AITakeover Tracker
34%medium risk

Geospatial Information Scientists and Technologists

Research or develop geospatial technologies. May produce databases, perform applications programming, or coordinate projects. May specialize in areas such as agriculture, mining, health care, retail trade, urban planning, or military intelligence.

Green New & EmergingHigher risk than 64% of occupations

AI Impact Summary

Geospatial Information Scientists and Technologists faces moderate AI displacement risk with a score of 34/100. This occupation has higher AI displacement risk than 64% of all analyzed occupations. Of 24 analyzed tasks, 2 are highly automatable, particularly routine cognitive tasks. Strong protective factors — including social intelligence, creativity, or regulatory barriers — significantly reduce effective risk.

Skill Impact Analysis

AI-Vulnerable Skills (6)

Reading Comprehension10%

High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Information Ordering5%

High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Mathematics10%

High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

Programming15%

Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Memorization5%

Memorization is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

AI-Resistant Skills (11)

Adaptability/Flexibility85%

Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

Complex Problem Solving75%

Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

Leadership88%

Leadership is AI-resistant — strengthening this skill provides durable career protection.

Coordination70%

Coordination is AI-resistant — strengthening this skill provides durable career protection.

Social Perceptiveness90%

Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Instructing75%

Instructing is AI-resistant — strengthening this skill provides durable career protection.

Service Orientation82%

Service Orientation is AI-resistant — strengthening this skill provides durable career protection.

Negotiation85%

Negotiation is AI-resistant — strengthening this skill provides durable career protection.

AI-Augmented Skills (7)

WritingCritical ThinkingActive LearningJudgment and Decision MakingSystems AnalysisMonitoringTechnology Design

Recommended Courses

Courses matched to Geospatial Information Scientists and Technologists skill gaps, ranked by relevance to your displacement risk profile.

Get personalized recommendations. Answer a few questions about your experience and skills to get course suggestions tailored specifically to you.

Upskill to Reduce Risk

Courses addressing your most AI-vulnerable skills

DataCampbeginner

SQL Fundamentals Skill Track

by DataCamp

21 hours$25/mo4.7Certificate
Addresses vulnerability: Information Ordering

Estimated Impact

-7.4pt risk

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Coursera

Creative Writing Specialization

by Wesleyan University

~8 weeks$49/mo4.7Certificate
Enhances AI augmentation: Writing

Estimated Impact

-5.6pt risk

Strengthen Your Edge

Double down on skills AI can't replicate

Courseraintermediate

Leading People and Teams Specialization

by University of Michigan

~6 weeks$49/mo4.7Certificate
Strengthens resilience: Leadership

Estimated Impact

-3.7pt risk

We may earn a commission when you enroll through our links, at no extra cost to you. This helps fund the Takeover Tracker.

Risk reduction and salary impact are estimates based on skill gap analysis, course relevance, and labor market data. Actual results vary by individual circumstance.

Education & Training

Percentage of workers at each education and training level

Education Level

Bachelor's Degree52%
Master's Degree13%
Doctoral/Professional Degree30%
Level 94%

Prior Experience Needed

Work experience required to enter this job

6 months - 1 year14%
1-2 years32%
2-4 years18%
4-6 years18%
6-8 years14%
8-10 years5%

Training Provided After Hiring

How long it typically takes to learn on the job

None5%
Up to 1 month27%
1-3 months9%
3-6 months14%
6 months - 1 year23%
1-2 years5%
2-4 years9%
4-6 years9%

How AI Impacts Each Task

24 tasks analyzed

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

Risk: 49.3%AI: 55.65ObservedTime: 8%

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

Risk: 39.8%AI: 62.1ObservedTime: 5%

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.

Risk: 51.2%AI: 60.55ObservedTime: 8%

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.

Risk: 39.0%AI: 30EstimatedTime: 3%

Lead, train, or supervise technicians or related staff in the conduct of Geographic Information Systems (GIS) analytical procedures.

Risk: 21.0%AI: 15EstimatedTime: 4%

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

Risk: 53.0%AI: 65EstimatedTime: 6%

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

Risk: 66.4%AI: 43.1ObservedTime: 6%

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

Risk: 51.0%AI: 60EstimatedTime: 6%

Create, edit, or analyze geospatial data, using Global Positioning Systems (GPS) or digitizing techniques.

Risk: 84.0%AI: 87EstimatedTime: 6%

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

Risk: 31.7%AI: 41.67ObservedTime: 4%

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

Risk: 48.4%AI: 53.6ObservedTime: 5%

Create, analyze, report, convert, or transfer data, using specialized applications program software.

Risk: 63.8%AI: 36.38ObservedTime: 5%

Develop new applications for geospatial technology in areas such as farmland preservation, pollution measurement, or utilities operations management.

Risk: 47.0%AI: 50EstimatedTime: 4%

Coordinate the development or administration of Geographic Information Systems (GIS) projects, including the development of technical priorities, client reporting and interface, or coordination and review of schedules and budgets.

Risk: 27.0%AI: 30EstimatedTime: 4%

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

Risk: 53.4%AI: 66.07ObservedTime: 4%

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

Risk: 53.3%AI: 65.62ObservedTime: 4%

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

Risk: 47.0%AI: 50EstimatedTime: 2%

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

Risk: 29.0%AI: 35EstimatedTime: 3%

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

Risk: 51.3%AI: 60.75ObservedTime: 3%

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

Risk: 40.8%AI: 64.58ObservedTime: 2%

Coordinate or direct research or publication activities of technicians or related staff.

Risk: 23.0%AI: 20EstimatedTime: 2%

Provide technical support for computer-based Geographic Information Systems (GIS) mapping software.

Risk: 72.6%AI: 58.6ObservedTime: 3%

Conduct feasibility studies or identify system, time, equipment, or cost requirements for projects.

Risk: 49.0%AI: 55EstimatedTime: 2%

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

Risk: 51.0%AI: 60EstimatedTime: 2%

Protective Factors

Total protective discount: 30.1%

Essential Soft Skills

Traits that are hard for AI to replicate

Attention to DetailAnalytical ThinkingIntegrityDependabilityAdaptability/FlexibilityCooperationIndependenceInitiativeAchievement/EffortPersistenceInnovationStress Tolerance
Career Planning

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Recommendations

Skills to Develop

These skills are at risk from AI automation. Geospatial Information Scientists and Technologists professionals should diversify beyond them.

  • Reading Comprehension

    High reliance on Reading Comprehension is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Mathematics

    High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Information Ordering

    High reliance on Information Ordering is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Mathematics

    High reliance on Mathematics is a risk area. Consider developing complementary AI-resistant skills to maintain value.

  • Programming

    Programming is AI-vulnerable but has moderate importance in this role. AI tools may handle this; focus on higher-value skills.

Skills to Leverage

These human-centric skills remain difficult for AI to replicate. Double down here.

  • Adaptability/Flexibility

    Adaptability/Flexibility is AI-resistant — strengthening this skill provides durable career protection.

  • Complex Problem Solving

    Complex Problem Solving is AI-resistant — strengthening this skill provides durable career protection.

  • Leadership

    Leadership is AI-resistant — strengthening this skill provides durable career protection.

  • Coordination

    Coordination is AI-resistant — strengthening this skill provides durable career protection.

  • Social Perceptiveness

    Social Perceptiveness is AI-resistant — strengthening this skill provides durable career protection.

Tools to Adopt

AI can amplify these skills. Learn the tools that augment rather than replace your work.

  • Writing

    Writing will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Critical Thinking

    Critical Thinking will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Active Learning

    Active Learning will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Judgment and Decision Making

    Judgment and Decision Making will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

  • Systems Analysis

    Systems Analysis will be enhanced by AI. Develop expertise in using AI tools for this skill to increase productivity.

Score History

Risk score over 3 scoring runs

-6.0

overall change

Checking for existing plan...