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Manager, AML​/ATF Screening Models and Analytics, Global AML

Job in Toronto, Ontario, C6A, Canada
Listing for: Scotiabank
Full Time position
Listed on 2026-10-09
Job specializations:
  • IT/Tech
    Data Analyst, Data Scientist
Job Description & How to Apply Below
Requisition

Join a purpose driven winning team, committed to results, in an inclusive and high-performing culture.

The Manager, AML/ATF Models and Analytics is responsible for applying sophisticated predictive/analytical modelling techniques and latest AML/ATF rules and scenarios to new models AND for enhancing the performance of existing Client and Payment Screening models. This role contributes to the overall success of the Global Compliance and AML team by ensuring specific individual goals, plans, and initiatives are delivered in support of the team’s business strategies and objectives.

Also ensures all activities conducted follow governing regulations and internal policies and procedures.

Is this role right for you? In this role, you will:
Lead data extraction, transformation, and advanced analysis using Python (pandas, numpy, ML libraries) and SQL to support scalable analytics and model development.
Design, develop, test, tune, and implement statistical and machine-learning models, including AML/ATF client and payment screening rules and models.
Conduct in-depth data profiling and analysis of client and payment source data to identify data quality gaps, enrichment opportunities, and predictive modeling enhancements.
Evaluate the effectiveness of screening systems and models, identifying risks, gaps, and performance issues, and provide clear, prioritized recommendations for improvement.
Identify and demonstrate measurable value in opportunities to improve model efficiency, effectiveness, and alert quality through analytical and modeling enhancements.
Translate complex analytical and modeling outputs into clear, actionable insights for both technical and non-technical stakeholders.
Produce high-quality model documentation to support model development, validation, governance, and audit requirements.
Properly identify, report, and escalate issues that may impact the AML/ATF program resulting from model performance, system functionality, data issues, or application changes.
Apply hands-on experience with AML/ATF screening platforms to support model tuning, alert optimization, and performance analysis.
Develop analytical views, reports, or dashboards (e.g., Power BI) to communicate trends, model performance, and risk insights to senior stakeholders.

Skills
Do you have the skills that will enable you to succeed? We’d love to work with you if you have experience with:

Bachelor's degree or higher in Data Science, Statistics, Mathematics, Engineering, Computer Science, or another quantitative discipline.
Strong technical proficiency in SQL and Python, with hands-on experience extracting, transforming, and analyzing large, complex datasets to support advanced analytics and model development.
Experience designing, developing, testing, tuning, and implementing analytical, statistical, and/or machine learning models.
Experience working with AML/ATF, financial crime, screening, fraud, risk analytics, or other highly regulated domains is considered an asset.
Ability to operate with a high degree of autonomy, independently leading complex analytical and modeling initiatives end-to-end while engaging appropriate stakeholders when required.
Strong analytical and critical thinking skills, with the ability to translate detailed data insights into meaningful business, risk, and regulatory outcomes.
Demonstrated ability to collaborate effectively across cross-functional teams, including technology, data, business, operations, and governance stakeholders.
Excellent written and verbal communication skills, with the ability to clearly communicate complex technical concepts to senior management, audit, and regulatory audiences.
Strong understanding of systems architecture, data flows, upstream/downstream dependencies, and…
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