Literature

Research papers, blog posts, and articles.

Papers

Record Linkage and Entity Resolution

12/2025

A writeup of a project I developed for LucidTrack, addressing the challenge of duplicate job application entries created by hundreds of users independently saving the same opportunities. The solution combines application grouping algorithms with company entity assignment, utilising fuzzy matching and semantic embedding techniques to identify duplicates and normalise company data into a coherent jobs board.

Data ScienceEntity ResolutionFuzzy MatchingSemantic Embeddings

Blogs & Articles

How to write a killer CV and Cover Letter for initial submissions

01/2026

A comprehensive guide to writing CVs and cover letters that pass ATS (Applicant Tracking Software) screening. Covers the structure and content of effective CVs, the three-paragraph framework for cover letters (Why me?, Why the company?, Why the role?), and strategies for standing out in competitive application processes. Includes practical tips on using quantitative metrics, tailoring applications, and leveraging networking events and insight days.

Career AdviceCV WritingCover LettersJob ApplicationsATS

The Making of LucidTrack: A Story of Desperation, Determination, and Actually Useful Software (And How You Can Use It to Win)

11/2025

A blog post about how LucidTrack was built, the problem it solves for students managing dozens of internship and grad scheme applications, and how to get the best experience out of the platform. Covers the journey from Excel spreadsheets to a fully-featured application tracking system built by students, for students.

LucidTrackStartupProduct DevelopmentStudent Tools