Entry-level software development / CRUD app maintenance

Tools like GitHub Copilot and Cursor already generate and debug the kind of boilerplate code junior engineers are typically assigned.

Insurance claims/underwriting logic scripting

GEICO and peers are aggressively deploying AI-driven underwriting and claims triage systems that reduce need for manual rule-coding.

QA / test case writing

AI test generation tools can now produce and maintain unit tests faster than a junior engineer typing them out.

Documentation and internal tooling scripts

LLMs can generate internal documentation and simple automation scripts with minimal oversight.

Computer Science fundamentals (algorithms, systems design)

A strong CS foundation from Rutgers Honors program means Ashley can move into architecture and systems-level roles AI still struggles to fully own.

Domain knowledge of insurance/actuarial systems

Understanding regulatory and business-specific logic in insurance tech is a moat AI models trained on generic code can't easily replicate.

Adaptability from academic honors track

A track record of high performance suggests capacity to quickly upskill into AI-adjacent roles like ML engineering or MLOps.