entityType = "role"
schemaVersion = "role.v1"
slug = "role-49-2011-00"
socCode = "49-2011.00"
title = "Computer, Automated Teller, and Office Machine Repairers"
summary = "Repair, maintain, or install computers, word processing systems, automated teller machines, and electronic office machines, such as duplicating and fax machines."
aliases = ["ATM Technician (Automated Teller Machine Technician)", "Computer Technician", "Copier Technician", "Service Technician", "Computer Repair Technician", "Customer Service Engineer", "Field Engineer", "Field Service Engineer", "Field Service Technician", "Field Technician", "ATM Servicer (Automated Teller Machine Servicer)", "Accounting Machine Mechanic"]
emergingTasks = []

[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 = "Associate's Degree (or other 2-year degree)"
percentage = 32.97

[[preparation.educationDistribution]]
label = "Post-Secondary Certificate"
percentage = 31.04

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 7.47

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 0.38

[educationLevel]
category = "Some college, no degree"
slug = "some-college-no-degree"

[market]
medianWage = 46860
meanWage = 49820
pct10Wage = 35120
pct25Wage = 38290
pct75Wage = 59420
pct90Wage = 69560
employment = 73010
areaTitle = "U.S."

[industries]
count = 22

[[industries.top]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 25460
medianWage = 39770
lq = 3.45

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 21520
medianWage = 51170
lq = 7.53

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 11400
medianWage = 42310
lq = 5.44

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 4090
medianWage = 49750
lq = 0.8

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 2890
medianWage = 50520
lq = 0.68

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1850
medianWage = 52000
lq = 1.47

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1460
medianWage = 54690
lq = 0.24

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 1220
medianWage = 58840
lq = 0.19

[[industries.top]]
naics = "23"
slug = "23"
title = "Construction"
level = "Sector"
employment = 1150
medianWage = 52230
lq = 0.3

[[industries.top]]
naics = "238290"
slug = "238290"
title = "Other Building Equipment Contractors"
level = "National industry"
employment = 1080
medianWage = 52230
lq = 14.85

[[industries.top]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 750
medianWage = 51160
lq = 0.67

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 690
medianWage = 44100
lq = 0.23

[[industries.concentrated]]
naics = "238290"
slug = "238290"
title = "Other Building Equipment Contractors"
level = "National industry"
employment = 1080
lq = 14.85

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 21520
lq = 7.53

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 11400
lq = 5.44

[[industries.concentrated]]
naics = "44-45"
slug = "44-45"
title = "Retail Trade"
level = "Sector"
employment = 25460
lq = 3.45

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 1850
lq = 1.47

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 4090
lq = 0.8

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 2890
lq = 0.68

[[industries.concentrated]]
naics = "53"
slug = "53"
title = "Real Estate and Rental and Leasing"
level = "Sector"
employment = 750
lq = 0.67

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

[aiOutlook.index]
value = 45
percentile = 44
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 3

[[aiOutlook.index.components]]
percentile = 39
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 41
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 54
source = "microsoft_working_with_ai"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.74
percentile = 60
band = "Moderate"
note = "A pre-LLM (2013) estimate of how automatable this job is by computerization and robotics. Shown for historical context only — it is not part of any current AI ranking."

[aiOutlook.eloundou]
alpha = 0.2857142857142857
beta = 0.36734693877551017
gamma = 0.44897959183673464

[aiOutlook.bls]
growthPercent = -0.9
growthPercentile = 22
direction = "Declining"
annualOpeningsThousands = 7.6
annualOpeningsPercentile = 56
employment2024Thousands = 79.1
employment2034Thousands = 78.4

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = -0.3458247
percentile = 39
band = "Moderate"
note = "How much this job's abilities overlap with what AI systems can do, across many AI capabilities. A relative research score, not a forecast of job loss."

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.44897959183673464
percentile = 41
band = "Moderate"
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 = 0.15919618757563442
percentile = 54
band = "Moderate"
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 = "Reinstall software programs or adjust settings on existing software to fix machine malfunctions."
usagePercent = 0.04919703051242969
importance = 4.16

[[aiOutlook.usageTasks]]
task = "Install and configure new equipment, including operating software or peripheral equipment."
usagePercent = 0.04734829032615885
importance = 3.98

[[aiOutlook.usageTasks]]
task = "Calibrate testing instruments."
usagePercent = 0.014995337066419073
importance = 3.2

[[aiOutlook.usageTasks]]
task = "Align, adjust, or calibrate equipment according to specifications."
usagePercent = 0.012427642363265122
importance = 4.23

[[aiOutlook.usageTasks]]
task = "Read specifications, such as blueprints, charts, or schematics, to determine machine settings or adjustments."
usagePercent = 0.012427642363265122
importance = 3.79

[[aiOutlook.usageTasks]]
task = "Analyze equipment performance records to assess equipment functioning."
usagePercent = 0.009859947660111171
importance = 3.87

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

[[aiOutlook.sources]]
source = "dingel_neiman"
version = "dingel-neiman-workathome"

[[aiOutlook.sources]]
source = "felten_aioe"
version = "felten-raj-seamans-aioe"

[[aiOutlook.sources]]
source = "frey_osborne"
version = "frey-osborne-automation"

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

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

[aiPlaybook]
trustedTaskCount = 5
taskCount = 6
totalSample = 2957
autonomyMedian = 4
dominantCollaboration = "feedback loop"
automationShare = 63.85
augmentationShare = 33.36
workUsePercent = 32.2
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "feedback loop"
percent = 37.67

[[aiPlaybook.collaboration]]
label = "directive"
percent = 26.18

[[aiPlaybook.collaboration]]
label = "learning"
percent = 24.72

[[aiPlaybook.collaboration]]
label = "task iteration"
percent = 6.77

[[aiPlaybook.collaboration]]
label = "validation"
percent = 1.87

[[aiPlaybook.useCase]]
label = "personal"
percent = 62.43

[[aiPlaybook.useCase]]
label = "work"
percent = 32.2

[[aiPlaybook.useCase]]
label = "coursework"
percent = 4.9

[[aiPlaybook.delegatedTasks]]
task = "Reinstall software programs or adjust settings on existing software to fix machine malfunctions."
usagePercent = 0.171021377672209
collaboration = "feedback loop"
autonomyMedian = 4
sampleCount = 1710

[[aiPlaybook.delegatedTasks]]
task = "Install and configure new equipment, including operating software or peripheral equipment."
usagePercent = 0.0923115389423678
collaboration = "learning"
autonomyMedian = 4
sampleCount = 923

[[aiPlaybook.delegatedTasks]]
task = "Advise customers concerning equipment operation, maintenance, or programming."
usagePercent = 0.017702212776597073
collaboration = "learning"
autonomyMedian = 4
sampleCount = 177

[[aiPlaybook.delegatedTasks]]
task = "Analyze equipment performance records to assess equipment functioning."
usagePercent = 0.007600950118764846
collaboration = "learning"
autonomyMedian = 4
sampleCount = 76

[[aiPlaybook.delegatedTasks]]
task = "Read specifications, such as blueprints, charts, or schematics, to determine machine settings or adjustments."
usagePercent = 0.005500687585948244
collaboration = "learning"
autonomyMedian = 4
sampleCount = 55

[[aiPlaybook.boundaryTasks]]
task = "Advise customers concerning equipment operation, maintenance, or programming."
humanNeededPercent = 98.87005649717514
sampleCount = 177

[[aiPlaybook.boundaryTasks]]
task = "Read specifications, such as blueprints, charts, or schematics, to determine machine settings or adjustments."
humanNeededPercent = 92.72727272727272
sampleCount = 55

[[aiPlaybook.boundaryTasks]]
task = "Install and configure new equipment, including operating software or peripheral equipment."
humanNeededPercent = 91.00758396533044
sampleCount = 923

[[aiPlaybook.boundaryTasks]]
task = "Analyze equipment performance records to assess equipment functioning."
humanNeededPercent = 86.8421052631579
sampleCount = 76

[[aiPlaybook.boundaryTasks]]
task = "Reinstall software programs or adjust settings on existing software to fix machine malfunctions."
humanNeededPercent = 77.953216374269
sampleCount = 1710

[[aiPlaybook.seedPrompts]]
prompt = "Help me reinstall software programs or adjust settings on existing software to fix machine malfunctions. Share a first pass, then we'll refine it together."
collaboration = "feedback loop"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to install and configure new equipment, including operating software or peripheral equipment, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to advise customers concerning equipment operation, maintenance, or programming, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to analyze equipment performance records to assess equipment functioning, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to read specifications, such as blueprints, charts, or schematics, to determine machine settings or adjustments, then check my work as I try it myself."
collaboration = "learning"

[counts]
tasks = 25
skills = 49
capabilities = 120
tools = 41
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "5d2400535906754a"

[[tasks]]
text = "Reassemble machines after making repairs or replacing parts."
type = "Core"
iwa = "4.A.3.a.2.d"

[[tasks]]
text = "Converse with customers to determine details of equipment problems."
type = "Core"
iwa = "4.A.4.a.2.j"

[[tasks]]
text = "Disassemble machines to examine parts, such as wires, gears, or bearings for wear or defects, using hand or power tools and measuring devices."
type = "Core"
iwa = "4.A.3.a.2.s"

[[tasks]]
text = "Advise customers concerning equipment operation, maintenance, or programming."
type = "Core"
iwa = "4.A.4.b.3.e"

[[tasks]]
text = "Align, adjust, or calibrate equipment according to specifications."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Repair, adjust, or replace electrical or mechanical components or parts, using hand tools, power tools, or soldering or welding equipment."
type = "Core"
iwa = "4.A.3.a.2.i"

[[tasks]]
text = "Travel to customers' stores or offices to service machines or to provide emergency repair service."
type = "Core"
iwa = "4.A.3.a.4.a"

[[tasks]]
text = "Maintain parts inventories and order any additional parts needed for repairs."
type = "Core"
iwa = "4.A.4.c.3.a"

[[tasks]]
text = "Reinstall software programs or adjust settings on existing software to fix machine malfunctions."
type = "Core"
iwa = "4.A.3.b.1.c"

[[tasks]]
text = "Operate machines to test functioning of parts or mechanisms."
type = "Core"
iwa = "4.A.1.b.2.l"

[[tasks]]
text = "Clean, oil, or adjust mechanical parts to maintain machines' operating efficiency and to prevent breakdowns."
type = "Core"
iwa = "4.A.3.a.1.c"

[[tasks]]
text = "Maintain records of equipment maintenance work or repairs."
type = "Core"
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Confer with customers or users to assess problems."
iwa = "4.A.4.a.2.j"

[[activities]]
name = "Reassemble equipment after repair."
iwa = "4.A.3.a.2.d"

[[activities]]
name = "Travel to work sites to perform installation, repair or maintenance work."
iwa = "4.A.3.a.4.a"

[[activities]]
name = "Install programs onto computer or computer-controlled equipment."
iwa = "4.A.3.b.1.c"

[[activities]]
name = "Train customers in the use of products."
iwa = "4.A.4.b.3.e"

[[activities]]
name = "Test mechanical systems to ensure proper functioning."
iwa = "4.A.1.b.2.l"

[[activities]]
name = "Assemble mechanical components or machine parts."
iwa = "4.A.3.a.2.d"

[[activities]]
name = "Test mechanical equipment to ensure proper functioning."
iwa = "4.A.1.b.2.l"

[[activities]]
name = "Maintain repair or maintenance records."
iwa = "4.A.3.b.6.h"

[[activities]]
name = "Maintain inventories of materials, equipment, or products."
iwa = "4.A.4.c.3.a"

[[activities]]
name = "Order materials, supplies, or equipment."
iwa = "4.A.4.c.3.e"

[[activities]]
name = "Install electrical components, equipment, or systems."
iwa = "4.A.3.a.2.t"

[[activities]]
name = "Calibrate equipment to specifications."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Align equipment or machinery."
iwa = "4.A.3.a.2.ao"

[[activities]]
name = "Test electrical circuits or components for proper functioning."
iwa = "4.A.1.b.2.l"

[[activities]]
name = "Adjust equipment to ensure optimal performance."
iwa = "4.A.3.a.2.i"

[[activities]]
name = "Replace worn, damaged, or defective mechanical parts."
iwa = "4.A.3.b.4.c"

[[activities]]
name = "Repair worn, damaged, or defective mechanical parts."
iwa = "4.A.3.b.4.c"

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

[[activities]]
name = "Disassemble equipment to inspect for deficiencies."
iwa = "4.A.3.a.2.s"

[[activities]]
name = "Clean equipment, parts, or tools to repair or maintain them in good working order."
iwa = "4.A.3.a.1.c"

[[activities]]
name = "Lubricate equipment to allow proper functioning."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Enter codes or other information into computers."
iwa = "4.A.3.b.1.f"

[[activities]]
name = "Read technical information needed to perform maintenance or repairs."
iwa = "4.A.1.a.1.b"

[[activities]]
name = "Lay cables to connect equipment."
iwa = "4.A.3.a.2.ah"

[[activities]]
name = "Connect electrical components or equipment."
iwa = "4.A.3.a.2.ah"

[[activities]]
name = "Analyze test or performance data to assess equipment operation."
iwa = "4.A.2.a.4.l"

[[activities]]
name = "Maintain work equipment or machinery."
iwa = "4.A.3.b.5.a"

[[activities]]
name = "Train others in operational procedures."
iwa = "4.A.4.b.3.d"

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.34

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.01

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.88

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

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.64

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

[[capabilities]]
name = "Repairing"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.62

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

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 3.5

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

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.5

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.5

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Troubleshooting"
family = "transferable_skill"
value = 3.38

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

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Equipment Selection"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Equipment Maintenance"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.12

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

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

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

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.12

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.12

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.12

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.09

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.04

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

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3

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

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

[[capabilities]]
name = "Service Orientation"
family = "transferable_skill"
value = 3

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

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Written Expression"
family = "ability"
value = 3

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Adobe Acrobat"
type = "Specialized Skill"

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

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

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

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

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

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

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

[[skills]]
name = "Depth Perception"
type = "Common Skill"

[[skills]]
name = "Norton Antivirus"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Office Live Meeting"
type = "Specialized Skill"

[[skills]]
name = "Microsoft Internet Explorer"
type = "Common Skill"

[[skills]]
name = "IBM Notes"
type = "Specialized Skill"

[[skills]]
name = "Email Software"
type = "Specialized Skill"

[[skills]]
name = "Database Software"
type = "Specialized Skill"

[[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 = "Adobe Acrobat"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Extensible markup language XML"
category = "Enterprise application integration software"
hot = true
inDemand = false

[[tools]]
example = "Hypertext markup language HTML"
category = "Web platform development software"
hot = true
inDemand = false

[[tools]]
example = "JavaScript"
category = "Web platform development software"
hot = true
inDemand = false

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

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

[[tools]]
example = "Microsoft Active Directory"
category = "Internet directory services software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Active Server Pages ASP"
category = "Web platform development software"
hot = true
inDemand = false

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

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

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

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

[[tools]]
example = "ServiceNow"
category = "Data base user interface and query 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 = "Call tracking software"
category = "Helpdesk or call center software"
hot = false
inDemand = false

[[tools]]
example = "Cisco Systems VPN Client"
category = "Network security or virtual private network VPN management software"
hot = false
inDemand = false

[[tools]]
example = "Database software"
category = "Data base user interface and query software"
hot = false
inDemand = false

[[tools]]
example = "Debugging software"
category = "Program testing software"
hot = false
inDemand = false

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

[[tools]]
example = "Extensible stylesheet language XSL"
category = "Enterprise application integration software"
hot = false
inDemand = false

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

[[tools]]
example = "IBM WebSphere"
category = "Cloud-based management software"
hot = false
inDemand = false

[[tools]]
example = "Inventory control system software"
category = "Inventory management software"
hot = false
inDemand = false

[[tools]]
example = "Macromedia Cold Fusion"
category = "Web page creation and editing software"
hot = false
inDemand = false

[[tools]]
example = "McNeel Rhinoceros 3D"
category = "Graphics or photo imaging software"
hot = false
inDemand = false

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

[[tools]]
example = "Microsoft Hyperterminal"
category = "Platform interconnectivity software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Internet Explorer"
category = "Internet browser software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Office Live Meeting"
category = "Video conferencing software"
hot = false
inDemand = false

[[tools]]
example = "Microsoft Visual Basic.NET"
category = "Object or component oriented development software"
hot = false
inDemand = false

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

[[tools]]
example = "Personal computer diagnostic software"
category = "Program testing software"
hot = false
inDemand = false

[[tools]]
example = "Scheduling software"
category = "Calendar and scheduling software"
hot = false
inDemand = false

[[tools]]
example = "Symantec Altiris Deployment Solution"
category = "Configuration management software"
hot = false
inDemand = false

[[tools]]
example = "Symantec Norton Utilities"
category = "Filesystem software"
hot = false
inDemand = false

[[tools]]
example = "Terminal emulation software"
category = "Network connectivity terminal emulation software"
hot = false
inDemand = false

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

[[workContext]]
name = "Telephone Conversations"
value = 4.93

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.54

[[workContext]]
name = "E-Mail"
value = 4.52

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.44

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.42

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.34

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.24

[[workContext]]
name = "Time Pressure"
value = 4.24

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 4.2

[[workContext]]
name = "Contact With Others"
value = 4.1

[[workContext]]
name = "Frequency of Decision Making"
value = 4.04

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.01

[[workContext]]
name = "Spend Time Standing"
value = 3.92

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.69

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.65

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 3.55

[[workContext]]
name = "Physical Proximity"
value = 3.5

[[workContext]]
name = "Conflict Situations"
value = 3.2

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 3.2

[[workContext]]
name = "Exposed to Contaminants"
value = 3.18

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 3.18

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.11

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 2.95

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.92

[[workContext]]
name = "Level of Competition"
value = 2.87

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.78

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 2.7

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.62

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.58

[[workContext]]
name = "Consequence of Error"
value = 2.56

[[workContext]]
name = "Exposed to Very Hot or Cold Temperatures"
value = 2.55

[[workContext]]
name = "Exposed to Minor Burns, Cuts, Bites, or Stings"
value = 2.49

[[workContext]]
name = "Degree of Automation"
value = 2.46

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.45

[[workContext]]
name = "Written Letters and Memos"
value = 2.33

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 2.27

[[workContext]]
name = "Outdoors, Exposed to All Weather Conditions"
value = 2.25

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.2

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 2.12

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.12

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 6.51

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.83

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 5.5

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.13

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 4.04

[[personFit]]
name = "Physical/Manual Labor"
family = "specific_interest_area"
value = 2.84

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 2.65

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 2.5

[[personFit]]
name = "Dependability"
family = "work_style"
value = 2.41

[[personFit]]
name = "Cautiousness"
family = "work_style"
value = 1.99

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 1.81

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 1.79

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 1.75

[[personFit]]
name = "Transportation/Machine Operation"
family = "specific_interest_area"
value = 1.7

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 1.58

[[personFit]]
name = "Integrity"
family = "work_style"
value = 1.57

[[relatedRoles]]
socCode = "49-2094.00"
slug = "role-49-2094-00"
title = "Electrical and Electronics Repairers, Commercial and Industrial Equipment"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "17-3028.00"
slug = "role-17-3028-00"
title = "Calibration Technologists and Technicians"
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 = "17-3023.00"
slug = "role-17-3023-00"
title = "Electrical and Electronic Engineering Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "49-9091.00"
slug = "role-49-9091-00"
title = "Coin, Vending, and Amusement Machine Servicers and Repairers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "51-2023.00"
slug = "role-51-2023-00"
title = "Electromechanical Equipment Assemblers"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "17-3024.01"
slug = "role-17-3024-01"
title = "Robotics Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-2093.00"
slug = "role-49-2093-00"
title = "Electrical and Electronics Installers and Repairers, Transportation Equipment"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9041.00"
slug = "role-49-9041-00"
title = "Industrial Machinery Mechanics"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "49-9062.00"
slug = "role-49-9062-00"
title = "Medical Equipment Repairers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "49-2096.00"
slug = "role-49-2096-00"
title = "Electronic Equipment Installers and Repairers, Motor Vehicles"
tier = "Supplemental"

[[careerClusters]]
cluster = "Advanced Manufacturing"
slug = "advanced-manufacturing"

[[careerClusters]]
cluster = "Marketing & Sales"
slug = "marketing-sales"

[[studyPrograms]]
title = "Mechanic and Repair Technologies/Technicians"
slug = "mechanic-and-repair-technologies-technicians"

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.74
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = -0.3458247
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.1531325
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.4540974
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
