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Lalit Katoch

Lalit Katoch

Finance & AI Evaluation Contributor – Outlier (Aether Generalist | Blackbeard Finance | Retail)

India flagDoda, India
$40.00/hrIntermediateOtherLabelboxMercor

Key Skills

Software

Other
LabelboxLabelbox
MercorMercor
Micro1
Scale AIScale AI
TelusTelus

Top Subject Matter

Finance & Accounting
Retail Domain Expertise
General Knowledge

Top Data Types

TextText
DocumentDocument

Top Task Types

Evaluation/RatingEvaluation/Rating
Prompt + Response Writing (SFT)Prompt + Response Writing (SFT)
RLHFRLHF

Freelancer Overview

Finance & AI Evaluation Contributor – Outlier (Aether Generalist | STEM preference ranking (Blackbeard Finance & Retail). Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Master of Commerce, University of Jammu (2014). AI-training focus includes data types such as Text and labeling workflows including Evaluation and Rating.

IntermediateEnglishHindi

Labeling Experience

STEM

DocumentEvaluation Rating
Evaluated Responses on the basis of 6 dimensions namely Instruction following, Verbosity, Writing style & tone, Truthfulness, Prompt correctness and Overall Rating. Then also provided justification for preference ranking.

Evaluated Responses on the basis of 6 dimensions namely Instruction following, Verbosity, Writing style & tone, Truthfulness, Prompt correctness and Overall Rating. Then also provided justification for preference ranking.

2026 - Present

Finance & AI Evaluation Contributor – Outlier (Aether Generalist | Blackbeard Finance | Retail)

OtherText
Evaluated AI-generated responses in finance, accounting, and retail domains for factual accuracy and logical consistency. Provided structured LaTeX-formatted justifications and detailed annotations to improve model output quality. Ensured high compliance with project-specific guidelines across Outlier's Aether Generalist, Blackbeard Finance, and Retail verticals. • Contributed to model improvements by identifying reasoning errors in financial data. • Delivered targeted feedback to enhance AI system accuracy in various financial scenarios. • Maintained consistent quality benchmarks in data annotation and evaluation processes. • Applied advanced financial and accounting expertise in response assessments.

Evaluated AI-generated responses in finance, accounting, and retail domains for factual accuracy and logical consistency. Provided structured LaTeX-formatted justifications and detailed annotations to improve model output quality. Ensured high compliance with project-specific guidelines across Outlier's Aether Generalist, Blackbeard Finance, and Retail verticals. • Contributed to model improvements by identifying reasoning errors in financial data. • Delivered targeted feedback to enhance AI system accuracy in various financial scenarios. • Maintained consistent quality benchmarks in data annotation and evaluation processes. • Applied advanced financial and accounting expertise in response assessments.

2024 - Present

Education

U

University of Jammu

Master of Commerce, Commerce

Master of Commerce
2012 - 2014

Work History

G

Government Degree College

Assistant Professor – Finance & Accounting

Doda
2019 - Present