Profile introductions tailored to an opening.
Help recruiters understand relevant experience.
Where this work fits
A person’s experience can suit an opening without that connection being obvious in a general profile. I worked on making the introduction and experience descriptions more relevant to the role, while keeping the original career history intact.
I built AI-assisted introductions and experience presentation for a particular opening, along with the product views and tailored résumé output. The original experience remained the factual source. I also worked on evaluating whether the new presentation helped reviewed candidates progress toward a conversation.
Bring relevant experience into view
Before
“I work across onboarding, inventory tools and product data.”
After · tailored introduction
I build
backend APIs
and
background jobsfor inventory and product data.
010203 All experience kept
The tailored introduction brings relevant experience forward from the original profile. The emphasis changes; the qualifications stay the same.
A useful rewrite still has to be true.
The model could borrow a skill from the job description that the candidate had never claimed. Checks had to preserve titles, figures, and supporting experience. There was also a waiting problem: I used priority queues and concurrency control so a profile being opened could take the next available generation slot.
The skills behind the work
- Scala
- Backend development within established services, including asynchronous work and integration boundaries.
- Structured LLM output
- Give generated content a predictable shape the application can validate and use.
- Product experiments
- Compare product behavior to learn whether a change helps users progress.
The profile experiment showed more reviewed candidates progressing to a conversation. The work improved how experience was presented and tested that change against what people did next.
- Candidate shortlists
- +22%Increase in recruiter shortlists in profile-optimization experiments.
- Candidate rejections
- −20%Reduction observed in the profile-optimization experiments.