Portrait of Mahlori Baloyi

About me

I find where financial workflows break, then design the system that fixes them.

I help organisations improve business processes, reporting and decision-making by turning operational and financial data into practical systems and actionable insights.

My experience spans telecommunications, financial operations, reporting environments and data-driven application development. I combine analytical thinking, systems development and business understanding to identify inefficiencies, automate workflows and build solutions that improve accuracy and operational performance.

If you can represent something numerically, mathematics can give you the tools to find structure in it.

Areas of focus

  • Systems analysis
  • Business process improvement
  • Data analysis and reporting
  • SQL and database solutions
  • Process automation
  • Financial and operational data

What I bring

  • Enterprise analyst experience in a large telecommunications environment
  • Financial operations and systems exposure within banking
  • Translating business requirements into technical solutions
  • Automating manual processes and improving data accessibility
  • A foundation in mathematics, physics and systems thinking

Tools

  • Microsoft 365
  • Power BI
  • GitHub
  • Python
  • scikit-learn
  • Tool logo
  • Docker

Portfolio

Credit risk case study preview

Credit risk case study

A lender scenario on public data: where default concentrates, whether a model beats simple rules, and the operational changes that follow.

  • Decision support
  • Python
  • Power BI
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Rabbit bank statement to ledger system

Rabbit

Turns client bank statements into ledger-ready transactions, replacing manual capture into Caseware for a small accounting practice.

  • Django
  • PostgreSQL
  • Systems design
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Documentation follow-up analysis preview

Documentation follow-up analysis

Recurring missing-document follow-up in fiduciary operations: the pattern in the data and where process improvement could start.

  • Business analysis
  • Process review
  • Excel
Read the case