Will AI replace Web Administrators?
On paper, AI could touch ~91% of the work in Web Administrators — and unlike most jobs, it's already showing up in the real workday, not just the theory.
O*NET-SOC 15-1299
How your 130 core tasks split
Top = what GPT-4 judged AI could speed up. Bottom = how much AI was actually used for these tasks (Anthropic's March 2026 report, usage from Aug & Nov 2025). The gap is the real story.
Back in 2023, GPT-4 judged AI could, in theory, assist with a high share of this job's tasks (~91%). By late 2025, real-world AI use had reached about 31% of its task activity (already common). The gap between that 2023 forecast and today is the real story.
Where this job sits among 738 jobs
Each dot is one of 738 U.S. jobs. Right = AI can do more of it. Up = AI is actually used more.
The signals here line up
Theoretical reach (~91%), real-world use (~31%) and the task-level picture mostly agree — so this read is more reliable than for jobs where the signals contradict each other. Even so, AI-risk estimates shift by model (a 2026 study saw the "high-risk" share swing 2.7%–51.5%), so treat these as directional, not destiny.
See all 130 tasks, ratedBased on real task-level AI scores — click to collapse
- Identify or document backup or recovery plans.
- Back up or modify applications and related data to provide for disaster recovery.
- Correct testing-identified problems, or recommend actions for their resolution.
- Identify, standardize, and communicate levels of access and security.
- Determine sources of Web page or server problems, and take action to correct such problems.
- Implement updates, upgrades, and patches in a timely manner to limit loss of service.
- Implement Web site security measures, such as firewalls or message encryption.
- Collaborate with development teams to discuss, analyze, or resolve usability issues.
- Test issues such as system integration, performance, and system security on a regular schedule or after any major program modifications.
- Document application and Web site changes or change procedures.
- Test backup or recovery plans regularly and resolve any problems.
- Review or update Web page content or links in a timely manner, using appropriate tools.
- Install or configure Web server software or hardware to ensure that directory structure is well-defined, logical, and secure, and that files are named properly.
- Set up or maintain monitoring tools on Web servers or Web sites.
- Monitor Web developments through continuing education, reading, or participation in professional conferences, workshops, or groups.
- Develop or document style guidelines for Web site content.
- Develop Web site performance metrics.
- Collaborate with Web developers to create and operate internal and external Web sites, or to manage projects, such as e-marketing campaigns.
- Identify or address interoperability requirements.
- Develop or implement procedures for ongoing Web site revision.
- Check and analyze operating system or application log files regularly to verify proper system performance.
- Provide training or technical assistance in Web site implementation or use.
- Evaluate testing routines or procedures for adequacy, sufficiency, and effectiveness.
- Inform Web site users of problems, problem resolutions, or application changes and updates.
- Document installation or configuration procedures to allow maintenance and repetition.
- Develop testing routines and procedures.
- Test new software packages for use in Web operations or other applications.
- Evaluate or recommend server hardware or software.
- Maintain or modify existing Geographic Information Systems (GIS) databases.
- Perform computer programming, data analysis, or software development for Geographic Information Systems (GIS) applications, including the maintenance of existing systems or research and development for future enhancements.
- Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.
- Design, program, or model Geographic Information Systems (GIS) applications or procedures.
- Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information.
- Assist in the development of document or content classification taxonomies to facilitate information capture, search, and retrieval.
- Develop, document, or maintain standards, best practices, or system usage procedures.
- Write, review, or execute plans for testing new or established document management systems.
- Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures.
- Document technical functions and specifications for new or proposed content management systems.
- Verify stability, interoperability, portability, security, or scalability of system architecture.
- Develop system engineering, software engineering, system integration, or distributed system architectures.
- Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components.
- Research, test, or verify proper functioning of software patches and fixes.
- Provide technical guidance or support for the development or troubleshooting of systems.
- Document design specifications, installation instructions, and other system-related information.
- Communicate project information through presentations, technical reports, or white papers.
- Design and conduct hardware or software tests.
- Provide customers or installation teams guidelines for implementing secure systems.
- Establish functional or system standards to address operational requirements, quality requirements, and design constraints.
- Investigate system component suitability for specified purposes, and make recommendations regarding component use.
- Develop efficient and effective system controllers.
- Configure servers to meet functional specifications.
- Develop application-specific software.
- Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.
- Submit project deliverables, ensuring adherence to quality standards.
- Initiate, review, or approve modifications to project plans.
- Develop and manage work breakdown structure (WBS) of information technology projects.
- Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel.
- Perform user testing or usage analyses to determine Web sites' effectiveness or usability.
- Track, compile, and analyze Web site usage data.
- Recommend Web site improvements, and develop budgets to support recommendations.
- Gather, analyze, or document user feedback to locate or resolve sources of problems.
- Develop and implement marketing plans for home pages, including print advertising or advertisement rotation.
- Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems.
- Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.
- Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.
- Enter data into Geographic Information Systems (GIS) databases, using techniques such as coordinate geometry, keyboard entry of tabular data, manual digitizing of maps, scanning or automatic conversion to vectors, or conversion of other sources of digital data.
- Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.
- Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.
- Design or coordinate the development of integrated Geographic Information Systems (GIS) spatial or non-spatial databases.
- Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.
- Select cartographic elements needed for effective presentation of information.
- Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications.
- Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.
- Interpret aerial or ortho photographs.
- Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.
- Create, analyze, report, convert, or transfer data, using specialized applications program software.
- Confer with users to analyze, configure, or troubleshoot applications.
- Make recommendations regarding upgrades, considering implications of new or revised Geographic Information Systems (GIS) software, equipment, or applications.
- Assist users in formulating Geographic Information Systems (GIS) requirements or understanding the implications of alternatives.
- Create visual representations of geospatial data, using complex procedures such as analytical modeling, three-dimensional renderings, or plot creation.
- Transfer or rescale information from original photographs onto maps or other photographs.
- Prepare training materials for, or make presentations to, Geographic Information Systems (GIS) users.
- Assist in determining document management policies to facilitate efficient, legal, and secure access to electronic content.
- Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists.
- Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.
- Assist in the assessment, acquisition, or deployment of new electronic document management systems.
- Administer document and system access rights and revision control to ensure security of system and integrity of master documents.
- Prepare and record changes to official documents and confirm changes with legal and compliance management staff, including enterprise-wide records management staff.
- Monitor regulatory activity to maintain compliance with records and document management laws.
- Retrieve electronic assets from repository for distribution to users, collecting and returning to repository, if necessary.
- Keep abreast of developments in document management technologies and techniques by reviewing current literature, talking with colleagues, participating in educational programs, attending meetings or workshops, or participating in professional organizations or conferences.
- Conduct needs assessments to identify document management requirements of departments or end users.
- Exercise security surveillance over document processing, reproduction, distribution, storage, or archiving.
- Consult with end users regarding problems in accessing electronic content.
- Propose recommendations for improving content management system capabilities.
- Operate data capture technology to import digitized documents into document management system.
- Prepare support documentation and training materials for end users of document management systems.
- Search electronic sources, such as databases or repositories, or manual sources for information.
- Implement scanning or other automated data entry procedures, using imaging devices and document imaging software.
- Identify system data, hardware, or software components required to meet user needs.
- Communicate with staff or clients to understand specific system requirements.
- Provide advice on project costs, design concepts, or design changes.
- Perform security analyses of developed or packaged software components.
- Define and analyze objectives, scope, issues, or organizational impact of information systems.
- Monitor system operation to detect potential problems.
- Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability.
- Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.
- Develop or approve project plans, schedules, or budgets.
- Evaluate existing systems to determine effectiveness, and suggest changes to meet organizational requirements.
- Direct the analysis, development, and operation of complete computer systems.
- Direct the installation of operating systems, network or application software, or computer or network hardware.
- Train system users in system operation or maintenance.
- Manage project execution to ensure adherence to budget, schedule, and scope.
- Confer with project personnel to identify and resolve problems.
- Monitor or track project milestones and deliverables.
- Assess current or future customer needs and priorities by communicating directly with customers, conducting surveys, or other methods.
- Schedule and facilitate meetings related to information technology projects.
- Direct or coordinate activities of project personnel.
- Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI).
- Identify need for initial or supplemental project resources.
- Develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing.
- Perform risk assessments to develop response strategies.
- Prepare project status reports by collecting, analyzing, and summarizing information and trends.
- Identify, review, or select vendors or consultants to meet project needs.
- Develop and manage annual budgets for information technology projects.
- Establish and execute a project communication plan.
- Monitor the performance of project team members, providing and documenting performance feedback.
- Coordinate recruitment or selection of project personnel.
- Assign duties, responsibilities, and spans of authority to project personnel.
- Negotiate with project stakeholders or suppliers to obtain resources or materials.
- ⚠️ None — every core task is at least partly within AI's reach. The job won't vanish, but almost all of it changes.
How we measured this — and how fresh it is
AI's theoretical reach data: 2023
From GPTs-are-GPTs (Eloundou et al.), where GPT-4 rated how much of each task an AI tool could meaningfully speed up. This is the most recent open, commercially-usable occupation-level potential dataset — it dates to 2023. Newer multi-model re-runs exist but swing wildly (one 2026 study saw "high-risk" jobs range 2.7%–51.5% by model) and aren't openly licensed, so we show the stable 2023 baseline and pair it with newer real-world data.
Real-world AI use 2026 report
From the Anthropic Economic Index, which observes how real Claude conversations map onto each occupation's tasks. Published in Anthropic's March 2026 labor-market report, based on usage measured in Aug & Nov 2025 (Sonnet 4 / 4.5).
Task list & ratings O*NET 30.3
Tasks come from O*NET 30.3. Each task's "AI can do / speeds up / still on you" tier uses the real task-level exposure scores from GPTs-are-GPTs (E1 / E2 / E0) — not a guess from keywords.
Sources: O*NET 30.3 (CC BY 4.0) · GPTs-are-GPTs (MIT, 2023) · Anthropic Economic Index (CC BY, Aug & Nov 2025). Page compiled June 2026. "O*NET" is a trademark of the U.S. Department of Labor.
This page is for general informational purposes only and is not career, financial, or employment advice. AI exposure reflects research estimates of task overlap, not predictions about any individual's job, employer, or future employment.