Chapter 13 · Data Analyst

Appendix B · Quick-reference glossary

~4 min read

TermMeaning
Aggregate functionCOUNT, SUM, AVG, MIN, MAX; collapses many rows into one value.
CTECommon Table Expression; a named query step using WITH for readable, staged SQL.
Dimension tableDescriptive context (who, what, when, where) joined to a fact table.
ELTExtract, Load, Transform; modern pattern that transforms data inside the warehouse.
Fact tableCentral table of measurements and events with foreign keys to dimensions.
Fan-outRow multiplication from a one-to-many join that inflates a subsequent SUM.
GrainWhat a single row in a table represents; define it before querying.
OLTP / OLAPOperational write-optimized systems versus analytics read-optimized warehouses.
PIIPersonally identifiable information; data that can identify a specific person.
p-valueProbability of seeing a result this extreme if the effect were truly zero.
Semantic layerCentral definitions of metrics so every dashboard agrees.
Slowly changing dimensionPattern (Type 1/Type 2) for how a changing attribute is stored over time.
Star schemaWarehouse layout: one fact table surrounded by dimension tables.
Window functionAggregation across a set of rows without collapsing them (RANK, LAG, SUM OVER).

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