Table of Contents
Financial Quantitative Analysts
The 58% risk score reflects the overall automation risk of your profession on a scale of 0–100. The higher the score, the more likely parts of your role could be handled by AI, increasing efficiency, but also raising the possibility of job disruption. Nearly all jobs include tasks that are automatable to some degree.
In this role, you develop quantitative techniques to inform securities investing, equities investing, pricing, or valuation of financial instruments. develop mathematical or statistical models for risk management, asset optimization, pricing, or relative value analysis. Your job is considered Mid Risk for AI automation.
Below is your job's AI vulnerability profile with detailed breakdowns of tasks, knowledge areas, skills, and abilities. Each item includes AI risk scores and importance ratings to help you prioritize what to focus on. Remember, look for tasks that you can automate in your job to make you more productive, while focus on developing the areas that AI cannot easily automate. Plus, explore the technology section to see what tools and software you'll likely encounter in this role and therefore can look for AI alternatives.
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In the meantime explore the sections below, and don't miss the What to do next? section for practical steps you can start today.
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On the job, you would
On-the-job activities and responsibilities that define your role. Each task is analyzed for automation potential and contributes to your overall AI risk assessment.
Preparing requirements documentation for software developers involves structured data and clear specifications, which AI can assist with, though human oversight is still needed for context-specific nuances.
Providing application or analytical support requires understanding complex financial concepts and human interaction, making it partially automatable but still reliant on human expertise.
Identifying and tracking metrics for trading systems is a data-driven task that AI can handle effectively, though human oversight ensures accuracy and relevance.
Collaborating in software development involves technical understanding and teamwork, which AI can support but not fully replace due to the need for human collaboration.
Researching new financial products requires creativity and market insight, areas where AI can assist but not fully automate due to the need for human judgment.
Maintaining or modifying financial models is a technical task that AI can assist with, though human expertise is needed for model validation and adaptation to new conditions.
Producing written summary reports involves data analysis and communication skills, which AI can support but not fully replace due to the need for human interpretation and narrative crafting.
Interpreting financial analysis results requires human judgment and understanding of market dynamics, making it partially automatable but reliant on human insight.
Developing analytical capabilities involves technical expertise and creativity, areas where AI can assist but not fully automate due to the need for innovative thinking.
Knowledge
Theoretical knowledge and understanding required for your position. Knowledge areas are evaluated for AI replacement likelihood and factor into your risk score.
Skills
Practical abilities and competencies you need to perform your job effectively. Skills are assessed for automation vulnerability and help determine your AI risk level.
Abilities
Innate and learned capabilities that enable you to succeed in your role. Abilities are analyzed for AI replication potential and contribute to your overall risk assessment.
Technology Used
Tools, software, and technological systems you use in your work.
Expert Insights
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What to do next?
Your job faces a moderate automation threat. A few timely moves can put you back in the safe zone. Choose your strategy below:
Recommended for Mid Risk:
- • Upskill: Develop skills that complement AI rather than compete with it
- • Use AI: Master AI tools to increase your efficiency and value
- • Pivot Smart: Consider transitioning to roles that require human judgment and creativity
- • Stay Alert: Get notified of industry changes that could affect your role
Each tab contains curated resources designed to help you take the next step. More resources will be added over time.
Top Learning Platforms

Coursera
Unlimited access to 2,000+ courses from top universities.

LinkedIn Learning
Short, practical videos for on-the-job upskilling.

ADPList
Free global mentorship from experienced professionals in design, product, and tech.

Skillshare
Hands-on creative workshops to build your portfolio.

Udemy
Affordable deep dives on tech, leadership & more.
Top Learning Platforms

Coursera
Unlimited access to 2,000+ courses from top universities.

LinkedIn Learning
Short, practical videos for on-the-job upskilling.

ADPList
Free global mentorship from experienced professionals in design, product, and tech.

Skillshare
Hands-on creative workshops to build your portfolio.

Udemy
Affordable deep dives on tech, leadership & more.
Frequently Asked Questions
Based on our analysis, a this role has a 58% AI risk score, which is considered mid risk. While some tasks in this role may be automated, the profession as a whole is moderately vulnerable from complete replacement. The key is understanding which specific aspects of your job are most vulnerable, some of which are shown on this page.
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