Akshat Tyagi
@akshattyagi
Quantitative credit risk model monitoring leader using analytics and machine learning to manage bank capital risk.
What I'm looking for
I’m a quantitative analytics professional with 10+ years of experience in the banking analytics industry, applying statistical and predictive modeling to credit risk management. I focus on credit risk models and data-driven decisioning for retail portfolios, supporting capital calculations and regulatory-aligned risk assessment.
As an Assistant Vice President at Barclays (since July 2015), I manage senior stakeholders and end-to-end projects while mentoring colleagues for the last 5 years. I monitor credit risk models for UK Retail portfolios and Italy mortgages, covering key capital components like PD, EAD, and LGD, and I ensure model performance is tracked using governance and policy rules.
I’ve also worked across decisioning and monitoring use cases, including monitoring application models using AI/Machine Learning techniques such as Light GBM, and logistic regression models using statistical techniques like GINI and PSI. Earlier roles as Assistant Manager and Senior Analyst strengthened my understanding of the banking credit lifecycle and model risk, including coordination with auditors and development work using SAS and Excel—saving time and improving real-time credit strategies.
Experience
Work history, roles, and key accomplishments
Assistant Vice President
Barclays (US, UK, Italy)
Dec 2021 - Present (4 years 7 months)
Manage senior stakeholders, end-to-end projects, and mentor colleagues. Monitor UK retail and Italy mortgage credit risk models (PD/EAD/LGD, logistic regression/application models including LightGBM) to calculate RWA and Capital under regulatory guidelines.
Assistant Manager
Barclays (US, UK, Italy)
Oct 2018 - Dec 2021 (3 years 2 months)
Manage mid-level stakeholders and projects. Monitor decision scorecards and capital models, and coordinate with internal and external auditors to support model risk governance.
Senior Analyst
Barclays (US, UK)
Sep 2016 - Oct 2018 (2 years 1 month)
Monitor capital models (PD/EAD/LGD), decision scorecards, and impairment models for the Barclays UK current account portfolio. Support credit risk assessment by applying statistical techniques and maintaining understanding of the credit lifecycle.
Junior Analyst
Barclays (Germany)
Jul 2015 - Sep 2016 (1 year 2 months)
Develop strategies to minimize credit card abuse using real-time transaction analytics. Build tools for capital reporting using SAS and Excel for key metrics used in decision-making.
Education
Degrees, certifications, and relevant coursework
Delhi Technological University
Bachelor of Technology, Mechanical Engineering
2011 - 2015
Completed a B.Tech in Mechanical Engineering at Delhi Technological University (2011–2015).
Delhi Public School, Vasant Kunj
High School, High School
2010 - 2015
Completed high school at Delhi Public School, Vasant Kunj (2010–2015).
Tech stack
Software and tools used professionally
Availability
Location
Authorized to work in
Job categories
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