quantifico

Quantifico is a term used in data analysis and qualitative research to denote the systematic conversion of qualitative information into numerical values. It can refer to a general methodology as well as to software tools that implement the approach. The aim is to enable statistical analysis, comparability, and replication across studies.

Methodology typically involves developing coding schemes or scales, defining measurement constructs, and applying rules to assign numbers to observations. It may use qualitative coding, Likert-type scales, interval or ratio measures, and weighting of indicators. Reliability and validity are addressed through processes such as intercoder agreement, pilot testing, and model validation. Quantification also encompasses handling uncertainty through confidence intervals, Bayesian estimation, or resampling techniques.

Applications of quantifico approaches span multiple fields. In social sciences, they support content analysis and sentiment measurement. In user experience research, qualitative feedback is translated into metrics for dashboards and decision making. In environmental science and quality control, quantification helps aggregate indicators into composite indices and monitor performance over time.

Origin and variants of the concept reflect the growth of mixed-methods research and data-driven decision making. Rather than a single standard, quantifico-like approaches incorporate diverse techniques from coding, scaling, measurement theory, and statistical modeling. In practice, practitioners may implement the methodology via open tools or proprietary software, depending on the context and requirements.

See also: Quantification, Content analysis, Measurement theory, Multi-criteria decision analysis, Data normalization.