GNI group that answered Yes to the corresponding sub-question in ITTI Q40 (emerging technologies used in data management). The six sub-questions are: cloud storage (SQ001), robotic process automation (SQ002), artificial intelligence (SQ003), machine learning (SQ004), network analysis (SQ005), and a DataOps approach (SQ006).

Q40 is answered at the administration level, not per tax type — so these figures describe the administration's overall digital posture rather than PIT-specific capability. They nonetheless bear on PIT administration because the same platforms and skills underpin pre-population, risk scoring, and taxpayer services.

A Yes response is taken at face value and does not distinguish between pilot and production use. When a jurisdiction is highlighted, a red diamond appears on its GNI group's row in every panel where the jurisdiction answered Yes.

Source: OECD ITTI Q40 SQ001–SQ006.