How does it work?

Computer & Mathematical

Network and Computer Systems Administrators

65.5%High Risk

Summary

Network administration faces moderate risk as AI automates routine logging, backups, and performance monitoring. While software configuration and diagnostics are increasingly autonomous, physical hardware maintenance and vendor negotiations remain resilient human tasks. The role is shifting from manual upkeep toward high level systems architecture and strategic security management.

Scored by Gemini 3.1 Pro·How does scoring work?

The AI Jury

ClaudeToo High

The Diplomat

Log maintenance and routine procedures score absurdly high, but the real job is troubleshooting, judgment calls, and vendor wrangling; those resist automation far more than the weights suggest.

55%
GrokToo Low

The Chaos Agent

Sysadmins patting backs on 'complex' troubleshooting? AI's scripting your routines into oblivion while you sip coffee.

78%
DeepSeekToo High

The Contrarian

Network admins will survive as human firewalls; monitoring tools create more complexity to manage, while security paranoia offsets automation gains.

55%
ChatGPTToo High

The Optimist

The rote admin work is ripe for automation, but the job is shifting, not vanishing. When networks get weird at 2 a.m., humans still earn their keep.

58%

Task-by-Task Breakdown

Maintain logs related to network functions, as well as maintenance and repair records.
95

Modern IT systems automatically generate, categorize, and store comprehensive logs without human intervention.

Perform routine network startup and shutdown procedures, and maintain control records.
90

Routine startup/shutdown sequences and record-keeping are easily handled by standard automation scripts and logging software.

Perform data backups and disaster recovery operations.
85

Automated backup schedules and cloud-based disaster recovery orchestration tools already handle the vast majority of this routine task.

Configure, monitor, and maintain email applications or virus protection software.
85

Modern cloud email platforms and AI-driven endpoint detection and response (EDR) systems largely automate these configurations and monitoring.

Analyze equipment performance records to determine the need for repair or replacement.
85

Predictive maintenance algorithms can reliably analyze performance data to flag equipment that needs repair or replacement.

Operate master consoles to monitor the performance of computer systems and networks and to coordinate computer network access and use.
80

AIOps platforms can autonomously monitor system performance, detect anomalies, and manage routine access requests.

Maintain an inventory of parts for emergency repairs.
80

AI-driven inventory management systems can automatically track physical stock levels and trigger reorders when parts run low.

Monitor network performance to determine whether adjustments are needed and where changes will be needed in the future.
75

Predictive AI models can analyze network traffic patterns to forecast capacity needs and automatically recommend or apply adjustments.

Maintain and administer computer networks and related computing environments, including computer hardware, systems software, applications software, and all configurations.
65

AI and Infrastructure as Code can automate software and configuration management, but physical hardware maintenance still requires human intervention.

Recommend changes to improve systems and network configurations, and determine hardware or software requirements related to such changes.
65

AI can propose technical optimizations, but aligning these recommendations with business goals and budgets requires human oversight.

Implement and provide technical support for voice services and equipment, such as private branch exchange, voice mail system, and telecom system.
65

Modern cloud-based telecom systems allow for automated configuration and support, though deploying physical desk phones requires human effort.

Plan, coordinate, and implement network security measures to protect data, software, and hardware.
60

AI significantly enhances threat detection and policy enforcement, but strategic security planning and coordination require human judgment.

Diagnose, troubleshoot, and resolve hardware, software, or other network and system problems, and replace defective components when necessary.
55

While AI tools excel at analyzing logs and diagnosing software issues, replacing physical hardware components remains a manual task.

Gather data pertaining to customer needs, and use the information to identify, predict, interpret, and evaluate system and network requirements.
55

AI can process usage data to predict requirements, but gathering nuanced needs through stakeholder conversations requires human interpersonal skills.

Design, configure, and test computer hardware, networking software and operating system software.
50

Automated testing and configuration tools handle the software side, but physical hardware setup and complex network design remain human-driven.

Confer with network users about solutions to existing system problems.
45

AI helpdesk bots can handle routine queries, but complex troubleshooting requires human communication and empathy to understand user context.

Train people in computer system use.
45

AI can provide interactive tutorials, but adapting to individual learning styles and answering nuanced questions requires a human trainer.

Load computer tapes and disks, and install software and printer paper or forms.
40

While software installation is easily automated, handling physical media, tapes, and printer paper requires human dexterity.

Coordinate with vendors and with company personnel to facilitate purchases.
35

Managing vendor relationships, negotiating contracts, and coordinating internal approvals rely heavily on human communication and judgment.

Research new technologies by attending seminars, reading trade articles, or taking classes, and implement or recommend the implementation of new technologies.
30

AI can synthesize technical literature, but evaluating strategic fit and networking at industry events require human judgment and social interaction.