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AML Quantitative Analytics and Model Development Analyst Senior Machine Learning

PNC · Chicago, IL · $86,000–$172,500 a year · Full time

Posted Aug 27, 2026 · We last checked this listing on Oct 6, 2026

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Likely interview questions for this role

Written from this job description, not a generic list. Each one notes what the interviewer is really checking.

About your past

Tell me about a time you challenged a model owner on their approach. What happened?

What they are checking: Whether they have given effective challenge and handled the pushback well.

Tell me about a project where you applied analytics in a highly regulated setting.

What they are checking: Whether they have practical experience working under regulatory constraints.

What would you do

A generative AI tool drafts investigation narratives. What risks would you look for?

What they are checking: Whether they can think through new AI risks like hallucination, bias and data leakage.

A new AI technique gets a lot of attention in the industry. How would you judge whether it is worth exploring here?

What they are checking: Whether they evaluate emerging tools with curiosity and caution rather than hype.

About the work

How would you oversee a machine learning model that prioritizes AML alerts for investigators?

What they are checking: Whether they know how to monitor and challenge ML models in a compliance setting.

What makes model explainability especially important in AML, and how would you get it from a complex model?

What they are checking: Whether they understand that investigators and regulators must be able to understand model decisions.

How would you detect that an AML model's performance is drifting?

What they are checking: Whether they know practical monitoring methods for model decay.

How do model risk management expectations like SR 11-7 apply to AI tools in AML?

What they are checking: Whether they connect established model governance to new AI-enabled solutions.

How do you measure the effectiveness of an alert-scoring model when you rarely know the true outcome?

What they are checking: Whether they understand label scarcity and feedback loops in AML.

How would you explain a model's limitations to investigation leaders who rely on it?

What they are checking: Whether they can turn complex concepts into actionable insight for business users.

Practice this interview out loud.

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The full job description

As published by PNC.

Position Overview At PNC, our people are our greatest differentiator and competitive advantage in the markets we serve. We are all united in delivering the best experience for our customers. We work together each day to foster an inclusive workplace culture where all of our employees feel respected, valued and have an opportunity to contribute to the company’s success. As a AML Quantitative Analytics and Model Development Analyst Senior Machine Learning within PNC's AML organization, you will be based in Pittsburgh, PA, Cincinnati, OH or one of PNC"s Hub locations. This role is ideal for a risk and compliance professional who combines deep curiosity about emerging AI and machine learning capabilities with practical experience applying advanced analytics in highly regulated environments. The successful candidate will provide oversight and challenge for AI-enabled solutions that support AML investigations, helping ensure they remain effective, well-governed, and aligned to business and regulatory expectations. Working closely with model owners, technology partners, investigators, and risk stakeholders, this individual will monitor industry developments, evaluate the potential impact of new techniques and tools, translate complex concepts into actionable business insights, and help shape the strategic direction of AI-enabled capabilities. We are seeking a thoughtful and influential professional who can bridge business, risk, and technology perspectives, exercise sound judgment, and serve as a trusted advisor on the evolving use of AI within financial crimes risk management. PNC is an in-office company that fosters a supportive culture where employees can thrive and achieve balance. We encourage candidates to connect with their recruiter and hiring manager to understand workplace expectations and ensure the role aligns with their goals. PNC will not provide sponsorship for employment visas or participate in STEM OPT for this position. Job Description • Independently performs advanced quantitative analyses and model development to drive decision-making by running quantitative strategies. Makes recommendations based on analyses. • Analyzes and develops new model frameworks by supporting the line of business. Refines, monitors, and reviews existing models. Conducts on-going communication with model owners and model developers during the course of the review. Works with larger, more complex datasets to create models. • Performs quantitative analysis and develops complex reports. Performs qualitative and quantitative assessments of all aspects of models including theoretical aspects, model design and implementation as well as data quality and integrity. Analyzes complex data and associated quantitative analysis. Makes recommendations based on findings from data analytics. • Uses quantitative tools and techniques to measure and analyze model risks and reaches conclusions on strengths and limitations of the model. • Prepares and analyzes detailed documents for validation and regulatory compliance, using applicable templates. PNC Employees take pride in our reputation and to continue building upon that we expect our employees to be: • 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 3+ years of relevant / direct industry experience. Certifications are often desired. 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 Candidates being considered for this position will be subject to additional background checks as established by the specific government client contract. Language Assessments No Required or Preferred Language Assessments Pay Transparency Base Salary: $86,000.00 – $172,500.00 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 08/27/2026, 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. Depending on your eligibility, options for full-time employees include: medical/prescription drug coverage (with a Health Savings Account feature), dental and vision options; employee and spouse/child life insurance; short and long-term disability protection; 401(k) with PNC match, pension and stock purchase plans; dependent care reimbursement account; back-up child/elder care; adoption, surrogacy, and doula reimbursement; educational assistance, including select programs fully paid; a robust wellness program with financial incentives. In addition, PNC generally provides the following paid time off, depending on your eligibility: maternity and/or parental leave; up to 11 paid holidays each year; 9 occasional absence days each year, unless otherwise required by law; between 15 to 25 vacation days each year, depending on career level; and years of service. To learn more about these and other programs, including benefits for full time and part-time employees, visit pncthrive.com . Disability Accommodations Statement If an accommodation is required to participate in the application process, please contact us via email at AccommodationRequest@pnc.com . Please include “accommodation request” in the subject line title and be sure to include your name, the job ID, and your preferred method of contact in the body of the email. Emails not related to accommodation requests will not receive responses. Applicants may also call 877-968-7762 and say "Workday" for accommodation assistance. All information provided will be kept confidential and will be used only to the extent required to provide needed reasonable accommodations. At PNC we foster an inclusive and accessible workplace. We provide reasonable accommodations to employment applicants and qualified individuals with a disability who need an accommodation to perform the essential functions of their positions. 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. This position is subject to the requirements of Section 19 of the Federal Deposit Insurance Act (FDIA) and, for any registered role, the Secure and Fair Enforcement for Mortgage Licensing Act of 2008 (SAFE Act) and/or the Financial Industry Regulatory Authority (FINRA), which prohibit the hiring of individuals with certain criminal history. California Residents Refer to the California Consumer Privacy Act Privacy Notice to gain understanding of how PNC may use or disclose your personal information in our hiring practices.

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