Francis M.

Key Skills

Software

Clickworker

Mercor

OneForma

Mindrift

Remotasks

Snorkel AI

Top Subject Matter

Academic research

qualitative research

and healthcare strategy

Top Data Types

Document

Medical Dicom

Image

Top Task Types

Text Generation

Data Collection

Prompt + Response Writing (SFT)

Text Summarization

Fine-tuning

Question Answering

Classification

Segmentation

Freelancer Overview

Freelance Academic & Research Consultant (Remote). Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Education includes Bachelor of Business Administration, University of the People (2027) and Diploma in Orthopedic and Trauma Medicine, Kenya Medical Training College (KMTC) (2025). AI-training focus includes data types such as Document, Medical, and DICOM and labeling workflows including Text Generation, Evaluation, and Rating.

Labeling Experience

CARE Bridge Founder & Project Lead

Don't discloseDocumentData Collection

As the CARE Bridge Founder & Project Lead, you conduct formative research to design an SMS-based hypertension management system for elderly rural patients. Your work involves translating qualitative/barrier findings and workflow observations into requirements that can be used to generate user-facing text and system interactions. This constitutes structured response-writing development for a healthcare communication system targeting a specific population. • Conducted formative research on patient barriers and medication adherence patterns. • Studied clinician workflows to define system interaction requirements. • Built product direction for an SMS-based intervention without smartphone access. • Prepared research-informed messaging and system behavior expectations for implementation.

2025 - Present

Freelance Academic & Research Consultant (Remote)

Don't discloseDocumentText Generation

You author full-length research proposals, dissertations, and theses based on qualitative interviews and structured research outputs. Your work includes literature review synthesis, methodology design write-ups, and editing/final formatting of client deliverables. These deliverables require transforming gathered qualitative inputs into coherent structured text suitable for academic evaluation and decision-making.• Performed in-depth client interview-driven qualitative research and translated insights into research framing. • Produced multi-section document outputs (research proposals, dissertations, theses) with final formatting and revisions. • Managed end-to-end writing workflow including analysis write-up, editing, and document preparation. • Delivered high-volume client projects remotely with 100% client satisfaction.

2023 - Present

Volunteer, Orthopedic & Trauma Medicine (Mbooni & Oljabet Hospitals)

Don't disclose

During hospital volunteering, you supported clinical operations by coordinating intake workflows, maintaining confidential records, and assisting in patient de-escalation communications. While not explicitly labeled as AI training, your responsibilities involved structured documentation practices used to assess and manage patient interactions in high-pressure settings. Your tasks reflect data handling and systematic recording aligned with healthcare information management needs. • Coordinated patient intake and administrative workflows during peak emergency shifts while keeping strict confidential records. • Collaborated with clinical and administrative teams to improve shift handover communication and reduce delays. • De-escalated distressed patients and families through clear, empathetic communication to stabilize interactions. • Maintained attention to detail and compliance with protocols during documentation and coordination.

2024 - 2025

Volunteer, Machakos & Kiambu Hospitals

Don't discloseData Collection

You organized and maintained documentation for hospital coordination during high-volume periods in medical facilities. Your work required careful handling of confidential patient records and prioritization of cases to support operational decision-making. These activities involve systematic collection and organization of healthcare information rather than AI model training. • Organized documentation, prioritized cases, and supported hospital coordination during high-volume periods. • Maintained confidential patient records per institutional standards to support compliance and audits. • Worked independently under time-sensitive conditions while ensuring accuracy in records and workflows. • Contributed to efficient coordination through administrative support and record management.

2023 - 2024

Education

Work History