Test learners' ability to identify and analyze common sources of measurement error and uncertainty in environmental monitoring data — including instrument and calibration errors, sampling design and spatial/temporal variability, methodological bias, and data processing — and to quantify uncertainty (error propagation, uncertainty budgets, statistical measures), evaluate QA/QC practices (replication, blanks, standards), and propose mitigation and documentation strategies for robust interpretation of monitoring results.