Nabilla

Key Skills

Software

Other

Clickworker

Top Subject Matter

AI response annotation and model evaluation

Question Answering

Data Labelling - Bounding Box/Object

Top Data Types

Text

Audio

Document

Top Task Types

Prompt + Response Writing (SFT)

Bounding Box

Text Generation

Question Answering

Text Summarization

Transcription

Evaluation/Rating

Data Collection

Object Detection

Point/Key Point

Segmentation

Freelancer Overview

AI Data Annotation & Model Evaluation — Outlier / Aether (Remote). Professional background includes roles such as Tax & Self-Assessment Consultant and Event Manager & Enterprise Assistant. Core strengths include Other and Clickworker. Education includes Bachelor of Arts with Honors, The Open University and BTEC Level 3 Business, HMRC, Bradford. AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Translation.

Labeling Experience

Linguistic QA & Localisation Contributor — Clickworker (Remote)

ClickworkerText

Reviewed multilingual text and audio-adjacent data for semantic accuracy, tone, and intent to support AI training datasets. Validated localization outputs by distinguishing acceptable localization from true meaning errors, including modality and politeness considerations. • Assessed semantic accuracy, tone, and intent in multilingual inputs. • Supported judgment of localization vs. meaning errors. • Validated speech/text data quality against training dataset needs. • Followed task guidelines and coordinated with other translators to meet deadlines.

Not specified

AI Data Annotation & Model Evaluation — Outlier / Aether (Remote)

OtherText

Provided AI-generated response annotation and model evaluation to improve dataset quality and system reliability. Applied stringent schemas and ambiguity/edge-case handling to ensure consistent outputs across complex prompts. • Enhanced data quality through meticulous annotation of AI responses. • Resolved model failure modes to improve reliability. • Managed edge cases for dataset consistency and auditing. • Conducted research on machine learning trends to inform workflows.

Not specified

Education

Work History