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J
Jaya Krishna M.

Jaya Krishna M.

AI Data Annotation & Model Evaluation Contractor (Handshake AI)

USA flagRemote, Usa

Key Skills

Software

Other

Top Subject Matter

LLM evaluation
response ranking
rubric-based annotation

Top Data Types

TextText
ImageImage
DocumentDocument

Top Task Types

ClassificationClassification
TrackingTracking
RLHFRLHF
Entity (NER) ClassificationEntity (NER) Classification

Freelancer Overview

AI Data Annotation & Model Evaluation Contractor (Handshake AI). Brings 6+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other. Education includes Doctor of Philosophy, Belhaven University (2026) and Master of Science, Campbellsville University (2025). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

AI Data Annotation & Model Evaluation Contractor (Handshake AI)

OtherTextTextClassificationClassificationTrackingTracking

AI Data Annotation & Model Evaluation contractor responsible for evaluating AI-generated responses across software development, app evaluation, coding, STEM, finance, and text-based tasks. Performed rubric-based scoring and blind model comparisons to select higher-quality outputs with evidence-backed rationales. Conducted quality and safety assessments including factuality, instruction following, reasoning quality, relevance, and hallucination/failure-mode identification. • Evaluated instruction following, factual accuracy, reasoning quality, and safety/relevance using structured rubrics. • Reviewed evidence such as screenshots, code files, command outputs, and test results to justify ratings and selections. • Identified failure modes including hallucinated claims, missing verification, prompt noncompliance, and code regressions. • Authored and reviewed realistic prompts, evaluation rubrics, and quality criteria for AI training workflows including multi-modal and agentic tasks.

2026 - Present

Associate Full Stack Developer - Citi Bank

TextTextClassificationClassification

Developed a Personal Finance Manager platform delivering budgeting analytics and AI-driven expense categorization features within Agile teams. Built user-facing React dashboards with real-time updates and implemented back-end services using Python Flask to support large-scale transaction analytics. Ensured application security and operational reliability by applying authentication best practices and deploying services through modern CI/CD toolchains. • Built React-based dashboards with WebSocket integration to provide real-time financial updates and analytics-driven user insights. • Created Python Flask APIs with NLP auto-tagging logic to classify transactions at scale (1M+ records per month). • Implemented secure API authentication using OAuth2, JWT, HTTPS, and 2FA in alignment with Citi cybersecurity guidelines. • Developed CI/CD pipelines via Azure DevOps and deployed to Azure App Services and Kubernetes, enabling zero-downtime updates and high uptime.

2021 - 2023

Education

C

Campbellsville University

Master of Science, Computer Science

Master of Science
2023 - 2025
B

Belhaven University

Doctor of Philosophy, Business Administration and Management

Doctor of Philosophy
2026

Work History

S

State Street Corporation

Full Stack Developer

Remote
2024 - Present
C

Citi Bank

Associate Full Stack Developer

Remote
2021 - 2023