Ruhi S.

Key Skills

Software

Micro1

Mercor

Top Subject Matter

AI training data annotation (video diarization, audio labeling)

AI evaluation of financial analysis (credit/accounting/investment/corporate finance)

Top Data Types

Audio

Video

Top Task Types

Transcription

Freelancer Overview

Independent contractor — AI trainer and reviewer. Brings 15+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Micro1 and Mercor. Education includes Master of Business Administration, NMIMS University and Bachelor of Science, Panjab University. AI-training focus includes data types such as Audio and labeling workflows including Transcription, Evaluation, and Rating.

Labeling Experience

Finance expert evaluator & reviewer

MercorAudio

Evaluated AI-generated financial analysis outputs across credit, accounting, investment, and corporate finance domains using structured quality assessment frameworks. Reviewed the quality and consistency of AI responses to ensure they meet expectations for accuracy, clarity, and decision-readiness. Applied domain expertise to guide AI evaluation standards relevant to finance-focused training and review workflows. • Assessed AI-generated analysis for correctness across multiple finance sub-domains. • Applied structured quality assessment frameworks to rate and compare outputs. • Reviewed outputs for consistency with financial/credit evaluation criteria. • Supported iterative improvement by identifying quality gaps in AI-generated content.

2026 - Present

Independent contractor — AI trainer and reviewer

Micro1AudioTranscription

Conducted tri-lingual video diarization and audio annotation, ensuring labeling accuracy and consistency across languages. Reviewed and validated annotated outputs as part of an AI training data quality workflow to support downstream AI-driven insights and decisions. Developed practical understanding of how training data inputs and annotation quality impact model behavior. • Labeled/annotated audio segments and aligned them with speaker turns in video diarization. • Performed multilingual review to maintain consistency and correctness of annotations. • Ensured quality control checks to reduce annotation errors and variability. • Supported model training workflows by preparing reliable labeled data for use by reviewers and trainers.

2025 - Present

Education

Work History