Commodity Trading

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Hacienda Hedge: Mexico's oil price-hedging programme

A secretive oil strategy locks in profits, shields the country from shocks.

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Pre-export finance structure that funds a production expansion

Outback Creek Resources Pty Ltd, a mining company incorporated in New South Wales, Australia, operating the Outback Creek metallurgical coal mine in the Hunter Valley.

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Ancillary Services

The invisible infrastructure keeping your lights on — explained through direction (up, down, symmetrical) and the critical distinction between capacity and energy.

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Carbon CTRM

Carbon Commodity Trading and Risk Management (CTRM) software enables companies to track, trade, and manage carbon credits (compliance or voluntary) and emissions data. These systems handle the lifecycle of carbon instruments, including trade capture, valuation, regulatory reporting, and risk management.

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EOD markings

Voluntary Carbon Markets

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Volatility surface modeler with full Greeks interaction (WTI & Brent)

try the "Full Hormuz closure" to see what a complete Strait shutdown repricing looks like, or "De-escalation" to model the crush if a ceasefire is announced.



Make Data-Driven Decisions • Harness Business Analytics

Voluntary Carbon Markets

Generating insights for traders, salespeople and C-level executives
Market analysis (Market players) • Quantitative analysis (supply & demand) • carbon ratings • trends

Renewable Energy Markets

Bringing price transparency to traders, salespeople and C-level executives

Dynamic Pricing Models

Daily assessed products that play an important role in strategic pricing decisions

NoSQL database Cloud-first solution React front-end



Data Strategy • Data Governance

Creating a data strategy

Combining a data-driven approach with a cloud-first strategy to harness the power of data analytics and leverage scalable computing resources to drive innovation, improve operational efficiency, and gain a competitive edge
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Data architecture

Data collection, data modelling, data flows, hot/cold storage, advanced analytics and reporting.



Data Science • Data Analytics in action

Driving innovation through inspiration

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Unsupervised Machine Learning models • Natural Language Processing (NLP)

Extracting Keyword (n-grams) with TF-IDF and SKlearn for a non-financial risk dept.

Identifying systemic anomalies logged in a risk management tool (e.g. wrong rates, compliance issues, etc.)

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Supervised Machine Learning models • Classification

Predicting inaccurate rates and improving data quality and accuracy | preprocessing data, basic feature engineering, visualizing data, and model building.

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Statistical modelling • regression analysis for prediction

Pricing strategy: assessing if hotel room rates are correlated with GDP per capita

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Business Insights • Factor and Cluster Analysis

Identifying potential travellers’ segments in the Swiss market (budget, no-limit, comfy, shopping, sporty, etc.)

Master thesis • HEC Lausanne
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Business Insights • Choice-Based Conjoint (CBC) Analysis

Identifying how a respondent values combinations of features



Data Engineering

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Market Intelligence • web scraping

Automating web scraping of market data (Volume, Open Interest, settlement prices) to identify emerging trends and patterns

Serverless data pipelines

Azure DevOps Azure Repos Azure Pipelines

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Market Intelligence • web scraping

Automating web scraping of airfares to identify emerging trends and patterns

Serverless data pipelines

AWS Lambda AWS S3 AWS DynamoDB d3.js



Custom web application

Marketing tool • commercial action plans

Fostering commercial animation, self-analytics and reducing RMs' non-value added activities

Monitoring RMs' performance

Data warehouse MySQL database PHP d3.js

Knowledge Management System (KMS)

Developing a KMS for one of the biggest non-governmental sports organisations (collecting, centralising and organising data coming from various sources. Generating on-the-fly factsheets)

MySQL database PHP d3.js



Reporting

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PnL reporting

Consolidating FX, commodities, FI & IR derivatives by business area, desk, region

P&L vs Plan (daily, MTD, YTD), P&L vs last year, top performers

Power BI

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Commodity broking

Developing and automating daily market reports

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Consolidated financial statement

ALM Treasury • Basel III • Liquidity Coverage Ratio (LCR)