Mary N.

Key Skills

Software

Appen

iMerit

Mindrift

Toloka

Don't disclose

Other

Top Subject Matter

Academic document quality

factual integrity

bias/toxicity risk assessment

Top Data Types

Document

Text

Audio

Image

Top Task Types

Bounding Box

Segmentation

Classification

Entity (NER) Classification

Point/Key Point

Transcription

Emotion Recognition

Freelancer Overview

Senior Academic Research Writer (Freelance) focused on AI/data labeling-style evaluation and document annotation. Brings 15+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Don't disclose. Education includes Higher Diploma in Psychological Counselling, Kenya Methodist University (2010) and Bachelor of Arts in Psychology, Laikipia University / Egerton University (2014). AI-training focus includes data types such as Document and Text and labeling workflows including Evaluation, Rating, and Emotion Recognition.

Labeling Experience

Office Manager (Movers Insurance Agency) — content quality evaluation and guideline-based review/labeling support

Don't discloseDocument

Conducted documentation quality evaluation with emphasis on bias and toxicity detection, ethical judgment, and emotional/intention-aware reasoning relevant to sensitive communications. Applied structured guidelines and evolving internal instructions to assess content quality and compliance. Supported team workflow refinement and training to maintain consistent annotation and review standards across projects. • Managed quality control for large volumes of sensitive documentation • Developed and refined internal process guidelines • Trained and mentored junior staff on compliance standards • Maintained high accuracy across 100+ complex records monthly

2012 - 2024

Senior Academic Research Writer (Freelance) — content evaluation and guideline-based quality assessment

OtherTextClassification

Performed structured content quality evaluations of academic documents using psychology-informed criteria for accuracy, clarity, and ethical integrity. Reviewed content for bias, misleading statements, and harmful communication patterns while applying evolving rubrics and client-specific instructions. Delivered evidence-based feedback and maintained confidentiality while working independently in a remote freelancing setting. • Evaluated 2,000+ academic documents over 12 years • Conducted daily accuracy checks and source verification • Flagged biased, inaccurate, or misleading content • Adapted to evolving style guides and quality rubrics

2011 - 2013

Psychological Counsellor (clinical transcription and communication evaluation)

Don't discloseTextTranscriptionEmotion Recognition

Conducted clinical sessions with patients in English, Swahili, and Kikuyu and evaluated patient communication for emotional tone, intent, risk factors, and cultural context. Maintained detailed clinical records and session transcriptions with high accuracy across all three languages. Used a psychological lens to identify harmful or sensitive communication patterns relevant to safe content assessment. • Assessed emotional tone and intent in transcribed communication • Evaluated risk factors and culturally contextualized meaning • Produced accurate multilingual session transcripts and records • Applied therapeutic communication expertise to interpret sensitive content

2010 - 2011

Education

Work History