Abhinav Kini
@abhinavkini
Human Data Lead specializing in large-scale workforce operations, AI training pipelines, and quality at scale.
What I'm looking for
I’m an AI operations professional who specializes in large-scale workforce operations, data annotation program management, and AI training pipeline delivery. I currently serve as a Human Data Lead, promoting into annotation leadership while managing 7 Human Data Managers across a 250+ expert pipeline—translating priorities into daily guidance and reporting performance metrics to senior leadership.
Previously, I owned end-to-end reviewer lifecycle operations for a 500+ reviewer workforce across 30+ languages, leading post-completion workflow management, QC coverage coordination, and guideline improvements to reduce contradictory reviews. I’ve also contributed to multimodal evaluation work as an AI Tutor (progressing from L1 to L3) and built safety datasets by creating SFT and RLHF data for toxic/harmful content—backed by a background in journalism and digital content.
Experience
Work history, roles, and key accomplishments
Human Data Lead
micro1
May 2026 - Present (1 month)
Led robotics data annotation operations, managing 7 Human Data Managers across a 250+ expert pipeline and overseeing KPIs and operational reporting to senior leadership and the end client. Translated priorities into team guidance, issued nightly performance metrics, and delivered daily project status updates.
Freelance Writer
Self-Employed
Nov 2011 - Present (14 years 7 months)
Provided web content, scriptwriting, ghostwriting, and radio spots for high-profile companies and events. Delivered end-to-end content for diverse audiences and formats based on client needs.
Human Data Manager
micro1
Dec 2025 - May 2026 (5 months)
Owned reviewer lifecycle operations across a 500+ reviewer workforce spanning 30+ languages on a 1,200+ person transcription project, including raise evaluations, demotion processes, promotion recommendations, and language coverage gap analysis. Managed post-completion workflow execution via Slack QC coordination, reviewer movement, escalation of low-quality/offboarded tasks, and guideline improve
Contributed to multimodal and evaluation projects (Grok Analyze and Grok Imagine), progressing from L1 to L3 while consistently earning top QA scores. Supported onboarding for new tutors and pods through 1:1 training, kickoff calls, and QA feedback.
Worked on 19 safety projects generating SFT and RLHF data by labeling, ranking, and editing model responses containing toxic or harmful elements to align with safety guidelines and style guides. Created 1,000+ prompts to evaluate behavioral variance and support the development of strict and contextual safety modes.
Created high-quality writing samples to train advanced language models using diverse, complex prompts and creative rewrites to improve prose quality, conversational ability, and handling of varied formats, tones, and multi-step reasoning tasks. Evaluated model performance by comparing and ranking responses from different language models.
Digital Media Content Specialist
Superhairpieces
Mar 2021 - Nov 2022 (1 year 8 months)
Owned company blog writing, product descriptions, video scripts, press releases, and website/email/social media copy. Built an organic YouTube strategy that increased followers by 270% and produced a TikTok video reaching 9M+ views.
Education
Degrees, certifications, and relevant coursework
Université de Montréal
Verified Certificate, Bias and Discrimination in AI
Completed an edX Verified Certificate course on Bias and Discrimination in AI.
Humber College
PGCert, Professional Writing and Communications
2019 - 2020
Completed a PGCert in Professional Writing and Communications.
Loyola University Chicago
Bachelor of Arts, Journalism
2012 - 2016
Earned a Bachelor of Arts in Journalism with an English minor.
Availability
Location
Authorized to work in
Website
abhinavkportfolio.comPortfolio
abhinavkportfolio.comJob categories
Skills
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