+Sub-Section 1 Rating systems
---+Article 169 General principles
------+Article 169 1.
------+Article 169 2.
------+Article 169 3.
---+Article 170 Structure of rating systems
------+Article 170 1.
------+Article 170 2.
------+Article 170 3.
------+Article 170 4.
---+Article 171 Assignment to grades or pools
------+Article 171 1.
------+Article 171 2.
------+Article 171 3.
---+Article 172 Assignment of exposures
------+Article 172 1.
------+Article 172 2.
------+Article 172 3.
---+Article 173 Integrity of assignment process
------+Article 173 1.
------+Article 173 2.
------+Article 173 3.
---+Article 174 Use of models
---+Article 175 Documentation of rating systems
------+Article 175 1.
------+Article 175 2.
------+Article 175 3.
------+Article 175 4.
------+Article 175 5.
---+Article 176 Data maintenance
------+Article 176 1.
------+Article 176 2.
------+Article 176 3.
------+Article 176 4.
------+Article 176 5.
---+Article 177 Stress tests used in assessment of capital adequacy
------+Article 177 1.
------+Article 177 2.
------+Article 177 2a.

Sub-Section 1 Rating systems

Sub-Section 1 Rating systems

1. Overview

,
Summary Regulation
Article 169 General principles
Article 170 Structure of rating systems
Article 171 Assignment to grades or pools
Article 172 Assignment of exposures
Article 173 Integrity of assignment process
Article 174 Use of models

Article 174

Use of models

▼M17

Institutions shall use statistical or other mathematical methods (‘models’) to assign exposures to obligor or facility grades or pools. The following requirements shall be met:

(a) 

the model shall have good predictive power and own funds requirements shall not be distorted as a result of its use;

▼C2

(b) 

the institution shall have in place a process for vetting data inputs into the model, which includes an assessment of the accuracy, completeness and appropriateness of the data;

(c) 

the data used to build the model shall be representative of the population of the institution's actual obligors or exposures;

(d) 

the institution shall have a regular cycle of model validation that includes monitoring of model performance and stability; review of model specification; and testing of model outputs against outcomes;

(e) 

the institution shall complement the statistical model by human judgement and human oversight to review model-based assignments and to ensure that the models are used appropriately. Review procedures shall aim at finding and limiting errors associated with model weaknesses. Human judgements shall take into account all relevant information not considered by the model. The institution shall document how human judgement and model results are to be combined.

▼M17

For the purposes of the first paragraph, point (a), the input variables shall form a reasonable and effective basis for the resulting predictions. The model shall not have material biases. There shall be a functional link between the inputs and the outputs of the model, which may be determined through expert judgement, where appropriate.

▼C2

Article 175 Documentation of rating systems
Article 176 Data maintenance
Article 177 Stress tests used in assessment of capital adequacy

1.1 References

1.2 Identified Requirements

1.3 Related Standards

2. Identified Requirements

Requirements
Source Requirement

3. Related Standards

Standards
Source Requirement