Specificity is the whole game

Almost every weak statement fails the same way. Not bad writing — insufficient specificity.

Watch the same claim get stronger:

“I am interested in machine learning.” True of tens of thousands of applicants.

“I am interested in computer vision.” Narrower. Still thousands.

“I am interested in why detection models degrade outside their training conditions.” Now it’s a real interest. It has a shape and it suggests you’ve hit the problem.

“I retrained a detector on 12,000 annotated frames and watched it lose most of its accuracy when the site changed its lighting. I want to work on why that happens.” Now it’s evidence. Specific, checkable, and only yours.

The same ladder applies to everything in the file:

“I have strong teamwork skills” → “I coordinated three annotators for six weeks and rewrote the guideline twice when we found we disagreed.”

“I am hardworking” → delete it. Nobody has ever written “I am lazy”. A line every applicant writes carries no information.

“Your university is prestigious and has excellent faculty” → “Professor X’s work on Y addresses exactly the failure I ran into.”

The mechanism is simple. A committee reads hundreds of files. Generic claims blur into each other and are discounted — not disbelieved, just uninformative. A specific claim is memorable, and memorable is what survives a long day of reading.

A practical pass over your draft: for every sentence, ask “could a different applicant write this?” If yes, either add the specific detail that makes it yours, or cut it. Most statements shrink by a third and get considerably stronger.

Specificity also protects you. Vague claims invite doubt. A number, a duration, a named tool or a described failure is verifiable — and verifiable is what makes a reader trust the rest.