Dynamic financial risk professional with a proven track record at BMO Financial Group, excelling in quantitative analysis and risk management. Spearheaded the development of a Python-based FRTB capital aggregation engine, enhancing reporting efficiency. Recognized for automating processes, saving significant time, while effectively communicating complex risk methodologies to stakeholders.
Overview
8
8
years of professional experience
Work History
Director, Market Risk Capital (FRTB)
BMO Financial Group
11.2023 - Current
Appointed team lead of FRTB production team, which includes:
Directing and coordinating tasks amongst the team to ensure timely and accurate FRTB market risk capital calculations
Leading weekly presentations of FRTB market risk capital drivers to all stakeholders across the bank (front office, risk oversight)
Developed BMO’s Python based FRTB market risk capital aggregation engine (SBM for all asset classes, DRC, RRAO)
Independently responsible for development of new features critical for market risk capital reporting and internal risk monitoring
Implemented Euler decomposition of capital charges into FRTB aggregation engine, enabling the bank to view capital attribution at the position level in an additive manner
Key front office contact for providing RWA estimates for proposed trading activity – developed BMO’s tool that enables this capability (Python, SQL)
Developed FRTB market risk capital stress testing and ‘what-if’ analysis scenarios, methodology and quantification tools (Python, SQL)
Associate, Equity Finance
RBC Capital Markets
06.2023 - 11.2023
Cover firm and client short positions
Book client returns and recall requests
Automate and enhance reporting capabilities (VBA, Python)
Manager, Counterparty Credit Risk
BMO Financial Group
11.2020 - 06.2023
2022 annual performance award recipient
2021Q1, 2022Q1, 2022Q2 quarterly performance award recipient
Key front office contact for complex and/or highly material live derivative, SFT and DFT exposure calculations and credit limit checks (includes all traded products across all desks)
Provide weekly oversight of BMO’s CCR exposure to all clients, explaining key drivers of material exposure changes and trends across all traded derivative, SFT and DFT products
Assist portfolio managers in setting exposure trading limits for diverse set of derivative, SFT and DFT products by providing scenario-based analytics of main risk drivers
Communicate rationale for risk methodologies and exposure figures to portfolio managers and traders
Develop exposure calculation methodology for new traded derivative products (for all desks)
Appointed team lead for quarterly risk model parameter calibrations, which includes:
Directing and coordinating various tasks amongst a team of six
Parameter change calculation/justification for all risk models (FX, IR, equity, commodity, credit)
PFE impact analytics for all OTC derivative and SFT products
Presentation to upper management, trading desk heads and corporate banking
Significantly improved efficiency of quarterly model calibrations by automating various manual processes (using Python, SQL, VBA) saving over two months of work per quarter
Developed and maintained interest rate swap and basis swap risk factor calculator which was implemented as part of CCR’s quarterly calibration process (Python, VBA)
Implemented several enhancements to weekly ad-hoc equity model calibration process (Python, VBA, SQL)
Senior Financial Risk Analyst
TMX Group
12.2019 - 11.2020
Key involvement in CDS Clearing (Canadian equity central counterparty) post-trade risk modernization project
Responsibilities included MATLAB and SQL code development, methodology validation & participant impact analysis for clearing member margin requirements (Base Initial Margin, Mark-To-Market, Wrong-Way Risk, Minimum Liquidity Requirement)
Assisted in the development of equity portfolio and individual equity SVaR and HVaR MATLAB/SQL models for haircut and base initial margin calculations
Independently developed underlying methodology and implemented MATLAB/SQL model for CDS Clearing collateral fixed-income stress testing
Senior Quantitative Analyst, Model Validation
Sun Life Financial
04.2019 - 12.2019
Validated Risk Metrics CDS VaR stochastic credit migration and pricing model
Performed data validation and feature selection methodology review for automated underwriting random forest model
Replicated and validated methodology of Finastra Summit derivative valuation engine using Python for the following products: vanilla interest rate swaps, cross-currency interest rate swaps, zero-coupon swaps, swaptions and FX-forwards
Replicated bootstrapping/interpolation and assessed methodology of discount curve construction for USD/CAD LIBOR, USD/CAD OIS and various cross-currency curves using Python
Assessed constraints and limitations of models, challenged model conceptual soundness including methodology, logic, assumptions, inputs and outputs
Actuarial Associate
Munich Reinsurance Company of Canada
09.2017 - 07.2018
Developed Munich Re’s primary tool for producing critical illness pricing incidence rates using VBA and SQL programming
Ad-hoc data analytics on 3M+ records with PL/SQL programming
Maintained and updated key pricing metrics of the GGY AXIS individual life, disability and critical illness new business master models
Calculated and explained impacts of implementing new pricing mortality assumptions on all new business GGY AXIS master models
Determined and explained in detail the driving forces of modeled projected and/or historic negative performance on target clients
Replicated and reconciled original pricing assumptions and profit metrics in GGY AXIS using premium tables and distribution/mortality assumptions sent from the client at time of pricing
Assisted in preparation of detailed presentations of analysis on target clients to be presented to upper management and lawyers
Education
Master of Financial Mathematics - MFM, M-Phimac
McMaster University
Hamilton, ON
01.2019
Honours Bachelor of Science - Actuarial and Financial Mathematics
McMaster University
Hamilton, ON
01.2016
Skills
Quantitative analysis
Risk management
Financial modeling
Statistical modeling
Traded products
Adaptiv
Microsoft Excel
Microsoft Access
Bloomberg
Python
VBA
SQL
MATLAB
Professional Designations
ASA (Associate of the Society of Actuaries)
CSI – CSC/CPH
FINRA - Series 7, Series 63, SIE
Machine Learning – Stanford University (Coursera)
DeepLearning.ai - Deep Learning Specialization
Timeline
Director, Market Risk Capital (FRTB)
BMO Financial Group
11.2023 - Current
Associate, Equity Finance
RBC Capital Markets
06.2023 - 11.2023
Manager, Counterparty Credit Risk
BMO Financial Group
11.2020 - 06.2023
Senior Financial Risk Analyst
TMX Group
12.2019 - 11.2020
Senior Quantitative Analyst, Model Validation
Sun Life Financial
04.2019 - 12.2019
Actuarial Associate
Munich Reinsurance Company of Canada
09.2017 - 07.2018
Master of Financial Mathematics - MFM, M-Phimac
McMaster University
Honours Bachelor of Science - Actuarial and Financial Mathematics