Richard K.

Key Skills

Software

Appen

CloudFactory

HiveMind

Top Subject Matter

Legal Services & Contract Review

Regulatory Compliance & Risk Analysis

Legal Research & Document Analysis

Top Data Types

Audio

Text

Document

Top Task Types

Transcription

Bounding Box

Segmentation

Classification

Object Detection

Text Generation

Question Answering

Fine-tuning

Text Summarization

Data Collection

Prompt + Response Writing (SFT)

Freelancer Overview

I have a broad knowledge of the process of high-quality data labelling and curation of AI training datasets with particular attention to the meticulous data labelling required when building solid machine learning models. I have experience with a diverse range of data types, such as Natural Language Processing (NLP) for sentiment analysis and named entity recognition, as well as Computer Vision for autonomous systems with bounding box annotation, semantic segmentation and LiDAR tagging. I've passed through the rinse of the Reinforcement Learning from Human Feedback (RLHF) pipeline multiple times and have found myself extremely comfortable with giving exact labels which results in low noise and high accuracy. I excel at technical abilities, quality control, and a combination of the two. I have managed large benchmarks with adjustments of custom gold-standard benchmarks that ensured inter-annotator agreement in sensitive datasets' and decreased annotation bias. I have experience with handling multiple labeling platforms, such as Labelbox and Scale AI, and also know the requirements for each of the models. I work closely with fundamental details while adding an analytical twist for dealing with edge cases to ensure that the data I output is both labeled and optimized for better model performance and ethical considerations.

Labeling Experience

Legal Transcriptionist

AudioTranscription

You transcribed complex legal proceedings, including trials and depositions, while ensuring accuracy and confidentiality. You mentored and trained junior transcriptionists on best practices and workflow standards. You produced court-ready documentation that followed legal formatting and transcription quality requirements. • Transcribed complex legal proceedings • Mentored and trained junior transcriptionists • Managed high-volume, time-sensitive projects • Ensured confidentiality and court-ready formatting

2020 - 2025

Legal Transcriptionist

AudioTranscription

You transcribed trials, arbitrations, and witness statements to support accurate court documentation. You collaborated with court reporters to ensure seamless transcription delivery and consistent formatting. You applied specialized legal terminology knowledge and met strict deadlines without sacrificing quality. • Transcribed trials, arbitrations, and witness statements • Coordinated with court reporters for delivery • Applied specialized legal terminology • Met strict deadlines while maintaining quality

2018 - 2024

Freelance Legal Transcriptionist

AudioTranscription

You provided general and legal transcription services to law firms and legal professionals from intake to delivery. You transcribed court transcripts, depositions, and legal interviews while maintaining high reliability and precision. You managed the full transcription project lifecycle and ensured client-ready outputs with correct formatting. • Transcribed court transcripts, depositions, and interviews • Managed project workflow from receipt to delivery • Built a diverse client base • Delivered reliable, precise transcripts

2017 - 2023

Education

Work History