In a portfolio, data is an abundant asset, and managing the information aiming for a better decision making is critical. For this you use a variety of Quantitative and Qualitative analysis methods…

Subject matter experts provide qualitative opinions, but do not produce a systematic, repeatable measurement framework that allows consistent comparison of intangible benefits across portfolio components.

Benefits realization is a process for tracking and confirming that planned benefits are achieved after implementation, not a tool for measuring or scoring potential component value during selection.

Using assumptions introduces unvalidated and potentially biased estimates into the evaluation and is not recognized as a measurement technique for intangible benefits.

Scoring models allow portfolio managers to define multiple evaluation criteria, assign weights reflecting strategic importance, and score components against each criterion - including intangible benefits like brand value or stakeholder satisfaction. This produces a semi-quantitative composite score that enables objective comparison across components regardless of whether all benefits are directly measurable.