{
  "entityType": "role",
  "schemaVersion": "role.v1",
  "slug": "role-19-4099-03",
  "socCode": "19-4099.03",
  "title": "Remote Sensing Technicians",
  "summary": "Apply remote sensing technologies to assist scientists in areas such as natural resources, urban planning, or homeland security. May prepare flight plans or sensor configurations for flight trips.",
  "aliases": [
    "Digital Cartographic Technician",
    "Geospatial Extractor",
    "Meteorologist Liaison",
    "Research Associate",
    "Commercial Drone Operator",
    "Commercial Drone Pilot",
    "Commercial Drone Technician",
    "Document Image Technician",
    "Drone Operator",
    "Drone Pilot",
    "Drone Technician",
    "Geospatial Technician (Geospatial Tech)"
  ],
  "tasks": [
    {
      "text": "Collect geospatial data, using technologies such as aerial photography, light and radio wave detection systems, digital satellites, or thermal energy systems.",
      "type": "Core",
      "iwa": "4.A.3.a.2.al"
    },
    {
      "text": "Verify integrity and accuracy of data contained in remote sensing image analysis systems.",
      "type": "Core",
      "iwa": "4.A.2.a.2.a"
    },
    {
      "text": "Correct raw data for errors due to factors such as skew or atmospheric variation.",
      "type": "Supplemental",
      "iwa": "4.A.2.a.4.a"
    },
    {
      "text": "Integrate remotely sensed data with other geospatial data.",
      "type": "Core",
      "iwa": "4.A.2.a.4.a"
    },
    {
      "text": "Consult with remote sensing scientists, surveyors, cartographers, or engineers to determine project needs.",
      "type": "Core",
      "iwa": "4.A.2.b.2.b"
    },
    {
      "text": "Adjust remotely sensed images for optimum presentation by using software to select image displays, define image set categories, or choose processing routines.",
      "type": "Core",
      "iwa": "4.A.2.b.2.o"
    },
    {
      "text": "Manipulate raw data to enhance interpretation, either on the ground or during remote sensing flights.",
      "type": "Core",
      "iwa": "4.A.2.a.4.a"
    },
    {
      "text": "Merge scanned images or build photo mosaics of large areas, using image processing software.",
      "type": "Core",
      "iwa": "4.A.2.b.2.o"
    },
    {
      "text": "Calibrate data collection equipment.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "text": "Develop or maintain geospatial information databases.",
      "type": "Supplemental",
      "iwa": "4.A.2.b.2.f"
    },
    {
      "text": "Monitor raw data quality during collection, and make equipment corrections as necessary.",
      "type": "Supplemental",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "text": "Participate in the planning or development of mapping projects.",
      "type": "Core",
      "iwa": "4.A.2.b.2.o"
    }
  ],
  "emergingTasks": [
    {
      "text": "Operate remote sensing equipment on drones to collect data in areas that are difficult to access or require high-resolution imagery."
    }
  ],
  "activities": [
    {
      "name": "Create maps.",
      "iwa": "4.A.2.b.2.o"
    },
    {
      "name": "Plan environmental research.",
      "iwa": "4.A.2.b.2.s"
    },
    {
      "name": "Record research or operational data.",
      "iwa": "4.A.3.b.6.h"
    },
    {
      "name": "Prepare scientific or technical reports or presentations.",
      "iwa": "4.A.3.b.6.c"
    },
    {
      "name": "Develop software or applications for scientific or technical use.",
      "iwa": "4.A.2.b.2.b"
    },
    {
      "name": "Collect geographical or geological field data.",
      "iwa": "4.A.3.a.2.al"
    },
    {
      "name": "Evaluate data quality.",
      "iwa": "4.A.2.a.2.a"
    },
    {
      "name": "Verify accuracy of data.",
      "iwa": "4.A.2.a.2.a"
    },
    {
      "name": "Calibrate scientific or technical equipment.",
      "iwa": "4.A.3.a.2.i"
    },
    {
      "name": "Create images or other visual displays.",
      "iwa": "4.A.2.b.2.o"
    },
    {
      "name": "Analyze physical, survey, or geographic data.",
      "iwa": "4.A.2.a.4.a"
    },
    {
      "name": "Evaluate characteristics of equipment or systems.",
      "iwa": "4.A.2.a.1.g"
    },
    {
      "name": "Determine types of equipment, tools, or materials needed for jobs.",
      "iwa": "4.A.2.b.1.h"
    },
    {
      "name": "Develop technical or scientific databases.",
      "iwa": "4.A.2.b.2.f"
    },
    {
      "name": "Analyze geological or geographical data.",
      "iwa": "4.A.2.a.4.a"
    },
    {
      "name": "Collaborate with technical specialists to resolve design or development problems.",
      "iwa": "4.A.4.b.1.a"
    },
    {
      "name": "Communicate project information to others.",
      "iwa": "4.A.4.a.2.h"
    },
    {
      "name": "Collaborate with outside groups to develop programs or projects.",
      "iwa": "4.A.4.b.1.c"
    },
    {
      "name": "Collect environmental data or samples.",
      "iwa": "4.A.3.a.2.al"
    },
    {
      "name": "Communicate results of environmental research.",
      "iwa": "4.A.4.a.2.a"
    }
  ],
  "capabilities": [
    {
      "name": "Geography",
      "family": "knowledge",
      "value": 4.28
    },
    {
      "name": "Computers and Electronics",
      "family": "knowledge",
      "value": 4.24
    },
    {
      "name": "Critical Thinking",
      "family": "essential_skill",
      "value": 3.75
    },
    {
      "name": "Problem Sensitivity",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Deductive Reasoning",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Information Ordering",
      "family": "ability",
      "value": 3.75
    },
    {
      "name": "Oral Comprehension",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Oral Expression",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Inductive Reasoning",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Near Vision",
      "family": "ability",
      "value": 3.62
    },
    {
      "name": "Mathematics",
      "family": "knowledge",
      "value": 3.55
    },
    {
      "name": "Customer and Personal Service",
      "family": "knowledge",
      "value": 3.51
    },
    {
      "name": "Reading Comprehension",
      "family": "essential_skill",
      "value": 3.5
    },
    {
      "name": "Speaking",
      "family": "essential_skill",
      "value": 3.5
    },
    {
      "name": "Mathematics",
      "family": "essential_skill",
      "value": 3.5
    },
    {
      "name": "Written Comprehension",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Written Expression",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Speech Clarity",
      "family": "ability",
      "value": 3.5
    },
    {
      "name": "Engineering and Technology",
      "family": "knowledge",
      "value": 3.49
    },
    {
      "name": "Active Listening",
      "family": "essential_skill",
      "value": 3.38
    },
    {
      "name": "Monitoring",
      "family": "essential_skill",
      "value": 3.38
    },
    {
      "name": "Judgment and Decision Making",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Systems Analysis",
      "family": "transferable_skill",
      "value": 3.38
    },
    {
      "name": "Fluency of Ideas",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Flexibility of Closure",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Speech Recognition",
      "family": "ability",
      "value": 3.38
    },
    {
      "name": "Writing",
      "family": "essential_skill",
      "value": 3.25
    },
    {
      "name": "Complex Problem Solving",
      "family": "transferable_skill",
      "value": 3.25
    },
    {
      "name": "Production and Processing",
      "family": "knowledge",
      "value": 3.25
    },
    {
      "name": "Originality",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Category Flexibility",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Mathematical Reasoning",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Visualization",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "Selective Attention",
      "family": "ability",
      "value": 3.25
    },
    {
      "name": "English Language",
      "family": "knowledge",
      "value": 3.13
    },
    {
      "name": "Coordination",
      "family": "transferable_skill",
      "value": 3.12
    },
    {
      "name": "Number Facility",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Perceptual Speed",
      "family": "ability",
      "value": 3.12
    },
    {
      "name": "Active Learning",
      "family": "essential_skill",
      "value": 3
    },
    {
      "name": "Social Perceptiveness",
      "family": "transferable_skill",
      "value": 2.88
    }
  ],
  "skills": [
    {
      "name": "Geography",
      "type": "Specialized Skill"
    },
    {
      "name": "Information Ordering",
      "type": "Specialized Skill"
    },
    {
      "name": "Deductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Critical Thinking",
      "type": "Common Skill"
    },
    {
      "name": "Inductive Reasoning",
      "type": "Common Skill"
    },
    {
      "name": "Mathematics",
      "type": "Common Skill"
    },
    {
      "name": "Reading Comprehension",
      "type": "Common Skill"
    },
    {
      "name": "Systems Analysis",
      "type": "Specialized Skill"
    },
    {
      "name": "Speech Recognition",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Listening",
      "type": "Common Skill"
    },
    {
      "name": "Writing",
      "type": "Common Skill"
    },
    {
      "name": "Visualization",
      "type": "Specialized Skill"
    },
    {
      "name": "Complex Problem Solving",
      "type": "Common Skill"
    },
    {
      "name": "English Language",
      "type": "Common Skill"
    },
    {
      "name": "Unix Shell",
      "type": "Specialized Skill"
    },
    {
      "name": "Unix",
      "type": "Specialized Skill"
    },
    {
      "name": "Shell Script",
      "type": "Specialized Skill"
    },
    {
      "name": "ServiceNow",
      "type": "Specialized Skill"
    },
    {
      "name": "MySQL",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Word",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Windows",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Visual Studio",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft Project",
      "type": "Specialized Skill"
    },
    {
      "name": "Microsoft PowerPoint",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Outlook",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Excel",
      "type": "Common Skill"
    },
    {
      "name": "Microsoft Access",
      "type": "Specialized Skill"
    },
    {
      "name": "Linux",
      "type": "Specialized Skill"
    },
    {
      "name": "JQuery",
      "type": "Specialized Skill"
    },
    {
      "name": "Google Analytics",
      "type": "Specialized Skill"
    },
    {
      "name": "Github",
      "type": "Specialized Skill"
    },
    {
      "name": "Atlassian Confluence",
      "type": "Specialized Skill"
    },
    {
      "name": "Adobe Photoshop",
      "type": "Specialized Skill"
    },
    {
      "name": "Active Learning",
      "type": "Common Skill"
    },
    {
      "name": "Time Management",
      "type": "Common Skill"
    },
    {
      "name": "Social Perceptiveness",
      "type": "Common Skill"
    },
    {
      "name": "Learning Strategies",
      "type": "Specialized Skill"
    },
    {
      "name": "Finger Dexterity",
      "type": "Common Skill"
    },
    {
      "name": "Instructing",
      "type": "Specialized Skill"
    },
    {
      "name": "Negotiation",
      "type": "Common Skill"
    }
  ],
  "tools": [
    {
      "example": "C",
      "category": "Development environment software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "C++",
      "category": "Object or component oriented development software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "ESRI ArcGIS software",
      "category": "Geographic information system",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Microsoft Office software",
      "category": "Office suite 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": "The MathWorks MATLAB",
      "category": "Analytical or scientific software",
      "hot": true,
      "inDemand": true
    },
    {
      "example": "Adobe Creative Cloud software",
      "category": "Graphics or photo imaging software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Adobe Photoshop",
      "category": "Graphics or photo imaging software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "AJAX",
      "category": "Web platform development software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Amazon Elastic Compute Cloud EC2",
      "category": "Data base user interface and query software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Amazon Web Services AWS software",
      "category": "Data base user interface and query software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Ansible software",
      "category": "Expert system software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Atlassian Confluence",
      "category": "Project management software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Atlassian JIRA",
      "category": "Project management software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Autodesk AutoCAD",
      "category": "Computer aided design CAD software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Bentley MicroStation",
      "category": "Computer aided design CAD software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "C#",
      "category": "Object or component oriented development software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Cascading style sheets CSS",
      "category": "Web platform development software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Git",
      "category": "File versioning software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "GitHub",
      "category": "Application server software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Google Analytics",
      "category": "Data mining software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Hypertext markup language HTML",
      "category": "Web platform development software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "JavaScript",
      "category": "Web platform development software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "jQuery",
      "category": "Web platform development software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Linux",
      "category": "Operating system software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft .NET Framework",
      "category": "Development environment 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 Excel",
      "category": "Spreadsheet software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Outlook",
      "category": "Electronic mail software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft PowerPoint",
      "category": "Presentation software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft PowerShell",
      "category": "Development environment software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Project",
      "category": "Project management software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft SQL Server",
      "category": "Data base management system software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Visual Studio",
      "category": "Development environment software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Windows",
      "category": "Operating system software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Windows Server",
      "category": "Operating system software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "Microsoft Word",
      "category": "Word processing software",
      "hot": true,
      "inDemand": false
    },
    {
      "example": "MySQL",
      "category": "Data base management system software",
      "hot": true,
      "inDemand": false
    }
  ],
  "workContext": [
    {
      "name": "Indoors, Environmentally Controlled",
      "value": 4.84
    },
    {
      "name": "E-Mail",
      "value": 4.71
    },
    {
      "name": "Importance of Being Exact or Accurate",
      "value": 4.63
    },
    {
      "name": "Face-to-Face Discussions with Individuals and Within Teams",
      "value": 4.51
    },
    {
      "name": "Spend Time Sitting",
      "value": 4.43
    },
    {
      "name": "Work With or Contribute to a Work Group or Team",
      "value": 4.14
    },
    {
      "name": "Freedom to Make Decisions",
      "value": 4.07
    },
    {
      "name": "Contact With Others",
      "value": 4.04
    },
    {
      "name": "Importance of Repeating Same Tasks",
      "value": 3.97
    },
    {
      "name": "Time Pressure",
      "value": 3.85
    },
    {
      "name": "Telephone Conversations",
      "value": 3.8
    },
    {
      "name": "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls",
      "value": 3.51
    },
    {
      "name": "Determine Tasks, Priorities and Goals",
      "value": 3.49
    },
    {
      "name": "Spend Time Making Repetitive Motions",
      "value": 3.45
    },
    {
      "name": "Coordinate or Lead Others in Accomplishing Work Activities",
      "value": 3.34
    },
    {
      "name": "Impact of Decisions on Co-workers or Company Results",
      "value": 3.3
    },
    {
      "name": "Written Letters and Memos",
      "value": 3.18
    },
    {
      "name": "Level of Competition",
      "value": 3.12
    },
    {
      "name": "Frequency of Decision Making",
      "value": 3.01
    },
    {
      "name": "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable",
      "value": 2.95
    },
    {
      "name": "Physical Proximity",
      "value": 2.92
    },
    {
      "name": "Conflict Situations",
      "value": 2.8
    },
    {
      "name": "Work Outcomes and Results of Other Workers",
      "value": 2.75
    },
    {
      "name": "Deal With External Customers or the Public in General",
      "value": 2.56
    },
    {
      "name": "Dealing With Unpleasant, Angry, or Discourteous People",
      "value": 2.22
    },
    {
      "name": "Consequence of Error",
      "value": 2.22
    },
    {
      "name": "Degree of Automation",
      "value": 2.19
    },
    {
      "name": "Health and Safety of Other Workers",
      "value": 1.83
    },
    {
      "name": "Spend Time Standing",
      "value": 1.81
    },
    {
      "name": "Spend Time Walking or Running",
      "value": 1.77
    },
    {
      "name": "In an Enclosed Vehicle or Operate Enclosed Equipment",
      "value": 1.7
    },
    {
      "name": "Pace Determined by Speed of Equipment",
      "value": 1.69
    },
    {
      "name": "Outdoors, Exposed to All Weather Conditions",
      "value": 1.66
    },
    {
      "name": "Exposed to Contaminants",
      "value": 1.5
    },
    {
      "name": "Indoors, Not Environmentally Controlled",
      "value": 1.46
    },
    {
      "name": "Exposed to Hazardous Equipment",
      "value": 1.34
    },
    {
      "name": "Exposed to Very Hot or Cold Temperatures",
      "value": 1.32
    },
    {
      "name": "Spend Time Bending or Twisting Your Body",
      "value": 1.32
    },
    {
      "name": "Outdoors, Under Cover",
      "value": 1.31
    },
    {
      "name": "Exposed to High Places",
      "value": 1.3
    }
  ],
  "preparation": {
    "jobZone": "4",
    "jobZoneName": "Job Zone Four: Considerable Preparation Needed",
    "education": "Most of these occupations require a four-year bachelor's degree, but some do not.",
    "experience": "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified.",
    "svpRange": "(7.0 to < 8.0)",
    "educationDistribution": [
      {
        "label": "Bachelor's Degree",
        "percentage": 62.04
      },
      {
        "label": "High School Diploma",
        "percentage": 9.49
      },
      {
        "label": "Associate's Degree (or other 2-year degree)",
        "percentage": 9.2
      },
      {
        "label": "Post-Baccalaureate Certificate",
        "percentage": 8.41
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