Start with the assertion, not the chart
Analytical procedures earn their place when they speak to completeness, accuracy, or valuation — not when they decorate a file with colorful trend lines. Algo Analytics teaches teams to write the assertion link before selecting a model.
Expectation before extract
Opening the general ledger first biases every comparison. We reverse the order: draft an expectation from operational drivers, state precision, then pull data. That sequence is the backbone of Signal Desk Foundations.
Anomalies need a queue, not a parade
Detection without prioritization creates busywork. Effective anomaly detection ranks items by risk context, amount relative to materiality, and whether the pattern is new. False positives are not moral failures — they are design feedback.
Korea-specific friction
Group reporting packs, year-end concentration of statutory work, and bilingual documentation often compress the time available for thoughtful analytics. Our courses acknowledge those constraints and favor templates that survive shortened review windows.