| Quality of Government (QoG) Expert Survey, 2020 wave (QoG Institute, University of Gothenburg) | Country-level indicators of bureaucratic behavior, including political interference in day-to-day bureaucratic decisions and patronage. Higher values indicate more interference or more patronage. | Web survey of selected country experts. Uses anchoring vignettes and Item-Response Theory aggregation to adjust for differences in how experts interpret questions and for variation in expert reliability. | 117 countries, based on assessments by 996 experts (third wave). | Results are expert assessments that depend on subject-matter knowledge and subjective judgment. The aggregation model adjusts for systematic differences but cannot remove them entirely. |
| Varieties of Democracy (V-Dem), v.13 (2023) | Seven conceptions of democracy (electoral, liberal, participatory, consensual, majoritarian, deliberative, egalitarian) through more than 400 indicators. Useful context for political control of the state, though the documentation reviewed does not identify a single patronage-specific indicator. | Coded judgments compiled into a dataset that includes coder-level data and uncertainty estimates. | Aims to cover all countries since 1900. Documentation reports visualization interfaces for 177 countries. | Coded judgments carry measurement uncertainty. Analysts should check indicator definitions closely before treating any measure as a patronage proxy. |
| OECD Government at a Glance, 2025 edition | Comparable input, process, output and outcome indicators on government activity. Process indicators cover areas such as human-resource management and public-sector integrity. No standalone patronage index is reported. | Mostly expert-based questionnaires sent to and validated by OECD working parties and networks. Other editions also draw on administrative records, household surveys and, to a lesser extent, external expert assessments. | All 38 OECD countries based on available information. Participation in individual data collections is voluntary. | Topic-level coverage can vary because participation is voluntary. Each indicator carries its own notes on definitions and cross-country comparability. |
| Agency personnel records (practitioner-level risk indicators) | Warning signs rather than proof: counts of political appointees, share of positions exempt from competitive hiring, time-to-hire anomalies, single-candidate selections, and transfers or reclassifications clustered around elections and transitions. | Review of administrative records covering job announcements, candidate evaluations, interviews, selections, transfers and reclassifications. | A single agency, jurisdiction or workforce, tracked over time. | Only as reliable as the underlying records. Fragmented human-resources information systems can hide patterns, and an anomaly may have a legitimate explanation. |
| Merit audits timed to transitions and reorganizations | Whether personnel actions taken during political transitions or major restructurings followed merit procedures in practice, not just on paper. | Periodic audits of sensitive personnel decisions, reviewed by an oversight body sufficiently independent of the appointing authority. | Targeted at high-risk periods and positions within a government. | Audit findings depend on complete digital records and on genuine independence. Results are hard to compare across jurisdictions with different civil service rules. |