entityType = "role"
schemaVersion = "role.v1"
slug = "role-29-2011-00"
socCode = "29-2011.00"
title = "Medical and Clinical Laboratory Technologists"
summary = "Perform complex medical laboratory tests for diagnosis, treatment, and prevention of disease. May train or supervise staff."
aliases = ["Clinical Laboratory Scientist (CLS)", "Clinical Laboratory Technologist", "Medical Lab Technologist (Medical Laboratory Technologist)", "Medical Technologist (MT)", "Clinical Chemist", "Histologist Technologist", "Lab Tech (Laboratory Technologist)", "MLS (Medical Laboratory Scientist)", "Microbiology Technologist (MT)", "Technologist", "Biochemistry Technologist", "Blood Bank Laboratory Technologist"]
careerClusters = []

[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 = 52.12

[[preparation.educationDistribution]]
label = "Post-Baccalaureate Certificate"
percentage = 13.95

[[preparation.educationDistribution]]
label = "Some College Courses"
percentage = 1.54

[market]

[industries]
top = []
concentrated = []

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

[aiOutlook.index]
value = 47
percentile = 46
band = "Moderate"
version = "ai-exposure-index-v1"
componentCount = 2

[[aiOutlook.index.components]]
percentile = 56
source = "felten_aioe"

[[aiOutlook.index.components]]
percentile = 38
source = "openai_gpts_are_gpts"

[aiOutlook.freyHistorical]
source = "frey"
label = "Computerization probability (Frey & Osborne, 2013)"
value = 0.9
percentile = 78
band = "High"
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 = 0.07142857142857142
beta = 0.23214285714285712
gamma = 0.39285714285714285

[[aiOutlook.exposure]]
source = "felten_aioe"
label = "Overall AI exposure (Felten et al.)"
value = 0.2818067
percentile = 56
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 = 0.39285714285714285
percentile = 38
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.usageTasks]]
task = "Develop, standardize, evaluate, or modify procedures, techniques, or tests used in the analysis of specimens or in medical laboratory experiments."
usagePercent = 0.020438849837105446
importance = 4.29

[[aiOutlook.usageTasks]]
task = "Analyze laboratory findings to check the accuracy of the results."
usagePercent = 0.018076570710203813
importance = 4.82

[[aiOutlook.usageTasks]]
task = "Provide technical information about test results to physicians, family members, or researchers."
usagePercent = 0.01725490840519455
importance = 4.34

[[aiOutlook.usageTasks]]
task = "Analyze samples of biological material for chemical content or reaction."
usagePercent = 0.0033893570081632153
importance = 4.83

[[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 = "openai_gpts_are_gpts"
version = "gpts-are-gpts"

[aiPlaybook]
trustedTaskCount = 2
taskCount = 4
totalSample = 144
autonomyMedian = 3.5
dominantCollaboration = "learning"
augmentationShare = 42.86
workUsePercent = 38.78
release = "2026-01-15-v4-plus-2025-03-27-v2"

[[aiPlaybook.collaboration]]
label = "learning"
percent = 42.86

[[aiPlaybook.useCase]]
label = "work"
percent = 38.78

[[aiPlaybook.useCase]]
label = "personal"
percent = 32.65

[[aiPlaybook.useCase]]
label = "coursework"
percent = 16.33

[[aiPlaybook.delegatedTasks]]
task = "Provide technical information about test results to physicians, family members, or researchers."
usagePercent = 0.006400800100012502
collaboration = "learning"
autonomyMedian = 3
sampleCount = 64

[[aiPlaybook.delegatedTasks]]
task = "Develop, standardize, evaluate, or modify procedures, techniques, or tests used in the analysis of specimens or in medical laboratory experiments."
usagePercent = 0.0034004250531316418
autonomyMedian = 4
sampleCount = 34

[[aiPlaybook.boundaryTasks]]
task = "Provide technical information about test results to physicians, family members, or researchers."
humanNeededPercent = 95.3125
sampleCount = 64

[[aiPlaybook.boundaryTasks]]
task = "Develop, standardize, evaluate, or modify procedures, techniques, or tests used in the analysis of specimens or in medical laboratory experiments."
humanNeededPercent = 73.52941176470588
sampleCount = 34

[[aiPlaybook.seedPrompts]]
prompt = "Teach me how to provide technical information about test results to physicians, family members, or researchers, then check my work as I try it myself."
collaboration = "learning"

[[aiPlaybook.seedPrompts]]
prompt = "Help me with this part of my job: develop, standardize, evaluate, or modify procedures, techniques, or tests used in the analysis of specimens or in medical laboratory experiments"

[counts]
tasks = 15
skills = 40
capabilities = 120
tools = 23
relatedRoles = 20

[source]
dataset = "gold.onet_role_starter_surface"
version = "30.3"
generatedAt = "2026-06-02T21:00:32.945303+00:00"
contentHash = "cdcf566942ba1e0a"

[[tasks]]
text = "Analyze samples of biological material for chemical content or reaction."
type = "Core"
iwa = "4.A.2.a.4.j"

[[tasks]]
text = "Analyze laboratory findings to check the accuracy of the results."
type = "Core"
iwa = "4.A.2.a.4.j"

[[tasks]]
text = "Conduct chemical analysis of body fluids, including blood, urine, or spinal fluid, to determine presence of normal or abnormal components."
type = "Core"
iwa = "4.A.2.a.4.j"

[[tasks]]
text = "Enter data from analysis of medical tests or clinical results into computer for storage."
type = "Core"
iwa = "4.A.3.b.1.f"

[[tasks]]
text = "Collect and study blood samples to determine the number of cells, their morphology, or their blood group, blood type, or compatibility for transfusion purposes, using microscopic techniques."
type = "Core"
iwa = "4.A.2.a.4.j"

[[tasks]]
text = "Set up, clean, and maintain laboratory equipment."
type = "Core"
iwa = "4.A.3.a.1.i"

[[tasks]]
text = "Operate, calibrate, or maintain equipment used in quantitative or qualitative analysis, such as spectrophotometers, calorimeters, flame photometers, or computer-controlled analyzers."
type = "Core"
iwa = "4.A.3.a.3.i"

[[tasks]]
text = "Establish or monitor quality assurance programs or activities to ensure the accuracy of laboratory results."
type = "Core"
iwa = "4.A.2.b.2.e"

[[tasks]]
text = "Supervise, train, or direct lab assistants, medical and clinical laboratory technicians or technologists, or other medical laboratory workers engaged in laboratory testing."
type = "Core"
iwa = "4.A.4.b.3.f"

[[tasks]]
text = "Select and prepare specimens and media for cell cultures, using aseptic technique and knowledge of medium components and cell requirements."
type = "Core"
iwa = "4.A.3.a.2.au"

[[tasks]]
text = "Obtain, cut, stain, and mount biological material on slides for microscopic study and diagnosis, following standard laboratory procedures."
type = "Core"
iwa = "4.A.3.a.2.al"

[[tasks]]
text = "Cultivate, isolate, or assist in identifying microbial organisms or perform various tests on these microorganisms."
type = "Supplemental"
iwa = "4.A.2.a.4.j"

[[emergingTasks]]
text = "Conduct blood typing and antibody screening."

[[activities]]
name = "Develop healthcare quality and safety procedures."
iwa = "4.A.2.b.2.e"

[[activities]]
name = "Analyze laboratory specimens to detect abnormalities or other problems."
iwa = "4.A.2.a.4.j"

[[activities]]
name = "Collect biological specimens from patients."
iwa = "4.A.3.a.2.al"

[[activities]]
name = "Analyze laboratory findings."
iwa = "4.A.2.a.4.j"

[[activities]]
name = "Operate laboratory equipment to analyze medical samples."
iwa = "4.A.3.a.3.i"

[[activities]]
name = "Maintain medical laboratory equipment."
iwa = "4.A.3.b.4.f"

[[activities]]
name = "Enter patient or treatment data into computers."
iwa = "4.A.3.b.1.f"

[[activities]]
name = "Clean medical equipment or facilities."
iwa = "4.A.3.a.1.i"

[[activities]]
name = "Prepare medical supplies or equipment for use."
iwa = "4.A.3.a.2.k"

[[activities]]
name = "Communicate detailed medical information to patients or family members."
iwa = "4.A.4.a.1.e"

[[activities]]
name = "Communicate test or assessment results to medical professionals."
iwa = "4.A.4.a.2.d"

[[activities]]
name = "Train medical providers."
iwa = "4.A.4.b.3.f"

[[activities]]
name = "Supervise technical medical personnel."
iwa = "4.A.4.b.4.a"

[[activities]]
name = "Determine protocols for medical procedures."
iwa = "4.A.2.b.1.d"

[[activities]]
name = "Cultivate micro-organisms for study, testing, or medical preparations."
iwa = "4.A.3.a.2.au"

[[activities]]
name = "Prepare biological specimens for laboratory analysis."
iwa = "4.A.3.a.2.au"

[[capabilities]]
name = "Inductive Reasoning"
family = "ability"
value = 4.25

[[capabilities]]
name = "Near Vision"
family = "ability"
value = 4.25

[[capabilities]]
name = "Chemistry"
family = "knowledge"
value = 4.23

[[capabilities]]
name = "Customer and Personal Service"
family = "knowledge"
value = 4.18

[[capabilities]]
name = "Written Comprehension"
family = "ability"
value = 4.12

[[capabilities]]
name = "Problem Sensitivity"
family = "ability"
value = 4.12

[[capabilities]]
name = "Information Ordering"
family = "ability"
value = 4.12

[[capabilities]]
name = "Computers and Electronics"
family = "knowledge"
value = 4.08

[[capabilities]]
name = "English Language"
family = "knowledge"
value = 4.01

[[capabilities]]
name = "Science"
family = "essential_skill"
value = 4

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

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

[[capabilities]]
name = "Deductive Reasoning"
family = "ability"
value = 4

[[capabilities]]
name = "Biology"
family = "knowledge"
value = 3.89

[[capabilities]]
name = "Active Listening"
family = "essential_skill"
value = 3.88

[[capabilities]]
name = "Mathematics"
family = "knowledge"
value = 3.88

[[capabilities]]
name = "Category Flexibility"
family = "ability"
value = 3.88

[[capabilities]]
name = "Administrative"
family = "knowledge"
value = 3.85

[[capabilities]]
name = "Medicine and Dentistry"
family = "knowledge"
value = 3.79

[[capabilities]]
name = "Education and Training"
family = "knowledge"
value = 3.77

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

[[capabilities]]
name = "Quality Control Analysis"
family = "transferable_skill"
value = 3.75

[[capabilities]]
name = "Mechanical"
family = "knowledge"
value = 3.65

[[capabilities]]
name = "Operations Monitoring"
family = "transferable_skill"
value = 3.62

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

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

[[capabilities]]
name = "Arm-Hand Steadiness"
family = "ability"
value = 3.5

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

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

[[capabilities]]
name = "Operation and Control"
family = "transferable_skill"
value = 3.38

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

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

[[capabilities]]
name = "Selective Attention"
family = "ability"
value = 3.38

[[capabilities]]
name = "Finger Dexterity"
family = "ability"
value = 3.38

[[capabilities]]
name = "Control Precision"
family = "ability"
value = 3.38

[[capabilities]]
name = "Visual Color Discrimination"
family = "ability"
value = 3.38

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

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

[[capabilities]]
name = "Manual Dexterity"
family = "ability"
value = 3.25

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

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

[[skills]]
name = "Project Management Software"
type = "Specialized Skill"

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

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

[[tools]]
example = "eClinicalWorks EHR software"
category = "Medical software"
hot = true
inDemand = false

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

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

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

[[tools]]
example = "Commercial plate reader software"
category = "Medical software"
hot = false
inDemand = false

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

[[tools]]
example = "Electronic medical record EMR software"
category = "Medical software"
hot = false
inDemand = false

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

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

[[tools]]
example = "Hematology laboratory workflow management software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Laboratory information system LIS"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Medical digital imaging software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Medical procedure coding software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Medical system integration software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Microscopic image capturing software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Quality control software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Reimbursement screening software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Specimen tracking software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Test result delivery software"
category = "Medical software"
hot = false
inDemand = false

[[tools]]
example = "Test routing software"
category = "Medical software"
hot = false
inDemand = false

[[workContext]]
name = "Telephone Conversations"
value = 4.98

[[workContext]]
name = "Importance of Being Exact or Accurate"
value = 4.95

[[workContext]]
name = "Wear Common Protective or Safety Equipment such as Safety Shoes, Glasses, Gloves, Hearing Protection, Hard Hats, or Life Jackets"
value = 4.87

[[workContext]]
name = "E-Mail"
value = 4.86

[[workContext]]
name = "Indoors, Environmentally Controlled"
value = 4.79

[[workContext]]
name = "Exposed to Disease or Infections"
value = 4.74

[[workContext]]
name = "Face-to-Face Discussions with Individuals and Within Teams"
value = 4.6

[[workContext]]
name = "Contact With Others"
value = 4.59

[[workContext]]
name = "Work With or Contribute to a Work Group or Team"
value = 4.45

[[workContext]]
name = "Frequency of Decision Making"
value = 4.4

[[workContext]]
name = "Importance of Repeating Same Tasks"
value = 4.38

[[workContext]]
name = "Time Pressure"
value = 4.36

[[workContext]]
name = "Freedom to Make Decisions"
value = 4.29

[[workContext]]
name = "Spend Time Using Your Hands to Handle, Control, or Feel Objects, Tools, or Controls"
value = 4.23

[[workContext]]
name = "Impact of Decisions on Co-workers or Company Results"
value = 4.12

[[workContext]]
name = "Determine Tasks, Priorities and Goals"
value = 4.04

[[workContext]]
name = "Consequence of Error"
value = 3.98

[[workContext]]
name = "Physical Proximity"
value = 3.65

[[workContext]]
name = "Coordinate or Lead Others in Accomplishing Work Activities"
value = 3.64

[[workContext]]
name = "Deal With External Customers or the Public in General"
value = 3.6

[[workContext]]
name = "Health and Safety of Other Workers"
value = 3.59

[[workContext]]
name = "Work Outcomes and Results of Other Workers"
value = 3.45

[[workContext]]
name = "Spend Time Making Repetitive Motions"
value = 3.44

[[workContext]]
name = "Exposed to Contaminants"
value = 3.39

[[workContext]]
name = "Exposed to Sounds, Noise Levels that are Distracting or Uncomfortable"
value = 3.36

[[workContext]]
name = "Degree of Automation"
value = 3.27

[[workContext]]
name = "Exposed to Hazardous Conditions"
value = 3.16

[[workContext]]
name = "Dealing With Unpleasant, Angry, or Discourteous People"
value = 3.14

[[workContext]]
name = "Spend Time Standing"
value = 3.08

[[workContext]]
name = "Pace Determined by Speed of Equipment"
value = 3.03

[[workContext]]
name = "Spend Time Sitting"
value = 3.01

[[workContext]]
name = "Conflict Situations"
value = 2.96

[[workContext]]
name = "Spend Time Walking or Running"
value = 2.77

[[workContext]]
name = "Written Letters and Memos"
value = 2.76

[[workContext]]
name = "Level of Competition"
value = 2.6

[[workContext]]
name = "Spend Time Bending or Twisting Your Body"
value = 2.44

[[workContext]]
name = "Exposed to Extremely Bright or Inadequate Lighting Conditions"
value = 2.41

[[workContext]]
name = "Exposed to Cramped Work Space, Awkward Positions"
value = 2.01

[[workContext]]
name = "Spend Time Kneeling, Crouching, Stooping, or Crawling"
value = 1.63

[[workContext]]
name = "Wear Specialized Protective or Safety Equipment such as Breathing Apparatus, Safety Harness, Full Protection Suits, or Radiation Protection"
value = 1.63

[[personFit]]
name = "Investigative"
family = "career_interest_type"
value = 6.15

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

[[personFit]]
name = "Realistic"
family = "career_interest_type"
value = 5.81

[[personFit]]
name = "Life Science"
family = "specific_interest_area"
value = 5.79

[[personFit]]
name = "Medical Science"
family = "specific_interest_area"
value = 5.61

[[personFit]]
name = "Health Care Service"
family = "specific_interest_area"
value = 5.37

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

[[personFit]]
name = "Conventional"
family = "career_interest_type"
value = 4.99

[[personFit]]
name = "Physical Science"
family = "specific_interest_area"
value = 4.35

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

[[personFit]]
name = "Mathematics/Statistics"
family = "specific_interest_area"
value = 3.3

[[personFit]]
name = "Mechanics/Electronics"
family = "specific_interest_area"
value = 3.14

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

[[personFit]]
name = "Social"
family = "career_interest_type"
value = 2.77

[[personFit]]
name = "Engineering"
family = "specific_interest_area"
value = 2.47

[[personFit]]
name = "Information Technology"
family = "specific_interest_area"
value = 2.4

[[relatedRoles]]
socCode = "29-2012.00"
slug = "role-29-2012-00"
title = "Medical and Clinical Laboratory Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2011.04"
slug = "role-29-2011-04"
title = "Histotechnologists"
tier = "Primary-Short"

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

[[relatedRoles]]
socCode = "29-2012.01"
slug = "role-29-2012-01"
title = "Histology Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2031.00"
slug = "role-29-2031-00"
title = "Cardiovascular Technologists and Technicians"
tier = "Primary-Short"

[[relatedRoles]]
socCode = "29-2033.00"
slug = "role-29-2033-00"
title = "Nuclear Medicine Technologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2011.02"
slug = "role-29-2011-02"
title = "Cytotechnologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "29-2099.01"
slug = "role-29-2099-01"
title = "Neurodiagnostic Technologists"
tier = "Primary-Long"

[[relatedRoles]]
socCode = "31-9097.00"
slug = "role-31-9097-00"
title = "Phlebotomists"
tier = "Primary-Long"

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

[[relatedRoles]]
socCode = "19-1022.00"
slug = "role-19-1022-00"
title = "Microbiologists"
tier = "Supplemental"

[[relatedRoles]]
socCode = "29-1222.00"
slug = "role-29-1222-00"
title = "Physicians, Pathologists"
tier = "Supplemental"

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

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

[[aiSignals]]
source = "frey_osborne"
label = "Computerization probability"
score = 0.9
scale = "0-1 probability"
release = "2013-baseline-2016-employment-snapshot"

[[aiSignals]]
source = "felten_aioe"
label = "AI occupational exposure"
score = 0.2818067
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_image_generation_aioe"
label = "Image generation occupational exposure"
score = 0.9026269
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"

[[aiSignals]]
source = "felten_language_modeling_aioe"
label = "Language modeling occupational exposure"
score = -0.042349
scale = "relative exposure score"
release = "2021-plus-generative-ai-workbooks"
