Modelling changes in the Balance Sheet
StuffToDo
We want to start with balance sheet information at t=0, and then model how the information changes over time. We'll do this through P&L items.
The basic algorithm will be something like:
Initialise model structure
For each simulation
Initialise model to t=0
For each time period
Progress model through time period
Record information for that time period
Apply business logic at end of time period
Record information for that simulation
Analyse information across all simulations
Business logic
The type of thing that would count as business logic includes
- Rebalancing of assets
- Change in business mix
As ever, we'd want to start out with the simplest possible case: for example, have cash as the only asset type. Then move on to having different types of cash (ie, different interest rates). Then bonds. Then equities.
We'd also eventually want to be able to consider asset mix per class of business, and separately for free assets.
Time periods
Initially do code to cope with n periods per year; n could be 1, 4, 12; but we'll think quarterly for programming so the difficulties are considered explicitly. for example, some things will happen only at year end.
How far forward?
How many years of future new business to project (1-3 yrs to start with)?
How many years of old business to include?
Over what future time period to assess the risks - to ultimate, but what does this mean in practice?
(well worth including run off for other working parties who will want to look at this...)
Payment patterns
We will need to deal with the claims settlement pattern - whether this is deterministic or stochastic will have an impact on the reserving risk. (perhaps deterministic for now, stochastic a bit later?)
Premiums also have a payment pattern, and potentially the expenses also, but it would be simpler to assume that both these transactions are settled as soon as they occur.
Later we could add impact of operational isues and disputes resulting in
- delay between being on risk and receiving premium
- delay between paying a claim and recovering from reinsurers
However, we do need to include credit risk of not receiving full claims recoveries.
Balance Sheet
Assets
Investments
- start with just cash
- add bonds, and maybe even equities, later.
Liabilities
Loss Reserves from each line of business
P&L
Income
Premiums
- From each line of business
- Underwriting cycle module?
- Trend module?
- experience - make premiums deterministic apart from inflation?
- based on exposure and then apply a rating factor?
- Earning of exposure: don't do this yet..... (DAC, UPR etc)
Total Investment return
- Income
- capital gains
- Default risk (assume in bond yield for now, or when we do bonds, at any rate)
Reinsurance recoveries
- From each reinsurance treaty
- quota share
- XOL
- not multi year or aggregates at this stage
- credit risk of reinsurer (not yet).
Outgo
expenses
loss payments (claims)
- from each line of business
- including change in reserves.
- Straight to ultimate or consider under/overreserving??)
Commission
Reinsurance payment
- ie, premium paid to reinsurer
- From each reinsurance treaty
- from each line of business
- if a % of premium received, payable at same time as premium?
- Adjust for commission receivable
- general issues of timing
tax
- Assume tax is based on pre-tax profit (ie, all other components of P&L)
- Assume paid at end of the year?
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