Takeover Tracker
36%medium risk

Software Developers, Applications

Develop, create, and modify general computer applications software or specialized utility programs. Analyze user needs and develop software solutions. Design software or customize software for client use with the aim of optimizing operational efficiency. May analyze and design databases within an application area, working individually or coordinating database development as part of a team. May supervise computer programmers.

Higher risk than 67% of occupations
Checking for existing plan...

How AI Impacts Each Task

15 tasks analyzed

Modify existing software to correct errors, allow it to adapt to new hardware, or to improve its performance.

Risk: 51.1%AI: 60.15ObservedTime: 20%

Analyze user needs and software requirements to determine feasibility of design within time and cost constraints.

Risk: 43.7%AI: 41.85ObservedTime: 15%

Confer with systems analysts, engineers, programmers and others to design system and to obtain information on project limitations and capabilities, performance requirements and interfaces.

Risk: 39.2%AI: 60.42ObservedTime: 10%

Store, retrieve, and manipulate data for analysis of system capabilities and requirements.

Risk: 65.9%AI: 41.77ObservedTime: 5%

Design, develop and modify software systems, using scientific analysis and mathematical models to predict and measure outcome and consequences of design.

Risk: 53.9%AI: 67.22ObservedTime: 13%

Develop and direct software system testing and validation procedures, programming, and documentation.

Risk: 49.7%AI: 56.7ObservedTime: 10%

Consult with customers about software system design and maintenance.

Risk: 40.2%AI: 63.1ObservedTime: 5%

Supervise the work of programmers, technologists and technicians and other engineering and scientific personnel.

Risk: 19.0%AI: 10EstimatedTime: 5%

Determine system performance standards.

Risk: 49.0%AI: 55EstimatedTime: 3%

Analyze information to determine, recommend, and plan computer specifications and layouts, and peripheral equipment modifications.

Risk: 47.2%AI: 50.4ObservedTime: 3%

Coordinate software system installation and monitor equipment functioning to ensure specifications are met.

Risk: 83.2%AI: 85EstimatedTime: 3%

Obtain and evaluate information on factors such as reporting formats required, costs, and security needs to determine hardware configuration.

Risk: 72.0%AI: 56.95ObservedTime: 2%

Train users to use new or modified equipment.

Risk: 33.0%AI: 45EstimatedTime: 2%

Specify power supply requirements and configuration.

Risk: 75.1%AI: 64.65ObservedTime: 2%

Recommend purchase of equipment to control dust, temperature, and humidity in area of system installation.

Risk: 84.0%AI: 87EstimatedTime: 2%

Skill Impact Analysis

AI-Vulnerable Skills (6)

Programming15%

High reliance on Programming 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.

Reading Comprehension10%

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

Mathematics10%

Mathematics 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.

Persuasion80%

Persuasion 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.

Recommended Courses

Courses matched to Software Developers, Applications 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

Courseraintermediate

IBM AI Engineering Professional Certificate

by IBM

~12 weeks$49/mo4.6Certificate
Addresses vulnerability: Programming

Estimated Impact

-8.1pt risk

AI-Augmentation Tools

Learn to work alongside AI and boost your productivity

Courseraintermediate

Systems Thinking In Practice

by The Open University

20 hours$49/mo4.5Certificate
Enhances AI augmentation: Systems Analysis

Estimated Impact

-5.6pt risk

Strengthen Your Edge

Double down on skills AI can't replicate

Coursera

Inspired Leadership Through Emotional Intelligence

by Case Western Reserve University

32 hours$49/mo4.8Certificate
Strengthens resilience: Adaptability/Flexibility

Estimated Impact

-3.6pt 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.

Score History

Risk score over 3 scoring runs

-5.2

overall change

Education & Training

Percentage of workers at each education and training level

Education Level

Some College1%
Associate's Degree3%
Bachelor's Degree80%
Doctoral/Professional Degree16%

Prior Experience Needed

Work experience required to enter this job

None15%
1-2 years5%
2-4 years17%
4-6 years34%
6-8 years16%
8-10 years1%
Over 10 years12%

Training Provided After Hiring

How long it typically takes to learn on the job

None2%
Up to 1 month16%
1-3 months20%
3-6 months20%
6 months - 1 year22%
1-2 years2%
2-4 years16%
6-8 years2%

Related News

Recent articles about AI affecting this occupation

5 articles

AI Turns Coders, Lawyers and Analysts Into Ghosts of London’s Past

Job postings for finance analysts in London have plummeted to just 80 vacancies on a major recruitment site, a stark drop from four years ago. The steep decline highlights how automation is quietly hollowing out entry-level white-collar roles in major financial hubs.

Bloomberg Technology19h ago

AI and Machine Learning Skills Dominate High-Paying Freelance Roles for 2026

Demand for independent contractors specializing in machine learning, cybersecurity, and niche content creation is surging as companies outsource technical needs. Workers who master these specific tools are commanding premium rates over traditional full-time employees.

Analytics And Insight21h ago

JetBrains launches new training to combat AI-driven developer skills gap.

The software development toolmaker is rolling out new educational initiatives to help programmers master complex environments. The goal is to prevent AI tools from bifurcating the workforce into elite architects and obsolete junior coders.

The New Stackyesterday

How developers are building affordable local AI coding setups to upskill.

Programmers are sharing cost-effective hardware configurations and open-source models to run AI coding assistants locally. This allows developers to build crucial AI collaboration skills without paying exorbitant cloud API fees.

Stephenyesterday

Non-Coders Are Building Functional Apps in Minutes Using Gemini

A user with no coding background successfully generated a functional application in just five minutes using Google's Gemini. The AI not only wrote the code but also provided immediate, clickable solutions to fix runtime bugs.

The Verge AIyesterday

Last scored March 14, 2026 · Based on BLS employment data and O*NET task analysis