Computer Occupations, All Other

Does not pass

• Coordinate monitoring of networks or systems for security breaches or intrusions.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 1.0% of the role's time · $522M

• Identify and classify documents or other electronic content according to characteristics such as security level, function, and metadata.

  reason given most often: no existing check settles it, and a failure is too expensive · 1.0% of the role's time · $496M

• Produce data layers, maps, tables, or reports, using spatial analysis procedures or Geographic Information Systems (GIS) technology, equipment, or systems.

  reason given most often: no existing check settles it · 0.9% of the role's time · $463M · waiting on a check

• Monitor systems for intrusions or denial of service attacks, and report security breaches to appropriate personnel.

  reason given most often: no existing check settles it, and a failure is too expensive · 0.9% of the role's time · $446M

• Monitor system operation to detect potential problems.

  reason given most often: no existing check settles it · 0.9% of the role's time · $443M

• Direct the analysis, development, and operation of complete computer systems.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.9% of the role's time · $436M

• Communicate with staff or clients to understand specific system requirements.

  reason given most often: no existing check settles it · 0.8% of the role's time · $418M

• Manage project execution to ensure adherence to budget, schedule, and scope.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.8% of the role's time · $395M

• Assess the quality of security controls, using performance indicators.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.8% of the role's time · $385M

• Troubleshoot security and network problems.

  reason given most often: a failure is too expensive · 0.8% of the role's time · $381M

• Confer with project personnel to identify and resolve problems.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.7% of the role's time · $373M

• Determine sources of Web page or server problems, and take action to correct such problems.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.7% of the role's time · $366M · passed by Claude Sonnet · the models disagreed

• Design or prepare graphic representations of Geographic Information Systems (GIS) data, using GIS hardware or software applications.

  reason given most often: no existing check settles it · 0.7% of the role's time · $358M · waiting on a check

• Retrieve electronic assets from repository for distribution to users, collecting and returning to repository, if necessary.

  physical work, outside the screen · 0.7% of the role's time · $356M

• Schedule and facilitate meetings related to information technology projects.

  reason given most often: no existing check settles it · 0.7% of the role's time · $355M · waiting on a check

• Direct the installation of operating systems, network or application software, or computer or network hardware.

  reason given most often: a failure is too expensive · 0.7% of the role's time · $350M · passed by Claude Sonnet · the models disagreed

• Direct or coordinate activities of project personnel.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.7% of the role's time · $350M

• Search electronic sources, such as databases or repositories, or manual sources for information.

  reason given most often: no existing check settles it · 0.7% of the role's time · $333M · waiting on a check

• Identify or implement solutions to information security problems.

  reason given most often: a failure is too expensive · 0.7% of the role's time · $332M

• Assess blockchain threats, such as untested code and unprotected keys.

  reason given most often: no existing check settles it, and a failure is too expensive · 0.7% of the role's time · $331M

• Automate the deployment of software updates over geographically distributed network nodes.

  reason given most often: a failure is too expensive · 0.7% of the role's time · $331M · passed by Claude Sonnet · the models disagreed

• Design and deploy blockchain design patterns to make transactions secure, transparent, and immutable.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.7% of the role's time · $331M

• Design and develop blockchain technologies for industries such as finance and music.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.7% of the role's time · $331M

• Design and implement dashboard and data visualizations to meet customer reporting needs.

  reason given most often: no existing check settles it · 0.7% of the role's time · $331M

• Design and implement data repositories to integrate data.

  reason given most often: nobody can tell quickly whether it worked · 0.7% of the role's time · $331M · passed by Gemini 3.1 Pro · the models disagreed

• Design and verify cryptographic protocols to protect private information.

  reason given most often: no existing check settles it, and a failure is too expensive · 0.7% of the role's time · $331M

• Develop a maintainable code base using object-oriented design principles, practices, or patterns.

  reason given most often: no existing check settles it · 0.7% of the role's time · $331M · waiting on a check

• Discuss and plan systems with solution architects, system engineers, or cybersecurity experts to meet customer requirements.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.7% of the role's time · $331M

• Discuss data needs with engineers, product managers, or data scientists to identify blockchain requirements.

  reason given most often: no existing check settles it · 0.7% of the role's time · $331M

• Evaluate blockchain processes or risks based on security assessments or control matrix reviews.

  reason given most often: no existing check settles it, and a failure is too expensive · 0.7% of the role's time · $331M

• Evaluate new blockchain technologies and vendor products.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.7% of the role's time · $331M

• Implement catastrophic failure handlers to identify security breaches and prevent serious damage.

  reason given most often: a failure is too expensive · 0.7% of the role's time · $331M

• Test the security and performance of blockchain infrastructures.

  reason given most often: a failure is too expensive · 0.7% of the role's time · $331M · passed by Claude Sonnet · the models disagreed

• Update client and server applications responsible for integration and business logic.

  physical work, outside the screen · 0.7% of the role's time · $331M

• Develop, document, or maintain standards, best practices, or system usage procedures.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $326M

• Monitor regulatory activity to maintain compliance with records and document management laws.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.6% of the role's time · $323M

• Assist in determining document management policies to facilitate efficient, legal, and secure access to electronic content.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $318M

• Oversee development of plans to safeguard computer files against accidental or unauthorized modification, destruction, or disclosure or to meet emergency data processing needs.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.6% of the role's time · $316M

• Prepare and record changes to official documents and confirm changes with legal and compliance management staff, including enterprise-wide records management staff.

  reason given most often: no existing check settles it · 0.6% of the role's time · $312M

• Identify security system weaknesses, using penetration tests.

  reason given most often: a failure is too expensive · 0.6% of the role's time · $310M

• Investigate system component suitability for specified purposes, and make recommendations regarding component use.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $308M

• Assess current or future customer needs and priorities by communicating directly with customers, conducting surveys, or other methods.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $306M

• Recommend information security enhancements to management.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.6% of the role's time · $305M

• 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.

  reason given most often: no existing check settles it, and a failure is too expensive · 0.6% of the role's time · $301M

• 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.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $301M

• Monitor or track project milestones and deliverables.

  reason given most often: nobody can tell quickly whether it worked · 0.6% of the role's time · $301M

• Correct testing-identified problems, or recommend actions for their resolution.

  reason given most often: no existing check settles it · 0.6% of the role's time · $297M · passed by Claude Sonnet · the models disagreed

• Exercise security surveillance over document processing, reproduction, distribution, storage, or archiving.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $290M

• Coordinate documentation of computer security or emergency measure policies, procedures, or tests.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $287M

• Provide customers or installation teams guidelines for implementing secure systems.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $286M

• Provide technical guidance or support for the development or troubleshooting of systems.

  reason given most often: no existing check settles it · 0.6% of the role's time · $285M · waiting on a check

• Adhere to legal policies and procedures related to handling digital media.

  reason given most often: no existing check settles it · 0.6% of the role's time · $281M

• Analyze log files or other digital information to identify the perpetrators of network intrusions.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.6% of the role's time · $281M

• Conduct predictive or reactive analyses on security measures to support cyber security initiatives.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $281M

• Create system images or capture network settings from information technology environments to preserve as evidence.

  reason given most often: a failure is too expensive · 0.6% of the role's time · $281M

• Develop plans for investigating alleged computer crimes, violations, or suspicious activity.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.6% of the role's time · $281M

• Develop policies or requirements for data collection, processing, or reporting.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $281M

• Duplicate digital evidence to use for data recovery and analysis procedures.

  reason given most often: a failure is too expensive · 0.6% of the role's time · $281M

• Identify or develop reverse-engineering tools to improve system capabilities or detect vulnerabilities.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $281M

• Maintain cyber defense software or hardware to support responses to cyber incidents.

  physical work, outside the screen · 0.6% of the role's time · $281M

• Maintain knowledge of laws, regulations, policies or other issuances pertaining to digital forensics or information privacy.

  reason given most often: no existing check settles it · 0.6% of the role's time · $281M

• Perform file signature analysis to verify files on storage media or discover potential hidden files.

  reason given most often: a failure is too expensive · 0.6% of the role's time · $281M · passed by Claude Sonnet · the models disagreed

• Perform forensic investigations of operating or file systems.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.6% of the role's time · $281M

• Perform web service network traffic analysis or waveform analysis to detect anomalies, such as unusual events or trends.

  reason given most often: no existing check settles it · 0.6% of the role's time · $281M

• Preserve and maintain digital forensic evidence for analysis.

  reason given most often: a failure is too expensive · 0.6% of the role's time · $281M

• Recommend cyber defense software or hardware to support responses to cyber incidents.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $281M

• Recover data or decrypt seized data.

  reason given most often: a failure is too expensive · 0.6% of the role's time · $281M

• Write cyber defense recommendations, reports, or white papers using research or experience.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.6% of the role's time · $281M

• Write reports, sign affidavits, or give depositions for legal proceedings.

  an accountable sign-off — stays with a person · 0.6% of the role's time · $281M

• Write technical summaries to report findings.

  reason given most often: no existing check settles it · 0.6% of the role's time · $281M · waiting on a check

• Operate data capture technology to import digitized documents into document management system.

  physical work, outside the screen · 0.6% of the role's time · $279M

• Coordinate vulnerability assessments or analysis of information security systems.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $277M

• Assist in the development of document or content classification taxonomies to facilitate information capture, search, and retrieval.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $276M

• Verify stability, interoperability, portability, security, or scalability of system architecture.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $275M

• Conduct needs assessments to identify document management requirements of departments or end users.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $275M

• Scan networks, using vulnerability assessment tools to identify vulnerabilities.

  reason given most often: a failure is too expensive · 0.5% of the role's time · $271M · passed by Claude Sonnet · the models disagreed

• Provide technical expertise in Geographic Information Systems (GIS) technology to clients or users.

  reason given most often: no existing check settles it · 0.5% of the role's time · $270M

• Initiate, review, or approve modifications to project plans.

  an accountable sign-off — stays with a person · 0.5% of the role's time · $270M

• Review security assessments for computing environments or check for compliance with cybersecurity standards and regulations.

  reason given most often: no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $267M

• Provide technical support to computer users for installation and use of security products.

  reason given most often: no existing check settles it · 0.5% of the role's time · $265M

• Monitor the performance of project team members, providing and documenting performance feedback.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $264M

• Prepare project status reports by collecting, analyzing, and summarizing information and trends.

  reason given most often: no existing check settles it · 0.5% of the role's time · $264M · waiting on a check

• Document application and Web site changes or change procedures.

  reason given most often: no existing check settles it · 0.5% of the role's time · $261M · waiting on a check

• Conduct investigations of information security breaches to identify vulnerabilities and evaluate the damage.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $259M

• Develop and manage work breakdown structure (WBS) of information technology projects.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $256M

• Develop or update project plans for information technology projects including information such as project objectives, technologies, systems, information specifications, schedules, funding, and staffing.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $256M

• Assess the physical security of servers, systems, or network devices to identify vulnerability to temperature, vandalism, or natural disasters.

  physical work, outside the screen · 0.5% of the role's time · $256M

• Collect stakeholder data to evaluate risk and to develop mitigation strategies.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $256M

• Conduct network and security system audits, using established criteria.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $256M · passed by Claude Sonnet · the models disagreed

• Configure information systems to incorporate principles of least functionality and least access.

  reason given most often: a failure is too expensive · 0.5% of the role's time · $256M

• Design security solutions to address known device vulnerabilities.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $256M

• Develop and execute tests that simulate the techniques of known cyber threat actors.

  reason given most often: no existing check settles it · 0.5% of the role's time · $256M · passed by Claude Sonnet · the models disagreed

• Develop infiltration tests that exploit device vulnerabilities.

  reason given most often: no existing check settles it · 0.5% of the role's time · $256M · passed by Claude Sonnet · the models disagreed

• Develop presentations on threat intelligence.

  reason given most often: no existing check settles it · 0.5% of the role's time · $256M · waiting on a check

• Develop security penetration testing processes, such as wireless, data networks, and telecommunication security tests.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $256M

• Discuss security solutions with information technology teams or management.

  reason given most often: no existing check settles it · 0.5% of the role's time · $256M · waiting on a check

• Document penetration test findings.

  reason given most often: no existing check settles it · 0.5% of the role's time · $256M · waiting on a check

• Evaluate vulnerability assessments of local computing environments, networks, infrastructures, or enclave boundaries.

  reason given most often: no existing check settles it · 0.5% of the role's time · $256M

• Gather cyber intelligence to identify vulnerabilities.

  reason given most often: no existing check settles it · 0.5% of the role's time · $256M

• Identify new threat tactics, techniques, or procedures used by cyber threat actors.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $256M

• Identify security system weaknesses, using penetration tests.

  reason given most often: no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $256M · passed by Claude Sonnet · the models disagreed

• Investigate security incidents, using computer forensics, network forensics, root cause analysis, or malware analysis.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $256M

• Keep up with new penetration testing tools and methods.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $256M

• Maintain up-to-date knowledge of hacking trends.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $256M

• Prepare and submit reports describing the results of security fixes.

  reason given most often: no existing check settles it · 0.5% of the role's time · $256M · waiting on a check

• Test the security of systems by attempting to gain access to networks, Web-based applications, or computers.

  reason given most often: a failure is too expensive · 0.5% of the role's time · $256M

• Update corporate policies to improve cyber security.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $256M

• Write audit reports to communicate technical and procedural findings and recommend solutions.

  reason given most often: no existing check settles it · 0.5% of the role's time · $256M

• Propose recommendations for improving content management system capabilities.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $253M

• Identify need for initial or supplemental project resources.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $252M

• Review existing or incoming data for currency, accuracy, usefulness, quality, or completeness of documentation.

  reason given most often: no existing check settles it · 0.5% of the role's time · $252M · waiting on a check

• Collaborate with development teams to discuss, analyze, or resolve usability issues.

  reason given most often: no existing check settles it · 0.5% of the role's time · $250M

• Collaborate with Web developers to create and operate internal and external Web sites, or to manage projects, such as e-marketing campaigns.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $247M

• Assign duties, responsibilities, and spans of authority to project personnel.

  an accountable sign-off — stays with a person · 0.5% of the role's time · $247M

• Train staff on, and oversee the use of, information security standards, policies, and best practices.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $246M

• Gather, analyze, or document user feedback to locate or resolve sources of problems.

  reason given most often: no existing check settles it · 0.5% of the role's time · $245M

• Develop or implement software tools to assist in the detection, prevention, and analysis of security threats.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $243M

• Select cartographic elements needed for effective presentation of information.

  reason given most often: no existing check settles it · 0.5% of the role's time · $240M · waiting on a check

• Design or coordinate the development of integrated Geographic Information Systems (GIS) spatial or non-spatial databases.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $235M

• Oversee performance of risk assessment or execution of system tests to ensure the functioning of data processing activities or security measures.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.5% of the role's time · $232M

• Submit project deliverables, ensuring adherence to quality standards.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $231M

• Collaborate with engineers or software developers to select appropriate design solutions or ensure the compatibility of system components.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.5% of the role's time · $230M

• Consult with end users regarding problems in accessing electronic content.

  reason given most often: no existing check settles it · 0.5% of the role's time · $230M · waiting on a check

• Configure servers to meet functional specifications.

  physical work, outside the screen · 0.5% of the role's time · $229M

• Perform risk assessments to develop response strategies.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.4% of the role's time · $226M

• Perform geospatial data building, modeling, or analysis, using advanced spatial analysis, data manipulation, or cartography software.

  reason given most often: no existing check settles it · 0.4% of the role's time · $226M · waiting on a check

• Establish and execute a project communication plan.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.4% of the role's time · $226M

• Interpret aerial or ortho photographs.

  reason given most often: no existing check settles it · 0.4% of the role's time · $222M · waiting on a check

• Track, compile, and analyze Web site usage data.

  reason given most often: no existing check settles it · 0.4% of the role's time · $222M · passed by Claude Sonnet · the models disagreed · waiting on a check

• Identify, review, or select vendors or consultants to meet project needs.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.4% of the role's time · $220M

• Document technical functions and specifications for new or proposed content management systems.

  reason given most often: no existing check settles it · 0.4% of the role's time · $214M · waiting on a check

• Develop implementation plans that include analyses such as cost-benefit or return on investment (ROI).

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.4% of the role's time · $214M

• Develop or install software, such as firewalls and data encryption programs, to protect sensitive information.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.4% of the role's time · $213M

• Coordinate recruitment or selection of project personnel.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.4% of the role's time · $212M

• Negotiate with project stakeholders or suppliers to obtain resources or materials.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.4% of the role's time · $208M

• Define and analyze objectives, scope, issues, or organizational impact of information systems.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.4% of the role's time · $203M

• Identify system data, hardware, or software components required to meet user needs.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.4% of the role's time · $199M

• Develop and manage annual budgets for information technology projects.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.4% of the role's time · $197M

• Perform ongoing hardware and software maintenance operations, including installing or upgrading hardware or software.

  physical work, outside the screen · 0.4% of the role's time · $192M

• Implement electronic document processing, retrieval, and distribution systems in collaboration with other information technology specialists.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.4% of the role's time · $192M

• Develop response and recovery strategies for security breaches.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.4% of the role's time · $188M

• Provide technical support to users or clients regarding the maintenance, development, or operation of Geographic Information Systems (GIS) databases, equipment, or applications.

  reason given most often: no existing check settles it · 0.4% of the role's time · $185M · waiting on a check

• Evaluate current or emerging technologies to consider factors such as cost, portability, compatibility, or usability.

  reason given most often: no existing check settles it · 0.4% of the role's time · $185M

• Evaluate existing systems to determine effectiveness, and suggest changes to meet organizational requirements.

  reason given most often: no existing check settles it · 0.4% of the role's time · $184M

• Conduct research, data analysis, systems design, or support for software such as Geographic Information Systems (GIS) or Global Positioning Systems (GPS) mapping software.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.4% of the role's time · $183M

• Read current literature, talk with colleagues, continue education, or participate in professional organizations or conferences to keep abreast of developments in Geographic Information Systems (GIS) technology, equipment, or systems.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.4% of the role's time · $183M

• Recommend procedures, equipment, or software upgrades to increase data accessibility or ease of use.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.4% of the role's time · $183M

• Identify or address interoperability requirements.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.4% of the role's time · $182M · passed by Gemini 3.1 Pro · the models disagreed

• Collect, compile, or integrate Geographic Information Systems (GIS) data, such as remote sensing or cartographic data for inclusion in map manuscripts.

  reason given most often: no existing check settles it · 0.4% of the role's time · $180M · passed by Claude Sonnet · the models disagreed · waiting on a check

• Perform integrated or computerized Geographic Information Systems (GIS) analyses to address scientific problems.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.3% of the role's time · $175M

• Design and conduct hardware or software tests.

  physical work, outside the screen · 0.3% of the role's time · $174M

• Implement scanning or other automated data entry procedures, using imaging devices and document imaging software.

  physical work, outside the screen · 0.3% of the role's time · $172M

• Monitor Web developments through continuing education, reading, or participation in professional conferences, workshops, or groups.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.3% of the role's time · $171M

• Provide advice on project costs, design concepts, or design changes.

  reason given most often: no existing check settles it · 0.3% of the role's time · $170M

• Develop information security standards and best practices.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.3% of the role's time · $169M

• Inform Web site users of problems, problem resolutions, or application changes and updates.

  reason given most often: no existing check settles it · 0.3% of the role's time · $168M · waiting on a check

• Administer document and system access rights and revision control to ensure security of system and integrity of master documents.

  reason given most often: a failure is too expensive · 0.3% of the role's time · $168M · passed by Claude Sonnet · the models disagreed

• Develop or implement procedures for ongoing Web site revision.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.3% of the role's time · $165M

• Confer with users to analyze, configure, or troubleshoot applications.

  reason given most often: no existing check settles it · 0.3% of the role's time · $159M · waiting on a check

• Write reports regarding investigations of information security breaches or network evaluations.

  reason given most often: no existing check settles it, and a failure is too expensive · 0.3% of the role's time · $157M

• Identify, standardize, and communicate levels of access and security.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.3% of the role's time · $155M

• Provide training or technical assistance in Web site implementation or use.

  reason given most often: no existing check settles it · 0.3% of the role's time · $149M · waiting on a check

• Create visual representations of geospatial data, using complex procedures such as analytical modeling, three-dimensional renderings, or plot creation.

  reason given most often: no existing check settles it · 0.3% of the role's time · $148M · waiting on a check

• Document design specifications, installation instructions, and other system-related information.

  reason given most often: no existing check settles it · 0.3% of the role's time · $148M · waiting on a check

• Assist in the assessment, acquisition, or deployment of new electronic document management systems.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.3% of the role's time · $147M

• Perform user testing or usage analyses to determine Web sites' effectiveness or usability.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.3% of the role's time · $146M

• Identify or document backup or recovery plans.

  reason given most often: no existing check settles it · 0.3% of the role's time · $143M

• Back up or modify applications and related data to provide for disaster recovery.

  reason given most often: a failure is too expensive · 0.3% of the role's time · $143M

• Train system users in system operation or maintenance.

  reason given most often: no existing check settles it · 0.3% of the role's time · $136M

• Develop or document style guidelines for Web site content.

  reason given most often: no existing check settles it · 0.3% of the role's time · $128M · waiting on a check

• Document, design, code, or test Geographic Information Systems (GIS) models, internet mapping solutions, or other applications.

  reason given most often: no existing check settles it · 0.2% of the role's time · $119M · passed by Claude Sonnet · the models disagreed

• Prepare training materials for, or make presentations to, Geographic Information Systems (GIS) users.

  reason given most often: no existing check settles it · 0.2% of the role's time · $119M

• Check and analyze operating system or application log files regularly to verify proper system performance.

  reason given most often: no existing check settles it · 0.2% of the role's time · $116M · passed by Claude Sonnet · the models disagreed

• Develop or configure document management system features, such as user interfaces, access profiles, and document workflow procedures.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.2% of the role's time · $113M · passed by Gemini 3.1 Pro · the models disagreed

• Test issues such as system integration, performance, and system security on a regular schedule or after any major program modifications.

  reason given most often: a failure is too expensive · 0.2% of the role's time · $108M · passed by Claude Sonnet · the models disagreed

• Administer internet or intranet infrastructure, including Web, file, and mail servers.

  physical work, outside the screen · 0.2% of the role's time · $107M

• Perform security analyses of developed or packaged software components.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.2% of the role's time · $106M

• Implement Web site security measures, such as firewalls or message encryption.

  reason given most often: a failure is too expensive · 0.2% of the role's time · $106M

• Write, review, or execute plans for testing new or established document management systems.

  reason given most often: nobody can tell quickly whether it worked · 0.2% of the role's time · $104M

• Recommend Web site improvements, and develop budgets to support recommendations.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.2% of the role's time · $101M

• Complete models and simulations, using manual or automated tools, to analyze or predict system performance under different operating conditions.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.2% of the role's time · $96.2M

• Communicate project information through presentations, technical reports, or white papers.

  reason given most often: no existing check settles it · 0.2% of the role's time · $94.8M · waiting on a check

• Develop Web site performance metrics.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.2% of the role's time · $93.8M

• Implement updates, upgrades, and patches in a timely manner to limit loss of service.

  physical work, outside the screen · 0.2% of the role's time · $93.8M

• Develop specialized computer software routines, internet-based Geographic Information Systems (GIS) databases, or business applications to customize geographic information.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.2% of the role's time · $91.7M · passed by Gemini 3.1 Pro · the models disagreed

• Develop and implement marketing plans for home pages, including print advertising or advertisement rotation.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.2% of the role's time · $86.9M

• Develop system engineering, software engineering, system integration, or distributed system architectures.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it, and a failure is too expensive · 0.2% of the role's time · $85.6M

• Analyze, interpret, or disseminate system performance data.

  reason given most often: no existing check settles it · 0.2% of the role's time · $85.2M · waiting on a check

• Assist users in formulating Geographic Information Systems (GIS) requirements or understanding the implications of alternatives.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.2% of the role's time · $85.1M

• Establish functional or system standards to address operational requirements, quality requirements, and design constraints.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.2% of the role's time · $84.0M

• Design, program, or model Geographic Information Systems (GIS) applications or procedures.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.2% of the role's time · $83.9M · passed by Gemini 3.1 Pro · the models disagreed

• Evaluate testing routines or procedures for adequacy, sufficiency, and effectiveness.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.2% of the role's time · $82.9M

• Test new software packages for use in Web operations or other applications.

  reason given most often: no existing check settles it · 0.2% of the role's time · $78.4M

• Develop testing routines and procedures.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.1% of the role's time · $74.4M

• Document installation or configuration procedures to allow maintenance and repetition.

  reason given most often: no existing check settles it · 0.1% of the role's time · $74.3M

• Make recommendations regarding upgrades, considering implications of new or revised Geographic Information Systems (GIS) software, equipment, or applications.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.1% of the role's time · $72.7M

• Meet with clients to discuss topics such as technical specifications, customized solutions, or operational problems.

  reason given most often: no existing check settles it · 0.1% of the role's time · $64.4M

• Prepare support documentation and training materials for end users of document management systems.

  reason given most often: no existing check settles it · 0.1% of the role's time · $62.4M

• Evaluate or recommend server hardware or software.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.1% of the role's time · $62.2M

• Develop or approve project plans, schedules, or budgets.

  an accountable sign-off — stays with a person · 0.1% of the role's time · $62.2M

• 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.

  reason given most often: no existing check settles it, and a failure is too expensive · 0.1% of the role's time · $60.2M · passed by Claude Sonnet · the models disagreed

• Develop application-specific software.

  reason given most often: no existing check settles it · 0.1% of the role's time · $54.3M

• Develop efficient and effective system controllers.

  reason given most often: no existing check settles it · 0.1% of the role's time · $46.4M

• Test backup or recovery plans regularly and resolve any problems.

  reason given most often: a failure is too expensive · 0.1% of the role's time · $42.9M

• Apply three-dimensional (3D) or four-dimensional (4D) technologies to geospatial data to allow for new or different analyses or applications.

  reason given most often: nobody can tell quickly whether it worked, and no existing check settles it · 0.1% of the role's time · $40.3M