Drug screening technologies are experimental and computational strategies used to identify small molecules or chemical probes that modulate a defined molecular target, signaling pathway, cellular phenotype, disease model, or patient-derived response profile. High-throughput screening tests many compounds in miniaturized assay formats, while quantitative high-throughput screening tests compounds across concentration ranges so that potency and efficacy can be inferred from concentration-response behavior rather than from a single-point signal. The core biological function of a drug-screening strategy is to connect compound exposure with measurable pathway activity, target modulation, cell-state change, viability, cytotoxicity, morphology, or disease-relevant phenotype. Assay performance must be evaluated before screening because hit identification depends on the separation between positive and negative controls, control variability, plate effects, outliers, and the statistical framework