Quantitative Analytics & Model Analyst - Retail Lending Data Model Analytics
Job
PNC
Cleveland, OH (In Person)
$89,775 Salary, Full-Time
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Job Description
- Position Overview
- At PNC, our people are our greatest differentiator and competitive advantage in the markets we serve.
Key Responsibilities:
- Design, develop, and evaluate quantitative models used in retail lending analytics and optimization.
- Apply reinforcement learning frameworks and/or optimization modeling techniques to decision based problems.
- Analyze how models interact with computer systems, including inputs, outputs, and feedback loops.
- Incorporate human-in-the-loop or other forms of human input models where applicable.
- Test model behavior using different input structures and system configurations.
- Document model assumptions, methodologies, results, and limitations.
- Collaborate with technical teams to support model integration into production systems.
- Support ongoing model enhancements, validation, and performance monitoring.
Required Experience & Skills:
- 1-2 years of experience in quantitative modeling, reinforcement learning, optimization modeling, or related analytical work OR Bachelor's degree (or higher) in Mathematics, Statistics, Quantitative Methods, Data Science, Computer Science, or a related field
- Experience or academic exposure to reinforcement learning and/or optimization modeling techniques
- Strong quantitative, mathematical, and statistical background
- Understanding of human input models or unique/custom modeling approaches
- Knowledge of how models interact with computer systems and software environments
- Familiarity with how models accept, process, and respond to various forms of input data
- Strong analytical thinking and problem solving skills
Preferred Qualifications:
- Experience applying reinforcement learning or optimization techniques in financial, lending, or decision science contexts
- Exposure to model deployment concepts and system integration
- Familiarity with simulation, control systems, or feedback driven modeling
- Strong written and verbal communication skills for explaining complex models to non technical audiences PNC is an in-office company that fosters a supportive culture where employees can thrive and achieve balance.
STEM OPT
for this position.- Job Description
- + Under general supervision, performs advanced quantitative analyses and models development to support decision-making by running quantitative strategies.
- Customer Focused
- - Knowledgeable of the values and practices that align customer needs and satisfaction as primary considerations in all business decisions and able to leverage that information in creating customized customer solutions. +
- Managing Risk
- - Assessing and effectively managing all of the risks associated with their business objectives and activities to ensure they adhere to and support PNC's Enterprise Risk Management Framework.
- Qualifications
- Successful candidates must demonstrate appropriate knowledge, skills, and abilities for a role. Listed below are skills, competencies, work experience, education, and required certifications/licensures needed to be successful in this position.
- Preferred Skills
- Analytical Thinking, Credit Risks, Data Analytics, Financial Analysis, Model Development, Operational Risks, Quantitative Models, Risk Appetite
- Competencies
- Bank Quantitative Analysis, Consulting, Data Gathering and Reporting, Effective Communications, Predictive Analytics, Quantitative Techniques, Regulatory Environment - Financial Services, Testing
- Work Experience
- Roles at this level typically require a university / college degree, with 2+ years of relevant professional experience. In lieu of a degree, a comparable combination of education, job specific certification(s), and experience (including military service) may be considered.
- Education
- Bachelors
- Certifications
- No Required Certification(s)
- Licenses
- No Required License(s)
- Pay Transparency
Base Salary:
$45,000.00 - $134,550.00 Salaries may vary based on geographic location, market data and on individual skills, experience, and education. This role is incentive eligible with the payment based upon company, business and/or individual performance.- Application Window
- Generally, this opening is expected to be posted for two business days from 04/29/2026, although it may be longer with business discretion.
- Benefits
- PNC offers a comprehensive range of benefits to help meet your needs now and in the future.
- Disability Accommodations Statement
- If an accommodation is required to participate in the application process, please contact us via email at AccommodationRequest@pnc.
- Equal Employment Opportunity (EEO)
- PNC provides equal employment opportunity to qualified persons regardless of race, color, sex, religion, national origin, age, sexual orientation, gender identity, disability, veteran status, or other categories protected by law.
- California Residents
- Refer to the California Consumer Privacy Act Privacy Notice (https://content.
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