entityType = "role"
schemaVersion = "role.v1"
slug = "role-15-1221-00"
socCode = "15-1221.00"
title = "Computer and Information Research Scientists"
summary = "Conduct research into fundamental computer and information science as theorists, designers, or inventors. Develop solutions to problems in the field of computer hardware and software."
aliases = ["Computer Scientist", "Computer Specialist", "Control System Computer Scientist", "Research Scientist", "Scientific Programmer Analyst", "AI Engineer (Artificial Intelligence Engineer)", "Applied Scientist", "Artificial Intelligence Specialist (AI Specialist)", "Computational Linguist", "Computational Scientist", "Computational Theory Scientist", "Computer Vision Scientist"]
emergingTasks = []
aiSignals = []

[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)"

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 28.42

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 19.93

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 8.35

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 4.5

[[preparation.educationDistribution]]
label = "First Professional Degree"
percentage = 2.58

[educationLevel]
category = "Master's degree"
slug = "master-s-degree"

[market]
medianWage = 140910
meanWage = 152310
pct10Wage = 80670
pct25Wage = 102710
pct75Wage = 181210
pct90Wage = 232120
employment = 38480
areaTitle = "U.S."

[industries]
count = 16

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 17520
medianWage = 140910
lq = 6.52

[[industries.top]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 4230
medianWage = 219620
lq = 5.83

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 2160
medianWage = 88700
lq = 0.63

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1680
medianWage = 172590
lq = 0.53

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 1040
medianWage = 156830
lq = 3.6

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 660
medianWage = 174900
lq = 0.44

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 540
medianWage = 160820
lq = 0.77

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 440
medianWage = 138590
lq = 0.2

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 270
medianWage = 130460
lq = 0.41

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 260
medianWage = 136420
lq = 0.17

[[industries.top]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 130
medianWage = 138530
lq = 8.57

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 110
medianWage = 92660
lq = 0.02

[[industries.concentrated]]
naics = "541720"
slug = "541720"
title = "Research and Development in the Social Sciences and Humanities"
level = "National industry"
employment = 130
lq = 8.57

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 17520
lq = 6.52

[[industries.concentrated]]
naics = "51"
slug = "51"
title = "Information"
level = "Sector"
employment = 4230
lq = 5.83

[[industries.concentrated]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
employment = 1040
lq = 3.6

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 540
lq = 0.77

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 2160
lq = 0.63

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 1680
lq = 0.53

[[industries.concentrated]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 660
lq = 0.44

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

[aiOutlook.index]
value = 67
percentile = 67
band = "High"
version = "ai-exposure-index-v1"
componentCount = 2

[[aiOutlook.index.components]]
percentile = 76
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 58
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0.38461538461538464
beta = 0.6346153846153847
gamma = 0.8846153846153847

[aiOutlook.bls]
growthPercent = 19.7
growthPercentile = 98
direction = "Growing fast"
annualOpeningsThousands = 3.2
annualOpeningsPercentile = 39
employment2024Thousands = 40.3
employment2034Thousands = 48.3

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.8846153846153847
percentile = 76
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 = 0.16925897236942583
percentile = 58
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 = "Conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers."
usagePercent = 0.7552103660916399
importance = 3.61

[[aiOutlook.usageTasks]]
task = "Analyze problems to develop solutions involving computer hardware and software."
usagePercent = 0.12273580681075884
importance = 4.24

[[aiOutlook.usageTasks]]
task = "Consult with users, management, vendors, and technicians to determine computing needs and system requirements."
usagePercent = 0.07343606851020298
importance = 3.35

[[aiOutlook.usageTasks]]
task = "Design computers and the software that runs them."
usagePercent = 0.009449116507606539
importance = 3.63

[[aiOutlook.usageTasks]]
task = "Develop and interpret organizational goals, policies, and procedures."
usagePercent = 0.005032681618181743
importance = 3.2

[[aiOutlook.usageTasks]]
task = "Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses."
usagePercent = 0.0033893570081632153
importance = 3.89

[[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 = 15
skills = 83
capabilities = 120
tools = 164
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "caee0783b6ab1b5b"

[[tasks]]
text = "Analyze problems to develop solutions involving computer hardware and software."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses."
type = "Core"
iwa = "4.A.2.b.2.b"

[[tasks]]
text = "Assign or schedule tasks to meet work priorities and goals."
type = "Core"
iwa = "4.A.4.b.1.f"

[[tasks]]
text = "Maintain network hardware and software, direct network security measures, and monitor networks to ensure availability to system users."
type = "Supplemental"
iwa = "4.A.1.a.2.j"

[[tasks]]
text = "Meet with managers, vendors, and others to solicit cooperation and resolve problems."
type = "Core"
iwa = "4.A.4.b.1.a"

[[tasks]]
text = "Design computers and the software that runs them."
type = "Core"
iwa = "4.A.2.b.2.b"

[[tasks]]
text = "Conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers."
type = "Core"
iwa = "4.A.2.a.4.d"

[[tasks]]
text = "Evaluate project plans and proposals to assess feasibility issues."
type = "Core"
iwa = "4.A.2.a.1.j"

[[tasks]]
text = "Participate in multidisciplinary projects in areas such as virtual reality, human-computer interaction, or robotics."
type = "Core"
iwa = "4.A.4.a.2.b"

[[tasks]]
text = "Consult with users, management, vendors, and technicians to determine computing needs and system requirements."
type = "Core"
iwa = "4.A.4.a.2.h"

[[tasks]]
text = "Direct daily operations of departments, coordinating project activities with other departments."
type = "Supplemental"
iwa = "4.A.4.b.4.e"

[[tasks]]
text = "Develop and interpret organizational goals, policies, and procedures."
type = "Core"
iwa = "4.A.2.b.2.v"

[[activities]]
name = "Analyze data to identify or resolve operational problems."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Assign duties or work schedules to employees."
iwa = "4.A.4.b.1.f"

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

[[activities]]
name = "Apply information technology to solve business or other applied problems."
iwa = "4.A.2.b.2.b"

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

[[activities]]
name = "Collaborate with others to resolve information technology issues."
iwa = "4.A.4.b.1.a"

[[activities]]
name = "Analyze data to identify trends or relationships among variables."
iwa = "4.A.2.a.4.d"

[[activities]]
name = "Develop organizational goals or objectives."
iwa = "4.A.2.b.2.v"

[[activities]]
name = "Train others in computer interface or software use."
iwa = "4.A.4.b.3.e"

[[activities]]
name = "Participate in staffing decisions."
iwa = "4.A.4.c.2.a"

[[activities]]
name = "Develop performance metrics or standards related to information technology."
iwa = "4.A.3.b.2.a"

[[activities]]
name = "Design integrated computer systems."
iwa = "4.A.2.b.2.b"

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

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

[[activities]]
name = "Collaborate on research activities with scientists or technical specialists."
iwa = "4.A.4.a.2.b"

[[activities]]
name = "Manage budgets for appropriate resource allocation."
iwa = "4.A.4.b.4.h"

[[activities]]
name = "Manage information technology projects or system activities."
iwa = "4.A.4.b.4.e"

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.57

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4.12

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 4.12

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.06

[[capabilities]]
name = "Critical Thinking"
family = "essential_skill"
value = 4

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 4

[[capabilities]]
name = "Oral Comprehension"
family = "ability"
value = 4

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 4

[[capabilities]]
name = "Engineering and Technology"
family = "knowledge"
value = 3.95

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.89

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 3.88

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.88

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.88

[[capabilities]]
name = "Reading Comprehension"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.75

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.75

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.75

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.75

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3.62

[[capabilities]]
name = "Originality"
family = "ability"
value = 3.62

[[capabilities]]
name = "Speaking"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Active Learning"
family = "essential_skill"
value = 3.5

[[capabilities]]
name = "Writing"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Mathematics"
family = "essential_skill"
value = 3.38

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3.38

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.38

[[capabilities]]
name = "Administration and Management"
family = "knowledge"
value = 3.3

[[capabilities]]
name = "Design"
family = "knowledge"
value = 3.27

[[capabilities]]
name = "Number Facility"
family = "ability"
value = 3.25

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3.25

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.25

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.25

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

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

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

[[capabilities]]
name = "Technology Design"
family = "transferable_skill"
value = 3.12

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Transact-SQL"
type = "Specialized Skill"

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

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

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

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

[[skills]]
name = "Node.js"
type = "Specialized Skill"

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

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

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

[[skills]]
name = "Microsoft Visual Studio"
type = "Specialized Skill"

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

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

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

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

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

[[tools]]
example = "Amazon Web Services AWS software"
category = "Data base user interface and query software"
hot = true
inDemand = true

[[tools]]
example = "Ansible software"
category = "Expert system software"
hot = true
inDemand = true

[[tools]]
example = "Apache Hadoop"
category = "Data base management system software"
hot = true
inDemand = true

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

[[tools]]
example = "Apache Spark"
category = "Business intelligence and data analysis software"
hot = true
inDemand = true

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

[[tools]]
example = "C"
category = "Development environment software"
hot = true
inDemand = true

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

[[tools]]
example = "Docker"
category = "Application server software"
hot = true
inDemand = true

[[tools]]
example = "Git"
category = "File versioning software"
hot = true
inDemand = true

[[tools]]
example = "GitHub"
category = "Application server software"
hot = true
inDemand = true

[[tools]]
example = "Go"
category = "Development environment software"
hot = true
inDemand = true

[[tools]]
example = "Grafana Labs Grafana Cloud"
category = "Graphical user interface development software"
hot = true
inDemand = true

[[tools]]
example = "IBM Terraform"
category = "Configuration management software"
hot = true
inDemand = true

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

[[tools]]
example = "Jenkins CI"
category = "Enterprise application integration software"
hot = true
inDemand = true

[[tools]]
example = "Kubernetes"
category = "Application server software"
hot = true
inDemand = true

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

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

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

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

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

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

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

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

[[tools]]
example = "Snowflake"
category = "Data mining software"
hot = true
inDemand = true

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

[[tools]]
example = "TensorFlow"
category = "Analytical or scientific software"
hot = true
inDemand = true

[[tools]]
example = "Amazon DynamoDB"
category = "Data base management system software"
hot = true
inDemand = false

[[tools]]
example = "Amazon Elastic Compute Cloud EC2"
category = "Data base user interface and query software"
hot = true
inDemand = false

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

[[tools]]
example = "Amazon Web Services AWS CloudFormation"
category = "Cloud-based management software"
hot = true
inDemand = false

[[tools]]
example = "Apache Airflow"
category = "Procedure management software"
hot = true
inDemand = false

[[tools]]
example = "Apache Cassandra"
category = "Data base management system software"
hot = true
inDemand = false

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

[[tools]]
example = "Apache Subversion SVN"
category = "File versioning software"
hot = true
inDemand = false

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

[[tools]]
example = "Chef"
category = "Configuration management software"
hot = true
inDemand = false

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

[[tools]]
example = "Eclipse IDE"
category = "Development environment software"
hot = true
inDemand = false

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

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.78

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.69

[[workContext]]
name = "Spend Time Sitting"
value = 4.53

[[workContext]]
name = "Contact With Others"
value = 4.44

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.44

[[workContext]]
name = "Telephone Conversations"
value = 4.38

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.17

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.98

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 3.96

[[workContext]]
name = "Time Pressure"
value = 3.71

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.66

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.56

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 3.42

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.32

[[workContext]]
name = "Level of Competition"
value = 3.31

[[workContext]]
name = "Public Speaking"
value = 3.13

[[workContext]]
name = "Frequency of Decision Making"
value = 3.03

[[workContext]]
name = "Written Letters and Memos"
value = 2.81

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.75

[[workContext]]
name = "Consequence of Error"
value = 2.61

[[workContext]]
name = "Conflict Situations"
value = 2.59

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.45

[[workContext]]
name = "Degree of Automation"
value = 2.32

[[workContext]]
name = "Physical Proximity"
value = 2.3

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 2.22

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.18

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.14

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 2.12

[[workContext]]
name = "Spend Time Standing"
value = 1.77

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 1.63

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.57

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.43

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.4

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.34

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.27

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.27

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 1.23

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 1.2

[[workContext]]
name = "Exposed to Contaminants"
value = 1.18

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 7

[[personFit]]
name = "Dependability"
family = "work_style"
value = 7

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 6.44

[[personFit]]
name = "Attention to Detail"
family = "work_style"
value = 6

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 5.42

[[personFit]]
name = "Intellectual Curiosity"
family = "work_style"
value = 5

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.8

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 4.51

[[personFit]]
name = "Achievement Orientation"
family = "work_style"
value = 4

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.74

[[personFit]]
name = "Management/Administration"
family = "specific_interest_area"
value = 3.01

[[personFit]]
name = "Perseverance"
family = "work_style"
value = 3

[[personFit]]
name = "Artistic"
family = "career_interest_type"
value = 2.95

[[personFit]]
name = "Innovation"
family = "work_style"
value = 2.83

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 2.76

[[personFit]]
name = "Enterprising"
family = "career_interest_type"
value = 2.49

[[relatedRoles]]
socCode = "15-2051.00"
slug = "role-15-2051-00"
title = "Data Scientists"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "15-2021.00"
slug = "role-15-2021-00"
title = "Mathematicians"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "15-1251.00"
slug = "role-15-1251-00"
title = "Computer Programmers"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "15-2031.00"
slug = "role-15-2031-00"
title = "Operations Research Analysts"
tier = "Primary-Short"

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

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

[[relatedRoles]]
socCode = "15-2099.01"
slug = "role-15-2099-01"
title = "Bioinformatics Technicians"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-1029.01"
slug = "role-19-1029-01"
title = "Bioinformatics Scientists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "15-1243.00"
slug = "role-15-1243-00"
title = "Database Architects"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "11-9121.00"
slug = "role-11-9121-00"
title = "Natural Sciences Managers"
tier = "Supplemental"

[[relatedRoles]]
socCode = "17-2031.00"
slug = "role-17-2031-00"
title = "Bioengineers and Biomedical Engineers"
tier = "Supplemental"

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

[[studyPrograms]]
title = "Biological and Biomedical Sciences"
slug = "biological-and-biomedical-sciences"

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

[[studyPrograms]]
title = "Health Professions and Related Programs"
slug = "health-professions-and-related-programs"

[[studyPrograms]]
title = "Multi/Interdisciplinary Studies"
slug = "multi-interdisciplinary-studies"

[[studyPrograms]]
title = "Physical Sciences"
slug = "physical-sciences"
