CIA.MODELS Flashcards
define ‘model’
a practical representation of relationships among entities using FEMS [Financial, Economical, Mathematical, Statistical] concepts
what are the elements of a ‘model’ (3)
SIR:
- model Specification
- model Implementation
- model Run
define ‘model specification’
a description of the parts of a model and their interactions (includes data, assumptions, methods, entities, events)
define ‘model implementation’
the systems that perform the calculations (computer programs, spreadsheets,…)
define ‘model run’
the inputs/outputs of the implementation
define ‘model risk’
the risk that the user will draw inappropriate conclusions due to shortcomings of the model or its use
how can model risk be measured (2)
- severity of model failure
- likelihood of model failure
describe considerations in assessing the severity of model failure (3)
- Financial significance (Ex: severity is higher if estimating a major balance sheet item)
- Importance of model (Ex: severity is lower if multiple models are being used)
- Frequency of use of model (Ex: severity is higher if model is used frequently)
describe considerations in assessing the likelihood of model failure (4)
- Complexity (Ex: higher complexity means higher likelihood of misuse of model)
- Expertise (Ex: non-expert users may not understand model limitations)
- Docs (Ex: bad docs means high likelikhood of model failure!!!)
- Testing (Ex: inadequate testing means high likelihood of model failure)
identify the steps an actuary should take before using a new model (4)
review specification, validate implementation, deal with limitations, keep documentation
how should an actuary evaluate an existing model that’s being used in a NEW WAY
- check that the initial model was properly validated
- review limitations in the new application that may not have been relevant in the initial application
how should an actuary evaluate a model approved for use BY OTHERS
- actuary should review & approve the initial validation report
how should an actuary evaluate a model OUTSIDE ACTUARY’S EXPERTISE
- make a reasonable attempt at understanding the model’s…
- specifications
- validation (extent to which experts were involved)
- risk-rating
- complexity
- control framework
compare uni-dimensional model risk-rating with two-dimensional rating
uni-dimensonal approach:
- rating from 1-20 (20 is high)
- based on financial significance, complexity, expertise of users, docs
two-dimensional approach:
- assessed separately for severity & likelihood of failure
- final rating is a balance of these