Quantitative Analyst
Career GuideKey Responsibilities
- Gather and clean data from internal and external sources
- Explore data to find patterns, outliers, and drivers of performance
- Build statistical models to explain relationships and predict outcomes
- Develop forecasting models for revenue, demand, or market behavior
- Create risk models to estimate losses under different scenarios
- Test models using backtesting and validation methods
- Translate model results into clear recommendations for non technical partners
- Automate analysis and reporting to improve speed and consistency
- Monitor model performance and update models when conditions change
- Document assumptions, methods, and results for review and reuse
Top Skills for Success
Statistics
Probability
Linear Algebra
Time Series Analysis
Machine Learning Fundamentals
Model Validation
Experiment Design
Python
SQL
Data Cleaning
Data Visualization
Business Writing
Stakeholder Management
Problem Framing
Version Control
Career Progression
Can Lead To
Senior Quantitative Analyst
Quantitative Researcher
Risk Manager
Lead Data Scientist
Model Risk Manager
Transition Opportunities
Portfolio Manager
Trading Strategist
Product Analytics Manager
Machine Learning Engineer
Head of Analytics
Common Skill Gaps
Often Missing Skills
Model MonitoringModel DocumentationStakeholder CommunicationProduction Data PipelinesCloud ComputingModel Governance
Development SuggestionsBuild a small end to end project that starts with raw data and ends with a monitored model. Practice writing short model memos that explain goal, approach, assumptions, and limitations in plain language. Learn basic cloud workflows and set up repeatable pipelines with version control.
Salary & Demand
Median Salary Range
Entry LevelUSD 85,000 to 115,000
Mid LevelUSD 115,000 to 160,000
Senior LevelUSD 160,000 to 230,000
Growth Trend
Demand is strong and steady, driven by growth in data driven decision making, risk management needs, and increased use of predictive modeling across finance, technology, and healthcare.Companies Hiring
Major Employers
JPMorgan ChaseGoldman SachsMorgan StanleyBlackRockCitadelTwo SigmaRenaissance TechnologiesBloombergAmazonGoogleMicrosoftMetaStripeVisaMastercardUnitedHealth GroupCVS Health
Industry Sectors
Investment BankingAsset ManagementHedge FundsFintechInsuranceTechnologyPaymentsHealthcareEnergyConsulting
Recommended Next Steps
1
Choose a specialization such as risk, forecasting, pricing, or trading signals2
Build a portfolio project with a clear business question and measurable results3
Practice model validation using backtesting and error analysis4
Strengthen SQL skills for reliable data extraction5
Improve communication by writing one page summaries of your analyses6
Learn standard tools used in teams, including version control and code reviews7
Network with professionals in finance and analytics to understand role expectations8
Tailor your resume to emphasize impact, model performance, and collaboration