Emily N.

Key Skills

Software

Other

Remotasks

LabelImg

Mercor

Toloka

Top Subject Matter

Linguistic evaluation

prompt optimization

and ethical AI dataset curation

Top Data Types

Text

Image

Top Task Types

Prompt + Response Writing (SFT)

Segmentation

Text Generation

Text Summarization

Cuboid

Evaluation/Rating

Data Collection

Freelancer Overview

AI Data Contributor, Outlier (Remote). Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other and Remotasks. Education includes Bachelor of Arts, University of Eldoret (2016) and Certification, Kenya Institute of Management (2016). AI-training focus includes data types such as Text and labeling workflows including Prompt + Response Writing (SFT), Evaluation, and Rating.

Labeling Experience

AI Training Data Specialist, Remotask (Remote)

RemotasksText

Reviewed AI-generated text outputs for grammatical correctness, fluency, and coherence. Participated in projects involving text categorization, content evaluation, and linguistic testing to assess quality against project standards. Improved dataset quality by identifying inconsistencies and maintaining high quality scores. • Grammar, fluency, and coherence evaluation of generated text • Text categorization and content evaluation • Linguistic testing and quality-score maintenance • Inconsistency detection to improve dataset quality

2023 - 2023

AI Data Contributor, Outlier (Remote)

OtherTextPrompt + Response Writing (SFT)

Created and refined prompts to train AI models for language comprehension and contextual reasoning. Reviewed and corrected multimodal datasets to improve consistency and accuracy, with a focus on linguistic and cultural relevance. Detected ambiguities in training material and improved linguistic quality while contributing to ethical dataset curation by removing biased or inappropriate content. • Prompt writing and refinement for model training • Linguistic review and consistency/accuracy correction across training data • Multimodal dataset QA (text, image, audio) for alignment and relevance • Bias detection and removal to support ethical dataset curation

2020 - 2022

Education

Work History