Capability map / from evidence to risk signal

Build the bridge without hiding the gap.

A credible candidate does not pretend that marine specialty risk, workers’ compensation, general liability, and fleet are interchangeable. The credible candidate shows the common mechanism, names the new vocabulary, and demonstrates how the learning will enter the work.

Exposure analysisTechnical evidenceCarrier economicsClient communication
01 / Core capabilities
What travels immediately

The portable capabilities are already concrete.

These are not personality claims. They are behaviors demonstrated through the work: observing the system, structuring evidence, controlling resources, quantifying consequence, and communicating with the people who must act.

01 / Observe

Understand the operation behind the file.

Map the property, people, equipment, maintenance, environment, workflow, and third-party interfaces that shape how a loss can occur.

02 / Analyze

Separate event, condition, and consequence.

Distinguish proximate cause from contributing condition, unsupported scope from supported damage, and frequency signals from one-off severity.

03 / Govern

Make technical work accountable.

Define scope, coordinate vendors and specialists, keep due dates visible, review deliverables, and escalate before the work becomes a silent slip.

04 / Quantify

Connect evidence to financial exposure.

Read the relationship between conditions, loss frequency, severity, reserves, deductibles, repair scope, and the cost of leaving a control weak.

05 / Translate

Give each stakeholder the right version.

Underwriters need a concise judgment; brokers need responsiveness; insureds need a practical path; vendors need a precise scope and standard.

06 / Close

Turn recommendations into a tracked outcome.

Assign an owner, set a date, record the response, and keep the item visible until the decision or improvement is complete.

02 / AIG domain bridge
Three casualty lines

Different exposure bases. Same causal discipline.

The cards below separate current transfer logic from line-specific learning. That distinction is intentional.

Line 01 / WC

Workers’ compensation

Understand how task design, equipment, supervision, training, maintenance, ergonomics, industrial hygiene, reporting lag, and return-to-work shape frequency and severity.

Bridge: condition versus loss pattern / maintenance evidence / severity logic
Line 02 / GL

General liability

Evaluate premises, operations, contractors, products, visitors, customers, completed work, contractual transfer, and third-party responsibility across a commercial operation.

Bridge: cause analysis / third-party chain / communication that keeps the file workable
Line 03 / Fleet

Fleet and commercial auto

Read the interaction between driver selection, training, maintenance, route, vehicle condition, management systems, preventability, and severity.

Bridge: vessel and engine condition / operator interaction / maintenance and event reconstruction
03 / Vocabulary transfer
Rosetta stone

Change the language, keep the reasoning.

The point of the translation is not to make marine sound like casualty. It is to make the common operating logic obvious.

Specialty / marine reflexUnderlying judgmentCasualty vocabulary
Desk survey or initial triageExtract maximum signal before spending field dollars.Use documents, interviews, policy structure, and the reported condition to determine what remains unknown.Desktop or virtual risk assessmentScope the question before a physical survey or vendor assignment.
Vessel condition versus reported lossTest whether the physical system explains the alleged event.Do not let a narrative become a conclusion without evidence.Site condition versus loss runAsk whether observed conditions explain frequency, severity, or recurring losses.
Surveyor and repair-facility coordinationControl delegated technical work.Define what the specialist must answer and review whether the result is complete.Loss-control vendor governanceSet scope, date, evidence standard, fee boundary, and QA expectation.
Wear, corrosion, maintenance, installationIdentify latent conditions and contributing mechanisms.Separate what made the event possible from the visible damage.Hazard and control analysisConnect housekeeping, training, maintenance, supervision, and management systems to the loss pathway.
Reserve, depreciation, settlementMake financial consequence traceable to evidence and policy mechanics.Loss-run and severity intelligenceHelp the underwriter see the financial meaning of an operational condition.
04 / Learning path
Visible development

Learning is part of the operating plan.

The dossier makes the bridge explicit: AIG University and line-specific immersion close the WC, GL, and fleet vocabulary gap. The site shows the same commitment through current study and structured preparation.

01

OSHA and safety vocabulary

Build citation literacy and field language for workplace hazards, controls, incident records, and industrial operations.

Current bridge
coursework / study
02

Workers’ compensation fundamentals

Learn exposure bases, class codes, EMR, TRIR, DART, post-injury management, return-to-work, and frequency reduction.

Target fluency
line fundamentals
03

General liability and contract layer

Build working fluency in premises, operations, products, completed work, additional insureds, and contractual risk transfer.

Target fluency
GL / third party
04

Fleet and commercial auto

Learn fleet safety management, driver qualification, MVR, maintenance, telematics, preventability, and the severity profile of vehicle loss.

Target fluency
fleet / auto
05

Insurance risk designation path

Build toward the formal risk-control and insurance designations that make the operating knowledge durable over time.

Longer horizon
ARM / ALCM / CPCU
Positioning in one sentence

I am not asking the hiring manager to ignore the domain gap. I am showing why the gap is teachable and why the evidence discipline is already there.

The value is in learning the casualty vocabulary quickly without losing the investigative, carrier-side, and operational judgment that makes the vocabulary useful.