19. Pricing (1) - Individual Business Flashcards
Deriving the risk premium
The risk premium is the element of the premium required to cover only expected claim amount.
Process of deriving the risk premium
- choose base period to collect claims and exposure data
- collect data, checking accuracy and appropriateness
- split data into homogeneous groups
- calculate a historical burning cost premium for each group
- analyse the data (to identify trends)
- adjust and project forward (to obtain future risk premiums) - expected claim amount over the future period
Risk premiums will be calculated separately for each product and benefit option for each policyholder risk class
Factors to consider when selecting base period
- volume of data
- detail
- trends
- relevance
- unknowns
Internal data sources likely to be helpful in pricing PMI products (what information would you find/ referenced in a pricing spec)
- policyholder profile and dependants
- recent claims experience
- policy benefit terms and conditions
- underwriting process
- reinsurance arrangements, managed care arrangements, fees to doctors, claims management processes
- marketing strategy, distribution channels used business projections
- administration and other expenses
- financial position of the insurer, profitability of portfolio of business
- underwriting process
Base value may be adjusted for
- unusually light/ heavy experience
- large and exceptional claims
- trends in claim experience
- changes in risk
- changes in cover
- changes in cost of reinsurance
- seasonal variation in claims
- incomplete claims (e.g. provision for outstanding claims)
- change in agreement with supplier
Factors to consider when analysing changes in utilisation of healthcare services for particular benefit option - PMI
- change in benefits
- medical innovations and technological advances
- changes in professional fees, cost of medical treatment and pharmaceuticals
- changes in behaviour of medical professionals (e.g. trends towards prescribing more expensive treatment)
- introduction of preferred provider networks and managed care arrangements
- change in burden of disease
- impact of regulatory changes
- change in demographic profile
Premium loadings
- profit margin
- contingency margin
- commission, marketing loading
- solvency capital requirements
- other fees (legal, consulting)
- reinsurance loading
- investment fees
- administration expense
Factors to consider when setting level for contingency margin
- benefit design
- number of policyholders, number of policyholders per benefit option
- policyholder risk class distribution and changes in policyholder risk profile
- credibility of claims experience
- overall risk exposure - e.g. exposure to effects of HIV/ AIDS
- changes in managed care arrangements and other contractual arrangements
- likely variation in expenses
- impact of current and future changes in legislation
Cash plans
- expected number of days of treatment adjusted to account for inertia (people propensity to not claim, even when entitled to)
Benefits under typical cash plan
- daily cash payment while in hospital
- daily nursing care while recuperating
- refund of osteotherapy, physiotherapy fees
- refund of acupuncture, homeopathy, herbal medicine fees
- dental cover
- optical cover (eye tests, spectacles)
- health screening
- specialist consultation fees and diagnostics tests
Accidental death and TPD similar to PMI and cash plans
Health and care insurance modelling complexities - PMI
Distribution of claim frequency
- claim frequency parameters depending on duration in-force, age, gender, time of year, occupation etc. {the variables that the claim incidence experience data will be subdivided by, enables accurate modelling of future incidence rates}
- may be issues in defining a discrete claim
Distribution of claim amount
- dependent on hospital capacity, medical science progress, insurer/ provider deals
- indemnity without ceiling
- sales volumes difficult to model and may be affected by sales tax
Claim incidence rate
- difficulty lies in deciding on distinction between, say, one claim consisting of a number of separate payments, or a number of claims consisting of one payment
- definition of claim therefore important (applied consistently)
Other influences on claim distributions
- macro-economy
- government style
- market level competition
Modelling further complicated by
- existence of NCD states
- incorporation of reclaim of initial costs over several renewals in pricing model
- need to model chain of occurrence through GP referral via specialist to hospital, plus delay to settlement
Data limitations
- absence of insurance statistics
- problems with family cover where details of individuals on risk may not be known
- problems with group arrangements, where details of individuals can only be estimated
Health and care insurance modelling complexities - CI
Distribution of claim frequency
- necessary to estimate theoretically up to 40 different distributions, including future trends (for each covered condition)
Other influences on claim distribution
- advancement on medical science, which will impact cures
- earlier diagnosis
- simpler and more readily available operations
Data limitations
- lack of relevant data for all illnesses (except maybe cancer and heart attacks)
Health and care insurance modelling complexities - LTCI
Estimation of
- distribution of claim frequency (little experience)
- distribution of claim amount (where funding for care) - dependent on economy, inflation and capacity
Modelling further complicated by
- role of genetics
- trends in anti-selection
- quality of underwriting