Replacing a general claim with the moment the problem became concrete
Final-year computer science undergraduate, no publications

From a young age, I have been fascinated by computers and the way technology shapes our world. This fascination led me to pursue a bachelor's degree in computer science, where I developed a strong passion for machine learning and its endless possibilities. I am a hardworking and dedicated student who is eager to contribute to your esteemed institution.
Our final-year model classified pneumonia from chest X-rays at 94 per cent accuracy until we tested it on images from a second hospital, where it dropped to 71. The scanner metadata, it turned out, was doing more of the work than the lungs. I spent the following month reading about distribution shift, and I have not really stopped since.
Why the second one works
- 01
The strong version opens on an event with a date-shaped specificity, not a disposition.
- 02
It names a number twice, and the second number is the failure. Admitting the failure is what makes the first number credible.
- 03
The technical term arrives after the phenomenon it describes, which shows understanding rather than vocabulary.
- 04
The last sentence states the research interest without ever using the words passion or interest.
- 05
Nothing in it could be copied into another applicant's statement, which is the point.
Written in-house as an illustration. Not a real applicant’s statement, and not a template: a published paragraph is a paragraph a similarity checker has already seen.