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Oddity Journal
Useful thinking for practical technology.
Field notes, guides, and clear explanations for people working with business data, digital products, software, and the systems that connect them.
Latest perspectives
Data, development, and the work between.
4 published articles · current stories newest first, archives follow
Privacy-Aware B2B Research: Consent, Suppression, and Responsible Data Use
A practical operating guide to B2B research, consent, account linkage, suppression, data quality, audience controls, and responsible commercial outreach.
CSV Is Not a Strategy: Moving Structured Data Into a Working Business System
CSV is excellent for exchange, but a working business system must add identity, relationships, validation, permissions, history, workflow, and recovery.
Data Quality Operations: A Practical System for Trustworthy Records
A practical operating system for defining, validating, monitoring, correcting, and explaining data quality across sources, records, and workflows.
AI-Ready Data: Preparing Structured Datasets for Retrieval, Agents, and Automation
AI systems become dependable when their data has stable identities, clear meaning, known provenance, controlled access, practical evaluation, and safe recovery paths.
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