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📊ビジネス・金融AI露出度
- データ出典: BLS公表時点: 2026-08
非常に高い· 相対
低い4段階の相対区分非常に高い職業群単位の値
尺度・母数・出典
4段階の相対区分(低い / 中程度 / 高い / 非常に高い)
BLS雇用見通し表の詳細職業831件が母数。値は NEM(全国雇用マトリクス)コード単位で付与されるため、同じ NEM コードの職業は同じバンドになります
- データ出典: Anthropic公表時点: 2026-03
0.441
0.000ここに掲載された値の範囲0.745尺度・母数・出典
- データ出典: ILO公表時点: 2025
0.63
0.09ここに掲載された値の範囲0.70職業群単位の値
尺度・母数・出典
生成AI露出度指数、公開されたまま0–1
ISCO-08の職業小分類単位 — 同じコードの職業はすべて同じ値
当サイトの算出であり、ILOが公表した数値ではありません。当サイトがILOデータセットに結び付けた職業1,012件のうち、この値以上のものは2%です。
この出典がどのような性格の値か
BLSの区分は絶対水準ではなく相対順位であり、一次測定でもありません。複数の既存研究が付けた職業別パーセンタイル順位を4段階にまとめた値です。雇用や賃金の予測でもなく、導入確率でもなく、自動化と増強を区別しません。
Task-level exposure
Values in this tab are predicted labels, not observations. Eloundou et al. (2023) published two rating regimes — human raters and GPT-4 — and the β shown here is derived from the GPT-4 rater basis alone; the same task can take a different value under the other regime. The unit and the meaning differ from the observed shares (%) in the other tabs, so do not place them on the same axis.
| Task | βE1 + 0.5 × E2 |
|---|---|
Keep accurate records of transactions.DetailsO*NET Task ID 23195 | 1.0 |
Complete sales order tickets and submit for processing of client-requested transactions.DetailsO*NET Task ID 23197 | 1.0 |
Report all positions or trading results.DetailsO*NET Task ID 23198 | 1.0 |
Explain stock market terms or trading practices to clients.DetailsO*NET Task ID 23212 | 1.0 |
Calculate costs for billings or commissions.DetailsO*NET Task ID 23213 | 1.0 |
Prepare and send requests for price quotations to all companies in a particular market.DetailsO*NET Task ID 23219 | 1.0 |
Make bids or offers to buy or sell securities.DetailsO*NET Task ID 23192 | 0.5 |
Monitor markets or positions.DetailsO*NET Task ID 23193 | 0.5 |
Agree on buying or selling prices at optimal levels for clients.DetailsO*NET Task ID 23194 | 0.5 |
Buy or sell stocks, bonds, commodity futures, foreign currencies, or other securities on behalf of investment dealers.DetailsO*NET Task ID 23196 | 0.5 |
Interview clients to determine clients' assets, liabilities, cash flow, insurance coverage, tax status, or financial objectives.DetailsO*NET Task ID 23199 | 0.5 |
Discuss financial options with clients and keep them informed about transactions.DetailsO*NET Task ID 23200 | 0.5 |
Determine customers' financial services needs and prepare proposals to sell services that address these needs.DetailsO*NET Task ID 23201 | 0.5 |
Sell services or equipment, such as trusts, investments, or check processing services.DetailsO*NET Task ID 23202 | 0.5 |
Identify opportunities or develop channels for purchase or sale of securities or commodities.DetailsO*NET Task ID 23203 | 0.5 |
Develop financial plans, based on analysis of clients' financial status.DetailsO*NET Task ID 23204 | 0.5 |
Review all securities transactions to ensure accuracy of information and conformance to governing agency regulations.DetailsO*NET Task ID 23205 | 0.5 |
Contact prospective customers to present information and explain available services.DetailsO*NET Task ID 23206 | 0.5 |
Devise trading, option, or hedge strategies.DetailsO*NET Task ID 23207 | 0.5 |
Track and analyze factors that affect price movement, such as trade policies, weather conditions, political developments, or supply and demand changes.DetailsO*NET Task ID 23208 | 0.5 |
Inform other traders, managers, or customers of market conditions, including volume, price, competition, or dynamics.DetailsO*NET Task ID 23209 | 0.5 |
Offer advice on the purchase or sale of particular securities.DetailsO*NET Task ID 23210 | 0.5 |
Evaluate costs and revenue of agreements to determine continued profitability.DetailsO*NET Task ID 23211 | 0.5 |
Prepare financial reports to monitor client or corporate finances.DetailsO*NET Task ID 23214 | 0.5 |
Supply the latest price quotes on any security, as well as information on the activities or financial positions of the corporations issuing these securities.DetailsO*NET Task ID 23215 | 0.5 |
Supervise support staff and ensure proper execution of contracts.DetailsO*NET Task ID 23216 | 0.5 |
Relay buy or sell orders to securities exchanges or to firm trading departments.DetailsO*NET Task ID 23217 | 0.5 |
Negotiate prices or contracts for securities or commodities sales or purchases.DetailsO*NET Task ID 23218 | 0.5 |
Price securities or commodities based on market conditions.DetailsO*NET Task ID 23220 | 0.5 |
Purchase or sell financial derivatives for customers.DetailsO*NET Task ID 23221 | 0.5 |
β = E1 + 0.5 × E2 · E1 = tasks where direct LLM access alone cuts time by at least 50%, E2 = tasks where software built on top of an LLM cuts time by at least 50%. Values take only 0 / 0.5 / 1.0.
Data sources & licenses — O*NET®, Eloundou et al. (2023): see full notices on the Credits page
職業情報
ILO(国際労働機関)の職業説明
Securities and Finance Dealers and Brokers
証券・金融のディーラー、ブローカー
出典: 総務省「国際標準職業分類(ISCO)2008年改定版(仮訳)分類項目名一覧(和英対照)」— 原著:ILO ISCO-08 © International Labour Organization(日本語訳は総務省がILOの許可を得て作成)
Securities and finance dealers and brokers buy and sell securities, stocks, bonds and other financial instruments, and deal on the foreign exchange, on spot, or on futures markets, on behalf of their own company or for customers on a commission basis. They recommend transactions to clients or senior management.
作業
- (a) obtaining information about the financial circumstances of customers and companies in which investments may be made;
- (b) analysing market trends for securities, bonds, stocks and other financial instruments, including foreign exchange;
- (c) informing prospective customers about market conditions and prospects;
- (d) advising on and participating in the negotiation of terms for, and organization of, loans and placement of stocks and bonds in the financial market to raise capital for customers;
- (e) recording and transmitting buy and sell orders for securities, stocks, bonds or other financial instruments and for foreign exchange for future or immediate delivery.
職業例
Foreign exchange broker · Foreign exchange dealer · Securities broker · Stocks and shares broker
間接マッピング — この職業はルールベースのフォールバックにより ISCO 小分類に紐付けられています。
Sources: ILO ISCO-08 — details: Credits
ESCO 職業語彙
- foreign exchange traderESCO 3311.3.2
Foreign exchange traders buy and sell foreign currencies in order to secure a profit on fluctuations in foreign exchange rates. They undertake technical analysis of economic information (market liquidity and volatility ) to predict the future rates of currencies on the foreign exchange market. They trade on their own name or for their employers.
- energy traderESCO 3311.3.1
Energy traders sell or buy shares of energy, sometimes from different sources. They analyse the energy market and investigate trends in prices to decide when to buy or sell shares and ensure the most profit. They make calculations, and write reports on energy trades procedures, and make predictions on the development of the market.
- stock traderESCO 3311.3.5
Stock traders use their technical expertise of financial markets performance to advise and make recommendations to asset managers or shareholders for a profitable investment strategy, keeping in mind the company’s performance. They use stock market trading operations and deal with a wide array of taxes, commissions and fiscal obligations. Stock traders buy and sell bonds, stocks, futures and shares in hedge funds. They perform detailed micro- and macroeconomic and industry specific technical analysis.
- securities traderESCO 3311.3.4
Securities traders purchase and sell securities such as stocks, bonds and shares on their own account or on their employers account based on their expertise in the financial markets. They monitor the performance of the securities traded, assessing their stability or speculative tendancies. Securities brokers calculate the securities price and place orders. They record and file all securities transactions and take care of their financial documents.
- financial traderESCO 3311.3
Financial traders buy and sell financial products such as assets, shares and bonds for private clients, banks or companies. They monitor the financial markets closely and aim to maximise profit and to minimise risk through their transactions.
- securities underwriterESCO 3311.2.4.1
Securities underwriters administer the distribution activities of new securities from a business company. They work in close connection with the issuing body of the securities in order to establish the price and buys and sells them to other investors. They receive underwriting fees from their issuing clients.
- stock brokerESCO 3311.2.5
Stock brokers act on behalf of their individual or institutional clients in order to buy and sell stocks and other securities. They are in close contact with their clients and ensure that what they buy or sell through the stock exchange market is according to their clients' wishes. Stock brokers undertake analyst research to make recommendations to their clients and expand their client base through various methods.
- financial brokerESCO 3311.2
Financial brokers undertake financial market activities on behalf of their clients. They monitor securities, financial documentation of their clients, market trends and conditions and other legal requirements. They plan buying and selling activities and calculate transactions costs.
- securities brokerESCO 3311.2.4
Securities brokers create the connection between the investors and the available investment opportunities. They purchase and sell securities on their clients' behalf, based on their expertise in the financial markets. They monitor the performance of their clients' securities, assessing their stability or speculative tendencies. Securities brokers calculate the securities' price and place orders.
- mutual fund brokerESCO 3311.2.3
Mutual fund brokers handle and raise cash from shareholders in order to invest them in stocks, bonds and money-market securities. They engage with investors by making inquiries about the client's mutual funds account status and transaction procedures. Mutual fund brokers make use of their expertise in investment theory, market experience, and research to pick the most approapriate investments for their fund portfolio. They ensure that the mutual fund's operations are in compliance with legal requirements.
- asset managerESCO 3311.1
Asset managers invest the money of a client into financial assets, through vehicles such as investment funds or management of individual clients’ portfolios. This includes the management of the financial assets, within a given investment policy and risk framework, the provision of information, the assessment and monitoring of risks.
- foreign exchange brokerESCO 3311.2.1
Foreign exchange brokers buy and sell foreign currencies on behalf of their clients in order to secure a profit on fluctuations in foreign exchange rates. They undertake technical analysis of economic information such as market liquidity and volatility, to predict the future rates of currencies on the foreign exchange market.
出典: European Commission, DG EMPL — ESCO API 2026-08-08 (bridge v1.2.1)
ライセンス: CC BY 4.0 (EU Reuse Notice)
ESCO reuse terms and the modification notice are in Credits.
Shown in the original Korean. This dataset is published under KOGL Type 4, which prohibits derivative works including translation, so the text is reproduced unaltered.
- 증권 및 외환 딜러KNOW K000001168
Job outlook: 증가(2%) 현상유지(23%) 감소(73%)
Wages (10,000 KRW): lower(25%) 6.475K average(50%) 9.0K upper(25%) 15.25K
minacross 461 KNOW occupationsmaxJob satisfaction: 80.1
minacross 461 KNOW occupationsmaxDetails ▾▴
Duties
- - 고객에게 금융 정기간행물, 주식 및 채권 보고서, 기업체 출판물, 파생상품들과 같은 투자 정보를 제공하고 상담이나 자문을 수행한다.
- - 투자 정보를 검토하고 거래소의 시장 상황을 모니터링하며 다른 투자회사, 연금펀드관리자 및 금융투자분석가와 연락하여 거래전략을 세운다.
- - 값을 매기고 증권 매매 여부를 제시하며 증권 매매주문서에 매수, 매도에 관한 세부사항을 기입하여 거래를 성사시킨다.
- - 주식, 채권, 수익증권 및 기타 유가증권 매매를 중개하거나 가입을 유도한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
재정 관리(98) · 기억력(97) · 수리력(97) · 협상(96) · 판단과 의사결정(95)
Knowledge
경제와 회계(92) · 영어(77) · 영업과 마케팅(74) · 산수와 수학(72) · 법(67)
Work environment
마감시간(99) · 치열한 경쟁(99) · 자동화 정도(99) · 반복적인 신체행동, 정신적 활동(96) · 정확성, 정밀성 유지(92)
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- 보험인수심사원(언더라이터)KNOW K000000908
Job outlook: 증가(5%) 현상유지(23%) 감소(70%)
Wages (10,000 KRW): lower(25%) 4.5K average(50%) 6.75K upper(25%) 10.0K
minacross 461 KNOW occupationsmaxJob satisfaction: 68.1
minacross 461 KNOW occupationsmaxDetails ▾▴
Duties
- - 새로운 보험상품 발행을 심사한다.
- - 발행된 새로운 보험의 유형 및 보장내용, 계약자격 등을 결정하고 판매한다.
- - 신청 상품의 승인여부를 결정하고 내용설명서를 작성하기 위하여 회사와 협상한다.
- - 보험증권 판매를 승인하고 금융감독원 규정에 맞는지 확인한다.
- - 인수심사(언더라이팅) 보고서를 작성한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
판단과 의사결정(93) · 설득(86) · 읽고 이해하기(83) · 협상(81) · 전산(80)
Knowledge
법(88) · 영어(87) · 의료(85) · 산수와 수학(81) · 경제와 회계(77)
Work environment
재택근무(98) · 갈등 상황(92) · 전화 대화하기(91) · 다른 사람과의 접촉(91) · 이메일 이용하기(90)
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자산운용가(펀드매니저) · 금융상품개발원 · 증권 및 외환 딜러 · 투자분석가 · 신용분석사 · 손해사정사
- 자산운용가(펀드매니저)KNOW K000000987
Job outlook: 증가(13%) 현상유지(23%) 감소(64%)
Wages (10,000 KRW): lower(25%) 7.0K average(50%) 9.5K upper(25%) 12.0K
minacross 461 KNOW occupationsmaxJob satisfaction: 75.8
minacross 461 KNOW occupationsmaxDetails ▾▴
Duties
- -신탁업무 전반에 대한 이해를 바탕으로 신탁자산의 관리 및 운용업무에 대한 추진방향을 설정한다.
- -펀드별 자산배분 및 운용전략을 수립한다.
- -신용분석, 시장분석을 통하여 장단기 신탁자금운용계획을 수립한다.
- -국내외 투자 및 운용부문에 대한 조정, 통제업무를 수행한다.
- -신탁운용에 관련한 금융제도 및 국내 신탁운용사에 대한 정보와 자료를 수집·분석·연구한다.
- -신탁자금수지계획에 따라 장단기 신탁자금의 환금성, 안전성, 수익성 등을 조합하여 최대의 자금효율을 높일 수 있는 전략을 수립한다.
- -자산운용사 선정을 위한 시장조사를 하여 운용사를 선정한다.
- -성과분석, 투자적정성 검토, 수익률 제고를 위한 회의를 한다.
- -신탁투자 수익률을 높이기 위하여 신탁자산운용제도의 개선을 제안한다.
- -펀드별로 신탁수익률을 평가하고 특정금전신탁의 수익률을 관리하며 수익률 변동원인 분석 및 제고방안을 검토한다.
- -수익률이 저조하거나 수익전망의 하락이 예측되는 투자상품의 실적을 검토하여 투자원금을 회수한다.
- -신탁고객의 대출요구에 따라 대출을 관리하는 업무를 수행한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
재정 관리(100) · 판단과 의사결정(99) · 수리력(99) · 협상(97) · 추리력(97)
Knowledge
경제와 회계(97) · 법(87) · 산수와 수학(86) · 영어(83) · 경영 및 행정(82)
Work environment
치열한 경쟁(97) · 마감시간(92) · 공문, 문서 주고받기(91) · 재택근무(90) · 정확성, 정밀성 유지(90)
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- 금융상품개발원KNOW K000001163
Job outlook: 증가(0%) 현상유지(27%) 감소(73%)
Wages (10,000 KRW): lower(25%) 5.95K average(50%) 7.55K upper(25%) 10.5K
minacross 461 KNOW occupationsmaxJob satisfaction: 74.9
minacross 461 KNOW occupationsmaxDetails ▾▴
Duties
- -각종 예금, 투자신탁, 주식 및 채권 등 금융과 관련된 각종 자료를 조사·분석하여 새로운 금융상품을 개발한다.
- -고객의 연령, 직업, 환경 등을 분석하여 적합한 재정 설계 및 상품 선택 등을 자문한다.
- -시장조사를 통해 고객의 니즈를 파악하고 이에 적합한 금융상품을 개발한다.
- -금융 시장 및 금리 리스크 등을 감안하여 상품 내용과 금리, 서비스 내용을 결정한다.
- -금융 신상품에 대한 피드백을 지속적으로 점검하고 향후 금융 상품개발에 반영한다.
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Work abilities
수리력(97) · 전산(96) · 범주화(96) · 논리적 분석(95) · 학습전략(94)
Knowledge
경제와 회계(92) · 법(86) · 산수와 수학(84) · 영업과 마케팅(84) · 경영 및 행정(84)
Work environment
자동화 정도(96) · 앉아서 근무(90) · 치열한 경쟁(89) · 공문, 문서 주고받기(86) · 갈등 상황(86)
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보험인수심사원(언더라이터) · 자산운용가(펀드매니저) · 증권 및 외환 딜러 · 투자분석가 · 신용분석사 · 손해사정사
- 투자분석가KNOW K000001179
Job outlook: 증가(20%) 현상유지(23%) 감소(56%)
Wages (10,000 KRW): lower(25%) 8.825K average(50%) 10.5K upper(25%) 15.0K
minacross 461 KNOW occupationsmaxJob satisfaction: 75.6
minacross 461 KNOW occupationsmaxDetails ▾▴
Duties
- -국내외 경제상황 및 산업·기업별 정보를 수집·분석한다.
- -환경변화에 따라 담당 산업을 전망한다.
- -주식 및 채권보고서, 경제예측, 거래량, 금융잡지, 증권편람, 회사재무제표 등을 활용하여 회사, 주식, 채권 및 기타 투자에 대한 정보를 수집한다.
- -산업전망에 따라 주식 및 파생상품 시장의 관계를 분석하고 동향을 분석한다.
- -개별 기업들의 영업환경 및 주요 자금운용계획, 재무분석 등을 통해 향후 수익 및 주가를 전망한다.
- -저평가된 기업들의 적정주가를 다양한 평가방법으로 재산정한다.
- -종목별 또는 상품별 매매가와 거래량 등의 추이 및 시황을 분석하여 주식 및 파생상품 투자전략을 수립한다.
- -분석결과를 보고서로 작성하고 발표한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
수리력(99) · 추리력(98) · 판단과 의사결정(97) · 협상(96) · 설득(96)
Knowledge
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Work environment
치열한 경쟁(93) · 마감시간(89) · 이메일 이용하기(87) · 앉아서 근무(86) · 연설, 발표, 회의하기(86)
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보험인수심사원(언더라이터) · 자산운용가(펀드매니저) · 금융상품개발원 · 증권 및 외환 딜러 · 신용분석사 · 손해사정사
- 신용분석사KNOW K000001215
Job outlook: 증가(10%) 현상유지(40%) 감소(50%)
Wages (10,000 KRW): lower(25%) 6.375K average(50%) 8.5K upper(25%) 12.0K
minacross 461 KNOW occupationsmaxJob satisfaction: 73.3
minacross 461 KNOW occupationsmaxDetails ▾▴
Duties
- -법인 또는 개인사업자가 기업 및 기관(금융기관, 정부기관 등)과 거래, 계약, 금융업무 등을 진행하기 위하여 신용정보를 의뢰할 경우, 기업 및 기관에 대한 조사·분석에 착수한다.
- -증권감독원, 상공회의소, 법원등기소 등 관청이나 관계기관, 협회, 조합 및 사업체를 방문하고 자료를 수집한다.
- -사업체의 사업내용, 거래실적, 설비규모, 자본금 및 사채발행 현황 등과 같은 자산구성, 경영자의 능력 및 동종업계의 현황과 전망 등을 조사·검토한다.
- -수집된 자료와 조사내용을 정리하고 회보서(조회보고서)를 작성하여 의뢰인에게 제출한다.
- -정기적으로 신용상태를 확인하여 변화가 있는지 없는지를 반영해 재평가한 후, 새로운 신용등급을 부여하는 업무를 수행한다.
- -개인의 신용을 분석하기 위해서는 고객의 제출서류, 신용평가데이터에 의한 종합적인 분석을 통해 신용등급을 판단한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
판단과 의사결정(95) · 글쓰기(93) · 수리력(92) · 범주화(91) · 논리적 분석(90)
Knowledge
경제와 회계(96) · 법(90) · 산수와 수학(85) · 경영 및 행정(84) · 사무(74)
Work environment
재택근무(96) · 이메일 이용하기(89) · 앉아서 근무(88) · 치열한 경쟁(84) · 이미지/평판/재정에 미치는 강도(83)
Related occupations
보험인수심사원(언더라이터) · 자산운용가(펀드매니저) · 금융상품개발원 · 증권 및 외환 딜러 · 투자분석가 · 손해사정사
- 손해사정사KNOW K000007561
Job outlook: 증가(23%) 현상유지(23%) 감소(53%)
Wages (10,000 KRW): lower(25%) 4.9K average(50%) 5.95K upper(25%) 9.625K
minacross 461 KNOW occupationsmaxJob satisfaction: 75.5
minacross 461 KNOW occupationsmaxDetails ▾▴
Duties
- -사고 통보를 접수하면 손해발생 사실을 확인하고, 보험약관 및 관계법규 적용을 적정 여부를 판단한다.
- -사고특성에 따라 분야별 보험금심사원을 선정한다.
- -사고원인, 손해정도, 손해액 산정 업무를 보험금심사원에게 위임하거나, 함께 조사한다.
- -조사내용을 분석·정리하여 손해액이나 보험금의 적정 가격을 결정한다.
- -보상범위를 결정하기 위하여 보상금심사원의 보고서를 조사하고 유사한 보험클래임이나 판례, 사례들을 검토한다.
- -보상청구의 타당성 여부와 협상이 관례 및 절차에 따라 이루어졌는지 확인한다.
- -보험금 청구의 적정성을 심사하기 위해 변호사, 의사 등 전문가에게 자문을 구하기도 한다.
- -손해사정서를 작성하여 보험회사 등에 제출한다.
- -의견을 진술하거나 손해사정서 내용을 보험회사와 보험계약자 등에게 설명한다.
- -전문분야에 따라 1종 화재보험과 특종보험, 2종 해상보험(선박보험, 적하보험, 항공보험, 운송보험 포함), 3종 자동차보험의 손해액 및 보험금 사정 업무를 수행한다.
- -3종의 경우 3종 대인손해사정업무, 3종 대물손해사정 업무를 수행한다.
See details on KNOW (Korea Employment Information Service) (external site)
Work abilities
협상(99) · 설득(97) · 문제 해결(94) · 말하기(93) · 사람 파악(93)
Knowledge
의료(83) · 상담(82) · 법(80) · 심리(72) · 고객서비스(70)
Work environment
재택근무(99) · 불쾌하거나 무례한 사람 상대(99) · 갈등 상황(98) · 치열한 경쟁(95) · 외부 고객 대하기(93)
Related occupations
보험인수심사원(언더라이터) · 자산운용가(펀드매니저) · 금융상품개발원 · 증권 및 외환 딜러 · 투자분석가 · 신용분석사
The KNOW occupations and KECO codes listed here were linked to this page's occupation by this site; this is not a correspondence defined by the Korea Employment Information Service or the Ministry of Employment and Labor.
Projected change: +1.4%
Median wage: $79K
Employment: 531K
Typical entry-level education: Bachelor's degree
BLS Employment Projections 2025–35 (SOC 41-3031 occupational group)
Details ▾▴
Employment: 2025 531K → 2035 539K
Median annual wage (exact): $78,660
BLS occupational group: Securities, commodities, and financial services sales agents