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Balam Labs
ISCO-08 2511

Systems analysts

94.3%
ADI · 39th of 433 · 95% interval 88.0–98.8

An AI agent can at least partly carry out 94.3% of the task time of systems analysts, and finish 0.0% alone. The barrier that holds most of the rest back is access to the systems the work runs on.

ADI · partial or full94.3%

39th of 433 · interval 88.0–98.8

ADI3 · full delegation0.0%

201st of 433 · interval 0.0–0.0

ADIs · share of time56.4%

78th of 433 · interval 53.8–58.9

Evidence54

task statements rated by two models and weighted by importance and frequency. World employment: 5.3 million.

Task weight by level

How the tasks rate

94%
L0No meaningful role · 0.0%L1Augmentation · 5.7%L2Partial delegation · 94.3%L3Full delegation · 0.0%
Barriers

What stops the agent

Physical presence4%
Accountability13%
Trust and care42%
Access to systems69%

Share of task weight flagged by each barrier; a task can carry several.

54 task statements, heaviest first
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Analyze problems to develop solutions involving computer hardware and software.Computer and Information Research Scientists3.7%L2L2L262%4.0 h–
Use informatics science to design or implement health information technology applications for resolution of clinical or health care administrative problems.Health Informatics Specialists3.2%L2L2L255%24 hTrust and care, Access to systems
Translate nursing practice information between nurses and systems engineers, analysts, or designers, using object-oriented models or other techniques.Health Informatics Specialists3.0%L2L2L258%3.5 hAccountability, Trust and care, Access to systems
Apply theoretical expertise and innovation to create or apply new technology, such as adapting principles for applying computers to new uses.Computer and Information Research Scientists2.9%L2L2L248%6.0 h–
Assign or schedule tasks to meet work priorities and goals.Computer and Information Research Scientists2.8%L2L2L258%52 minTrust and care, Access to systems
Design computers and the software that runs them.Computer and Information Research Scientists2.7%L2L2L255%22 h–
Apply knowledge of computer science, information science, nursing, and informatics theory to nursing practice, education, administration, or research, in collaboration with other health informatics specialists.Health Informatics Specialists2.7%L2L2L250%3.5 hAccountability, Trust and care, Access to systems
Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.Computer Systems Analysts2.6%L2L2L260%35 minAccess to systems
Analyze and interpret patient, nursing, or information systems data to improve nursing services.Health Informatics Specialists2.6%L2L2L265%4.0 hAccess to systems
Conduct logical analyses of business, scientific, engineering, and other technical problems, formulating mathematical models of problems for solution by computers.Computer and Information Research Scientists2.5%L2L2L262%6.0 hAccess to systems
Identify, collect, record, or analyze data relevant to the nursing care of patients.Health Informatics Specialists2.4%L2L2L265%2.0 hAccess to systems
Troubleshoot program and system malfunctions to restore normal functioning.Computer Systems Analysts2.4%L2L2L260%2.0 hAccess to systems
Meet with managers, vendors, and others to solicit cooperation and resolve problems.Computer and Information Research Scientists2.3%L1L1L230%1.3 hTrust and care, Access to systems
Maintain network hardware and software, direct network security measures, and monitor networks to ensure availability to system users.Computer and Information Research Scientists · supplemental task2.3%L2L2L255%3.0 hPhysical presence, Accountability, Access to systems
Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.Computer Systems Analysts2.2%L2L2L258%3.0 hAccess to systems
Show the other 39 tasks
Task statement (O*NET occupation)Sonnet · HaikuBarriers
Develop or implement policies or practices to ensure the privacy, confidentiality, or security of patient information.Health Informatics Specialists2.2%L2L2L260%6.0 hAccountability, Access to systems
Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.Computer Systems Analysts2.2%L2L2L272%3.5 h–
Participate in multidisciplinary projects in areas such as virtual reality, human-computer interaction, or robotics.Computer and Information Research Scientists2.1%L2L2L242%6.0 hPhysical presence, Trust and care, Access to systems
Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.Computer Systems Analysts2.1%L2L2L260%24 hAccess to systems
Analyze computer and information technologies to determine applicability to nursing practice, education, administration, and research.Health Informatics Specialists2.1%L2L2L260%4.0 hAccess to systems
Disseminate information about nursing informatics science and practice to the profession, other health care professions, nursing students, and the public.Health Informatics Specialists2.0%L2L2L262%4.0 hTrust and care
Develop, implement, or evaluate health information technology applications, tools, processes, or structures to assist nurses with data management.Health Informatics Specialists2.0%L2L2L255%6.0 hAccountability, Trust and care, Access to systems
Evaluate project plans and proposals to assess feasibility issues.Computer and Information Research Scientists2.0%L2L2L265%2.5 hAccess to systems
Design, develop, select, test, implement, and evaluate new or modified informatics solutions, data structures, and decision-support mechanisms to support patients, health care professionals, and their information management and human-computer and human-technology interactions within health care contexts.Health Informatics Specialists1.9%L2L2L258%24 hAccountability, Trust and care, Access to systems
Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.Computer Systems Analysts · supplemental task1.9%L2L3L278%1.8 hAccess to systems
Direct daily operations of departments, coordinating project activities with other departments.Computer and Information Research Scientists · supplemental task1.8%L2L2L240%5.0 hTrust and care, Access to systems
Consult with users, management, vendors, and technicians to determine computing needs and system requirements.Computer and Information Research Scientists1.8%L2L2L245%3.0 hTrust and care, Access to systems
Develop and interpret organizational goals, policies, and procedures.Computer and Information Research Scientists1.8%L2L2L255%5.5 hTrust and care, Access to systems
Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in informatics.Health Informatics Specialists1.8%L2L2L250%2.0 hTrust and care, Access to systems
Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.Computer Systems Analysts1.8%L2L2L255%22 hTrust and care, Access to systems
Develop performance standards, and evaluate work in light of established standards.Computer and Information Research Scientists1.8%L2L2L260%4.0 h–
Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.Computer Systems Analysts1.8%L2L2L260%6.0 hAccess to systems
Design, conduct, or provide support to nursing informatics research.Health Informatics Specialists1.7%L2L2L260%8.0 hAccountability, Access to systems
Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects.Computer Systems Analysts · supplemental task1.6%L2L2L240%4.5 hTrust and care, Access to systems
Develop strategies, policies or procedures for introducing, evaluating, or modifying information technology applied to nursing practice, administration, education, or research.Health Informatics Specialists1.5%L2L2L258%6.0 hAccountability, Trust and care, Access to systems
Specify inputs accessed by the system and plan the distribution and use of the results.Computer Systems Analysts1.4%L2L2L262%4.0 hAccess to systems
Develop or deliver training programs for health information technology, creating operating manuals as needed.Health Informatics Specialists1.4%L2L2L262%6.0 hTrust and care, Access to systems
Approve, prepare, monitor, and adjust operational budgets.Computer and Information Research Scientists · supplemental task1.4%L2L2L258%3.5 hAccountability, Access to systems
Participate in staffing decisions and direct training of subordinates.Computer and Information Research Scientists · supplemental task1.3%L1L1L235%1.8 hAccountability, Trust and care, Access to systems
Train staff and users to work with computer systems and programs.Computer Systems Analysts1.3%L2L2L252%3.0 hTrust and care, Access to systems
Consult with management to ensure agreement on system principles.Computer Systems Analysts1.3%L1L1L128%1.8 hTrust and care, Access to systems
Expand or modify system to serve new purposes or improve work flow.Computer Systems Analysts1.2%L2L2L258%6.0 hTrust and care, Access to systems
Provide consultation to nurses regarding hardware or software configuration.Health Informatics Specialists1.2%L2L2L258%30 minTrust and care, Access to systems
Determine computer software or hardware needed to set up or alter systems.Computer Systems Analysts1.2%L2L2L268%3.0 hAccess to systems
Interview or survey workers, observe job performance, or perform the job to determine what information is processed and how it is processed.Computer Systems Analysts · supplemental task1.2%L2L2L250%6.0 hTrust and care, Access to systems
Develop, document, and revise system design procedures, test procedures, and quality standards.Computer Systems Analysts1.1%L2L2L268%4.0 hAccess to systems
Confer with clients regarding the nature of the information processing or computation needs a computer program is to address.Computer Systems Analysts1.1%L2L2L245%1.5 hTrust and care
Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements.Computer Systems Analysts1.1%L2L2L378%2.0 h–
Assess the usefulness of pre-developed application packages and adapt them to a user environment.Computer Systems Analysts1.1%L2L2L260%8.0 hAccess to systems
Inform local, state, national, and international health policies related to information management and communication, confidentiality and security, patient safety, infrastructure development, and economics.Health Informatics Specialists1.0%L2L2L255%6.0 hTrust and care, Access to systems
Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs.Computer Systems Analysts1.0%L2L2L265%4.0 hTrust and care, Access to systems
Recommend new equipment or software packages.Computer Systems Analysts0.9%L2L2L262%6.0 hTrust and care, Access to systems
Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation.Computer Systems Analysts · supplemental task0.8%L2L2L265%8.0 hAccess to systems
Plan, install, repair, or troubleshoot telehealth technology applications or systems in homes.Health Informatics Specialists · supplemental task0.8%L1L1L238%1.5 hPhysical presence, Trust and care, Access to systems

Level: consensus of the two models (the lower level when they disagree). Share: part of the task’s working time an agent could take over. Human time: minutes a competent person needs for one instance, as estimated by the models.

Against other measures

Exposure is not delegation

MeasureValuePercentilePct
ADI (this index)94.3%91
Eloundou et al. (2024), GPT exposure β0.63891
Felten et al. (2021), AI occupational exposure1.18486
Webb (2020), AI patent exposure8378
Eisfeldt et al. (2026), generative AI exposure0.63496
Anthropic Economic Index, observed use0.29892

Earlier indices measure whether AI can touch a task; ADI measures how much of it an agent can carry out from a goal. – : the source does not cover this occupation.

Same sub-major group (25)

Neighbouring occupations

Dashed line: systems analysts (94.3%).

Cite this record
Text

Espinal Maya, Cristian, and Santiago Jiménez Londoño. 2026. ADI v2026.1: Agent Delegability Index data, code and MCP server. Zenodo. https://doi.org/10.5281/zenodo.23552918. Record: Systems analysts (ISCO-08 2511), https://balamlabs.org/adi/occupations/2511

BibTeX
@misc{espinal2026adidata,
  title     = {{ADI} v2026.1: Agent Delegability Index data, code and {MCP} server},
  author    = {Espinal Maya, Cristian and Jim{\'e}nez Londo{\~n}o, Santiago},
  year      = {2026},
  publisher = {Zenodo},
  version   = {v2026.1},
  doi       = {10.5281/zenodo.23552918},
  url       = {https://doi.org/10.5281/zenodo.23552918},
  note      = {Record: Systems analysts (ISCO-08 2511)}
}
Machine-readable

The same record as static JSON, with its citation: /adi/v2026.1/isco/2511.json.