Mary L.

Key Skills

Software

No software listed

Top Subject Matter

AI literacy

critical AI assessment

legal and medical

Top Data Types

Text

Document

Top Task Types

No task types listed

Freelancer Overview

Creator of the AI Skeptic’s Toolkit (free, Grades 7–10) and author of The AI Skeptic’s Handbook (AI limits/risks). Brings 48+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other. Education includes Master of Business Administration, Royal Roads University (2009) and One-Year Arts Program, University of Alberta (1972). AI-training focus includes data types such as Text and Document and labeling workflows including Evaluation, Rating, and Data Collection.

Labeling Experience

Creator of the AI Skeptic’s Toolkit (free, Grades 7–10) and author of The AI Skeptic’s Handbook (AI limits/risks).

OtherText

Led creation and evaluation of AI literacy educational content aimed at helping learners critically assess AI outputs for reliability and realistic use cases. Applied structured review concepts to examine constraints, risks, and accuracy of AI-generated text in classroom and general-reader contexts. Focused on prompt-based activities and discussion materials that guide learners to generate and critique responses with safety and realism in mind. • Authored and produced AI literacy learning materials (“AI Skeptic’s Toolkit”) for Grades 7–10. • Developed structured prompts, activities, and discussion guides for classroom use. • Created guidance around limits, risks, and realistic uses of AI systems. • Emphasized critical assessment and quality considerations for AI-generated content.

2013 - Present

Founding implementation lead for province-wide breast cancer screening data program (quality/data completeness).

OtherDocumentData Collection

Supported healthcare data quality and completeness initiatives through governance-oriented work tied to screening program implementation. Contributed to improving accuracy, completeness, and quality assurance processes across multiple clinical sites by establishing a province-wide data program. Treated data handling as a controlled documentation and quality workflow to reduce errors and improve traceability in regulated settings. • Helped found and implement a province-wide breast cancer screening data program. • Focused on quality assurance, data accuracy, and completeness across clinical sites. • Worked on standardized processes for information capture and documentation quality review. • Ensured governance and documentation practices to support reliable program data.

1983 - 2023

Education

Work History