Measurements and data preparation

Define variables and resolve missingness

Measurement and recall windows should correspond to the question. Validate outcome definitions and examine whether exposure and outcome measurements can establish temporal ordering; often they cannot.

Flow diagram

Measurements and data preparationF1.S1Specify assessment periodF1.S2Define exposures and outcomesF1.S3Collect and check measurementsF1.S4Assess missingness and nonresponseF1.S5Derive analysis datasetF1.N1Measurement dictionaryVariableDefinitionInstrumentTime windowMissingnessValidationF1.N2Missingness planPatternAssumptionAdjustmentDiagnosticSensitivityF1.S0 Start flowMeasurements and data preparationF1.S999 End flowEnd flow

Steps

Specify assessment period

Define simultaneous measurement timing and recall windows.

Define exposures and outcomes

Specify validated instruments, definitions and comparability.

Collect and check measurements

Review range, consistency and provenance.

Assess missingness and nonresponse

Prespecify item missingness and nonresponse adjustment.

Derive analysis dataset

Retain weights, strata, clusters and versioned derivations.

Measurements and data preparation

End flow

Tables and supporting information

Measurement dictionary

Measurement dictionaryVariableDefinitionInstrumentTime windowMissingnessValidation

Document measurement definitions.

Missingness plan

Missingness planPatternAssumptionAdjustmentDiagnosticSensitivity

Distinguish unit and item nonresponse.

Sources