SMBC Group

VP, AI/ML Model Risk & Governance, Data Management Office

SMBC Group  •  Singapore, SG (Onsite)  •  2 months ago
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Job Description

Responsibilities

• Provide independent oversight and challenge throughout the model lifecycle, including development, validation, approval and ongoing monitoring.

• Assess model materiality, criticality and alignment with organisational risk appetite.

• Review model documentation, assumptions, methodology, limitations, residual risks and compensating controls.

• Evaluate model monitoring frameworks, including drift detection, performance and stability metrics.

• Ensure compliance with regulatory expectations for AI/ML, including fairness, explainability and accountability.

• Collaborate with data scientists and model developers across departments to understand modelling intent and technical assumptions.

• Support enhancement of governance frameworks, policies and approval processes for statistical, ML and AI models.

• Contribute to AI/ML proofofconcept (POC) initiatives to strengthen governance practices and support innovation.

• Partner with risk, compliance, IT and business teams to embed robust AI governance and Responsible AI principles across the organisation.

• Support AI/ML model governance by managing essential data assets, including maintaining metadata, documenting key datasets, and ensuring clarity of features and data inputs used in models.

• Support data management initiatives for building a robust AI/ML-ready ecosystem.

Requirements

• Minimum 7 years of relevant experience in model risk management, model governance, model validation, quantitative analytics or related areas.

• Strong knowledge of model governance frameworks, policies and regulatory expectations for statistical, ML and AI models.

• Understanding of AI/ML concepts including performance evaluation, explainability, drift and monitoring techniques.

• Ability to identify modelling weaknesses, design flaws, performance gaps and potential risks.

• Experience reviewing documentation, assumptions, model logic and validation evidence.

• Strong risk assessment, judgement, analytical and problemsolving skills.

• Excellent documentation and communication skills to support governance decisions.

• Ability to collaborate effectively with data science, engineering, business and risk stakeholders.

• Familiarity with Responsible AI principles such as fairness, transparency and robustness.

• Nice-to-haves: AI Governance Professional (AIGP) certificate or relevant qualifications.

SMBC Group

About SMBC Group

SMBC Group is a top-tier global financial group. Headquartered in Tokyo and with a 400-year history, SMBC Group offers a diverse range of financial services, including banking, leasing, securities, credit cards, and consumer finance. The Group has more than 150 offices and 120,000 employees worldwide in nearly 40 countries. Sumitomo Mitsui Financial Group, Inc. (SMFG) is the holding company of SMBC Group, one of the three largest banking groups in Japan. SMFG's shares trade on the Tokyo and Nagoya stock exchanges, and its ADRs trade on the New York Stock Exchange (NYSE: SMFG).

Americas: https://www.smbcgroup.com/

EMEA: https://www.smbcgroup.com/emea/

APAC: https://www.smbc.co.jp/asia/

Tokyo: https://www.smfg.co.jp/english/

Industry
Finance & Insurance
Company Size
10,000+ employees
Headquarters
Tokyo, JP
Year Founded
Unknown
Website
co.jp
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