Quantitative versus Qualitative Risk Factors
From Open Risk Manual
Quantitative versus Qualitative Risk Factors
The dichotomy denotes a frequent challenge in Risk Analysis where quantitative (hard, objective) evidence, information, data source must be combined or juxtaposed with qualitative (soft, subjective) information, insights or views.
Credit Risk Context
In Credit Decisioning (e.g by banks) both types of factors are considered and qualitative factors may overrule quantitative criteria.
Soft information is important
- for the assessment of entrepreneurial and management ability
- to substitute for the absence of hard data
- to provide relevant context for business conditions that cannot be captured quantitatively
Usage
As standalone Qualitative Credit Rating
Issues and Challenges
- Combining qualitative factors into an overall quantitative Credit Score
- Disclosing to the borrower the reasons for a rejection