Gini Loh System Tools

AI Automation Index

Will AI Replace Clinical Research Coordinators?

Task-level automation exposure for Clinical Research Coordinators: 33 O*NET tasks scored against their work activities, plus the simulator.

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Developed & audited by Gini Loh

Automation Exposure

58% weighted task index

33 of 33 tasks scored

Median Salary

$167,220 / year

BLS OEWS, May 2025 — this exact occupation

Employment Level

High

108,690 people hold this job — size, not growth

Projected 2025–35

+8.2% employment change

9,200 openings a year · BLS line item

Pay by state

BLS OEWS publishes 49 state estimates for this occupation. Each is its own survey estimate, not the national median adjusted for local prices.

$107,810 – $267,290

Highest medians

Massachusetts $267,290
Connecticut $210,670
California $210,230
New Jersey $207,030
Washington $182,480

Lowest medians

Hawaii $107,810
Indiana $108,250
Wyoming $109,300
Iowa $109,760
Florida $112,220

State figures come from the 11-9121 row in the May 2025 state panel. States where the estimate was suppressed or too small to publish are absent.

What the score is made of

Each task is mapped to its work activities, scored for AI automation potential, and weighted by how important those activities are to the job. These are the components.

Automation potential 58%

Importance-weighted mean of the scored tasks. This is the headline index.

Physical work 3%

Share of weighted tasks in hands-on or machine-operating work activities.

Judgment & influence 40%

Share in analysis, decisions, teaching, directing, advising, or caring for others.

Routine administration 16%

Share in documenting, recording, and administrative activities.

Rewritten by O*NET 0%

Share of weighted tasks O*NET rewrote in a recent update. Reported, not folded into the score.

Consequence of error 2/100 Low

O*NET's own rating of how serious an uncorrectable mistake would be here — respondents, not us. Deliberately not in the index: the score measures what AI can do with the task content, and multiplying it by stakes would be our judgment dressed as data.

Constituent Task Mix

33 tasks for this occupation, weighted by work-activity importance. Shares below are of total task weight, not task count.

High exposure (≥ 60% of the task is automatable) 46%

15 tasks

Medium exposure (≥ 35%) 46%

16 tasks

Low exposure (below 35%) 8%

2 tasks

How would you survive?

Move your week away from the high-exposure tasks and toward the ones that need judgment. The simulator recalculates the index as you shift the mix.

Simulate Upskilling →

Constituent Tasks

#15612 · Core · 72% automatable

Schedule subjects for appointments, procedures, or inpatient stays as required by study protocols.

data analysis — AI arranges schedules; human manages real-world changes

Schedule activities or facility use.
#15587 · Core · 30% automatable

Perform specific protocol procedures such as interviewing subjects, taking vital signs, and performing electrocardiograms.

interpersonal — Live interviewing is human relational work

Interview employees, customers, or others to collect information.
#15610 · Core · 30% automatable

Assess eligibility of potential subjects through methods such as screening interviews, reviews of medical records, or discussions with physicians and nurses.

interpersonal — Live interviewing is human relational work

Interview employees, customers, or others to collect information.
#15595 · Core · 82% automatable

Prepare study-related documentation, such as protocol worksheets, procedural manuals, adverse event reports, institutional review board documents, or progress reports.

text generation — Status/progress reports from tracked data

Prepare operational progress or status reports.
#15602 · Core · 58% automatable

Inform patients or caregivers about study aspects and outcomes to be expected.

interpersonal — Stakeholder communication needs relationship and judgment

Communicate organizational information to customers or other stakeholders.
#15594 · Core · 67% automatable

Record adverse event and side effect data and confer with investigators regarding the reporting of events to oversight agencies.

text generation — Maintain compliance docs; human verifies currency

Maintain regulatory or compliance documentation. Communicate with government agencies.
#15613 · Core · 65% automatable

Monitor study activities to ensure compliance with protocols and with all relevant local, federal, and state regulatory and institutional polices.

decision support — AI tracks regulatory compliance across documents

Monitor organizational compliance with regulations.
#15597 · Core · 38% automatable

Oversee subject enrollment to ensure that informed consent is properly obtained and documented.

situated mobility — Live monitoring of people in physical settings

Monitor activities of individuals to ensure safety or compliance with rules.
#15614 · Core · 78% automatable

Maintain required records of study activity including case report forms, drug dispensation records, or regulatory forms.

text generation — Maintain compliance docs; human verifies currency

Maintain regulatory or compliance documentation.
#15603 · Core · 70% automatable

Identify protocol problems, inform investigators of problems, or assist in problem resolution efforts, such as protocol revisions.

data analysis — Diagnoses operational problems from data; human acts

Analyze data to identify or resolve operational problems.
#15593 · Core · 60% automatable

Review proposed study protocols to evaluate factors such as sample collection processes, data management plans, or potential subject risks.

decision support — Risk analysis aids; accountability-bearing judgment human

Analyze risks to minimize losses or damages.
#15608 · Core · 45% automatable

Collaborate with investigators to prepare presentations or reports of clinical study procedures, results, and conclusions.

interpersonal — Stakeholder operational coordination is relationship work

Coordinate operational activities with external stakeholders.
#15592 · Core · 80% automatable

Track enrollment status of subjects and document dropout information such as dropout causes and subject contact efforts.

data analysis — Maintain operational records in structured systems

Maintain operational records.
#15609 · Core · 75% automatable

Code, evaluate, or interpret collected study data.

data analysis — Coding data automatable with human review

Interpret research or operational data. Code data or other information.
#15605 · Core · 45% automatable

Direct the requisition, collection, labeling, storage, or shipment of specimens.

decision support — AI plans projects; human owns execution and stakeholders

Manage operations, research, or logistics projects.
#15601 · Core · 45% automatable

Instruct research staff in scientific and procedural aspects of studies including standards of care, informed consent procedures, or documentation procedures.

interpersonal — Program design aided, delivery and engagement are human

Conduct employee training programs.
#15600 · Core · 45% automatable

Maintain contact with sponsors to schedule and coordinate site visits or to answer questions about issues such as incomplete data.

interpersonal — Stakeholder operational coordination is relationship work

Coordinate operational activities with external stakeholders.
#15585 · Core · 50% automatable

Prepare for or participate in quality assurance audits conducted by study sponsors, federal agencies, or specially designated review groups.

decision support — Audit fieldwork and attestation remain human-owned

Conduct financial or regulatory audits.
#15598 · Core · 65% automatable

Order drugs or devices necessary for study completion.

decision support — Procurement drafting and comparison; human commits funds

Purchase materials, equipment, or other resources.
#15606 · Core · 45% automatable

Contact outside health care providers and communicate with subjects to obtain follow-up information.

text generation — Information exchange coordination largely automatable

Interview employees, customers, or others to collect information. Coordinate with external parties to exchange information.
#15596 · Core · 58% automatable

Participate in the development of study protocols including guidelines for administration or data collection procedures.

decision support — AI proposes procedures; human validates fit

Develop organizational methods or procedures.
#15591 · Core · 45% automatable

Confer with health care professionals to determine the best recruitment practices for studies.

interpersonal — Coordinating work through live human interaction

Confer with organizational members to accomplish work activities.
#15607 · Core · 53% automatable

Communicate with laboratories or investigators regarding laboratory findings.

text generation — Information exchange coordination largely automatable

Confer with organizational members to accomplish work activities. Coordinate with external parties to exchange information.
#15583 · Core · 80% automatable

Review scientific literature, participate in continuing education activities, or attend conferences and seminars to maintain current knowledge of clinical studies affairs and issues.

information retrieval — AI summarizes developments; human retains expertise

Maintain knowledge of current developments in area of expertise.
#15599 · Core · 55% automatable

Organize space for study equipment and supplies.

decision support — Layout planning aided; human owns design

Plan facility layouts or designs.
#15589 · Core · 72% automatable

Develop advertising and other informational materials to be used in subject recruitment.

text generation — Promotional copy and graphics largely AI; human approves

Develop promotional materials.
#15604 · Supplemental · 42% automatable

Dispense medical devices or drugs, and calculate dosages and provide instructions as necessary.

data analysis — Routine medical calculations; human checks inputs

Calculate numerical data for medical activities. Prepare medications or medical solutions. Instruct patients in the use of assistive equipment.
#15611 · Supplemental · 72% automatable

Arrange for research study sites and determine staff or equipment availability.

data analysis — AI arranges schedules; human manages real-world changes

Schedule activities or facility use.
#15588 · Supplemental · 65% automatable

Interpret protocols and advise treating physicians on appropriate dosage modifications or treatment calculations based on patient characteristics.

decision support — Technical advice needs product-specific human judgment

Advise customers on technical or procedural issues.
#15590 · Supplemental · 45% automatable

Contact industry representatives to ensure equipment and software specifications necessary for successful study completion.

interpersonal — Stakeholder operational coordination is relationship work

Coordinate operational activities with external stakeholders.
#15584 · Supplemental · 60% automatable

Register protocol patients with appropriate statistical centers as required.

text generation — Clerical medical paperwork aided; compliance review human

Perform clerical work in medical settings.
#15582 · Supplemental · 55% automatable

Solicit industry-sponsored trials through contacts and professional organizations.

text generation — Promotional materials drafted; human executes outreach

Promote products, services, or programs.
#15586 · Supplemental · 55% automatable

Participate in preparation and management of research budgets and monetary disbursements.

decision support — AI tracks and models budgets; human owns allocation decisions

Manage organizational or project budgets.
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Method

How this was scored

  1. 1. Tasks. O*NET task statements for this occupation, from a release whose newest record is dated 08/2026.
  2. 2. Work activities. Each task maps to 1–5 Detailed Work Activities; each activity belongs to one of 41 Generalized Work Activities that O*NET rates for importance (1–5) in this occupation.
  3. 3. Automation potential. Every work activity carries one score for how far current AI can perform it end-to-end. Tasks inherit the mean of their activities.
  4. 4. Weighting. Task weight = 0.35 + 0.65 × (importance − 1)/4, scaled by how often the task is performed and by 0.7 for Supplemental tasks. Importance is the task's own O*NET rating where it exists (18,369 of 18,838 tasks); the rest inherit their work activities' importance. The index is the weighted mean.

Check: across the 910 occupations where O*NET also rates how far machine speed sets the pace, this index moves opposite to it (Spearman ρ = -0.49). The more a job is paced by equipment, the less of its task content AI can address — the relationship you would expect if the scoring is working.

Sources · O*NET 31.0 (task records to 08/2026) · BLS OEWS May 2025 · BLS projections 2025-2035 · rubric v2.1 · tasks for O*NET, not a forecast

See the full method →

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