Shazah M.

Key Skills

Software

Other

Top Subject Matter

Multimodal AI training data quality and preference/evaluation tasks (text-based responses).

Image annotation for object tagging and attribute labeling in AI training datasets.

Audio transcription review and media timestamp/metadata validation for AI datasets.

Top Data Types

Text

Image

Audio

Document

Top Task Types

Object Detection

Transcription

Classification

Freelancer Overview

Freelance AI Data Specialist in Contract Review, Compliance, and Legal Research. Brings 5+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other. Education includes Bachelor of Applied Science, Dedan Kimathi University (DEKUT) (2026). AI-training focus includes data types such as Text, Image, and Audio and labeling workflows including Evaluation, Rating, and Object Detection.

Labeling Experience

Freelance AI Data Specialist | Remote | 2023 – Present (Audio/video transcription and QA).

OtherAudioTranscription

Reviewed audio and video content with emphasis on timestamp accuracy and metadata consistency. Validated audio-derived information and ensured transcription outputs adhered to required formatting. Flagged low-quality audio segments and corrected transcription/annotation inconsistencies to protect dataset integrity. • Timestamp accuracy verification • Metadata consistency checks • Transcription/format correction and validation • Flagging low-quality segments for review

2023 - Present

Freelance AI Data Specialist | Remote | 2023 – Present (Image object tagging and QA).

OtherImageObject Detection

Annotated and categorized images for AI model training by applying object tagging, attribute identification, and counting labels. Verified object boundaries and ensured classification consistency according to project specifications. Completed quality assurance reviews to surface labeling inconsistencies and maintain annotation accuracy. • Object tagging and visual attribute labeling • Boundary verification and classification consistency checks • Attribute identification and counting tasks • QA review for labeling accuracy

2023 - Present

Freelance AI Data Specialist | Remote | 2023 – Present (Text evaluation, ranking, and QA).

OtherText

Evaluated AI-generated responses for grammar, coherence, and factual consistency, contributing to model improvement cycles. Conducted pairwise comparisons to rank AI-generated outputs based on relevance and accuracy using structured judging criteria. Performed quality assurance checks to identify labeling inconsistencies and ensure guideline compliance. • Pairwise preference ranking of model outputs • Grammar, coherence, and factuality evaluation • QA review to detect inconsistencies • Compliance with annotation guidelines

2023 - Present

Data Quality Assistant (Contract) | Remote | 2022 – 2023 (QC and labeling integrity checks).

OtherDocumentClassification

Provided quality control support for structured data processing by reviewing annotated text, image, and metadata outputs. Verified annotation integrity and corrected labeling inconsistencies to ensure formatting compliance with project requirements. Identified recurring quality issues and contributed improvement recommendations to standardize future execution. • QC review of annotated text/image/metadata formatting • Correction of labeling inconsistencies • Verification of annotation integrity • Workflow documentation and improvement suggestions

2022 - 2023

Education

Work History