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How to read a loss run report, and the reserve it may leave out

To read a loss run report, check the header and valuation date, then each claim's dates and status, then the money columns, and finally what the report does not show. The column most often missing is the reserve on open claims, and several states do not require it; this guide shows what that hides on one sample claim, and how Loss Run Analysis Automation reads it.

Updated · 13 min read

To read a loss run report, work in four passes: the header (insured, carrier, policy numbers and periods, and the valuation date the figures are as of), the claim rows (claim number, date of loss, date reported, coverage, description and status), the money columns (paid, reserve or outstanding, and total incurred, with or without adjusting expense), and finally what the report leaves out. That last pass matters most, because the column a run is most likely to omit is the reserve on open claims, and without it an open claim shows only what has been paid so far. Botminds' Loss Run Analysis Automation reads runs in any layout into one set of fields, marks what each carrier did and did not report, and ties every figure to its row, so an underwriter reads the account rather than the carriers' formats.

The worked examples use a fictional sample account, Calloway Cold Freight, a refrigerated trucking and cold storage business whose five prior carriers' runs were read by the solution; every company, carrier and claim is invented. Definitions are from the Casualty Actuarial Society's ratemaking text, and the legal points from the state statutes, linked where they appear.

One open claim on two kinds of loss run: what the underwriter can and cannot see

A paid-only runA run that shows reserves
Paid

A paid-only run: $61,250, loss and expense paid to date

A run that shows reserves: $61,250, split as $48,900 loss and $12,350 expense

Reserve

A paid-only run: Not shown

A run that shows reserves: $350,750 outstanding: $318,600 loss and $32,150 expense

Incurred

A paid-only run: Not shown, or shown as $61,250

A run that shows reserves: $412,000

Status

A paid-only run: Open

A run that shows reserves: Open, in suit since 9 June 2026

Since last year

A paid-only run: Paid went up; nothing says why

A run that shows reserves: $115,000 at the September 2025 evaluation, up $297,000

Policy year 2024–25

A paid-only run: Paid basis: $237,200 against $804,600 premium, 29.5%

A run that shows reserves: Incurred basis: $601,150 against $804,600, 74.7%

Fictional sample claim PC-AL-24-118407, an auto liability claim from a work-zone rear-end, as the prior carrier's spreadsheet reports it, valued 30 September 2026. The left column is the same claim with the reserve columns removed, as a run that meets only a paid-losses minimum could show it. Loss ratios are our arithmetic on the sample's figures.

The left column is not a strawman. A run that shows paid losses on every claim, with dates, meets Florida's statutory definition of a loss run statement, and Florida, Louisiana and New York's open-claim list do not require reserves. On this claim the paid-only view understates the cost by $350,750, or 85%, and turns the worst policy year on the account into one of its better ones. The state-by-state rules are in loss run requirements by state.

What is on a loss run report?

A loss run report lists every claim a carrier recorded on an insured's policies for a period, with dates, a short description, status and money. There is no single industry layout. Maine's statute gives one of the fuller legal lists for property and casualty lines: the name of the insured, the date of the loss, "the date the claim was received by the insurer", a description, any amount paid, any amount reserved, and whether the claim is open or closed (24-A M.R.S. § 3042). Most commercial runs carry those fields and add policy numbers, coverage codes and totals.

The fields on a commercial loss run, what each means, and what to watch

FieldWhat it meansWhat to watch
Valuation or run dateThe date the figures are as ofThe single most important date on the page; reserves and late claims move after it
Policy number and periodWhich policy the claim fell underGaps between periods, and years with no policy listed
Claim numberThe carrier’s identifierTwo numbers for one accident under two coverages
Date of loss and date reportedWhen it happened, and when the carrier heardA long gap often means a liability or cumulative injury claim
Coverage or lineAuto liability, physical damage, GL, WC and so onCodes differ by carrier: AL, LIAB, BI, PD
DescriptionWhat happened, in a few wordsThe only clue to severity on a paid-only run
StatusOpen, closed, reopenedClosed without payment counts in frequency, not severity
PaidAmounts paid to dateWhether expense is in it or in a separate column
Reserve or outstanding (O/S)The carrier’s estimate still to payMissing entirely, or loss only without expense
Total incurredPaid plus reserveWhether it includes adjusting expense; never add one carrier’s to another’s without checking
Field list and cautions from commercial runs; the meaning of paid, reserve and incurred follows the Casualty Actuarial Society's Basic Ratemaking (Werner and Modlin, 5th edition). Recoveries such as subrogation or salvage, where a run shows them, reduce the loss.Source: CAS, Basic Ratemaking

Read the header first: the carrier, the policies and the valuation date

The header tells you whose view of the account this is and as of when. Before any claim row, write down three things: the carrier, the policy numbers and periods covered, and the valuation date. Everything below is that carrier's estimate on that date.

On the sample account the five runs were valued on five dates: 30 September 2026, 31 August, 15 August, 30 June, and one on 1 March 2023. The last is not a mistake by the broker so much as a pattern: the same March 2023 run had been sent with the account three years running, so its policy year sat flat at $75,550 while every other year moved. A run's age is the first test of whether its reserves mean anything, and currently valued loss runs sets out how old is too old.

The policy periods are the second test. Lay them end to end against the prior carriers the application lists. On the sample, the application named an auto policy for 2021–22 that no run covered, so that year's auto losses were simply absent, and a total that adds up the runs received looks better than the account is.

Reading the claim rows: dates, descriptions and status

Read each row for what kind of claim it is before reading what it cost. The date of loss places it in a policy year; the date reported, against the date of loss, hints at the type of claim; the description says what happened; and the status says whether the money column is final.

Three patterns repay attention. A claim reported months after the date of loss is often a liability or cumulative injury claim, and those tend to develop. A row closed with nothing paid still counts as a claim: on the sample desk such claims count in frequency and carry $0 incurred. And one accident can appear twice. On the sample account, a yard tractor striking a customer's driver was reserved under both auto and general liability, $69,000 together; counted twice, it would overstate frequency. The sample desk counts the accident once and keeps both coverages' reserves exactly as reported.

Every claim from five carriers in one set of fields, with the carrier's own row beside it

Claims tab for the fictional Calloway Cold Freight submission: 69 claims with filters for open 10, large 4, moved by $10,000 or more 3, auto 29, GL 7, WC 33. Columns: claim, line and policy year, loss date, what happened, status, paid, reserve, incurred and movement since September 2025. The first row, PC-AL-24-118407, a work-zone rear-end on I-70, open in suit, paid $61,250, reserve $350,750, incurred $412,000, up $297,000. On the right the same claim as the carrier sent it: Paid Loss 48,900, Paid Exp 12,350, O/S Loss 318,600, O/S Exp 32,150, Total Incurred 412,000; and across evaluations: not yet reported at 30 Sep 2024, $115,000 at 30 Sep 2025, $412,000 at 30 Sep 2026. A footer notes 70 rows, one accident reserved under auto and GL: two rows, one claim.
Loss Run Analysis Automation on the fictional sample account. Five carriers' column names and status words become one layout; the panel on the right keeps the claim exactly as the carrier printed it, so the reading can be checked.

What does total incurred mean on a loss run?

Total incurred is what has been paid on a claim plus what the carrier still expects to pay, its case reserve. The Casualty Actuarial Society describes the case reserve as "an estimate of the amount of money required to ultimately settle that claim", and adds that "the case reserve excludes any payments already made" (Werner and Modlin, Basic Ratemaking, ch. 1). Paid plus reserve is therefore the carrier's current view of the claim's full cost, not a final figure.

Two words on the run decide whether incurred figures can be compared. The first is "expense": many carriers include allocated adjusting expense, such as defence counsel, in paid and reserve; others show loss only. The sample's spreadsheet run printed paid expense and outstanding expense in their own columns and added them into total incurred; the scanned run carried a stamp, "loss only, ALAE not included". The second is "as of": an incurred figure is a reserve estimate on a date. The difference between paid and incurred, and how one claim's incurred figure travels into a summary, is traced step by step in incurred vs paid losses.

A scanned run that shows loss only, read row by row, with its stamp carried into the mapping

Loss runs tab showing page 2 of a scanned loss experience report from the fictional Ironridge Insurance Co., run date 06/30/2026, policy IR-CA-9013385 effective 12-01-23 to 12-01-24, three claims with loss date, claim number, coverage, paid, reserve, incurred and status, total 15 claims $302,650, and a red stamp reading loss only, ALAE not included. The highlighted row, IR23A-01246, is read on the right as auto liability, policy year 2023–24, closed, paid $22,500, reserve $0, incurred $22,500 loss only. The column map shows PAID read as paid, loss only; RESERVE as reserve, loss only; INCURRED as incurred, no adjusting expense.
Loss Run Analysis Automation on the fictional sample account. The carrier's own stamp decides how its columns are read; the loss-only years are marked LO in every total rather than added to runs that include expense.

Why does my loss run show only paid losses?

Usually because the carrier chose to, and in several states the law allows it. Florida's statute defines a loss run statement around paid losses and says no reserve information is required; Louisiana's commercial-lines rule says the same; New York's list for open claims names payments and no reserve. The law also lets a carrier leave out the claim file: Florida's definition says the term "does not include supporting claim file documentation", such as investigation reports and evaluation statements (Fla. Stat. § 627.444(1)(a)).

A paid-only run is not wrong; it answers a narrower question. On a short-tailed line where most claims close within months, paid and incurred converge quickly. On auto liability, general liability and workers' compensation, where large claims stay open for years, a paid-only run reports the early, cheap part of the most expensive claims. On the sample's policy year 2024–25, four of 18 claims were still open, and $363,950 of the year's $601,150 was reserve rather than payment.

How much of each policy year a paid-only run would miss

2021–22 · run 3 years old
51%
2022–23 · all closed
0%
2023–24 · one open claim
11%
2024–25 · four open, one in suit
61%
2025–26 · ten months
46%
Reserve as a share of incurred, by policy year, for the fictional sample account: $38,800 of $75,550; $0 of $276,150; $50,000 of $447,000; $363,950 of $601,150; $109,100 of $238,800. Our arithmetic on the sample's figures. Some runs include adjusting expense and one does not.

The pattern is the general one. The most recent years are the least mature, so the share still in reserve is highest exactly where the underwriter's interest is highest. The 2021–22 bar is an exception that proves the rule: its run is more than three and a half years old, so its "current" reserve is a 2023 estimate on a claim nobody has re-checked.

Do loss runs show reserves, and what can you do when they don't?

Many do, many don't, and the law in several states leaves it to the carrier. When a run shows no reserves, the underwriter has three moves: ask the broker for a status note on each open claim that could be large, ask the prior carrier for detailed information where the state gives the insured that right, and price the remaining uncertainty openly. Of the laws reviewed, only Oregon's rule sets a freshness standard, a valuation no older than 90 days before the request (OAR 836-080-0800).

A reserve, where it exists, is still an estimate, and estimates move both ways. On the sample account, one workers' comp claim went from $96,000 to $186,500 in a year after a fusion surgery, while another auto claim moved $17,750 and closed. That is why a reserve on one run is less useful than the same claim's reserve on two runs a year apart: the movement shows how the carrier's view is changing. In Louisiana, a new insurer may not refuse an applicant solely because it cannot get reserves, which is a reason to have a written way of handling their absence rather than an informal one.

A reading order an underwriter can follow

Reading a run well is mostly reading it in the right order, so that each figure is interpreted with what it depends on already known. The checklist below is the order the sample desk's agents follow, and an order a person can use with a pen.

How to read a loss run report in ten steps

  1. Note the carrier, the policy periods and the valuation date

    Everything else is that carrier’s view on that date.

  2. Lay the periods against the application’s prior carriers

    A year no run covers is a gap, not a clean year.

  3. Check the totals foot

    Add the rows on each page and compare with the page or period total; a scan can misread a figure.

  4. Find out whether expense is in paid, reserve and incurred

    Look for separate expense columns or a "loss only" note.

  5. Read status before money

    Open, closed, reopened, closed without payment.

  6. Flag every open claim and its reserve

    Or its absence, if the run is paid-only.

  7. Look for one accident under two coverages

    Same date, same description, two claim numbers.

  8. Compare with the last evaluation you have

    What moved, what is new, what closed.

  9. Mark the large losses against your own threshold

    And read their descriptions, not just their amounts.

  10. List what is missing before you summarise

    Years, carriers, reserves, a current valuation.

Our reading order, written from the steps Loss Run Analysis Automation's agents take on each run: the reader ties rows to totals, the field mapper settles expense and status, the policy period matcher finds gaps, the continuity checker compares evaluations, and the valuation checker lists what is missing.

Loss run vs loss summary: which one does the underwriter price from?

The loss run is the carrier's report; the loss summary is the underwriter's table built from all the runs, by policy year and line, with claim counts, paid, reserve, incurred, premium and loss ratio. Underwriters price from the summary, which is why the quality of the summary depends on how the runs were read. A summary that adds a loss-only run to one that includes expense, or that counts one accident twice, is precise and wrong.

In the solution the summary is built by the agents and accepted by the underwriter, and each number in it opens the row it came from. On the sample account that meant 69 claims across five policy years and three lines, $1,638,650 incurred against $3,706,400 of premium, with the missing auto year, the stale runs and the loss-only scan stated as data limits rather than smoothed over. The agents give no view on price.

Questions people ask

What does O/S mean on a loss run?

Outstanding: the amount the carrier still expects to pay on an open claim, its case reserve. Some runs split it into outstanding loss and outstanding expense. Paid plus outstanding is the claim's incurred amount as of the valuation date.

What is a reserve on a loss run?

The carrier's estimate, on the valuation date, of what remains to be paid on a claim, excluding what has already been paid. It is set by an adjuster or by formula and changes as the claim develops. A run with no reserve column cannot show how expensive the open claims are expected to be.

Can an insurer decline me because reserves are missing from my loss runs?

In Louisiana, not solely for that reason: a prospective insurer may not refuse an applicant only because it cannot get reserve information. Elsewhere the law compared here is silent, and an underwriter may ask for status notes or price the uncertainty. A broker can often avoid the question by sending a status note on large open claims with the runs.

What does closed without payment mean on a loss run?

A claim was reported and closed with nothing paid, for instance because it was not covered or was abandoned. It still shows the account generates claims, so many underwriters count it in frequency, as the sample desk does. It adds nothing to incurred.

Why do two loss runs show different totals for the same year?

Usually because they were valued on different dates, so reserves and late-reported claims differ, or because one includes adjusting expense and the other does not. On the sample account, policy year 2024–25 went from $252,850 at the September 2025 evaluation to $601,150 a year later.

Should I read the loss run or the loss summary first?

The summary first for the shape of the account, then the runs for the claims that drive it. A summary whose figures open their source rows lets you do both at once; one that was typed means re-checking the large claims against the PDFs anyway.

Loss Run Analysis Automation.
See it on your own files.

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