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SOC 13-1031
Reviewing closed and open claims to confirm that payment and closure follow company practice and procedure: reviewing claim forms and records to determine coverage, checking police, medical and property materials to establish the degree of liability, paying and processing claims and adjusting reserves within delegated authority, communicating and conferring with claimants and third parties, and entering cases into systems and maintaining reviewable files.
Model impact index for three equally weighted representative core tasks; not a measured share of working time or a job-loss probability. floor((75+75+25)/3+0.5)=58; fermatmind-ai-impact-v1; 2026-10-18.
In one line: this is an occupation where whether the policy clauses were read correctly, whether the evidence is sufficient, whether the authorized limit was exceeded and whether the conclusion can be reviewed and re-paid matter more than negotiation technique; if you are willing to carry traceable responsibility for your claim conclusions, it is worth serious consideration.
Education, qualifications and authorization must be checked separately: O*NET lists this occupation as Job Zone Four (considerable preparation), SVP range 7.0 to below 8.0; in claims work, the position's authorized limit, the company's approval authority, industry certification or licensing requirements, and the jurisdiction's regulation of loss adjusting and claims are four different things; the O*NET page for this occupation lists 1 apprenticeship opportunity and several industry certification directions, and certification and licence and company authorization cannot substitute for one another.
Conditions for pausing before a large investment: you have not yet handled a complete claim requiring evidence collection and a written conclusion, and you have not checked policy clauses and exclusions; most positions in this occupation require a bachelor's degree (the education distribution is bachelor's 56%, high school 13% and some college but no degree 12%), and decisions must be made and be reviewable under authorized limits and time pressure.
Claims adjusters, examiners and investigators review settled and pending claims to confirm that payment and settlement comply with company practices and procedures, confer with legal counsel on claims requiring litigation, and may settle insurance claims directly; the typical closed loop is checking the policy and report materials, collecting and analysing evidence, approving payment or denial within the authorized limit, recording the reasons and handling review and appeals.
Career direction comparison
The table below compares positions and occupations adjacent to this occupation: insurance underwriters, real estate appraisers and assessors, compliance officers, fraud examiners and investigators and analysts, compensation and benefits and job analysis specialists, and accountants and auditors. The four columns each answer the same kind of question: what this direction does, where the key difference from this occupation lies, and what kind of person is better suited to choosing it.
| Career direction | Core work and output | Key differences | Best-fit choice |
|---|---|---|---|
| Insurance underwriters | Assess the risk of the insured subject matter and decide the underwriting conditions and rate, with outputs mainly underwriting decisions and risk records. | Insurance underwriters assess underwriting risk and decide whether to insure and at what rate; this occupation approves the payment conclusion after the cover is in force, and the two differ in the object of judgment and the point in time. | People willing to assess risk and price before underwriting are suited to the underwriting direction; people willing to check evidence and approve payment after an incident are suited to this occupation. |
AI impact on this career
BLS OOH expects technology to be able to automate some tasks in the combined occupational group, such as damage photo assessment and amount estimation, and expects AI to raise productivity; this is an outlook judgment, not a measured institutional adoption rate or effect for this occupation. Editorial advice is to trial documents and drafts, and software keywords do not prove actual use. AI Impact Score 58% is an editorial estimate. Model impact index for three equally weighted representative core tasks; not a measured share of working time or a job-loss probability. floor((75+75+25)/3+0.5)=58; fermatmind-ai-impact-v1; 2026-10-18.The three tasks, ratings and sources are listed in the FermatMind method source record on this page.
FermatMind AI Impact Score estimation method v1
FermatMind / 费马测试 · 2026-10-18
Chinese mainland salary reference
Occupation comparison: the U.S. O*NET-SOC 13-1031.00 (Claims Adjusters, Examiners, and Investigators); this evidence route has not established a one-to-one detailed occupation category for mainland China, and the related positions may be distributed across the insurance claims and loss adjusting and investigation and risk control series, and must be classified by actual duties and institution type, with the page language not constituting occupational equivalence or a wage mapping.
Qualification and authorization boundary: claims and loss adjusting and investigation activities have their own regulatory and practice requirements, and the position's claim approval limit is set by the institution's rules; the two cannot substitute for each other.
Insufficient evidence: no China-wide occupational monthly wage distribution precisely corresponding to this position has been obtained; this page does not publish a substitute figure, nor extrapolate from quotations for adjacent positions.
US salary reference
For this occupation, 13-1031: the May 2025 median annual wage is 78,000 USD and the hourly median 37.50, with the 10/90 percentiles at 48,850/117,040. BLS Table 1.2 projects a fall of 5.5% over 2025—2035 with 20,900 openings per year on average; the wages exclude the self-employed while the employment figure includes them. The absence of a Bright Outlook label is not used to assert that there are no positions.
| Wage statistical position | Annual wage reference | Conversion boundaries | How to read this position |
|---|---|---|---|
| 10th percentile | 48,850 US dollars/year (10th percentile) | Official conversion, not an individual monthly income | This percentile is used to understand the lower end of the distribution and is not used to judge entry-level pay. |
| 50th percentile | 78,000 USD per year (median) | Not an individual monthly income |
Career fit guide
Direct answer: the signals that best match the tasks of this occupation are being willing to check the clauses and evidence to the end and being able to separate facts from conclusions in conflict communication; the interest codes are CEI, but the codes describe the work content and do not determine whether an individual is suited.
You may be better suited to： Someone willing to check the clauses and evidence to the end, able to separate facts from conclusions in conflict communication, and willing to record the basis for each judgment truthfully.
These situations call for caution： Someone unwilling to check the clauses item by item, who tends to settle first and gather evidence later under time pressure, or who cannot accept high-intensity telephone and documentation work.
Do an entry exercise： Use the fictional materials in the page's entry, qualifications and career development section to complete one closed loop from clause checking to evidence analysis to the claim conclusion, and then judge whether you would want to repeat it.
Work pressure, risks and occupational boundaries
Direct answer: the pressures this occupation most needs to judge in advance come from three places - wrong payment or refusal caused by misreading clauses and exclusions, the review and litigation risk of concluding on insufficient evidence, and suspicious and excess cases not referred under policy; in addition, protecting claimants' sensitive information and judgment quality under high case volumes are long-term problems.
In this round the O*NET13-1031 tasks and work context and the relevant BLS OOH sub-items were read; Articles 17/22—25/30/129 of China's Insurance Law and Articles 13/24/28—30/55 of the Personal Information Protection Law support clause application, timely assessment and independent evaluation and the data processing boundary. The existence of a source entry point does not prove all the qualification conditions.
Typical scenario：Judging clauses from memory or past case experience without reading the original text; promising a payment amount to a claimant before the clauses are confirmed.
Roles most affected：Positions that carry clause checking and the claim conclusion
Entry, qualifications and career development
U.S. BLS lists the typical education for entry-level claims adjusting, examining and investigating as high school or equivalent, and some employers require a bachelor's degree or insurance experience; the O*NET questionnaire of 56% bachelor's, 13% high school and 12% some college but no degree concerns new-hire requirements rather than the education population. Small cases can be handled under guidance first, and complex and independent decisions are checked against the actual authorization and state rules.
Occupational outlook and moving to related occupations
BLS Table 1.2 precise 13-1031 projects employment of 376,100 in 2025 to 355,500 in 2035, a net decrease of 20,600, a fall of 5.5% and 20,900 openings per year on average. The OOH combined occupational group discussion of technology automation, AI productivity and disaster demand prospects is not an institutional adoption rate or an AI causal share for this occupation, and cannot be used to infer opportunities in every city or line of insurance.
United States · O*NET-SOC 13-1031.00 precise occupational basis (United States)
Fall of 5.5% (2025—2035 precise 13-1031)
Employment change rate
Fall of 5.5% (BLS Table 1.2 precise 13-1031); O*NET rounds to −6% and the OOH sub-item to −5%, both kept separate from the unrounded figures, and the combined 13-1030 numbers are not applied.
A national occupation-level projection that does not distinguish region or institution type; it also cannot be used to infer the number of opportunities at a particular institution or city.
Day-to-day work centres on checking policy terms, analysing evidence, communicating and recording: reviewing claim forms and records to determine coverage, re-checking police, medical and property materials to establish the degree of liability, paying and processing claims and adjusting reserves within delegated authority, communicating with claimants and agents and lawyers, and entering cases into systems and maintaining files, attending mediation or court hearings when necessary. The O*NET Work Context fields show that 100% use email and telephone conversation every day, 93% write letters and memos every day and 62% feel time pressure every day.
Underwriters assess underwriting risk and decide whether to accept a risk; appraisers value real estate; compliance officers monitor conformity with rules; fraud examiners and investigators focus on fraud patterns and investigations; this occupation determines the payout conclusion within delegated authority after cover is in force. Shared skills do not mean the roles are interchangeable: the object of judgement, the point in time and the authority system differ.
Choose a real task from this page for a small practice project or a conversation with someone in the field. Use the planning guides to set a date, an output and feedback questions before deciding whether to continue.
One-line judgment: a claims adjuster is not someone who pays out to a form, but someone who checks the policy and the facts and the evidence within an authorized limit, decides to pay, deny or refer for investigation, and is responsible for the conclusion; O*NET defines the occupation as reviewing settled and pending claims to ensure that payment and settlement comply with company practices and procedures, conferring with legal counsel on claims requiring litigation, and possibly settling insurance claims directly.
Signals to keep exploring: you are willing to write the doubts out clearly and escalate them when the evidence is insufficient, and can communicate through the process when a customer is highly emotional; the O*NET work context shows that 100% use email and telephone conversations every day, 93% write letters and memos and make decisions every day, 68% consider precision or accuracy extremely important, 62% feel time pressure every day, 46% encounter conflict situations every day, and 44% face unpleasant or angry or discourteous people more than weekly.
The work of claims adjusters, examiners and investigators can be divided into three connected but distinct work dimensions. The first is checking and analysis: review claim forms and records to determine the scope of insurance liability, check police reports and medical records and bills and property damage material to determine the degree of liability, and analyse the investigation findings and report conclusions and recommendations. The second is judgment and handling: pay and process claims within the authorized limit, investigate and evaluate and settle claims, adjust reserves or recommend reserves, and refer suspicious claims for investigation or review. The third is communication and records: interview or correspond with agents and claimants to correct errors or omissions, confer with lawyers on claims requiring litigation, enter payments and reserves and new cases into the system with concise but sufficient documentation, maintain claim files and take part in claims committees and mediation or hearings.
Check the policy and the evidence and determine the scope of liability
Approve payments and reserves within the authorized limit
Common adjacent positions include insurance underwriters, real estate appraisers and assessors, compliance officers, fraud examiners and investigators and analysts, and compensation and benefits and job analysis specialists. On the boundaries: underwriters assess underwriting risk and decide whether to insure; appraisers assess the value of the subject matter; compliance officers monitor compliance with rules; this occupation approves the payment conclusion within the policy and the authorized limit.
| Dimension | Primary track | Comparison track |
|---|---|---|
| Core purpose | Underwriters decide whether to insure and the pricing; this occupation approves the payment conclusion after the cover is in force | Approve payment or denial within the policy clauses and the authorized limit and leave a reviewable record |
| Main object and basis | Appraisers assess real estate value for transactions and mortgages and expropriation; this occupation approves the amount of loss within the scope of insurance liability | Based on the policy clauses and endorsements and exclusions and the evidence; the O*NET work activities are led by using computers, communicating with people outside the organisation, getting information, and identifying objects and events |
| Core process | Compliance officers monitor the institution's and the business's compliance with rules; this occupation handles the application of clauses and the conclusion in individual claims | Claim checking, evidence collection and analysis, determination of the scope of liability, approval of payments and reserves, system entry and file maintenance, and cooperation with appeals and litigation |
| Main outputs | Fraud examiners and investigators focus on identifying and investigating fraud patterns; this occupation handles routine claims and refers suspicious cases once identified | Claim conclusions and the basis, payment and reserve records, investigation reports and referral records, communication and notification records, files and lists |
| Accountable party | What this page presents are the boundaries of tasks and outputs, and it does not constitute any practice or statutory distribution of duties | Claim approval is carried out within your own actual amount and case authority, and anything beyond that is submitted to authorized personnel; authority differs across institutions and positions. U.S. OOH also lists public adjusters engaged by claimants, whose clients differ, so not all adjusting positions are treated as internal decision-making positions of an insurer. |
| Entry and licensing | Articles 22—25 of China's Insurance Law provide for the insurer's obligations to request further evidence, assess, pay and notify a refusal, and Article 129 provides for the independence, objectivity and fairness of and responsibility for commissioned loss assessment. Company claims handling, loss adjusting and other investigations differ, and position authorization does not replace legal and data processing requirements; the specific qualifications were not checked item by item in this round. | U.S. BLS lists the typical education for entry-level claims adjusting, examining and investigating positions as high school or equivalent, and some employers require or prefer a bachelor's degree or insurance experience; the O*NET new-hire education requirement questionnaire is 56% bachelor's, 13% high school and 12% some college but no degree, which is not the workforce composition. State licensing and employer authorization are checked separately, and a bachelor's degree cannot be written as a uniform threshold. |
| Boundaries of the conclusion | Comparing positions cannot rely on similar titles alone; the authorized limit, the object of judgment and the regulatory requirements differ, and similar tasks do not mean the positions can be exchanged | The conclusion applies only to the O*NET and BLS bases and periods stated on this page |
Review claim forms and other records to determine the scope of insurance liability; check police reports and medical records and bills or property damage material to determine the degree of liability (corresponding to the first and sixth O*NET tasks).
Analyse the information collected in the investigation and report conclusions and recommendations; verify and analyse the data used to settle the claim to ensure that the claim is valid and settled under company practices and procedures (corresponding to the second and fifth O*NET tasks).
Pay and process claims within the designated authorized limit; adjust reserves or recommend reserves to ensure that reserve activity complies with company policy (corresponding to the third and twelfth O*NET tasks).
Investigate and evaluate and settle claims, using technical knowledge and interpersonal skills to handle cases fairly and promptly and to help reduce the loss ratio; handle complex and high-risk claims (corresponding to the fourth and eleventh O*NET tasks).
Tasks 8 and 9 cover interviewing to correct errors and verify, item 13 covers conferring with legal counsel, and item 18 covers contacting relevant parties for additional material; the last two items, verifying background information and negotiating claims, are given no importance score. The appearance of a task does not grant authority to obtain medical, credit or background material, and the basis for processing and the scope of the commission are checked separately.
Enter payments and reserves and new cases into the system with concise but sufficient documentation; maintain settled records and the list of claims requiring detailed analysis; report overpayments and underpayments and other anomalies; prepare reports submitted to the company's data processing department; take part in mediation or hearings; and supervise the work of claims adjusters to ensure they use appropriate methods (corresponding to the tenth and fifteenth and twentieth and twenty-fifth and twenty-first and twenty-second O*NET tasks).
Six recurring occupational judgments: whether the policy clauses and exclusions were read correctly; whether the evidence is sufficient to support the conclusion; whether the statements and documents are consistent; whether the payment amount and reserve are calculated correctly; whether suspicious and anomalous cases are referred under policy; and whether the conclusion is within the authorized limit and reviewable.
Judgment one: whether the clauses and exclusions were read correctly
Judgment two: whether the evidence is sufficient to support the conclusion
| Real estate appraisers and assessors | Assess real estate value and issue appraisal reports, with outputs mainly appraisal reports and market analysis. | Real estate appraisers and assessors assess real estate value for transactions and mortgages and expropriation; this occupation approves the amount of loss within the scope of insurance liability. | People willing to do real estate valuation and market analysis are suited to the appraisal direction; people willing to determine insurance liability and loss are suited to this occupation. |
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| Compliance officers | Establish and carry out compliance policies and inspections, with outputs mainly compliance opinions and inspection and training records. | Compliance officers monitor whether the institution and the business comply with the rules and organize compliance training and inspections; this occupation handles the application of clauses and the conclusion in individual claims. | People willing to do rule interpretation and compliance checking are suited to the compliance direction; people willing to make case judgments and communicate are suited to this occupation. |
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| Fraud examiners and investigators | Analyse suspicious patterns and carry out investigation and evidence gathering, with outputs mainly investigation reports and lead analysis. | Fraud examiners and investigators focus on identifying and investigating fraud patterns and support law enforcement and internal investigations; this occupation handles routine claims and refers suspicious cases under policy once identified. | People willing to analyse fraud patterns and investigate are suited to the fraud investigation direction; people willing to do routine claim approval and communication are suited to this occupation. |
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| Compensation and benefits and job analysis specialists | Carry out job evaluation and pay and benefit data analysis, with outputs mainly pay plans and analysis reports. | Compensation and benefits and job analysis specialists are responsible for job evaluation and pay structures and benefit plans; this occupation handles insurance claims rather than human resources compensation matters. | People willing to do job and pay analysis are suited to the compensation and benefits direction; people willing to make claim judgments are suited to this occupation. |
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| Accountants and auditors | Maintain financial records and carry out audit and assurance, with outputs mainly financial statements and audit opinions. | Accountants and auditors are responsible for financial records and statements and audit; the object of judgment in this occupation is insurance liability and loss evidence, and both require awareness of evidence and standards but the applicable rules differ. | People willing to do financial accounting and audit are suited to the accounting and audit direction; people willing to judge claim evidence and clauses are suited to this occupation. |
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The six directions share some capabilities with this occupation: reading rules and clauses, collecting and checking evidence, written records, and communication with the other party. The real differences lie in the object of judgment (underwriting risk, or liability for loss; value, or financial records), the point in time (before underwriting, or after an incident) and the authority (claim approval limit, or compliance or audit authority). When choosing, it is better to test with one deliverable evidence check and claim conclusion than to compare titles.
Moving from this occupation to an adjacent direction usually requires filling in new knowledge and evidence: the underwriting direction requires risk and pricing knowledge, the appraisal direction requires valuation methods and a practice pathway, the compliance direction requires a rule system and inspection experience, the fraud investigation direction requires evidence gathering and analysis training, and the accounting and audit direction requires accounting standards and an audit pathway. Clause reading and evidence checking transfer, but the authorization and standards system of each direction must be obtained anew.
Editorial ratings use the existing occupational responsibilities and AI task analysis on this page. They are not adoption rates, measured effects, job-disappearance or personal-unemployment probabilities, or official scores from Stanford or another external institution. No measured time weights or future robot deployment are assumed.
Editorial pilot suggestion: use approved and appropriate samples to check the errors, omissions, traceability and total review hours of document extraction, trial calculation and communication drafts. In this round there is no task-level reliability experiment for this occupation, so these uses cannot be written directly as more reliable.
What was obtained in this round is software categories and recruiting keywords, which cannot prove that institutions actually deploy automated claim approval or an adoption rate. The BLS technology outlook judgment is not an institutional survey, and the specific tools, data permissions and quality results need evidence from the target institution.
The precise SOC13-1031 projection for 2025—2035 is a fall of 5.5% with 20,900 openings per year on average. The OOH discussion of technology automation and productivity prospects for the combined group cannot be used as a causal AI share for this occupation or as measured evidence that institutions have already reduced positions.
| Work area | Task | Current change | Human control point |
|---|---|---|---|
| Clause checking and evidence | Review claim forms and records to determine the scope of insurance liability | Editorial pilot: check the accuracy of extraction and retrieval and the review hours, and do not promise speed-up in advance | Confirm that the clause application is correct and the evidence sufficient, and be responsible for the claim conclusion and the notification content. |
| Clause checking and evidence | Investigate and evaluate and settle claims and handle suspicious cases | Anomaly alerts can be assisted; the investigation judgment and referral decision still rest with people | Confirm that suspicious signs have been verified and referred under policy, and keep the referral records. |
| Payments and reserves | Pay and process claims within the authorized limit and adjust reserves | Amount trial calculation and comparison can be automated; the value judgments and authorization confirmation still rest with people | Confirm the calculation values and the authorized limit, and be responsible for the payment and reserve amounts. |
| Payments and reserves | Enter payments and reserves and new cases into the system and maintain the files | Entry and organization can be automated; completeness and retention responsibility still rest with people | Confirm that the files and lists are complete, and ensure that the records can be reviewed and re-paid. |
| Communication and files | Communicate and confer with claimants and agents and lawyers | Communication drafts can be generated automatically; the explanation and notification responsibility still rest with people | Confirm that the notification content is consistent with the conclusion, and explain the appeal channel. |
| Communication and files | Take part in mediation or hearings and submit reports | Material organization can be assisted; appearing in proceedings and the reporting responsibility still rest with people | Confirm that the submitted materials and records are complete, and protect sensitive personal information. |
| Communication and files | Supervise claims adjusters and check their methods | Compliance checklists can be digitalized; the supervision judgment and correction responsibility still rest with people | Confirm that the supervision of adjusters' work is recorded and that inappropriate practices are corrected. |
The five evidence cards each explain the source, the study object, the conclusion and the limits of use. They answer what evidence exists, not whether this occupation will be replaced.
The table below compares three real work directions: what AI mainly changes, and which responsibilities remain on the human side. The three directions come from this occupation's task structure (clause checking and evidence, approval of payments and reserves, communication and files).
AI primarily changesAutomatically extract policy clause and endorsement points, extract report and medical and repair documents into structured fields, and flag inconsistencies between statements and documents.
Human responsibility remainsJudge the applicability of clauses and exclusions, identify suspicious and fraudulent signs, and be responsible for claim conclusions that must be signed by yourself or a superior.
AI primarily changesTrial-calculate the deductible and limits and depreciation and subrogation amounts by rule, compare repair quotations with market prices, and give a reference range for reserve adjustments.
Human responsibility remainsJudge whether the reported loss matches the actual loss, handle non-standard and disputed cases, and submit to a superior for approval beyond the authorized limit.
AI primarily changesGenerate draft payment explanations and appeal replies and communication records, organize the list of materials for mediation and hearings, and check the completeness of the files and lists.
Human responsibility remainsConfirm that the notification content is complete and consistent with the conclusion, that the records can be reviewed and re-paid, and be responsible for what must be disclosed to claimants and regulators.
The five steps below are the editorial process given on this page, used to explain who is responsible at which stage; they are not a mandatory process set by the sources, nor do they replace the institution's own claim approval system and the jurisdiction's regulatory requirements for claims.
Clarify the task object (which claim, which line of insurance, which authorized limit), the source and timing of the input materials, and the payment or refusal or referral decision this judgment is meant to support.
The system or tool completes document extraction and field entry, amount trial calculation, anomaly alerts or communication drafts, and records the tools and versions and data scope used.
Review by the claims staff and a superior or specialist position: the applicability of clauses and exclusions, whether the evidence is sufficient, whether suspicious signs have been referred under policy, and whether the conclusion exceeds the authorized limit.
Keep a record of the inputs, tools and versions, review opinions, and the conclusion and notification content; for claims involving litigation and liability disputes, additionally retain the original documents and approval records.
A position with the corresponding authorization confirms the claim approval and refusal decisions; systems and tools do not bear that responsibility and do not exempt claims staff from the duty to record truthfully and refer under policy.
The system may give a conclusion that looks reasonable but does not match the policy clauses or the documentary facts; adopting it directly without checking the clauses and evidence will cause wrongful payment and disputes.
Control: Check the validity of the policy clauses and the lawfully obtained documents and interview materials, and verify and record inconsistencies; a suspected fraud alert is not directly a reason for denial, and requesting further evidence and referral do not automatically suspend the statutory assessment and notification obligations.
Article 28 of China's Personal Information Protection Law treats medical and health data, financial accounts and specified identities as sensitive personal information; general identity or financial fields must be judged by their specific content, and not all identity information can be classified as sensitive. Providing it externally or uploading it requires checking the lawful basis, notification and the corresponding protection obligations.
Control: Check the lawful processing basis, commissioning and provision, sensitive information and automated decision requirements under Articles 13, 21, 23, 24, 28—30 and 55 of China's Personal Information Protection Law; de-identification or use of an internal system alone does not create authority. Situations requiring an ex ante assessment are carried out by the institution under the law, and approved processing is recorded.
Different rules and system versions may produce different results, and missing versions, times and original documents increase the difficulty of review and tracing; it cannot be asserted that review will necessarily be impossible.
Control: Record the rule version and parameter values, the data sources and times, and the human review and adjustments made, and include them in claim file management.
Using a model's suspicious finding directly as the basis for denial will leave the institution with insufficient evidence at the appeal and litigation stage.
Control: Verify abnormal evidence and refer it according to the actual duties, and a refusal must have an applicable legal and contractual basis; Article 24 of China's Insurance Law requires the refusal notice to state the reasons, and internal referral does not automatically extend the statutory time limit.
When a process is split so that the system produces the conclusion and a person clicks to confirm, a gap easily appears in which no one is responsible for the clause application and the payment decision.
Control: In the process, specify the person carrying out and the person reviewing and the person approving each stage, and make the records able to answer who made this judgment and on what basis.
First build solid policy clause reading, evidence checking and written conclusions, then learn to use claims systems and spreadsheet tools; do not rely on system prompts to replace understanding of the clauses and the evidence.
Use tools for organizing documents and trial-calculating amounts and drafting correspondence, but keep the liability determination, suspicious case identification and claim conclusion within your own and your superior's review.
Editorial tool pilot suggestion: anomaly alerts can be used as leads to be checked, testing false positives, misses and review cost, without promising a higher detection rate; a lead is not a fraud determination or a direct reason for denial.
Use templates and a knowledge base to improve the consistency of replies, but write the basis for the oral explanation and the written notice and the appeal channel clearly, and keep communication records.
That cannot be inferred. The core tasks of this occupation are mainly clause checking and evidence analysis, approval of payments and reserves, and communication with claimants and lawyers with record keeping: judging the scope of liability, identifying suspicious cases, and being responsible for claim conclusions signed by yourself and the institution all require professional training and an authorization system.
Source: O*NET13-1031.00 tasks; this answer is an editorial responsibility and task analysis, not an AI substitution rate forecastOriginal source ↗
Editorial advice is to check the programming and software requirements for the target position, and not to exempt them across the board: the O*NET programming importance is 28. The BLS typical entry education is high school or equivalent and some employers require a bachelor's degree or experience; the 56% bachelor's figure is the new-hire requirement questionnaire, not the education composition of the population or the only condition for opportunity.
Source: O*NET13-1031.00 detailed report: Programming and Education; for the typical BLS high school figure and differences between specific employers see also this page's OOH entry sourceOriginal source ↗
Editorial task decomposition: documents, fields, trial calculation and drafts can be uses for trials; clause application, suspicious case verification and dispute handling require a compliance basis and actual authority. In this round there is no evidence on the order in which tasks are affected or on substitution probability.
Source: O*NET 13-1031.00 task list; ILO exposure index methodology notesOriginal source ↗
BLS Table 1.2 for the precise occupation over 2025—2035 shows a fall of 5.5%, a net decrease of 20,600 and 20,900 openings per year on average, and openings do not equal net growth; O*NET is not marked Bright Outlook, which does not mean there is no recruitment demand.
Source: O*NET national employment trends page (13-1031.00, showing the BLS employment projection)Original source ↗
Tools do not replace claim approval authority, the applicable law or the insurer's statutory obligations. Articles 22—25 of China's Insurance Law on assessment and notification time limits still apply; Article 24 of the Personal Information Protection Law gives the right to explanation and to refuse automated-only decisions for automated decisions with major effects, and Article 55 requires an ex ante impact assessment. A human click of confirmation or institutional authorization cannot cover up unlawful processing.
Source: Articles 22—25 of China's Insurance Law on assessment and refusal; Articles 24 and 55 of the Personal Information Protection Law on rights in automated decision-making and impact assessment, with the two original text entry points in this page's sources; NIST is only a general voluntary frameworkOriginal source ↗
This page does not make such a prediction, nor does it cite any source that fixes a year. What can be checked is only the projection period and projected values under the statistical basis; extrapolating a projection period into a disappearance year is an inference not supported by evidence.
Source: BLS Table 1.2: 13-1031, the 2025—2035 projection and annual average openings; the combined OOH figure has a separate basisOriginal source ↗
Suggested order of priority: first build solid policy clause reading and evidence checking and written conclusions, then learn to use claims systems and spreadsheets and valuation tools, and understand the claim approval authority and referral system of your jurisdiction and institution; at the same time keep the use of generative AI limited to document organization and drafts, and not as a substitute for liability determination and claim conclusions.
Source: O*NET Hot Technologies13-1031.00 technology keywords; editorial learning advice; for the NIST general risk framework see the entry point in this moduleOriginal source ↗
BLS offers a technology automation and productivity outlook judgment for the combined occupational group; in this round there is no adoption rate, significant speed-up or AI employment causal share for this occupation. Editorial advice is to trial assistive uses with approved materials, and clause validity, evidence, claim approval authority, statutory time limits and personal information rights still follow the actual law and duties.
Insufficient evidence: no verifiable region-level occupational monthly wage data has been obtained, and this page does not show a regional ranking.
Insufficient evidence: in this round no verifiable occupational monthly wage data for other regions was obtained, which is not the same as asserting that no source exists
In this round no precise national occupational wage was obtained; the 2025 finance industry non-private and private annual average wages are listed as background for the corresponding employers, not as an adjuster median or monthly wage, and a search gap cannot be used to assert that the official body never published one.
| Educational background | Job direction | Notes and verification suggestions |
|---|---|---|
| College or bachelor's degree (insurance or finance or law or a related major) | Claims and claim approval positions in insurance companies, positions in loss adjusting and investigation institutions | Editorial compilation, not wage statistics: education is one of the conditions for entering the position sequence, and the position direction is determined by the institution type and the position's duties, so income cannot be inferred from it. |
| Bachelor's degree or above (law or finance or insurance related majors) | Complex case and litigation cooperation direction, claim approval management direction | Editorial advice is to check the claims experience and legal or medical professional training required for complex case positions, without setting a uniform multi-year experience threshold or mapping education to an income range. |
| Practice and professional qualification pathways (such as loss adjusting and legal directions) | Loss adjusting and appraisal direction, compliance and risk control direction | Editorial compilation: whether the corresponding qualification is mandatory depends on the position's duties and local rules, and the competent authorities' and institution's rules prevail; this page does not replace the application conditions. |
| Vocational training and internal authorization pathway | Claim approval authority upgrade direction, anti-fraud and investigation direction | Editorial advice is to check the institution's authorization limits and assessment and adjustment rules, and it is not assumed that claim approval authority increases automatically or in a uniform order. |
When comparing different opportunities, confirm the form of engagement (insurance company, loss adjusting institution, regulator and public institution), the actual claim approval authority and the scope of responsibility, and make clear that this page does not provide an occupation-level wage figure for this position in mainland China.
Editorial direction example: case intake, claim approval and communication; the line-of-business grouping, authority, time limits and complaint indicators are checked with the specific institution.
Editorial compilation: mainly on-site survey and loss assessment and reports, with the work location changing with the case, and conclusions must be issued under the institution's and industry standards.
Editorial direction example: rule interpretation, compliance inspection and dispute handling; the applicable qualifications, experience and duties are checked with the specific institution and jurisdiction.
A change in tools cannot fill the occupation mapping and wage sample gap in this round, and Chinese income is not inferred from U.S. software keywords, nor is it asserted that statistical classifications will never change.
| The median is the midpoint of the distribution, which is not the same as the average, and does not represent most people's actual income. |
| 90th percentile | 117,040 US dollars/year (90th percentile) | Official conversion, not an individual's take-home pay | This percentile describes a position at the upper end of the distribution, and management position income cannot be inferred from it. |
|---|
Pay · 10th percentile：48,850 USD per year；10th percentile. This percentile means 10% of employed people earn no more than this value, and it is not an entry-level starting salary.；O*NET national wage percentile page (13-1031.00)
Pay · 25th percentile：61,160 USD per year；25th percentile. The percentile describes a position in the distribution, not a seniority level.；O*NET national wage percentile page (13-1031.00)
Pay · median：78,000 USD per year；For this occupation, 13-1031, the employed annual median wage is 78,000 USD (May 2025), excluding the self-employed and not a starting salary；the OOH combined group figure of 78,020 and the automotive appraiser figure of 78,240 are on other bases.
Pay · 75th percentile：98,030 USD per year；75th percentile. High income does not automatically correspond to a management position or senior claim approval authority.；O*NET national wage percentile page (13-1031.00)
Pay · 90th percentile：117,040 USD per year；The 90th percentile is a position in the employed wage distribution and does not represent an individual's total compensation or self-employment income, nor does it indicate any individual's bonus or overtime level.
No. The median describes the middle position of all employed people in the statistical period, and the 10th percentile of 48,850 USD cannot be taken as an entry-level starting salary either; entry pay also depends on the region, the line of insurance and the institution type.
No. The OEWS annual wage is converted under the statistical method and is not each person's actual paid hours; without individual hours and overtime and duty arrangements, annual income, monthly income or after-tax income cannot be inferred.
The percentiles and median come from the BLS OEWS May 2025 wages for this occupation, 13-1031, shown via O*NET; a percentile is a statistical position, not an individual's level of ability or claim approval authority.
Editorial advice is to check what the institution, line of insurance, position authority, paid hours and qualification requirements specify about the quotation, and in this round there is no causal estimate of how each factor affects individual income, and a pay rise is not presumed from certification alone.
| Industry | May 2025 median annual wage for this occupation within that industry (US dollars) | How to read this value |
|---|---|---|
| Federal government | 93,660 USD per year (median) | OOH Pay: the May 2025 median annual wage for occupation 13-1031 in that industry, not the finance category average, the employment share or a personal quotation.｜https://www.bls.gov/ooh/business-and-financial/claims-adjusters-appraisers-examiners-and-investigators.htm |
| Direct insurance carriers (excluding life, health and medical) | 79,280 USD per year (median) | OOH Pay: the May 2025 median annual wage for occupation 13-1031 in that industry, not the finance category average, the employment share or a personal quotation.｜https://www.bls.gov/ooh/business-and-financial/claims-adjusters-appraisers-examiners-and-investigators.htm |
| Agencies, brokerages and other insurance related activities | 76,130 USD per year (median) | OOH Pay: the May 2025 median annual wage for occupation 13-1031 in that industry, not the finance category average, the employment share or a personal quotation.｜https://www.bls.gov/ooh/business-and-financial/claims-adjusters-appraisers-examiners-and-investigators.htm |
| State government (excluding education and hospitals) | 74,440 USD per year (median) | OOH Pay: the May 2025 median annual wage for occupation 13-1031 in that industry, not the finance category average, the employment share or a personal quotation.｜https://www.bls.gov/ooh/business-and-financial/claims-adjusters-appraisers-examiners-and-investigators.htm |
BLS Table 1.2 shows a 1.6% self-employed share for the precise occupation in 2025; the OEWS percentiles cover employed wages and exclude business income. In-industry occupational wages can be compared on the same basis, and a personal pay rise is not inferred from authority level, line of insurance or certification.
The O*NET questionnaire shows 44% answer a typical week above 40 hours and 62% deadline pressure every day; OOH notes that adjusting and investigation may involve evenings and weekends and irregular schedules. The specific hours, duty rota and paid arrangements are checked separately, and the automotive damage appraiser regular schedule cannot be applied.
The O*NET categories are finance and insurance 76%, government 17% and other 7%, which is employment structure and not wages. Editorial advice is to check quotations against the target institution, region, line of insurance and hours, and in this round there is no causal estimate of business scale causing a personal pay rise. The OOH main employers are 35% direct non-life health and medical insurance, 29% agencies and brokerages and so on, 13% federal, 7% health and medical insurance and 3% state government, and the classification differs from the broad categories.
2025—2035 projection；O*NET rounds to −6% and the OOH sub-item to −5%, neither being the unrounded change rate. The combined 13-1030 group figures cannot replace this page.
O*NET occupational interest baseline
CEIConventional focuses on organizing information by procedure and rule, Enterprising on management and negotiation and advising, and Investigative on research and analysis; this occupation has all three interest areas at the same time.
Interest codes CEI: Conventional (C) first, Enterprising (E) second and Investigative (I) third; together they describe an orientation of handling information by rule and completing judgments through communication and investigation.
Which Holland interest type better suits claims adjusters, examiners and investigators?
The O*NET occupational interest codes are CEI (Conventional, Enterprising, Investigative): Conventional corresponds to organizing information by procedure and rule, Enterprising to communication and negotiation and advising, and Investigative to analysis and investigation. The work activities of this occupation are led by using computers, communicating with people outside the organisation, getting information, identifying objects and events and making decisions; the interest codes describe the interest characteristics of the work content, not a conclusion about individual fit.
Do not use it this way: O*NET currently has a complete table of 21 work styles, with attention to detail 89, dependability and integrity 84 and caution 78 at the top, not only 4 items. The editorial self-check can focus on checking, feedback and referral habits, and occupational importance is not an individual threshold or a risk incidence rate.
Test my Holland career interestsWhich Big Five traits are more relevant to this job?
The editorial self-check can focus on checking details, dependable records, patient feedback and conflict communication. O*NET work styles are not a Big Five inventory, and in this round there is no validity evidence for converting the two or predicting individual performance, so no causal judgment or hiring ranking is made.
Do not use it this way: Watch out for: putting settle as soon as possible ahead of sufficient evidence surfaces the problem of insufficient proof at the appeal and litigation stage.
View my Big Five personality traitsWhich MBTI type suits claims adjusters, examiners and investigators best?
Interest orientation: the interest codes for the work content are CEI (Conventional, Enterprising, Investigative), and daily tasks are mainly clause checking and document handling, communication with claimants and third parties, and investigation and analysis and system entry.
Do not use it this way: This page does not screen positions by MBTI type, and in this round no valid evidence of type-based hiring for this occupation was obtained, so it cannot be asserted that no employer uses it.
Understand my MBTI preferencesWhich Enneagram type better suits claims adjusters, examiners and investigators?
In this round no valid evidence that the Enneagram predicts fit for this occupation was obtained. Editorial advice is to use fictional or approved samples to write an evidence list and a claim approval note to observe interest and skill, and these are not used for real claim approval or as a substitute for qualifications.
Do not use it this way: Watch out for: Enneagram interpretation easily slides into personality diagnosis, and this page does not use it to judge fit.
Explore my Enneagram patternIf my IQ or maths is not strong, can I still be a claims adjuster, examiner or investigator?
The complete O*NET table: 10 basic skills, 25 cross-functional, 33 knowledge areas and 52 abilities; reading 78, listening and critical thinking 75, speaking 72; judgment 69, complex problem solving 63; knowledge of customer and personal service 93, English 86, administration 71, mathematics 67, computers 61, law 58; written comprehension 85, oral comprehension and expression 78. Occupational importance is not an individual score or a uniform threshold.
Do not use it this way: Watch out for: if experience is used over the long term instead of evidence checking, problems will surface in re-payment and audit; fixing the evidence list and checking steps is the sustainable approach.
Understand my intelligence and reasoning performanceDo claims adjusters, examiners and investigators need high emotional intelligence?
The communication intensity of this occupation is extremely high: the O*NET work context shows that 100% use email and telephone conversations every day, 93% write letters and memos every day, 72% have ongoing contact with others and 76% consider dealing directly with external customers or the public extremely important.
Do not use it this way: Editorial caution signal: committing to an amount on your own initiative to avoid conflict without checking the law, the contract and the authority may create disputes; a lawful reasonable settlement and an unfounded concession must be distinguished, and it cannot be asserted that every amount adjustment harms both sides.
Understand my emotional intelligenceFits better when: Fit signal: you would rather assess underwriting risk and pricing and decide whether to insure.
Watch for: Caution signal: the judgment in this direction happens before underwriting and differs from the post-incident assessment of this occupation.
Explore related career: Insurance underwritersFits better when: Fit signal: you would rather do real estate valuation and market analysis and follow the appraisal practice pathway.
Watch for: Caution signal: this direction requires valuation methods and a practice pathway and differs from the clause judgments of this occupation.
Explore related career: Real estate appraisers and assessorsFits better when: Fit signal: willing to do rule interpretation and compliance inspection and training.
Watch for: Editorial transfer self-check: compliance positions need a rule system and inspection and training ability and may also handle individual cases; in this round there is no comparative evidence on the share of case judgment.
Explore related career: Compliance officersFits better when: Editorial fit self-check: willing to check abnormal leads, evidence and transaction relationships and write an investigation report.
Watch for: Editorial caution signal: the specific investigation authority, lawful evidence gathering and methods must be checked, and claims experience is not treated as authority for law enforcement or obtaining material.
Explore related career: Fraud examiners and investigatorsFits better when: Editorial fit self-check: willing to check job and pay and benefit data, explain the rules and support the plan.
Watch for: Editorial caution signal: job evaluation and pay and benefits methods must be added, and the object of insurance claims and the object of staff remuneration cannot be exchanged directly.
Explore related career: Compensation and benefits and job analysis specialistsFits better when: Editorial fit self-check: willing to check financial material, evidence and records against the standards.
Watch for: Editorial caution signal: accounting, financial reporting and audit methods must be added, and professional qualifications and business authority are checked against the target position's jurisdiction.
Explore related career: Accountants and auditorsNo. Reducing the occupation to the single most suitable personality hides real differences: the case structure and authority systems of insurance companies and loss adjusting institutions and government departments differ greatly. A more useful approach is to test with one deliverable evidence check and claim conclusion.
Yes. This occupation is mainly document checking and telephone and written communication, and the O*NET work context shows 74% sit continuously and 32% are exposed to distracting noise every day; introverts can build a reliable working style through structured checklists and written records.
Yes. Extraversion itself is neither an advantage nor a disadvantage; what matters is whether you can explain the clauses and the conclusion clearly and record them under procedure. If you prefer independent work, you can lean towards claim review and file tasks.
In this round no valid evidence that a particular MBTI type is better suited to this occupation was obtained, and no type ranking is provided.
The O*NET interest codes for this occupation are CEI (Conventional, Enterprising, Investigative). This means the work content fits these three interest types relatively well, but the codes are not a conclusion about individual fit and still need to be verified with actual tasks.
In this round no validity evidence that a specific personality inventory score predicts performance in this occupation was obtained, and occupational work styles cannot be converted into an individual's probability of being hired or of performing well.
O*NET mathematics skill importance 47 and knowledge 67, with mathematical reasoning and number facility at 50 each; editorial advice is to check amounts, limits and unit calculations. The scores cannot be used to assert that no position requires higher mathematics, nor to infer a uniform personal mathematics threshold.
This occupation has pronounced demands for handling emotion and conflict: the O*NET work context shows that 46% encounter conflict situations every day, 44% deal with unpleasant or angry or discourteous people weekly or more often but not daily, and 62% feel time pressure every day; turning emotional communication into fact checking and written records is a technique that can be practised.
In this round no valid evidence for using the Enneagram for fit in this occupation was obtained, and it is recommended to check actual task performance and the position qualification.
Judge by deliverables: can you write a liability determination and its basis for a fictional claim under the policy clauses; can you produce a list of evidence supporting and not supporting the conclusion and mark the items needing supplementation; can you write a referral note for a suspicious case and the key points of a payment notice. Whichever task you are willing to repeat is the direction more worth trying.
Possible consequence：Editorial risk scenario: wrong judgments on clause validity, exclusions, limits or the deductible may produce wrongful payment or refusal disputes; in this round the incidence of loss or regulatory risk was not quantified.
How to reduce risk：Check the applicability and validity of the clauses, and Article 17 of China's Insurance Law on highlighting and explaining exemption clauses and Article 30 on the interpretation rules for disputes cannot be omitted; doubts are submitted to legal and compliance, and assessment and refusal notification still follow Articles 22—25 and are not delayed indefinitely by internal consultation.
Evidence：O*NET-SOC 13-1031.00 occupation detailed report · O*NET-SOC 13-1031.00 work context fields
Typical scenario：Recording only the material that supports the conclusion; not recording the verification process for inconsistencies.
Roles most affected：Positions that carry investigation and evidence checking
Possible consequence：Editorial risk scenario: insufficient evidence or selective recording may affect the assessment and create review and litigation disputes; in this round there is no incidence rate, and the consequences are not written as necessary.
How to reduce risk：List separately the lawfully obtained evidence that supports and does not support the conclusion, recording the source, time and gaps. Article 22 of China's Insurance Law requires a single timely notice requesting further evidence, and Articles 23—25 set time limits for assessment, payment and refusal notification, and investigation and referral cannot automatically suspend the obligations.
Evidence：O*NET-SOC 13-1031.00 occupation detailed report · O*NET-SOC 13-1031.00 work context fields
Typical scenario：Ignoring abnormal signs to settle the case as quickly as possible; using a suspicious finding directly as a reason for refusal without verifying it.
Roles most affected：Positions that carry suspicious case identification and referral
Possible consequence：Editorial risk scenario: an anomaly not verified or not referred according to duty may affect the quality of the investigation and the assessment; an anomaly alert is not a fraud determination or direct evidence for refusal. In this round there is no loss incidence rate.
How to reduce risk：Report and refer excess and anomalous and suspected fraud cases under policy and keep the referral records; do not handle matters beyond your authority or expertise yourself.
Evidence：O*NET-SOC 13-1031.00 occupation detailed report · O*NET-SOC 13-1031.00 occupation summary
Typical scenario：Handling excess cases by paying first according to practice and sorting it out later; persistently underestimating incurred expenditure in reserves.
Roles most affected：Positions responsible for approving payments and reserves
Possible consequence：Editorial risk scenario: payment beyond authority or a wrong reserve adjustment may affect records, finances and responsibility judgments; the specific company financial responsibility and loss are checked separately and an individual cannot be presumed to bear all consequences just from the position.
How to reduce risk：Confirm your own authorized limit and the types of case you may decide independently; cases beyond the limit or involving litigation and liability disputes are submitted to a superior or legal position with a record of the approval.
Evidence：O*NET-SOC 13-1031.00 occupation detailed report · O*NET-SOC 13-1031.00 occupation summary
Typical scenario：Editorial error scenario: obtaining, uploading or sending claimant material externally without a lawful basis and authorization; not all use of external tools can be judged unlawful across the board, nor can use be considered lawful just because the tool is on the internal network.
Roles most affected：All positions that handle claimant information
Possible consequence：Article 28 of China's Personal Information Protection Law treats medical and health data, financial accounts and specified identities as sensitive information; general identity and financial fields are judged by content and are not all sensitive. Unlawful acquisition, provision or use may infringe rights, and in this round there is no event rate.
How to reduce risk：Check the lawful processing basis, minimum necessity, notification and sensitive information rules and the scope of commissioning and provision; matters involving sensitive information or automated decisions require an ex ante assessment under the law. Controlled channels, an internal network or de-identification do not themselves create authority, and approved processing is recorded as required.
Evidence：O*NET-SOC 13-1031.00 occupation detailed report · O*NET-SOC 13-1031.00 industry distribution
Typical scenario：Using overtime and higher settlement volumes to cover up quality problems; treating long-term emotional exhaustion as inevitable in the occupation.
Roles most affected：All front-line claims positions
Possible consequence：Editorial risk scenario: case volume and deadline pressure may squeeze checking and communication time; in this round there is no causal estimate of pressure causing exhaustion, reduced quality or a change in complaint rates. Editorial advice is to arrange review and support channels according to duty.
How to reduce risk：Take part in quality sampling and case reviews as arranged by the institution; keep a boundary between work and rest and recognize your own fatigue signals; use the support channels the institution provides when necessary.
Evidence：O*NET-SOC 13-1031.00 occupation detailed report · ILO：Generative AI and Jobs: A Refined Global Index of Occupational Exposure
| Position and subsequent duties (not all are entry level) | What you mainly do in the early period | Editorial advice on the position conditions to check | How to demonstrate ability without experience | Difference from other directions |
|---|---|---|---|---|
| Claims assistant or documentation position | Under guidance, complete report registration and document collection and entry, without independently making the claim conclusion. | Whether the documents are complete, whether entry is accurate, and whether problems are reported promptly. | Demonstrate with document handling records and supervisor evaluations. | Working under guidance still carries responsibility for your own entry, records and use of authority; when you have no authority to decide independently, submit for review. |
| Claims adjuster (within the authorized limit) | Independently complete claim approval and communication for routine cases within the authorized limit. | Clause application, sufficiency of evidence, amount calculation, time limits and record quality. | Demonstrate with claim approval records and review opinions over a period of time. | Complex, litigation and escalation matters are allocated according to the actual duties, and a position title is not treated as uniform authority. |
| Senior claim approval or complex case position | Handle high-value and non-standard and disputed cases and be responsible for the conclusion. | Complex case judgment, dispute handling, litigation cooperation and record completeness. | Demonstrate with complex case files and review and litigation records. | Compared with a general claim approval position, adds responsibility and external cooperation. |
| Quality sampling or claim approval management position | Organize quality sampling and authority management and guide new colleagues. | Sampling coverage and the rate at which problems are found, remediation implementation, and the team's record standards. | Demonstrate with sampling records and remediation and training records. | Compared with a front-line claim approval position, adds management and appraisal responsibility. |
| Anti-fraud or compliance direction position | Analyse abnormal leads and carry out investigation and compliance inspection. | Lead verification, referral quality, compliance inspection and reports. | Demonstrate with investigation reports and compliance inspection records. | Compared with a claim approval position, focuses on pattern recognition and policy implementation. |
The typical BLS entry education is high school or equivalent, and some employers require or prefer a bachelor's degree or insurance experience;
Relevant legal, medical and complex case knowledge is checked against the actual position and training, and is not treated as a uniform qualification.
Claim amounts and types follow the institution's actual authorization, and no uniform training assessment or upgrade path is presumed;
U.S. licensing varies by state and position, with differences between company licensing and public adjusters, and specific Chinese position qualifications are checked separately.
10 basic skills, 25 cross-functional skills, 33 knowledge areas and 52 abilities, and occupational importance is not an individual threshold;
There are 41 activities, led by computers 92, external communication 90, getting information 89 and identifying and decision making 87.
Office and spreadsheet tools (Microsoft Access and Excel and Office and Outlook);
Claims and valuation software (such as Xactware Xactimate) and image and document management tools.
Fictional materials: a fictional report record and a fictional repair quotation and a fictional description of site photographs (in which one repair item does not match the damage location in the photograph).
Fictional conditions: a fictional institutional claim approval system (including authorized limits and referral criteria and time limits).
Fictional constraints: a fictional privacy requirement (including restrictions on collecting and transferring personal information).
Step two: prepare the evidence list (material supporting and not supporting payment) and point out the two items needing further verification; also calculate the payable amount and state the source of the values.
Step three: write the notification points for payment or partial payment or refusal and the appeal channel, and explain which steps exceed your authorized limit and need to be submitted to a superior.
Review basis: whether the clause and exclusion citations are accurate, whether the evidence list is split into two, whether the amount calculation can be reviewed, whether the notification includes the basis and the appeal channel, and whether matters inside and outside the authorization are distinguished.
Forms of evidence include de-identified case handling records and review opinions, communication and notification samples, and training and authorization records.
For items without evidence, clearly write to be added and give a plan to fill the gap.
Write out the points you disagree with or that need supplementing, and explain the basis.
A case communication summary: the key points of communication with the claimant and third parties, and the notification content and how it was recorded.
A collaboration note: how you refer matters to your superior and the legal and investigation positions and how you keep records.
| Stage | What may be assessed | Observed evidence | Limits of use |
|---|---|---|---|
| Resume and initial screening | Education background and relevant experience, and whether there is customer communication or document handling experience. | Whether the experience matches the position's duties, and acceptance of time limit and complaint pressure. | Initial screening can only see written information; practice and authorization requirements must be based on the institution and jurisdiction. |
| Interview and scenario questions | Understanding of clauses and exclusions, and how to handle insufficient evidence. |
Extract the applicable clauses and exclusions and limits and deductible and the institutional authorized limit from the fictional policy into a checklist.
Organize the fictional documents and photographs and quotation into two categories, supporting and not supporting the conclusion, and mark the missing items.
Write out the inconsistencies between the report statement and the repair quotation and the damage locations, and explain how to verify them.
Trial-calculate the payable amount using the deductible and limits and depreciation and subrogation and state the source of the values.
Write a one-page claim conclusion including clause application and evidence and conclusion and basis and follow-up.
Write the notification points and appeal channel for the claimant, and explain which matters must be referred to a superior or for investigation.
| Qualification／status | Who it mainly suits | Realistic role in job seeking | Whether it is a universal entry threshold | Application／registration conditions | Level of investment | Important limits |
|---|---|---|---|---|---|---|
| College or bachelor's degree (insurance or finance or law related) | Most entrants | The typical U.S. entry education is high school or equivalent, and some employers require a bachelor's degree or insurance experience | A bachelor's degree is not a uniform threshold; 56/13/12 is the new-hire questionnaire, not the education population |
Typical scope：Check the documents and clause points against the checklist and enter them truthfully, submitting difficult matters for review.
Readiness evidence：Able to show one complete document checking record.
Credential boundary：Editorial position check suggestion: the typical U.S. entry education is high school or equivalent, and some employers require a bachelor's degree or insurance experience; the target institution's training and supervised requirements are checked separately.
Next moves：Make the clauses and limits and deductible into a fixed checklist.
Typical scope：Independently complete the liability judgment and amount approval and notification for routine cases.
Readiness evidence：Able to show claim approval records and review opinions over a period of time.
Credential boundary：Must obtain the institution's internal claim approval limit.
Next moves：Practise writing the basis for the conclusion in a form that can be re-paid.
Typical scope：Handle high-value and non-standard and disputed cases and cooperate with the legal position.
Readiness evidence：Able to show complex case files and review and litigation cooperation records.
Credential boundary：Editorial advice is to check the experience, relevant professional knowledge and authorization requirements for complex cases, and no uniform multi-year experience threshold is set.
Next moves：Summarize the dispute points into the file to reduce repeated communication.
Typical scope：Take part in designing the claim approval system and authority framework and quality indicators.
Readiness evidence：Able to show policy documents and quality and authorization records.
Credential boundary：Editorial advice is to check the duties, experience and case scope with the institution, and no uniform threshold of long experience is set.
Next moves：Turn practical judgment experience into teachable rules.
Typical scope：Photograph and measure and collect material under procedure and record truthfully.
Readiness evidence：Able to show one complete survey record and photo list.
Credential boundary：Editorial on-site check suggestion: understand the site hazards and lawful access permission, since a damaged building may have collapse or weak structures; safety training itself does not grant permission to enter a hazardous building.
Next moves：Become familiar with the survey item checklist and photography and measurement requirements.
Typical scope：Carry out survey, loss analysis and reporting within the actual commission, qualifications and safety authority, and do not treat a course or a company limit as the whole professional qualification.
Readiness evidence：Able to show survey reports and assessment records.
Credential boundary：U.S. state licensing and public adjuster requirements differ, and in China commissioned assessment is checked under Article 129 of the Insurance Law and the actual institution's position rules; in this round the specific qualification application conditions were not checked and no universal examination licence is presumed.
Next moves：Practise writing the assessment basis as reviewable items.
Typical scope：Check case records and how authority was exercised against the sampling checklist.
Readiness evidence：Able to show sampling records and a problem list.
Credential boundary：Editorial advice is to prepare claim approval cases and rule understanding, and the actual front-line experience requirements are checked with the employer.
Next moves：Become familiar with quality indicators and sampling methods.
Typical scope：Manage the authorized limits and process steps and handle escalations and exceptions.
Readiness evidence：Able to show the authority register and exception handling records.
Credential boundary：Editorial advice is to check the experience, responsibility and institutional authorization, and no uniform multi-year experience requirement is set.
Next moves：Turn exception situations and their handling basis into rules.
Typical scope：Organize case reviews and training and be responsible for the team's record standards.
Able to show review and training and improvement records.
Able, under guidance, to complete report registration and document checking and evidence organization, check the clauses and limits and deductible against the checklist, and submit for review when uncertain.
Able to independently complete the claim conclusion for routine cases within the authorized limit, produce well-founded and reviewable records, and identify situations requiring referral.
Able to take on complex cases and quality sampling duties, guide new colleagues and review high-risk and high-value cases.
Able to take part in building the institution's claim approval system and authority framework and anti-fraud mechanisms, with the corresponding professional qualifications and institutional authorization.
Global (cross-economy) · Cross-economy occupation level (not the official statistics of a single country)
Exposure ranking and measurement method
Generative AI occupational exposure index
The study provides an occupation-level generative AI exposure index for comparing the degree of task exposure across occupations, and does not provide projections of position gains or losses.
Does not establish：It is an exposure measure, not an adoption rate or automation rate; the cross-economy basis differs from national statistical bases and cannot be converted directly into position changes in the United States or China.
Mainland China · Mainland China (the precise occupational correspondence was not determined in this round)
Insufficient evidence: no China-wide occupational wage basis for this position has been obtained
Precise occupational wage basis
The precise Chinese occupational wage is still missing; the NBS2025 finance industry annual average wage is background for the corresponding employers, not an adjusting occupational wage or an employment projection.
Does not establish：The finance industry covers several businesses and all occupations and cannot stand in for the median, starting salary or monthly wage of this occupation, and recruitment quotations are not used to fill the precise gap.
These are capability relationships, not automatic promotions or credential waivers.
Transfers：Shared capabilities: reading clauses and documents, risk assessment awareness, records and communication.
Build next：Editorial transfer self-check: check whether you already have complete experience of underwriting risk and pricing and underwriting decisions, and whether the current occupational title alone can determine what the individual has or lacks.
View career profileTransfers：Shared skills: on-site inspection, evidence verification, report writing.
Build next：Editorial transfer self-check: verify whether the person already has valuation methods, a licensing pathway and on-site inspection experience; the person cannot be judged as having or lacking these from the current occupation name alone.
View career profileTransfers：Shared skills: interpreting rules, checking and recording, cross-department communication.
Build next：Editorial transfer self-check: verify whether the person already has experience with rule systems, compliance checks and organising training; the person cannot be judged as having or lacking these from the current occupation name alone.
View career profileTransfers：Shared skills: spotting leads, interviewing and evidence awareness, investigation reports.
Build next：Editorial transfer self-check: verify whether the person already has training in evidence gathering, fraud-pattern analysis and investigation methods; the person cannot be judged as having or lacking these from the current occupation name alone.
View career profileTransfers：Shared skills: data analysis, verifying job and personnel information.
Build next：Editorial transfer self-check: verify whether the person already has experience in job evaluation and compensation and benefits plan design; the person cannot be judged as having or lacking these from the current occupation name alone.
View career profileTransfers：Shared skills: evidence and standards awareness, verification and recording, communication.
Build next：Editorial transfer self-check: verify whether the person already has accounting standards, audit methods and a pathway; the person cannot be judged as having or lacking these from the current occupation name alone.
View career profileTransfers：Shared skills: understanding of policy terms and products, client communication, compliance awareness.
Build next：Editorial transfer self-check: verify whether the person already has experience in channel and client development and sales compliance; the person cannot be judged as having or lacking these from the current occupation name alone.
View career profileTransfers：Shared skills: client communication, system entry, issue tracking.
Build next：Editorial transfer self-check: verify whether the person already has systematic experience with customer-service processes, complaint handling and ticket management; the person cannot be judged as having or lacking these from the current occupation name alone.
View career profileThat cannot be inferred. The core tasks of this occupation include applying policy terms and judging exclusions, verifying evidence and identifying suspicious claims, and being accountable for the claims conclusions signed by the individual and the organisation; AI output can neither replace delegated authority nor remove the duty to record faithfully and escalate under the institution's rules.
The earlier-affected stages are those that can be entered in structured form: document extraction and field entry, amount calculation and quote comparison, drafts of correspondence and records, and compiling lists and files. The later-affected stages are those requiring professional judgement and accountability: applying policy terms and exclusions, identifying and escalating suspicious claims, and handling disputed and litigated cases.
Reading policy terms and exclusions, judging whether evidence is sufficient, spotting inconsistencies in interviews and on site, and reaching conclusions within delegated authority that can be reviewed and re-paid. These skills depend on professional training and institutional constraints.
The O*NET occupation page shows a 2025 median hourly wage of 37.50 US dollars and a median annual wage of 78,000 US dollars for this occupation, with the 10th, 25th, 75th and 90th percentiles of annual wage at 48,850, 61,160, 98,030 and 117,040 US dollars. The statistic excludes self-employed income; the publishing agency uses a combined category for similar roles, and this page cites only the occupation as labelled on the O*NET page. For mainland China this page publishes no figure and registers only the statistical basis and the gap.
The education distribution on this occupation page is 56% bachelor's degree, 13% high school diploma or equivalent and 12% some college but no degree; most roles require strong reading, writing and communication skills, and roles handling complex cases and litigation support usually require several years of experience.
In the United States, the regulatory requirements for claims adjusting and public adjusting vary by jurisdiction and line of business; the O*NET occupation page lists 1 apprenticeship opportunity (Disability Analyst) and several industry certification directions. Certifications, licences and a company's delegated claims authority serve different purposes, and delegated claims authority is set by institutional rules and rises step by step. In mainland China, insurance claims handling, loss adjusting and investigation activities have their own separate regulatory and practice requirements.
It is feasible: people with a background in customer service, document handling, or law and medicine can transfer their communication and policy-reading skills, start from a claims assistant or document-handling role to build case experience, and then obtain internal delegated claims authority. But they need to learn the policy-term system, claims-handling rules, time limits and complaint-handling requirements systematically.
It depends on whether you are willing to check policy terms and evidence over the long term and to bear time-limit and complaint pressure. The BLS employment projection shown on the O*NET occupation page is a decline from 2024 to 2034 (Decline, −1% or lower), with about 21,100 openings a year, mainly from replacement demand; the occupation page does not label a Bright Outlook. It is worth first using the seven-day exercise on the page to test whether you would be willing to repeat this process.
This evidence route registers the exact-occupation wage as verified unavailable (data state: no data that can be safely used for now), and the handling note is to keep the no data that can be safely used for now boundary of the China wage module rather than filling it with an industry average or US data. This page therefore gives no monthly salary range or city ranking, and does not extrapolate from pay for adjacent roles.
The US wage and employment figures on this page come from the BLS OEWS 2025 wage data and the BLS employment projection (2024 to 2034) shown on the O*NET occupation page, and describe wage-and-salary jobs, excluding self-employed income; the O*NET occupation page does not provide median wages broken down by industry or region, and this page registers that gap; the publishing agency uses a combined category for similar roles, and this page cites only the occupation as labelled on the O*NET page.
The exercises and the seven-day schedule are fictional material designed by Fermat Test editors to help readers judge whether they would be willing to repeat this workflow; they are not research findings or industry facts and must not be used for real claims adjudication, denial of a claim or legal proceedings. Real cases must be handled by personnel with the appropriate authority under the applicable laws and the institution's rules.
In this round, on 2026-10-09, the nine modules were checked segment by segment: the complete current O*NET13-1031.00 table, the OEWS May 2025 wages, and the BLS2025—2035 Table 1.2 for the exact 13-1031 plus the OOH sub-item. The China occupation wage gap is retained with a financial-industry background added; the old shared sources and facts are kept, the new nine-module material is isolated, and Hero, FAQ and exercises are not linked.
These nine modules were read and revised on 2026-10-09; the source data period, publication date and legal version are registered separately, and the retrieval date is not treated as the statistical period.
Wages and projections were checked against the exact SOC and statistical period separately, without applying the OOH combined 13-1030; the all-occupation financial-industry background for China comes from NBS Table 2/5. The original texts of the Insurance Law articles, the assessment and notification duties and independent appraisal, and lawful personal-information processing have been read; NIST is a voluntary general framework, the ILO item is an exposure study, and the editorial trial test is not a validated effect.
Limitations：Supports the exact occupational identity, 29 tasks, work activities and work context; excludes mainland China's claims regulation and practice requirements.
Limitations：Supports occupational characteristics, knowledge (8 items), abilities (18 items), work styles (4 items) and the interest code CEI; the occupation page does not label a Bright Outlook; the labels are not hiring thresholds or personality diagnoses.
Limitations：Supports the US employment industry structure (finance and insurance 74%, government 19%, other industries 7%); not a guarantee of individual income.
Limitations：Supports technology keywords (Microsoft Access, Excel, Office, Outlook, Xactware Xactimate and others, 9 items in total); keywords are market signals and do not equal proficiency or adoption rates.
Limitations：Supports the job zone (Job Zone Four, SVP 7.0 to below 8.0) and the education distribution (bachelor's 56%, high school 13%, some college but no degree 12%); does not replace mainland China's job requirements.
Limitations：That page is published on a combined basis for related roles; the employment and wage figures on this page follow the data shown on the O*NET occupation page, and the body text notes the existence of the combined basis.
Limitations：Supports this occupation's annual and hourly wage percentiles (median annual wage 78,000 US dollars, median hourly wage 37.50 US dollars); the statistic excludes self-employed income and cannot be used to infer individual income.
Limitations：Supports the employment projection (about 356,100 people in 2024, a decline (Decline, −1% or lower), about 21,100 openings a year); projections contain assumptions and error.
Limitations：It is aggregated by industry category and broad personnel group, not an exact basis for this occupation; this page therefore registers only the gap and publishes no figure.
Limitations：Supports the note on job-mapping boundaries; this page does not use it to establish a one-to-one correspondence with O*NET-SOC 13-1031.00.
Limitations：Supports the statement that claims handling, loss adjusting and investigation activities have their own regulatory and practice requirements; this page does not replace the specific requirements of the competent authorities.
Limitations：It is an exposure measure, not an adoption rate, an automation rate or a job-loss projection; cross-economy measures cannot be converted directly into national job changes.
Limitations：These are editorial summaries and fictional material, not research findings or industry facts; they must not be used for real claims adjudication, denial of a claim or legal proceedings.
Limitations：Supports the percentage distribution of the work context (communication, decisions, conflict, automation and responsibility); it is a respondent distribution, not a guarantee for an individual job.
Limitations：Supports the 10th, 25th, median, 75th and 90th percentiles of annual and hourly wage; it cannot be used to infer an individual's annual or take-home pay.
Limitations：Supports the notes on adjacent occupations (insurance underwriters, appraisers and assessors of real estate, compliance officers, fraud examiners and investigators, compensation and job analysis specialists, accountants and auditors, and others) and 1 apprenticeship opportunity (Disability Analyst); the comparison is an editorial arrangement.
Limitations：Supports the coverage of the wage statistics, the items included and excluded, and the standard work-year conversion basis; not to be used to infer individual income.
Limitations：29 tasks (21 core and 6 supplemental scored, the last 2 unscored), 41 activities, 21 software categories, basic skills 10/transferable 25, knowledge 33, abilities 52, work styles 21; the new-entrant education figures 56/13/12 are not in-post ratios, and occupation ratings are not personal thresholds; Disability Analyst is an apprenticeship example, not a current recruitment
Limitations：This occupation's annual/hourly wage percentiles; OEWS excludes the self-employed and is not an individual's total compensation or starting pay; this occupation's median of 78000 differs from the combined group's 78020 and automotive appraisers' 78240
Limitations：Finance and insurance 76%, government 17%, other 7%; it is not a wage or a regulator's licence
Limitations：9 recruiting terms, Office27, Excel10, Outlook6, PowerPoint/Word4, Access/Zoom below 1, Safari/Firefox not provided rather than filled with 0. Xactimate is an example in the full category, not one of these 9 terms; not equal to adoption rates
Limitations：The related certification entry point is not a uniform entry threshold, a state licence or company authority, and the certification conditions were not checked item by item; the page lists the CareerOneStop source and no endorsement
Limitations：The page combines 13-1030; the body text has separate 13-1031 wage and industry tables, education and licensing; the combined median of 78020 and 21600 openings are not applied to this occupation. Typical entry is high school, with some roles requiring a bachelor's degree or experience, and state, company and public adjusters differ. Technical efficiency is an outlook, not a measurement
Limitations：SOC13-1031 row, size in thousands: 376.1→355.5, a net decrease of 20.6, down 5.5%, annual average 20.9, self-employed 1.6%, typical entry high school, long-term on-the-job training. O*NET shows −6 and the OOH sub-item −5; the unrounded table values are kept and the combined 13-1030 is not applied
Limitations：The financial industry's average annual wage is 211164 yuan for non-private units in Table 2 and 140451 yuan for private units in Table 5; this applies as background for insurance employers classified under financial services but covers all financial-services occupations, and is neither an insurance-industry breakdown nor a claims role. The survey covers urban legal entities with 5 or more people and excludes sole proprietors and freelancers
Limitations：Articles 17/30 on explanation of exclusions and interpretation of disputes, Articles 22—25 on the insurer requesting further evidence / timely assessment / payment and notification of a declined claim, and Article 129 on independent commissioned appraisal; internal consultation does not automatically extend the time limit, and this page reaches no legal conclusion on a specific case
Limitations：Article 13 legal bases include situations where consent is not required by law; Articles 21/23 on entrustment and provision, Article 24 on explanation of automated decisions with a major impact and refusal of automated decision-making only, Articles 28—30 on sensitive information, and Articles 55—56 on prior assessment and records; an internal network or de-identification does not by itself grant processing authority
Limitations：A voluntary risk framework, not a mandatory insurance claims-handling procedure, qualification, occupational adoption rate or tool-effectiveness trial
Usage note: this page is an occupational information service and does not constitute insurance, legal, compliance or financial advice; decisions about claims payment, denial of a claim, litigation and personal-information processing must follow the applicable laws, the original policy terms, the institution's rules and the views of personnel with the appropriate authority.
MBTI (English) · Big Five (English) · MBTI (Chinese) · Big Five (Chinese)
Judgment three: whether the statements and documents are consistent
Judgment four: whether the payment amount and reserve are calculated correctly
Judgment five: whether suspicious and anomalous cases are referred under policy
Judgment six: whether the conclusion is within the authorized limit
Several reasonable approaches are allowed; if you consider some information insufficient to judge, you should clearly write out the parts that cannot be judged and the additional information needed.
The policy and documents and amounts given in the question are fictional values, used only to practise clause and evidence judgment methods.
| Whether the person knows to verify before concluding, and whether the referral and review system is understood. |
| Interview answers are not the same as actual execution ability; editorial advice is to check supervised work, training and practical arrangements with the target institution. |
| Case or role play | For the given case, write out the liability determination and the communication points. | Clause citation, evidence list, amount calculation, communication style and awareness of records. | A simulated case differs from the complexity of a real case, and the result is for reference rather than a final conclusion. |
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| Probation or supervised period | Handle real cases under supervision and review and accept quality sampling. | Whether procedures are followed, whether records are truthful, and how quickly problems are corrected once pointed out. | Performance during the supervised period is not the ceiling of long-term ability, and the case types and the quality of supervision have a large influence. |
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Answer three questions: would you be willing to repeat this; which step engaged you most; and which ability will you build next week (clauses and compliance, evidence and investigation, communication and complaints, or systems and documentation).
| Medium |
| Education and position ability, licensing and institutional authorization are checked separately, and promotion or a pay rise is not inferred from education. |
| Industry certification (claims and loss adjusting related directions) | People who want directional recognition | Proof of direction and ability | No (certification is not a licence or authorization) | Submit materials and sit examinations as each certification body requires | Medium | Cases where certification is not recognized do exist and must be checked with the institution and the jurisdiction. |
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| Loss adjusting or investigation professional qualifications | People who carry loss adjusting and investigation duties | Whether the corresponding business requires a licence or professional qualification depends on the target position and the jurisdiction | According to the position and jurisdiction requirements | In this round the Chinese professional qualification application and registration conditions were not checked item by item; in the United States they are checked by state and by company employee and public adjuster category | High | The requirements are set by the competent authorities, and this page does not replace the application and registration conditions. |
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| Institutional internal claim approval authorization | Claims staff who carry claim approval decisions | Determines the amounts and case types you may decide independently | Yes (necessary within the institution) | Check the limit and case types against the target institution's real authorization procedure, and do not presume a uniform step-by-step upgrade | Low to medium | The authorized limit is tied to individual ability and appraisal and must follow the institution's rules. |
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| Supplementary knowledge of law and medicine | People who handle complex and litigation cases | Improves understanding of disputes and injuries and liability | No | Accumulate the corresponding judgment ability through courses or practice | Medium | It does not constitute legal or medical advice, and professional conclusions require the corresponding professionals. |
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| Apprenticeship or supervised training | People who want a structured entry | Provides structured entry training | No (some positions have this arrangement) | Complete the training and assessment as the programme requires | Low | O*NET lists Disability Analyst as an example of a registered apprenticeship title, which does not prove a current recruiting seat or guarantee entry. |
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This page does not guarantee that any training or certification is recognized by a specific institution or jurisdiction, nor does it replace a specific judgment about practice qualifications and authorized limits.
Typical scope：Verify leads, interview and record within lawful data processing and the actual investigation authority; a position title does not grant authority for law enforcement evidence gathering or for obtaining medical or credit information.
Readiness evidence：Able to show investigation reports and referral and tracking records.
Credential boundary：Editorial advice is to prepare anti-fraud and investigation methods training, and the actual case and data access permissions are checked separately.
Next moves：Fix the lead verification steps into a reusable process.
Typical scope：Take part in building anti-fraud rules and investigation processes and training.
Readiness evidence：Able to show rules documents and training and effect records.
Credential boundary：Editorial advice is to check the investigation duties and authorization, as training does not grant law enforcement or data query authority.
Next moves：Consolidate case experience into rules and prompt lists.
Credential boundary：Editorial advice is to check the management and appraisal duties and the relevant experience, and the target requirements are checked separately.
Next moves：Organize common errors into checking points.
Typical scope：Take part in building the claim approval system and compliance and information disclosure framework.
Readiness evidence：Able to show policy and compliance inspection and disclosure records.
Credential boundary：Editorial advice is to check the institutional duties and regulatory liaison tasks, and the specific experience requirements are checked with the employer.
Next moves：Turn regulatory requirements into check items that front-line staff can carry out.
Limitations：Editorial ratings use the existing occupational responsibilities and AI task analysis on this page. They are not adoption rates, measured effects, job-disappearance or personal-unemployment probabilities, or official scores from Stanford or another external institution. No measured time weights or future robot deployment are assumed.
