Why the Origin Period Matters
A loss triangle organizes claim experience into rows and columns. The origin period defines the rows: it specifies which claims belong together before their development is observed. The same claim can therefore appear in different rows under different origin conventions. Choosing the wrong convention can make a triangle answer a different question from the one intended.
In this tutorial, examples use hypothetical claim records and deterministic dates and amounts. No interest rate, mortality assumption, or probability distribution is needed: the task is to classify records by a stated date rule. Amounts are used only to show how a row total changes when claims are grouped differently.
For calendar-year rows, a claim assigned to 2024 has its relevant origin date on or after January 1, 2024, and before January 1, 2025. This half-open interval convention gives a clear rule for dates on boundaries: an event on January 1 belongs to the new year, not the year that just ended. The same principle applies to other period lengths when their boundaries are specified.
The origin date is not the date at which the insurer observes or values the triangle. A claim may be assigned to an earlier origin period and reported later. The row continues to be determined by the chosen origin basis; later reporting does not change its original accident date or policy inception date.
Three Common Row Definitions
| Basis | Date that assigns the claim | What a row represents |
|---|---|---|
| Accident period | Date of occurrence of the loss-causing event | Claims arising from events in the period |
| Policy period | Inception date of the policy providing coverage | Claims attached to policies incepting in the period |
| Report period | Date the claim is first reported to the insurer | Claims first reported in the period |
A policy-period convention needs particular care. In this tutorial, “policy year” means the calendar year containing the policy’s inception date. A claim arising during the policy term is assigned to that policy’s inception year, even if the loss occurs in a later calendar year. If a problem specifies a different policy-period convention, follow that definition instead.
The three dates can differ. For example, a loss can occur late in one year, be reported early in the next, and be covered by a policy that began in an even earlier year. No one date is universally the correct origin date; the intended row definition determines which date to use.
Assigning Claims to Rows
A reliable classification method is to identify the requested basis first, record its corresponding date for each claim, and then place that date in exactly one origin interval. Only after the row assignments are complete should claim counts or amounts be totalled. This avoids letting a memorable date, such as the report date, substitute for the date actually required by the row definition.
Determine whether the rows are accident-period, policy-period, or report-period rows.
Use occurrence date, policy inception date, or first report date, respectively.
Assign the date to the single interval containing it, using the stated boundary convention.
Count or total the claims after classification, without changing the row rule.
Worked Example: Accident-Year and Report-Year Rows
A hypothetical insurer has the following five claim records. The amounts are supplied solely for this classification exercise. Assign each claim to calendar accident year and calendar report year, then calculate the amount total in each row.
| Claim | Accident date | First report date | Amount |
|---|---|---|---|
| A | December 28, 2023 | January 4, 2024 | $4,800 |
| B | January 12, 2024 | January 12, 2024 | $7,200 |
| C | December 31, 2024 | February 2, 2025 | $3,000 |
| D | November 20, 2024 | December 10, 2024 | $5,500 |
| E | January 1, 2025 | January 10, 2025 | $6,400 |
Method: classify by the relevant date, then total. For accident-year rows, use the accident dates. A and B are assigned to 2023 and 2024, respectively. C and D are both assigned to 2024, because both accidents occurred before January 1, 2025. E is assigned to 2025 because its accident occurred exactly on January 1, 2025.
The accident-year amount totals are: 2023, $4,800; 2024, $7,200 + $3,000 + $5,500 = $15,700; and 2025, $6,400.
For report-year rows, use the first report dates instead. A, B, and D were first reported in 2024, so the 2024 report-year total is $4,800 + $7,200 + $5,500 = $17,500. C and E were first reported in 2025, so the 2025 total is $3,000 + $6,400 = $9,400.
Check: The accident-year totals sum to $4,800 + $15,700 + $6,400 = $26,900. The report-year totals sum to $17,500 + $9,400 = $26,900, the same amount across all records. The method avoids assigning Claim A to accident year 2024 just because it was reported in 2024.
Policy Periods Can Cross Calendar Years
A policy-period row is based on policy inception, not the accident date and not the report date. Consequently, a policy-year row can contain claims from multiple accident years, and claims arising in the same accident year can be spread across different policy-year rows.
Worked Example: Claims From Policies With Different Inception Years
Consider five hypothetical claims. All are assumed to arise during the term of the policy listed. For this example, policy year is the calendar year of policy inception. Assign the claims to policy years and accident years, and calculate the amount total for each set of rows.
| Claim | Policy inception | Accident date | Amount |
|---|---|---|---|
| F | November 1, 2023 | February 5, 2024 | $9,000 |
| G | December 15, 2024 | January 8, 2025 | $4,000 |
| H | July 1, 2024 | June 30, 2025 | $6,500 |
| I | February 1, 2025 | March 12, 2025 | $2,500 |
| J | October 1, 2024 | November 3, 2024 | $3,000 |
Policy-year assignment. Claim F goes to policy year 2023 because its policy began in 2023, although the accident occurred in 2024. Claims G, H, and J go to policy year 2024 because their policies began in 2024. Claim I goes to policy year 2025.
The policy-year totals are 2023: $9,000; 2024: $4,000 + $6,500 + $3,000 = $13,500; and 2025: $2,500.
Accident-year assignment. Claims F and J have 2024 accident dates, giving a 2024 total of $9,000 + $3,000 = $12,000. Claims G, H, and I have 2025 accident dates, giving a 2025 total of $4,000 + $6,500 + $2,500 = $13,000.
Check: Both sets of row totals sum to $25,000. The row distributions differ because a policy’s inception date and a claim’s accident date answer different classification questions. The common mistake avoided here is placing Claim F in policy year 2024 simply because its accident occurred in 2024.
Why the Row Rule Produces a Consistent Partition
The logic of row assignment can be stated precisely. Let \(c\) denote a claim, and let \(g(c)\) be the date selected by the origin convention. For accident-period rows, \(g(c)\) is the accident date; for policy-period rows, it is the policy inception date; for report-period rows, it is the first report date. If the origin intervals are consecutive, nonoverlapping intervals that cover the dates under consideration, each claim’s selected date belongs to exactly one interval.
Thus the sets \(O_j\) are disjoint: if a claim belonged to two rows, its one selected date would have to lie in two nonoverlapping intervals, which is impossible. They also cover all the claims whose selected dates fall within the intervals. A row total, such as an amount total, is then formed from the claims in that set:
Here \(x_c\) is the claim amount being aggregated for the exercise. The row definition determines which claims enter \(T_j\); it does not by itself specify what measure of claim amount should be used. A triangle’s particular loss measure and observation structure must also be defined, but those choices do not change the origin-date rule.
Choosing and Stating the Basis
The appropriate origin basis depends on the intended analysis and the data available. Accident-period rows associate experience with when insured events occurred. Policy-period rows associate experience with policies according to their inception dates. Report-period rows associate experience with when claims entered the insurer’s reporting system. These are different organizing principles, not alternative labels for the same rows.
A useful exam habit is to state the rule in words before doing any calculation: “Each claim is assigned to the calendar year of its accident date,” for example. Then identify the date column that implements the rule. If the problem asks for report-year rows, a claim’s occurrence date may be relevant background, but it does not determine its row.
Common Mistakes and Exam Traps
- Using the wrong date. A report date does not determine an accident-year row, and an accident date does not determine a policy-year row.
- Ignoring policy inception. For policy-year rows as defined here, a claim occurring in 2025 can belong to a 2024 row if its covering policy began in 2024.
- Misclassifying a boundary date. Under calendar-year intervals beginning January 1, an event on January 1 belongs to the new year.
- Changing a claim’s origin after reporting. A delayed report changes the report-year assignment, but not the accident-year or policy-year assignment.
- Comparing totals without checking scope. When the same complete records are grouped under different bases, the overall amount should agree even though row totals differ. A mismatch can indicate an omitted or duplicated claim.
Check Your Understanding
For each problem, identify the requested origin date before assigning rows.
- A claim has an accident date of December 31, 2024, a first report date of January 2, 2025, and a policy inception date of July 1, 2024. State its accident year, report year, and policy year under the calendar-year convention used here. (Answer: accident year 2024; report year 2025; policy year 2024.)
- Three hypothetical claims have accident dates and amounts as follows: Claim K, January 1, 2023, $2,000; Claim L, December 31, 2023, $3,500; Claim M, January 1, 2024, $4,500. What are the accident-year totals? (Answer: 2023, $5,500; 2024, $4,500.)
- Two claims arise from policies with inception dates of December 20, 2023, and February 10, 2024. Their accident dates are January 5, 2024, and December 1, 2024, respectively. Assign them to policy years and accident years. (Answer: policy years 2023 and 2024, respectively; accident year 2024 for both.)
- A claim occurs on November 18, 2024, is first reported on January 3, 2025, and is covered by a policy that began on March 1, 2023. Under which calendar years does it appear in an accident-year, report-year, and policy-year row? (Answer: accident year 2024; report year 2025; policy year 2023.)
- Three claims of $1,200, $2,800, and $4,000 are all reported in 2025. Their accident years are 2024, 2025, and 2025, respectively. Find the 2025 report-year total and the accident-year totals. (Answer: report year 2025, $8,000; accident year 2024, $1,200; accident year 2025, $6,800.)