Glory Ningsih

Key Skills

Software

Appen

Clickworker

iMerit

Mercor

Micro1

OneForma

Remotasks

Mindrift

Lionbridge

Labelbox

Top Subject Matter

AI Language Model Training

AI Speech and Language Processing

Legal Services & Contract Review

Top Data Types

Text

Document

Audio

Top Task Types

RLHF

Transcription

Evaluation/Rating

Prompt + Response Writing (SFT)

Text Summarization

Question Answering

Classification

Segmentation

Freelancer Overview

AI Trainer, Micro1. Brings 20+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Micro1 and Appen. Education includes Bachelor of Engineering, University of Sumatera Utara. AI-training focus includes data types such as Text and labeling workflows including RLHF and Transcription.

Labeling Experience

AI Trainer, Micro1

Micro1TextRLHF

As an AI Trainer at Micro1, I work remotely to assist in training AI models through structured feedback. My responsibilities include evaluating AI-generated responses and providing corrections to improve language model outputs. The tasks require attention to detail and an understanding of natural language to ensure high-quality results. • Engaged in extensive review and markup of AI-generated answers • Focused on linguistic accuracy and contextual appropriateness • Utilized Micro1 and associated platforms for evaluation tasks • Collaborated with remote teams for model improvement

As an AI Trainer at Micro1, I work remotely to assist in training AI models through structured feedback. My responsibilities include evaluating AI-generated responses and providing corrections to improve language model outputs. The tasks require attention to detail and an understanding of natural language to ensure high-quality results. • Engaged in extensive review and markup of AI-generated answers • Focused on linguistic accuracy and contextual appropriateness • Utilized Micro1 and associated platforms for evaluation tasks • Collaborated with remote teams for model improvement

2025 - Present

Freelance Transcriber, Appen China

AppenTextTranscription

While working as a Freelancer, I contributed to Appen China projects involving audio transcription tasks. My role centered around listening to audio recordings and converting spoken language into accurate, structured textual data. This work supported the development and enhancement of various AI and natural language processing systems. • Maintained adherence to transcription guidelines and accuracy metrics • Employed Appen tools and resources to complete annotations • Processed diverse accents and dialects in English and Indonesian • Supported multilingual dataset creation for language models

While working as a Freelancer, I contributed to Appen China projects involving audio transcription tasks. My role centered around listening to audio recordings and converting spoken language into accurate, structured textual data. This work supported the development and enhancement of various AI and natural language processing systems. • Maintained adherence to transcription guidelines and accuracy metrics • Employed Appen tools and resources to complete annotations • Processed diverse accents and dialects in English and Indonesian • Supported multilingual dataset creation for language models

2018 - 2025

Education

Work History