entityType = "role"
schemaVersion = "role.v1"
slug = "role-15-2099-01"
socCode = "15-2099.01"
title = "Bioinformatics Technicians"
summary = "Apply principles and methods of bioinformatics to assist scientists in areas such as pharmaceuticals, medical technology, biotechnology, computational biology, proteomics, computer information science, biology and medical informatics. Apply bioinformatics tools to visualize, analyze, manipulate or interpret molecular data. May build and maintain databases for processing and analyzing genomic or other biological information."
aliases = ["Bioinformatics Analyst", "Bioinformatics Specialist", "Biotechnician", "Scientific Informatics Analyst", "Bioinformatics Technician", "Museum Informatics Specialist", "Research Scientist", "Bioinformatics Research Technician", "Biometrics Technician", "Data Analyst", "Data Technician", "Database Technician"]
emergingTasks = []
aiSignals = []

[preparation]
jobZone = "4"
jobZoneName = "Job Zone Four: Considerable Preparation Needed"
education = "Most of these occupations require a four-year bachelor's degree, but some do not."
experience = "A considerable amount of work-related skill, knowledge, or experience is needed for these occupations. For example, an accountant must complete four years of college and work for several years in accounting to be considered qualified."
svpRange = "(7.0 to < 8.0)"

[[preparation.educationDistribution]]
label = "Bachelor's Degree"
percentage = 50.89

[[preparation.educationDistribution]]
label = "Master's Degree"
percentage = 40.66

[[preparation.educationDistribution]]
label = "Doctoral Degree"
percentage = 4.11

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 2.45

[[preparation.educationDistribution]]
label = "Post-Doctoral Training"
percentage = 1.89

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

[market]
medianWage = 71490
meanWage = 84700
pct10Wage = 40330
pct25Wage = 52440
pct75Wage = 101920
pct90Wage = 154140
employment = 4660
areaTitle = "U.S."

[industries]
count = 13

[[industries.top]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1540
medianWage = 77910
lq = 4.73

[[industries.top]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 460
medianWage = 73960
lq = 1.69

[[industries.top]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 280
medianWage = 78870
lq = 3.3

[[industries.top]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 280
medianWage = 77130
lq = 0.68

[[industries.top]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 190
medianWage = 79810
lq = 0.49

[[industries.top]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 150
medianWage = 63500
lq = 1.87

[[industries.top]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 110
medianWage = 66560
lq = 0.58

[[industries.top]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 100
medianWage = 78840
lq = 0.75

[[industries.top]]
naics = "62"
slug = "62"
title = "Health Care and Social Assistance"
level = "Sector"
employment = 90
medianWage = 73420

[[industries.top]]
naics = "42"
slug = "42"
title = "Wholesale Trade"
level = "Sector"
employment = 60
medianWage = 155160

[[industries.top]]
naics = "524114"
slug = "524114"
title = "Direct Health and Medical Insurance Carriers"
level = "National industry"
employment = 40
medianWage = 49660

[[industries.top]]
naics = "541330"
slug = "541330"
title = "Engineering Services"
level = "National industry"
medianWage = 80960

[[industries.concentrated]]
naics = "54"
slug = "54"
title = "Professional, Scientific, and Technical Services"
level = "Sector"
employment = 1540
lq = 4.73

[[industries.concentrated]]
naics = "55"
slug = "55"
title = "Management of Companies and Enterprises"
level = "Sector"
employment = 280
lq = 3.3

[[industries.concentrated]]
naics = "561320"
slug = "561320"
title = "Temporary Help Services"
level = "National industry"
employment = 150
lq = 1.87

[[industries.concentrated]]
naics = "56"
slug = "56"
title = "Administrative and Support and Waste Management and Remediation Services"
level = "Sector"
employment = 460
lq = 1.69

[[industries.concentrated]]
naics = "81"
slug = "81"
title = "Other Services (except Public Administration)"
level = "Sector"
employment = 100
lq = 0.75

[[industries.concentrated]]
naics = "61"
slug = "61"
title = "Educational Services"
level = "Sector"
employment = 280
lq = 0.68

[[industries.concentrated]]
naics = "52"
slug = "52"
title = "Finance and Insurance"
level = "Sector"
employment = 110
lq = 0.58

[[industries.concentrated]]
naics = "31-33"
slug = "31-33"
title = "Manufacturing"
level = "Sector"
employment = 190
lq = 0.49

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

[aiOutlook.index]
value = 92
percentile = 97
band = "High"
version = "ai-exposure-index-v1"
componentCount = 2

[[aiOutlook.index.components]]
percentile = 89
source = "openai_gpts_are_gpts"

[[aiOutlook.index.components]]
percentile = 96
source = "microsoft_working_with_ai"

[aiOutlook.eloundou]
alpha = 0.7666666666666666
beta = 0.8666666666666667
gamma = 0.9666666666666667

[aiOutlook.bls]
growthPercent = 4
growthPercentile = 64
direction = "About average"
annualOpeningsThousands = 0.3
annualOpeningsPercentile = 4
employment2024Thousands = 5
employment2034Thousands = 5.2

[[aiOutlook.exposure]]
source = "eloundou_gamma"
label = "LLM task exposure, γ (OpenAI / Eloundou)"
value = 0.9666666666666667
percentile = 89
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 = 0.33584301782659165
percentile = 96
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 = "Develop or apply data mining and machine learning algorithms."
usagePercent = 0.7919797542408047
importance = 3.88

[[aiOutlook.usageTasks]]
task = "Write computer programs or scripts to be used in querying databases."
usagePercent = 0.1132866903031523
importance = 3.53

[[aiOutlook.usageTasks]]
task = "Monitor database performance and perform any necessary maintenance, upgrades, or repairs."
usagePercent = 0.0670681856463812
importance = 3.59

[[aiOutlook.usageTasks]]
task = "Develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation."
usagePercent = 0.053099926461223704
importance = 3.78

[[aiOutlook.usageTasks]]
task = "Create data management or error-checking procedures and user manuals."
usagePercent = 0.05094306291057438
importance = 3.43

[[aiOutlook.usageTasks]]
task = "Document all database changes, modifications, or problems."
usagePercent = 0.028552765099071932
importance = 3.48

[[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 = 19
skills = 43
capabilities = 120
tools = 47
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "14f59814888daf71"

[[tasks]]
text = "Analyze or manipulate bioinformatics data using software packages, statistical applications, or data mining techniques."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Develop or apply data mining and machine learning algorithms."
type = "Supplemental"
iwa = "4.A.3.b.2.f"

[[tasks]]
text = "Extend existing software programs, web-based interactive tools, or database queries as sequence management and analysis needs evolve."
type = "Core"
iwa = "4.A.2.b.2.b"

[[tasks]]
text = "Maintain awareness of new and emerging computational methods and technologies."
type = "Core"
iwa = "4.A.2.b.3.a"

[[tasks]]
text = "Design or implement web-based tools for querying large-scale biological databases."
type = "Supplemental"
iwa = "4.A.2.b.2.b"

[[tasks]]
text = "Conduct quality analyses of data inputs and resulting analyses or predictions."
type = "Core"
iwa = "4.A.2.a.4.g"

[[tasks]]
text = "Enter or retrieve information from structural databases, protein sequence motif databases, mutation databases, genomic databases or gene expression databases."
type = "Core"
iwa = "4.A.1.a.1.d"

[[tasks]]
text = "Develop or maintain applications that process biologically based data into searchable databases for purposes of analysis, calculation, or presentation."
type = "Core"
iwa = "4.A.2.b.2.b"

[[tasks]]
text = "Confer with researchers, clinicians, or information technology staff to determine data needs and programming requirements and to provide assistance with database-related research activities."
type = "Core"
iwa = "4.A.4.a.2.c"

[[tasks]]
text = "Participate in the preparation of reports or scientific publications."
type = "Core"
iwa = "4.A.3.b.6.c"

[[tasks]]
text = "Monitor database performance and perform any necessary maintenance, upgrades, or repairs."
type = "Supplemental"
iwa = "4.A.2.a.1.g"

[[tasks]]
text = "Confer with database users about project timelines and changes."
type = "Supplemental"
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Develop computer or online applications."
iwa = "4.A.2.b.2.b"

[[activities]]
name = "Search files, databases or reference materials to obtain needed information."
iwa = "4.A.1.a.1.d"

[[activities]]
name = "Enter information into databases or software programs."
iwa = "4.A.3.b.1.f"

[[activities]]
name = "Assess database performance."
iwa = "4.A.2.a.1.g"

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

[[activities]]
name = "Analyze operational or research data."
iwa = "4.A.2.a.4.g"

[[activities]]
name = "Confer with coworkers to coordinate work activities."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Develop data analysis or data management procedures."
iwa = "4.A.3.b.2.f"

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

[[activities]]
name = "Maintain current knowledge related to work activities."
iwa = "4.A.2.b.3.a"

[[activities]]
name = "Prepare research or technical reports."
iwa = "4.A.3.b.6.c"

[[activities]]
name = "Train personnel."
iwa = "4.A.4.b.3.d"

[[activities]]
name = "Confer with organizational members to accomplish work activities."
iwa = "4.A.4.a.2.c"

[[activities]]
name = "Format digital documents, data, or images."
iwa = "4.A.3.b.1.f"

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

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

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.77

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 4.5

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

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 3.99

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.8

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 3.75

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 3.75

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

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 3.62

[[capabilities]]
name = "Mathematical Reasoning"
family = "ability"
value = 3.62

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

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

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

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

[[capabilities]]
name = "Complex Problem Solving"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Judgment and Decision Making"
family = "transferable_skill"
value = 3.5

[[capabilities]]
name = "Oral Expression"
family = "ability"
value = 3.5

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.5

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

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

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.38

[[capabilities]]
name = "Flexibility of Closure"
family = "ability"
value = 3.38

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 3.38

[[capabilities]]
name = "Speech Recognition"
family = "ability"
value = 3.38

[[capabilities]]
name = "Speech Clarity"
family = "ability"
value = 3.38

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

[[capabilities]]
name = "Systems Analysis"
family = "transferable_skill"
value = 3.25

[[capabilities]]
name = "Fluency of Ideas"
family = "ability"
value = 3.25

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

[[capabilities]]
name = "Programming"
family = "transferable_skill"
value = 3.12

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

[[capabilities]]
name = "Systems Evaluation"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Time Management"
family = "transferable_skill"
value = 3

[[capabilities]]
name = "Originality"
family = "ability"
value = 3

[[capabilities]]
name = "Perceptual Speed"
family = "ability"
value = 3

[[capabilities]]
name = "Visualization"
family = "ability"
value = 3

[[capabilities]]
name = "Design"
family = "knowledge"
value = 2.91

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Atlassian Bamboo"
type = "Specialized Skill"

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

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

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

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

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

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

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

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

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

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

[[tools]]
example = "IBM SPSS Statistics"
category = "Analytical or scientific software"
hot = true
inDemand = false

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

[[tools]]
example = "Microsoft Office software"
category = "Office suite 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 SharePoint"
category = "Document management software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft SQL Server"
category = "Data base management system software"
hot = true
inDemand = false

[[tools]]
example = "Microsoft Visio"
category = "Process mapping and design 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 = "MySQL"
category = "Data base user interface and query software"
hot = true
inDemand = false

[[tools]]
example = "Oracle Database"
category = "Data base user interface and query 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 = "R"
category = "Object or component oriented development software"
hot = true
inDemand = false

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

[[tools]]
example = "SAP software"
category = "Enterprise resource planning ERP software"
hot = true
inDemand = false

[[tools]]
example = "SAS"
category = "Analytical or scientific 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 = "The MathWorks MATLAB"
category = "Analytical or scientific software"
hot = true
inDemand = false

[[tools]]
example = "Atlassian Bamboo"
category = "Enterprise application integration software"
hot = false
inDemand = false

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

[[tools]]
example = "Basic Local Alignment Search Tool BLAST"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Bioconductor"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Bowtie"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Burrows-Wheeler Aligner BWA"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "ClustalW"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Cufflinks"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Data visualization software"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[tools]]
example = "Esri ArcGIS"
category = "Geographic information system"
hot = false
inDemand = false

[[tools]]
example = "Genome Analysis Toolkit GATK"
category = "Analytical or scientific software"
hot = false
inDemand = false

[[workContext]]
name = "E-Mail"
value = 4.87

[[workContext]]
name = "Spend Time Sitting"
value = 4.71

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.33

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.29

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.26

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.21

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.06

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 3.9

[[workContext]]
name = "Contact With Others"
value = 3.88

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.62

[[workContext]]
name = "Time Pressure"
value = 3.39

[[workContext]]
name = "Physical Proximity"
value = 3.36

[[workContext]]
name = "Level of Competition"
value = 3.35

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 3.13

[[workContext]]
name = "Degree of Automation"
value = 2.94

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 2.92

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 2.91

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 2.89

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 2.85

[[workContext]]
name = "Consequence of Error"
value = 2.67

[[workContext]]
name = "Frequency of Decision Making"
value = 2.66

[[workContext]]
name = "Telephone Conversations"
value = 2.63

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 2.43

[[workContext]]
name = "Health and Safety of Other Workers"
value = 2.27

[[workContext]]
name = "Public Speaking"
value = 2.2

[[workContext]]
name = "Written Letters and Memos"
value = 2.19

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 2.19

[[workContext]]
name = "Conflict Situations"
value = 2

[[workContext]]
name = "Exposed to Contaminants"
value = 1.86

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 1.85

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 1.83

[[workContext]]
name = "Spend Time Standing"
value = 1.72

[[workContext]]
name = "Dealing with Violent or Physically Aggressive People"
value = 1.62

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 1.48

[[workContext]]
name = "Exposed to Disease or Infections"
value = 1.42

[[workContext]]
name = "Spend Time Walking or Running"
value = 1.41

[[workContext]]
name = "Indoors, Not Environmentally Controlled"
value = 1.34

[[workContext]]
name = "In an Enclosed Vehicle or Operate Enclosed Equipment"
value = 1.3

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.28

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 1.26

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.42

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 6.04

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

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

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 5.46

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 5.13

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

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 4.97

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

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 3.81

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 3

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

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 2.8

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.74

[[personFit]]
name = "Office Work"
family = "specific_interest_area"
value = 2.6

[[personFit]]
name = "Adaptability"
family = "work_style"
value = 2.25

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

[[relatedRoles]]
socCode = "29-9021.00"
slug = "role-29-9021-00"
title = "Health Information Technologists and Medical Registrars"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "19-4021.00"
slug = "role-19-4021-00"
title = "Biological Technicians"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "43-9111.00"
slug = "role-43-9111-00"
title = "Statistical Assistants"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "15-1242.00"
slug = "role-15-1242-00"
title = "Database Administrators"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2011.00"
slug = "role-29-2011-00"
title = "Medical and Clinical Laboratory Technologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "19-4061.00"
slug = "role-19-4061-00"
title = "Social Science Research Assistants"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2011.01"
slug = "role-29-2011-01"
title = "Cytogenetic Technologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2072.00"
slug = "role-29-2072-00"
title = "Medical Records Specialists"
tier = "Primary-Long"

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

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

[[careerClusters]]
cluster = "Energy & Natural Resources"
slug = "energy-natural-resources"

[[careerClusters]]
cluster = "Financial Services"
slug = "financial-services"

[[careerClusters]]
cluster = "Healthcare & Human Services"
slug = "healthcare-human-services"

[[careerClusters]]
cluster = "Management & Entrepreneurship"
slug = "management-entrepreneurship"

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

[[studyPrograms]]
title = "Mathematics and Statistics"
slug = "mathematics-and-statistics"

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