{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-13-2099-01",
  "socCode": "13-2099.01",
  "title": "Financial Quantitative Analysts",
  "summary": "Develop quantitative techniques to inform securities investing, equities investing, pricing, or valuation of financial instruments. Develop mathematical or statistical models for risk management, asset optimization, pricing, or relative value analysis.",
  "aliases": [
    "Investment Strategist",
    "Portfolio Manager",
    "Quantitative Analyst",
    "Quantitative Equity Analyst",
    "Investment Portfolio Control Consultant",
    "Quantitative Research Analyst",
    "Quantitative Strategy Analyst",
    "Research Analyst",
    "Analyst",
    "Data Analyst",
    "Equity Analyst",
    "Equity Structurer"
  ],
  "tasks": [
    {
      "text": "Apply mathematical or statistical techniques to address practical issues in finance, such as derivative valuation, securities trading, risk management, or financial market regulation.",
      "type": "Core",
      "iwa": "4.A.2.a.4.k"
    },
    {
      "text": "Research or develop analytical tools to address issues such as portfolio construction or optimization, performance measurement, attribution, profit and loss measurement, or pricing models.",
      "type": "Core",
      "iwa": "4.A.3.b.2.f"
    },
    {
      "text": "Interpret results of financial analysis procedures.",
      "type": "Core",
      "iwa": "4.A.2.a.4.k"
    },
    {
      "text": "Develop core analytical capabilities or model libraries, using advanced statistical, quantitative, or econometric techniques.",
      "type": "Core",
      "iwa": "4.A.2.a.4.k"
    },
    {
      "text": "Define or recommend model specifications or data collection methods.",
      "type": "Core",
      "iwa": "4.A.4.b.6.e"
    },
    {
      "text": "Maintain or modify all financial analytic models in use.",
      "type": "Core",
      "iwa": "4.A.2.a.4.k"
    },
    {
      "text": "Produce written summary reports of financial research results.",
      "type": "Core",
      "iwa": "4.A.3.b.6.a"
    },
    {
      "text": "Provide application or analytical support to researchers or traders on issues such as valuations or data.",
      "type": "Core",
      "iwa": "4.A.4.b.6.e"
    },
    {
      "text": "Devise or apply independent models or tools to help verify results of analytical systems.",
      "type": "Core",
      "iwa": "4.A.2.a.4.k"
    },
    {
      "text": "Collaborate in the development or testing of new analytical software to ensure compliance with user requirements, specifications, or scope.",
      "type": "Core",
      "iwa": "4.A.3.b.2.f"
    },
    {
      "text": "Confer with other financial engineers or analysts on trading strategies, market dynamics, or trading system performance to inform development of quantitative techniques.",
      "type": "Core",
      "iwa": "4.A.4.a.2.e"
    },
    {
      "text": "Consult traders or other financial industry personnel to determine the need for new or improved analytical applications.",
      "type": "Core",
      "iwa": "4.A.4.a.2.e"
    }
  ],
  "emergingTasks": [],
  "activities": [
    {
      "name": "Develop technical specifications for systems or equipment.",
      "iwa": "4.A.3.b.2.a"
    },
    {
      "name": "Advise others on analytical techniques.",
      "iwa": "4.A.4.b.6.e"
    },
    {
      "name": "Monitor business indicators.",
      "iwa": "4.A.1.a.2.c"
    },
    {
      "name": "Develop business or financial information systems.",
      "iwa": "4.A.3.b.2.f"
    },
    {
      "name": "Assess the cost effectiveness of products, projects, or services.",
      "iwa": "4.A.2.a.1.g"
    },
    {
      "name": "Apply mathematical models of financial or business conditions.",
      "iwa": "4.A.2.a.4.k"
    },
    {
      "name": "Prepare financial documents, reports, or budgets.",
      "iwa": "4.A.3.b.6.a"
    },
    {
      "name": "Analyze business or financial data.",
      "iwa": "4.A.2.a.4.k"
    },
    {
      "name": "Discuss business strategies, practices, or policies with managers.",
      "iwa": "4.A.4.a.2.e"
    },
    {
      "name": "Confer with personnel to coordinate business operations.",
      "iwa": "4.A.4.a.2.e"
    },
    {
      "name": "Develop financial analysis methods.",
      "iwa": "4.A.3.b.2.f"
    },
    {
      "name": "Analyze risks related to investments in green technology.",
      "iwa": "4.A.2.a.4.c"
    },
    {
      "name": "Measure effectiveness of business strategies or practices.",
      "iwa": "4.A.2.a.1.b"
    }
  ],
  "capabilities": [
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 4.63
    },
    {
      "name": "Mathematics",
      "family": "essential_skill",
      "value": 4.38
    },
    {
      "name": "Mathematical Reasoning",
      "family": "ability",
      "value": 4.38
    },
    {
      "name": "Economics and Accounting",
      "family": "knowledge",
      "value": 4.2
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 4.12
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 4
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 4
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 3.88
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Written Expression",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Number Facility",
      "family": "ability",
      "value": 3.88
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.75
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3.75
    },
    {
      "name": "Active Learning",
      "family": "essential_skill",
      "value": 3.75
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 3.75
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Computers and Electronics",
      "family": "knowledge",
      "value": 3.7
    },
    {
      "name": "Fluency of Ideas",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Writing",
      "family": "essential_skill",
      "value": 3.5
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Systems Analysis",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Systems Evaluation",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Persuasion",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Originality",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.05
    },
    {
      "name": "Learning Strategies",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Instructing",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Time Management",
      "family": "transferable_skill",
      "value": 3
    },
    {
      "name": "Negotiation",
      "family": "transferable_skill",
      "value": 2.88
    }
  ],
  "skills": [
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft PowerPoint",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Unix",
      "type": "Specialized Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Visual Studio",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Visio",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Access",
      "type": "Specialized Skill"
    },
    {
      "name": "Linux",
      "type": "Specialized Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Apache Hive",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    },
    {
      "name": "Psychology",
      "type": "Specialized Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Dynamics",
      "type": "Specialized Skill"
    },
    {
      "name": "MicroStrategy Desktop",
      "type": "Specialized Skill"
    },
    {
      "name": "MicroStrategy",
      "type": "Specialized Skill"
    },
    {
      "name": "IBM Cognos Business Intelligence",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Depth Perception",
      "type": "Common Skill"
    },
    {
      "name": "Telecommunications",
      "type": "Specialized Skill"
    },
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Physics",
      "type": "Specialized Skill"
    },
    {
      "name": "Foreign Language",
      "type": "Common Skill"
    },
    {
      "name": "Chemistry",
      "type": "Specialized Skill"
    },
    {
      "name": "Biology",
      "type": "Specialized Skill"
    }
  ],
  "tools": [
    {
      "example": "C++",
      "category": "Object or component oriented development software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Office software",
      "category": "Office suite software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft PowerPoint",
      "category": "Presentation software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Visual Basic for Applications VBA",
      "category": "Development environment software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Python",
      "category": "Object or component oriented development software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "R",
      "category": "Object or component oriented development software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "SAS",
      "category": "Analytical or scientific software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Structured query language SQL",
      "category": "Data base user interface and query software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Tableau",
      "category": "Business intelligence and data analysis software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "The MathWorks MATLAB",
      "category": "Analytical or scientific software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Amazon Web Services AWS software",
      "category": "Data base user interface and query software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Apache Hive",
      "category": "Data base management system software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "C#",
      "category": "Object or component oriented development software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "IBM SPSS Statistics",
      "category": "Analytical or scientific software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "JavaScript",
      "category": "Web platform development software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Linux",
      "category": "Operating system software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Access",
      "category": "Data base user interface and query software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Azure software",
      "category": "Development environment software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Power BI",
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      "hot": true,
      "inDemand": false
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    {
      "example": "Microsoft SQL Server",
      "category": "Data base user interface and query software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Visio",
      "category": "Process mapping and design software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Visual Basic",
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      "hot": true,
      "inDemand": false
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    {
      "example": "Microsoft Visual Studio",
      "category": "Development environment software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Oracle Java",
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      "hot": true,
      "inDemand": false
    },
    {
      "example": "Perl",
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      "hot": true,
      "inDemand": false
    },
    {
      "example": "UNIX",
      "category": "Operating system software",
      "hot": true,
      "inDemand": false
    },
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      "example": "Bloomberg Professional",
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      "hot": false,
      "inDemand": false
    },
    {
      "example": "IBM Cognos Business Intelligence",
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      "hot": false,
      "inDemand": false
    },
    {
      "example": "Insightful S-PLUS",
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      "hot": false,
      "inDemand": false
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    {
      "example": "Microsoft Dynamics",
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      "inDemand": false
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      "example": "MicroStrategy",
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      "hot": false,
      "inDemand": false
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    {
      "example": "MicroStrategy Desktop",
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      "inDemand": false
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      "example": "Oracle JD Edwards EnterpriseOne",
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      "hot": false,
      "inDemand": false
    },
    {
      "example": "StataCorp Stata",
      "category": "Analytical or scientific software",
      "hot": false,
      "inDemand": false
    },
    {
      "example": "Web browser software",
      "category": "Internet browser software",
      "hot": false,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "E-Mail",
      "value": 4.95
    },
    {
      "name": "Spend Time Sitting",
      "value": 4.7
    },
    {
      "name": "Level of Competition",
      "value": 4.42
    },
    {
      "name": "Telephone Conversations",
      "value": 4.33
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.28
    },
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.22
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.2
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 4.11
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 4
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.9
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 3.85
    },
    {
      "name": "Time Pressure",
      "value": 3.75
    },
    {
      "name": "Contact With Others",
      "value": 3.65
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.42
    },
    {
      "name": "Consequence of Error",
      "value": 3.21
    },
    {
      "name": "Written Letters and Memos",
      "value": 3.18
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.17
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 3.17
    },
    {
      "name": "Degree of Automation",
      "value": 2.79
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 2.74
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 2.6
    },
    {
      "name": "Physical Proximity",
      "value": 2.56
    },
    {
      "name": "Public Speaking",
      "value": 2.45
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 2.25
    },
    {
      "name": "Conflict Situations",
      "value": 2.25
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 2.1
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2
    },
    {
      "name": "Spend Time Standing",
      "value": 1.89
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 1.65
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 1.45
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 1.39
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 1.16
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 1.06
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 1.06
    },
    {
      "name": "Dealing with Violent or Physically Aggressive People",
      "value": 1.05
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 1.05
    },
    {
      "name": "Exposed to Extremely Bright or Inadequate Lighting Conditions",
      "value": 1.05
    },
    {
      "name": "Exposed to Cramped Work Space, Awkward Positions",
      "value": 1.05
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 1
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 1
    }
  ],
  "preparation": {
    "jobZone": "5",
    "jobZoneName": "Job Zone Five: Extensive Preparation Needed",
    "education": "Most of these occupations require graduate school. For example, they may require a master's degree, and some require a Ph.D., M.D., or J.D. (law degree).",
    "experience": "Extensive skill, knowledge, and experience are needed for these occupations. Many require more than five years of experience. For example, surgeons must complete four years of college and an additional five to seven years of specialized medical training to be able to do their job.",
    "svpRange": "(8.0 and above)",
    "educationDistribution": [
      {
        "label": "Master's Degree",
        "percentage": 60
      },
      {
        "label": "Bachelor's Degree",
        "percentage": 35
      },
      {
        "label": "Doctoral Degree",
        "percentage": 5
      }
    ]
  },
  "personFit": [
    {
      "name": "Investigative",
      "family": "career_interest_type",
      "value": 6.67
    },
    {
      "name": "Mathematics/Statistics",
      "family": "specific_interest_area",
      "value": 6.33
    },
    {
      "name": "Finance",
      "family": "specific_interest_area",
      "value": 6.14
    },
    {
      "name": "Dependability",
      "family": "work_style",
      "value": 6
    },
    {
      "name": "Conventional",
      "family": "career_interest_type",
      "value": 5.79
    },
    {
      "name": "Attention to Detail",
      "family": "work_style",
      "value": 5
    },
    {
      "name": "Integrity",
      "family": "work_style",
      "value": 4
    },
    {
      "name": "Accounting",
      "family": "specific_interest_area",
      "value": 3.69
    },
    {
      "name": "Information Technology",
      "family": "specific_interest_area",
      "value": 3.62
    },
    {
      "name": "Enterprising",
      "family": "career_interest_type",
      "value": 3.45
    },
    {
      "name": "Cautiousness",
      "family": "work_style",
      "value": 3
    },
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