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mtunzi france

@mtunzifrance

Pricing analytics manager at Standard Bank building APR models and automated reporting for banking decisions.

South Africa
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At Standard Bank, I develop APR statistical models and run scenario analyses to support banking product pricing strategy. I also build ARIMA models in Python and R to forecast NIR under different economic scenarios.

In my current role, I automate monthly portfolio reporting and implement price-tracking and compliance governance with data validation. I investigate revenue leakage and produce recommendations based on root-cause analysis.

Previously, I contributed to credit risk stress testing at the South African Reserve Bank and built analytics for banking clients at First National Bank. At Nedbank South Africa, I applied Test & Control and data mining to campaigns that increased spend in targeted segments.

Experience

Work history, roles, and key accomplishments

Standard Bank logoSB
Current

Manager, Pricing Analytics & Modelling

Nov 2024 - Present (1 year 11 months)

Develops and refines APR statistical models for banking products, runs scenario analyses, and automates monthly portfolio management reporting. Implements governance frameworks for price tracking and investigates revenue leakage through root-cause analysis.

Nedbank South Africa logoNA

Quantitative Analyst

Nedbank South Africa

Feb 2020 - Mar 2021 (1 year 1 month)

Lead analyst for multiple campaigns including Black Friday 2020, EMOB, and Uber, applying Test & Control methodology and data mining to drive spend increases exceeding R1 million for targeted segments.

Education

Degrees, certifications, and relevant coursework

AWS logoAW

AWS

AWS Certified AI Practitioner, Artificial Intelligence

In progress: AI/ML fundamentals, generative AI concepts, responsible AI, AI governance and security.

CFA Institute logoCI

CFA Institute

CFA Level I Candidate, Investment Analysis

Candidate for the CFA Level I examination, scheduled for May 2027.

Explore Data Science Academy logoEA

Explore Data Science Academy

Data Science for Analysts, Data Science

2021 - 2021

Completed a Data Science for Analysts program covering data gathering, analytical programming, data visualisation, machine learning, model deployment, and introduction to deep learning.

University of Cape Town logoUT

University of Cape Town

BSc Honours, Statistical Sciences

2018 - 2018

Postgraduate degree in Statistical Sciences from the University of Cape Town in 2018.

University of Cape Town logoUT

University of Cape Town

BSc, Applied Statistics and Economics

2017 - 2017

Grade: Dean's Merit List (2016)

Bachelor's degree in Applied Statistics and Economics from the University of Cape Town in 2017. Dean's Merit List in 2016.

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