Nishu Agarwal
I'm an MBA student at XLRI Jamshedpur with 3.5 years of experience in AI/ML Data Operations at Apple Inc. At Apple, I specialized in bridging the gap between Advanced Generative AI LLM Training Pipelines and Commercial Product Execution. I drove multi-modal evaluation, cross-functional risk mitigation, and precision data grading to boost Siri's intent accuracy and cut linguistic false triggers, while handling flagship Apple Intelligence features and highly confidential "Black" projects. Alongside my corporate tenure, I serve as a National Core Member for Prashraya Welfare Foundation, a pan-India NGO, leading large-scale volunteer operations and community welfare initiatives.With a rigorous analytical foundation in economic frameworks, I am passionate about utilizing data-driven insights, structured problem-solving, and empathetic leadership to drive strategic business outcomes.
Work experience
45 months in total
- Apple India Pvt. Ltd.45 months
Career highlights
AI/ML Data Operations Analyst, Apple
- Trained Siri to recognize complex false triggers and cut linguistic false positives by aligning data grading guidelines across global teams.
- Streamlined data review workflows to handle ambiguous updates, securing the timely feature readiness of Apple Intelligence across multiple hardware devices (iPhone, iPad, Vision Pro, Apple Watch, and AirPods).
- Secured 100% compliance on strict data integrity audits, establishing critical reference datasets to train model safety evaluation pipelines.
- Executed quality assurance frameworks, navigating complex internal tools to isolate high-risk, sensitive, and ambiguous data.
- Driven strategic data collection and evaluation across diverse local dialects, directly expanding global GenAI model inclusivity.
- Accelerated team ramp-up times by mentoring peers on advanced annotation tools, and GenAI workflows.
- Spearheaded site-wide volunteer initiatives and community programs to meet corporate CSR goals.
Achievements
- Conferred multiple Apple iAppreciate Awards for exceptional peer mentorship, cross-functional collaboration, and project delivery.
- Selected for a fast-track promotion at Apple within 18 months of joining.
- Published authoritative research articles analysing India’s foreign relations strategy on the Center for Human Security Studies platform.
- Successfully cleared both French and German A1 level language certifications to build cross-cultural competencies.
- Ranked 8th in the Southern Command and named School Topper in CBSE Class 12, placing in the elite top 1.47% nationwide.
- Graduated as the School Topper in Class 10 with a 9.5 CGPA.
Certifications
- Introduction to Personal Branding | University of Virginia via Cousera
- Gender and Sexuality: Diversity and Inclusion in the Workplace |University of Pittsburgh via Cousera
- Positive Psychiatry and Mental Health |The University of Sydney Business School via Cousera
- German Language - Level A1 | St. Francis College





