Methods
Practical methods for applying AI and machine learning in official statistics while respecting survey design, quality, transparency and governance requirements.
Survey-aware machine learning
Models that account for survey weights, stratification, clusters, nonresponse and population inference.
Related topicEditing, imputation and validation
AI-assisted data editing, anomaly detection, imputation, statistical checks and human review loops.
Related topicQuality assurance
Source-grounded validation, documentation, monitoring, auditability and quality gates for statistical production.
Responsible AI checklistReproducible workflows
Versioned analysis, transparent prompts, documented assumptions and replicable data science workflows.
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Survey methodology and machine learning
AAPOR 81st Conference, IAOS Vilnius, and AI Governance in Official Statistics
The AAPOR 81st Annual Conference underscored the cautious integration of LLMs in survey research, emphasizing responsible frameworks for translation...
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