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JOB REPORT / 15-1211 · 39 TASKS

Computer Systems Analysts.

Can AI do the work of Computer Systems Analysts?

Mostly it works alongside you. Here is what shifts, task by task.

YOUR EXPERIENCE MATTERS

How does this fit your work?

How many tasks do you use AI to assist with at work?

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The mark shows what’s typical for this job.

The parts of your job AI can already do most of:

  • Determine computer software or hardware needed to set up…
  • Develop, document, and revise system design procedures, test procedures…
  • Prepare cost-benefit and return-on-investment analyses to aid in decisions…

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A guided certificate program in AI-assisted Computer Systems Analysts work. It covers the 39 AI-affected parts of your job and ends in a capstone a person reviews.

WHAT WE LOOKED AT

Your job, task by task.

39 of 39 tasks reviewed

We went through all 39 core tasks in this job, one at a time.

Task by task, from the work Computer Systems Analysts actually do. How we describe AI use in each task is our own read of it, not a measurement of whether AI can replace the job.

  1. TASK 01

    Determine computer software or hardware needed to set up or alter systems.

    AI DOES

    Searches specs, compares options, and drafts hardware/software recommendations

    YOU DO

    Validate choices against the actual system constraints and business goals

  2. TASK 02

    Develop, document, and revise system design procedures, test procedures, and quality standards.

    AI DOES

    Drafts procedure templates, generates boilerplate documentation, and suggests quality checklists

    YOU DO

    Validate that procedures match your actual systems and stakeholder needs

  3. TASK 03

    Prepare cost-benefit and return-on-investment analyses to aid in decisions on system implementation.

    AI DOES

    Pulls together cost models, fills in ROI formulas, and drafts comparison tables from data you provide

    YOU DO

    Validate the assumptions, weigh intangible benefits, and tailor the story to what decision-makers actually care about

  4. TASK 04

    Troubleshoot program and system malfunctions to restore normal functioning.

    AI DOES

    Scans error logs, flags likely causes, and suggests fix steps

    YOU DO

    Apply system-specific knowledge and decide which fix is safe to run

  5. TASK 05

    Identify, collect, record, or analyze data relevant to the nursing care of patients.

    AI DOES

    Flags patterns in patient data, auto-fills structured fields, and surfaces relevant records quickly

    YOU DO

    Verify clinical accuracy and apply nursing-context judgment to ambiguous or complex cases

  6. TASK 06

    Analyze computer and information technologies to determine applicability to nursing practice, education, administration, and research.

    AI DOES

    Searches literature, summarizes tech specs, and flags relevant tools quickly

    YOU DO

    Apply nursing knowledge and stakeholder insight to judge real-world fit

  7. TASK 07

    Specify inputs accessed by the system and plan the distribution and use of the results.

    AI DOES

    Drafts input specifications, maps data flows, and suggests distribution plans based on system requirements

    YOU DO

    Validate that specs match actual business needs and stakeholder expectations

  8. TASK 08

    Translate nursing practice information between nurses and systems engineers, analysts, or designers, using object-oriented models or other techniques.

    AI DOES

    Drafts object models, summarizes nursing workflows, and suggests data structures from plain-language descriptions

    YOU DO

    Verify clinical accuracy and build trust between nurses and technical teams

  9. TASK 09

    Develop, implement, or evaluate health information technology applications, tools, processes, or structures to assist nurses with data management.

    AI DOES

    Drafts system requirements, summarizes best practices, and flags workflow gaps in documentation

    YOU DO

    Talk to nurses directly and lead real-world testing and rollout

  10. TASK 10

    Provide staff and users with assistance solving computer-related problems, such as malfunctions and program problems.

    AI DOES

    Suggests fixes, searches known issues, and drafts step-by-step instructions

    YOU DO

    Listen to the user, read the situation, and decide the right solution

  11. TASK 11

    Develop strategies, policies or procedures for introducing, evaluating, or modifying information technology applied to nursing practice, administration, education, or research.

    AI DOES

    Drafts policy templates, summarizes research on health IT best practices, and flags regulatory requirements

    YOU DO

    Apply deep knowledge of your specific facility, staff realities, and patient safety needs to make final calls

  12. TASK 12

    Read current literature, talk with colleagues, and participate in professional organizations or conferences to keep abreast of developments in informatics.

    AI DOES

    Summarizes new research papers, flags trending topics, and drafts meeting notes

    YOU DO

    Build real relationships at conferences and read between the lines in colleague conversations

  13. TASK 13

    Analyze information processing or computation needs and plan and design computer systems, using techniques such as structured analysis, data modeling, and information engineering.

    AI DOES

    Generates data models, drafts system diagrams, and surfaces design options from requirements

    YOU DO

    Interview stakeholders, weigh business priorities, and own the final design decisions

  14. TASK 14

    Use informatics science to design or implement health information technology applications for resolution of clinical or health care administrative problems.

    AI DOES

    Drafts system architecture, writes starter code, and suggests data standards like HL7 or FHIR

    YOU DO

    Validate that designs actually match how clinicians work and meet compliance rules

  15. TASK 15

    Coordinate and link the computer systems within an organization to increase compatibility so that information can be shared.

    AI DOES

    Drafts system maps, flags compatibility gaps, and suggests integration approaches

    YOU DO

    Build relationships across teams and make judgment calls about what trade-offs the organization can live with

  16. TASK 16

    Develop or deliver training programs for health information technology, creating operating manuals as needed.

    AI DOES

    Drafts training outlines, writes manual sections, and suggests instructional formats

    YOU DO

    Customize content to your specific system, staff needs, and real-world clinic situations

  17. TASK 17

    Expand or modify system to serve new purposes or improve work flow.

    AI DOES

    Generates code snippets, flags bottlenecks, and drafts system design options

    YOU DO

    Talk to stakeholders and decide what the business actually needs

  18. TASK 18

    Train staff and users to work with computer systems and programs.

    AI DOES

    Drafts training guides, quizzes, and step-by-step tutorials

    YOU DO

    Read learner confusion and adapt your teaching in the moment

  19. TASK 19

    Provide consultation to nurses regarding hardware or software configuration.

    AI DOES

    Drafts step-by-step config guides, looks up error codes, and summarizes technical docs instantly

    YOU DO

    Listen carefully to each nurse's unique situation and adapt advice on the spot

  20. TASK 20

    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.

    AI DOES

    Summarizes informatics research, drafts documentation, suggests data models, and flags patterns in health data

    YOU DO

    Bring clinical wisdom and build trust across nursing and tech teams

  21. TASK 21

    Inform local, state, national, and international health policies related to information management and communication, confidentiality and security, patient safety, infrastructure development, and economics.

    AI DOES

    Summarizes regulations, drafts policy briefs, and pulls data trends from large health datasets

    YOU DO

    Build trust with decision-makers and weigh the real-world tradeoffs that affect patient lives

  22. TASK 22

    Design, conduct, or provide support to nursing informatics research.

    AI DOES

    Searches literature, summarizes findings, and helps analyze data patterns

    YOU DO

    Bring clinical nursing knowledge and research ethics judgment to shape the study

  23. TASK 23

    Consult with management to ensure agreement on system principles.

    AI DOES

    Drafts talking points, summarizes system options, and flags potential conflicts in proposals

    YOU DO

    Build trust and read people to get real buy-in from leadership

  24. TASK 24

    Supervise computer programmers or other systems analysts or serve as project leaders for particular systems projects.

    AI DOES

    Drafts project timelines, tracks progress, flags bottlenecks, and summarizes team updates

    YOU DO

    Build trust, resolve conflicts, and make the final calls on people and priorities

  25. TASK 25

    Interview or survey workers, observe job performance, or perform the job to determine what information is processed and how it is processed.

    AI DOES

    Drafts survey questions, organizes interview notes, and finds patterns in responses

    YOU DO

    Show up in person, watch real work happen, and ask the right follow-up questions

  26. TASK 26SOURCE-BACKED TASK

    Review and analyze computer printouts and performance indicators to locate code problems, and correct errors by correcting codes.

    AI DOES

    Scans code and flags potential bugs automatically

    YOU DO

    Decide which fixes matter most

    About this analysis

    49% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  27. TASK 27SOURCE-BACKED TASK

    Test, maintain, and monitor computer programs and systems, including coordinating the installation of computer programs and systems.

    AI DOES

    Runs automated tests and flags system issues

    YOU DO

    Decide priorities and coordinate teams

    About this analysis

    47% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  28. TASK 28SOURCE-BACKED TASK

    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.

    AI DOES

    Generates code templates and tests basic functionality

    YOU DO

    Ensure solutions actually help patients and doctors

    About this analysis

    43% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  29. TASK 29SOURCE-BACKED TASK

    Use the computer in the analysis and solution of business problems, such as development of integrated production and inventory control and cost analysis systems.

    AI DOES

    Builds models and runs complex calculations quickly

    YOU DO

    Define the right problem to solve

    About this analysis

    43% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  30. TASK 30

    Plan, install, repair, or troubleshoot telehealth technology applications or systems in homes.

    AI DOES

    Suggests troubleshooting steps, explains setup guides, and helps document installation notes

    YOU DO

    Show up, connect the hardware, and adapt to each patient's unique home setup

  31. TASK 31SOURCE-BACKED TASK

    Define the goals of the system and devise flow charts and diagrams describing logical operational steps of programs.

    AI DOES

    Generates flowcharts and diagrams from requirements

    YOU DO

    Define the real goals and logic

    About this analysis

    39% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  32. TASK 32SOURCE-BACKED TASK

    Analyze and interpret patient, nursing, or information systems data to improve nursing services.

    AI DOES

    Processes data patterns and generates initial insights

    YOU DO

    Judge what changes will help patients

    About this analysis

    27% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  33. TASK 33SOURCE-BACKED TASK

    Develop or implement policies or practices to ensure the privacy, confidentiality, or security of patient information.

    AI DOES

    Scans regulations and suggests policy templates

    YOU DO

    Weigh risks and decide what fits

    About this analysis

    26% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  34. TASK 34SOURCE-BACKED TASK

    Assess the usefulness of pre-developed application packages and adapt them to a user environment.

    AI DOES

    Scans packages and suggests compatibility matches

    YOU DO

    Judge fit for your specific needs

    About this analysis

    26% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  35. TASK 35SOURCE-BACKED TASK

    Confer with clients regarding the nature of the information processing or computation needs a computer program is to address.

    AI DOES

    Suggests technical solutions and gathers requirements

    YOU DO

    Understand the real business problem

    About this analysis

    25% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  36. TASK 36SOURCE-BACKED TASK

    Recommend new equipment or software packages.

    AI DOES

    Suggests options based on specs and reviews

    YOU DO

    Know your team's real needs

    About this analysis

    23% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  37. TASK 37SOURCE-BACKED TASK

    Read manuals, periodicals, and technical reports to learn how to develop programs that meet staff and user requirements.

    AI DOES

    Summarizes key points from technical documentation

    YOU DO

    Connect insights to real user needs

    About this analysis

    8% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  38. TASK 38SOURCE-BACKED TASK

    Use object-oriented programming languages, as well as client and server applications development processes and multimedia and Internet technology.

    AI DOES

    Generates code snippets and suggests frameworks

    YOU DO

    Design the architecture and solve problems

    About this analysis

    7% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

  39. TASK 39SOURCE-BACKED TASK

    Disseminate information about nursing informatics science and practice to the profession, other health care professions, nursing students, and the public.

    AI DOES

    Drafts newsletters, posts, and presentation slides

    YOU DO

    Shape the message for each audience

    About this analysis

    0% · Methodology: exposure-v1 · Analysis date: unavailable · Confidence: medium

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Data sources and attribution

This page includes information from the O*NET 30.3 Database by the U.S. Department of Labor, Employment and Training Administration (USDOL/ETA). Used under the CC BY 4.0 license. rtwoai has modified all or some of this information. USDOL/ETA has not approved, endorsed, or tested these modifications. O*NET® is a trademark of USDOL/ETA.

Wage and employment figures are from the U.S. Bureau of Labor Statistics, Occupational Employment and Wage Statistics (2025). Job outlook is from the BLS Employment Projections program, 2024–34. BLS data are in the public domain. BLS has not reviewed or endorsed this page.

Task collaboration data is from the Anthropic Economic Index, release 2025-03-27, used under the CC BY 4.0 license. Anthropic has not reviewed or endorsed this page.

How we describe AI use in each task is our own characterization, not a measurement of whether AI can replace this job. Microsoft note that their metrics "should not be misconstrued or misrepresented as measuring the ability of AI to replace jobs," and that there is more to an occupation than the sum of its tasks.