Insights in Action

The projects below showcase a range of analytical, data science and consulting capabilities.

They are presented for portfolio purposes only. Any company names, datasets or business scenarios featured within these projects are illustrative examples and should not be interpreted as real client engagements or representations of actual business performance.

Predicting Relationship Attachment Styles Using Machine Learning

End-to-end machine learning project combining structured behavioural data with NLP-derived features.

Slide titled 'Attachment Style Prediction Using Machine Learning' with subtitle 'Combining structured psychological data with AI-generated relationship reflections'.

Evaluating an AI Learning Product Through Experimentation

A/B test analysis assessing the impact of an AI-powered learning feature on revenue and user behaviour.

Pink slide with black text that reads 'Speaking Practice tool' and smaller text below that says 'Experiment Analysis'.

Customer Feedback Analysis Using Natural Language Processing

BERTopic analysis of 100,000+ app reviews to identify customer pain points and improvement opportunities.

Title slide with a black background and yellow text, reading: 'Bumble App Review Topic Analysis Using BERTopic'.

Investigating Fraud Patterns Through Data Analysis

Executive-level investigation into abnormal fraud patterns and recommended mitigation strategies.

Slide with title 'Investigating Data Anomalies in Brazil' on a dark teal background.

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