entityType = "role"
schemaVersion = "role.v1"
slug = "role-15-1241-01"
socCode = "15-1241.01"
title = "Telecommunications Engineering Specialists"
summary = "Design or configure wired, wireless, and satellite communications systems for voice, video, and data services. Supervise installation, service, and maintenance."
aliases = ["Communications Engineer", "Engineer", "Infrastructure Engineer", "Telecommunications Consultant (Telecom Consultant)", "Network Engineer", "Registered Communications Distribution Designer (RCDD)", "Telecommunication Design Analyst (Telecom Design Analyst)", "Telecommunication Design Engineer (Telecom Design Engineer)", "Telecommunication Engineer (Telecom Engineer)", "Telecommunication Systems Designer (Telecom Systems Designer)", "Communications Analyst", "Communications Network Engineer"]
emergingTasks = []
aiSignals = []

[preparation]
jobZone = "3"
jobZoneName = "Job Zone Three: Medium Preparation Needed"
education = "Most occupations in this zone require training in vocational schools, related on-the-job experience, or an associate's degree."
experience = "Previous work-related skill, knowledge, or experience is required for these occupations. For example, an electrician must have completed three or four years of apprenticeship or several years of vocational training, and often must have passed a licensing exam, in order to perform the job."
svpRange = "(6.0 to < 7.0)"

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 23.81

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 19.05

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 14.29

[[preparation.educationDistribution]]
label = "Associate's Degree (or other 2-year degree)"
percentage = 14.29

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 14.29

[[preparation.educationDistribution]]
label = "High School Diploma"
percentage = 4.76

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 4.76

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 4.76

[educationLevel]
category = "Bachelor's degree"
slug = "bachelor-s-degree"

[market]
medianWage = 130390
meanWage = 135890
pct10Wage = 79520
pct25Wage = 102120
pct75Wage = 164440
pct90Wage = 198030
employment = 177010
areaTitle = "U.S."

[industries]
count = 37

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 65030
medianWage = 131470
lq = 5.26

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 32580
medianWage = 125140
lq = 9.76

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 17530
medianWage = 137770
lq = 5.44

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 17110
medianWage = 136230
lq = 2.39

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 10830
medianWage = 127800
lq = 1.04

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 6990
medianWage = 147170
lq = 1.01

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 6790
medianWage = 137280
lq = 0.46

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 6380
medianWage = 130670
lq = 2.1

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 4950
medianWage = 105810
lq = 0.32

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 4410
medianWage = 119450
lq = 0.17

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 4130
medianWage = 127160
lq = 3.11

[[industries.top]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 1860
medianWage = 136370
lq = 3.61

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 32580
lq = 9.76

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 17530
lq = 5.44

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 65030
lq = 5.26

[[industries.concentrated]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 1860
lq = 3.61

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 4130
lq = 3.11

[[industries.concentrated]]
naics = "221112"
slug = "221112"
title = "Fossil Fuel Electric Power Generation"
level = "National industry"
employment = 250
lq = 3.05

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 17110
lq = 2.39

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 6380
lq = 2.1

[aiOutlook]
usageRelease = "2026-01-15-v4-plus-2025-03-27-v2"

[aiOutlook.index]
value = 78
percentile = 80
band = "High"
version = "ai-exposure-index-v1"
componentCount = 2

[[aiOutlook.index.components]]
percentile = 77
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 80
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0.3191489361702128
beta = 0.6063829787234043
gamma = 0.8936170212765957

[aiOutlook.bls]
growthPercent = 11.9
growthPercentile = 95
direction = "Growing fast"
annualOpeningsThousands = 11.2
annualOpeningsPercentile = 66
employment2024Thousands = 179.2
employment2034Thousands = 200.6

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.8936170212765957
percentile = 77
band = "High"
note = "Share of this job's tasks where a large language model plus simple tools could cut the time to do them by at least half. γ is capped at 1.0 and many jobs reach that ceiling, so treat a top score as 'in the top group', not a precise rank."

[[aiOutlook.exposure]]
source = "microsoft_applicability"
label = "AI assistant applicability (Microsoft)"
value = 0.2519702133697844
percentile = 80
band = "High"
note = "How applicable today's AI assistants are to this job's activities, measured from real Microsoft Copilot conversations. Applicability is not the same as replacement."

[[aiOutlook.usageTasks]]
task = "Implement controls to provide security for operating systems, software, and data."
usagePercent = 0.0352287713272722
importance = 4.14

[[aiOutlook.usageTasks]]
task = "Manage user access to systems and equipment through account management and password administration."
usagePercent = 0.017563031769573023
importance = 4

[[aiOutlook.usageTasks]]
task = "Document procedures for hardware and software installation and use."
usagePercent = 0.0166386616764376
importance = 4

[[aiOutlook.usageTasks]]
task = "Keep abreast of changes in industry practices and emerging telecommunications technology by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences."
usagePercent = 0.012222226787012805
importance = 4.19

[[aiOutlook.usageTasks]]
task = "Instruct in use of voice, video, and data communications systems."
usagePercent = 0.007703084109461853
importance = 3.88

[[aiOutlook.usageTasks]]
task = "Document technical specifications and operating standards for telecommunications equipment."
usagePercent = 0.004724558253803269
importance = 3.76

[[aiOutlook.sources]]
source = "bls_employment_projections"
version = "2024-2034"

[[aiOutlook.sources]]
source = "microsoft_working_with_ai"
version = "working-with-ai"

[[aiOutlook.sources]]
source = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[counts]
tasks = 26
skills = 51
capabilities = 120
tools = 53
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "3b5575169e9d7780"

[[tasks]]
text = "Consult with users, administrators, and engineers to identify business and technical requirements for proposed system modifications or technology purchases."
type = "Core"
iwa = "4.A.4.a.2.h"

[[tasks]]
text = "Implement system renovation projects in collaboration with technical staff, engineering consultants, installers, and vendors."
type = "Core"
iwa = "4.A.4.b.4.j"

[[tasks]]
text = "Keep abreast of changes in industry practices and emerging telecommunications technology by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Review and evaluate requests from engineers, managers, and technicians for system modifications."
type = "Core"
iwa = "4.A.2.a.1.g"

[[tasks]]
text = "Implement controls to provide security for operating systems, software, and data."
type = "Supplemental"
iwa = "4.A.3.b.1.b"

[[tasks]]
text = "Assess existing facilities' needs for new or modified telecommunications systems."
type = "Core"
iwa = "4.A.2.a.4.e"

[[tasks]]
text = "Develop, maintain, or implement telecommunications disaster recovery plans to ensure business continuity."
type = "Core"
iwa = "4.A.2.b.2.p"

[[tasks]]
text = "Communicate with telecommunications vendors to obtain pricing and technical specifications for available hardware, software, or services."
type = "Core"
iwa = "4.A.1.a.1.t"

[[tasks]]
text = "Manage user access to systems and equipment through account management and password administration."
type = "Supplemental"
iwa = "4.A.3.b.1.b"

[[tasks]]
text = "Inspect sites to determine physical configuration, such as device locations and conduit pathways."
type = "Core"
iwa = "4.A.2.b.1.h"

[[tasks]]
text = "Document procedures for hardware and software installation and use."
type = "Core"
iwa = "4.A.3.b.6.h"

[[tasks]]
text = "Install, or coordinate installation of, new or modified hardware, software, or programming modules of telecommunications systems."
type = "Core"
iwa = "4.A.3.b.1.c"

[[activities]]
name = "Update knowledge about emerging industry or technology trends."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Estimate time or monetary resources needed to complete projects."
iwa = "4.A.1.b.3.b"

[[activities]]
name = "Maintain contingency plans for disaster recovery."
iwa = "4.A.2.b.2.p"

[[activities]]
name = "Test computer hardware performance."
iwa = "4.A.1.b.2.h"

[[activities]]
name = "Evaluate project designs to determine adequacy or feasibility."
iwa = "4.A.2.a.1.j"

[[activities]]
name = "Maintain computer hardware."
iwa = "4.A.3.b.5.c"

[[activities]]
name = "Evaluate new technologies or methods."
iwa = "4.A.2.a.1.g"

[[activities]]
name = "Troubleshoot issues with computer applications or systems."
iwa = "4.A.3.b.1.d"

[[activities]]
name = "Provide technical support for computer network issues."
iwa = "4.A.4.b.6.d"

[[activities]]
name = "Document network-related activities or tasks."
iwa = "4.A.3.b.6.i"

[[activities]]
name = "Maintain the inventory of equipment."
iwa = "4.A.4.c.3.a"

[[activities]]
name = "Develop models of information or communications systems."
iwa = "4.A.3.b.2.d"

[[activities]]
name = "Monitor the performance of computer networks."
iwa = "4.A.1.a.2.j"

[[activities]]
name = "Analyze security of systems, network, or data."
iwa = "4.A.2.a.4.l"

[[activities]]
name = "Implement security measures for computer or information systems."
iwa = "4.A.3.b.1.b"

[[activities]]
name = "Identify information technology project resource requirements."
iwa = "4.A.2.b.1.h"

[[activities]]
name = "Coordinate project activities with other personnel or departments."
iwa = "4.A.4.b.4.j"

[[activities]]
name = "Create electronic data backup to prevent loss of information."
iwa = "4.A.3.b.1.b"

[[activities]]
name = "Document operational activities."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Document technical specifications or requirements."
iwa = "4.A.3.b.6.i"

[[activities]]
name = "Document operational procedures."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Install computer hardware."
iwa = "4.A.3.b.1.c"

[[activities]]
name = "Collaborate with others to determine design specifications or details."
iwa = "4.A.4.a.2.h"

[[activities]]
name = "Conduct research to gain information about products or processes."
iwa = "4.A.1.a.1.t"

[[activities]]
name = "Analyze project data to determine specifications or requirements."
iwa = "4.A.2.a.4.e"

[[activities]]
name = "Install computer software."
iwa = "4.A.3.b.1.c"

[[activities]]
name = "Coordinate software or hardware installation."
iwa = "4.A.4.b.4.e"

[[activities]]
name = "Teach others to use computer equipment or hardware."
iwa = "4.A.4.b.3.e"

[[capabilities]]
name = "Telecommunications"
family = "knowledge"
value = 4.9

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.05

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 4.05

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 3.75

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.75

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.62

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.62

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.62

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.6

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 3.52

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.5

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.5

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.38

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.38

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.25

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3.25

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.25

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.25

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.14

[[capabilities]]
name = "Monitoring"
family = "essential_skill"
value = 3.12

[[capabilities]]
name = "Social Perceptiveness"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.12

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.12

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.12

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.12

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.12

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.12

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3

[[capabilities]]
name = "Coordination"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Persuasion"
family = "transferable_skill"
value = 3

[[skills]]
name = "Telecommunications"
type = "Specialized Skill"

[[skills]]
name = "Reading Comprehension"
type = "Common Skill"

[[skills]]
name = "English Language"
type = "Common Skill"

[[skills]]
name = "Critical Thinking"
type = "Common Skill"

[[skills]]
name = "Active Listening"
type = "Common Skill"

[[skills]]
name = "Mathematics"
type = "Common Skill"

[[skills]]
name = "Microsoft Word"
type = "Common Skill"

[[skills]]
name = "Microsoft Visio"
type = "Specialized Skill"

[[skills]]
name = "Microsoft PowerPoint"
type = "Common Skill"

[[skills]]
name = "Microsoft Outlook"
type = "Common Skill"

[[skills]]
name = "Microsoft Excel"
type = "Common Skill"

[[skills]]
name = "Autodesk Revit"
type = "Specialized Skill"

[[skills]]
name = "Information Ordering"
type = "Specialized Skill"

[[skills]]
name = "Active Learning"
type = "Common Skill"

[[skills]]
name = "Writing"
type = "Common Skill"

[[skills]]
name = "Inductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Deductive Reasoning"
type = "Common Skill"

[[skills]]
name = "Systems Analysis"
type = "Specialized Skill"

[[skills]]
name = "Speech Recognition"
type = "Specialized Skill"

[[skills]]
name = "Social Perceptiveness"
type = "Common Skill"

[[skills]]
name = "Complex Problem Solving"
type = "Common Skill"

[[skills]]
name = "Unix"
type = "Specialized Skill"

[[skills]]
name = "Time Management"
type = "Common Skill"

[[skills]]
name = "Shell Script"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Windows"
type = "Common Skill"

[[skills]]
name = "Microsoft Teams"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Project"
type = "Specialized Skill"

[[skills]]
name = "Linux"
type = "Specialized Skill"

[[skills]]
name = "Apache Kafka"
type = "Specialized Skill"

[[skills]]
name = "Visualization"
type = "Specialized Skill"

[[skills]]
name = "Learning Strategies"
type = "Specialized Skill"

[[skills]]
name = "Finger Dexterity"
type = "Common Skill"

[[skills]]
name = "Negotiation"
type = "Common Skill"

[[skills]]
name = "Instructing"
type = "Specialized Skill"

[[skills]]
name = "Equipment Maintenance"
type = "Specialized Skill"

[[skills]]
name = "Equipment Selection"
type = "Specialized Skill"

[[skills]]
name = "Psychology"
type = "Specialized Skill"

[[skills]]
name = "Installation"
type = "Specialized Skill"

[[skills]]
name = "Wireshark"
type = "Specialized Skill"

[[skills]]
name = "Physics"
type = "Specialized Skill"

[[tools]]
example = "Autodesk AutoCAD"
category = "Computer aided design CAD software"
hot = true
inDemand = true

[[tools]]
example = "Autodesk Revit"
category = "Computer aided design CAD software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Excel"
category = "Spreadsheet software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Office software"
category = "Office suite software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Outlook"
category = "Electronic mail software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft PowerPoint"
category = "Presentation software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Visio"
category = "Process mapping and design software"
hot = true
inDemand = true

[[tools]]
example = "Microsoft Word"
category = "Word processing software"
hot = true
inDemand = true

[[tools]]
example = "Apache Kafka"
category = "Development environment software"
hot = true
inDemand = false

[[tools]]
example = "Linux"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft PowerShell"
category = "Development environment software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Project"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SQL Server"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Teams"
category = "Project management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Windows"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Windows Server"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Oracle Java"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "Perl"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "Python"
category = "Object or component oriented development software"
hot = true
inDemand = false

[[tools]]
example = "Shell script"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Structured query language SQL"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "UNIX"
category = "Operating system software"
hot = true
inDemand = false

[[tools]]
example = "Autodesk Navisworks"
category = "Computer aided design CAD software"
hot = false
inDemand = true

[[tools]]
example = "Firewall software"
category = "Network security and virtual private network VPN equipment software"
hot = false
inDemand = true

[[tools]]
example = "NavisWorks Jetstream"
category = "Computer aided design CAD software"
hot = false
inDemand = true

[[tools]]
example = "2AB iLock Security Services"
category = "Access software"
hot = false
inDemand = false

[[tools]]
example = "Access management software"
category = "Access software"
hot = false
inDemand = false

[[tools]]
example = "Antivirus software"
category = "Transaction security and virus protection software"
hot = false
inDemand = false

[[tools]]
example = "Avaya Identity Engines"
category = "Access software"
hot = false
inDemand = false

[[tools]]
example = "Call accounting software"
category = "Helpdesk or call center software"
hot = false
inDemand = false

[[tools]]
example = "Cisco Systems Cisco Traffic Analyzer"
category = "Network monitoring software"
hot = false
inDemand = false

[[tools]]
example = "IBM Domino"
category = "Communications server software"
hot = false
inDemand = false

[[tools]]
example = "IBM Lotus 1-2-3"
category = "Spreadsheet software"
hot = false
inDemand = false

[[tools]]
example = "IBM Notes"
category = "Electronic mail software"
hot = false
inDemand = false

[[tools]]
example = "IBM Rational Requirements Composer"
category = "Requirements analysis and system architecture software"
hot = false
inDemand = false

[[tools]]
example = "KornShell"
category = "Operating system software"
hot = false
inDemand = false

[[tools]]
example = "McAfee"
category = "Transaction security and virus protection software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Exchange"
category = "Electronic mail software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Visual Basic Scripting Edition VBScript"
category = "Development environment software"
hot = false
inDemand = false

[[tools]]
example = "Nagios"
category = "Network monitoring software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 5

[[workContext]]
name = "Telephone Conversations"
value = 4.95

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.68

[[workContext]]
name = "Contact With Others"
value = 4.52

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.43

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.1

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.1

[[workContext]]
name = "Time Pressure"
value = 4.05

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 3.95

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.95

[[workContext]]
name = "Written Letters and Memos"
value = 3.71

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.71

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.71

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.52

[[workContext]]
name = "Spend Time Sitting"
value = 3.48

[[workContext]]
name = "Level of Competition"
value = 3.48

[[workContext]]
name = "Frequency of Decision Making"
value = 3.33

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.24

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.24

[[workContext]]
name = "Physical Proximity"
value = 3.05

[[workContext]]
name = "Consequence of Error"
value = 3

[[workContext]]
name = "Conflict Situations"
value = 2.86

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.86

[[workContext]]
name = "Spend Time Standing"
value = 2.85

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 2.62

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.62

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.57

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 2.57

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.45

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.43

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.38

[[workContext]]
name = "Public Speaking"
value = 2.29

[[workContext]]
name = "Degree of Automation"
value = 2.24

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.14

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.05

[[workContext]]
name = "Outdoors, Under Cover"
value = 2

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.95

[[workContext]]
name = "Spend Time Climbing Ladders, Scaffolds, or Poles"
value = 1.95

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.9

[[workContext]]
name = "Exposed to High Places"
value = 1.9

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 6.03

[[personFit]]
name = "Dependability"
family = "work_style"
value = 6

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 5.99

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 5

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.95

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 4.93

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 4.54

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 4.29

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 4

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.48

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 3.07

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 3

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 2.97

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.31

[[personFit]]
name = "Adaptability"
family = "work_style"
value = 2.02

[[personFit]]
name = "Business Initiatives"
family = "specific_interest_area"
value = 2

[[relatedRoles]]
socCode = "15-1241.00"
slug = "role-15-1241-00"
title = "Computer Network Architects"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "15-1231.00"
slug = "role-15-1231-00"
title = "Computer Network Support Specialists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-2022.00"
slug = "role-49-2022-00"
title = "Telecommunications Equipment Installers and Repairers, Except Line Installers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "15-1299.08"
slug = "role-15-1299-08"
title = "Computer Systems Engineers/Architects"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "15-1244.00"
slug = "role-15-1244-00"
title = "Network and Computer Systems Administrators"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-2072.00"
slug = "role-17-2072-00"
title = "Electronics Engineers, Except Computer"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-1211.00"
slug = "role-15-1211-00"
title = "Computer Systems Analysts"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-1252.00"
slug = "role-15-1252-00"
title = "Software Developers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-2021.00"
slug = "role-49-2021-00"
title = "Radio, Cellular, and Tower Equipment Installers and Repairers"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "17-3023.00"
slug = "role-17-3023-00"
title = "Electrical and Electronic Engineering Technologists and Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-1299.05"
slug = "role-15-1299-05"
title = "Information Security Engineers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "15-1232.00"
slug = "role-15-1232-00"
title = "Computer User Support Specialists"
tier = "Supplemental"

[[careerClusters]]
cluster = "Digital Technology"
slug = "digital-technology"

[[studyPrograms]]
title = "Computer and Information Sciences and Support Services"
slug = "computer-and-information-sciences-and-support-services"

[[studyPrograms]]
title = "Engineering"
slug = "engineering"
