John M.

Key Skills

Software

Other

Top Subject Matter

AI-powered assistive technology for visually impaired users (computer vision object detection)

Insurance assessment with machine learning (damage assessment and claim validation)

EdTech learning analytics for numeracy and literacy outcomes

Top Data Types

Document

Top Task Types

Object Detection

Diagnosis

Data Collection

Freelancer Overview

Developer (Hackathon Project) — Blind Eye (AI-Powered Assistive Technology for the Visually Impaired). Brings 4+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Other. Education includes Bachelor of Science in Information Technology, Machakos University (2025) and Secondary School Certificate (KCSE), Friends School Kamusinga (2020). AI-training focus includes data types such as Computer Code, Programming, and Medical and labeling workflows including Object Detection, Diagnosis, and Data Collection.

Labeling Experience

Technology Education Associate (Numeracy & Literacy Technology Project) — Tech For Kenya

OtherData Collection

Implemented technology-assisted learning tools for numeracy and literacy that rely on collecting and using learner performance data to guide instruction. Supported interactive digital learning materials and classroom integration, which typically requires preparing labeled learning interactions and performance analytics inputs. The work emphasized improving outcomes and promoting digital inclusion in underserved communities.• Implemented technology-assisted learning tools for literacy and numeracy.• Developed interactive digital learning materials for classroom instruction.• Supported teachers integrating educational technology into lessons.• Tracked learner performance using data and analytics tools.

2026 - Present

AI Mobile Application Developer (Insurance Assessment System) — Machakos University

OtherDiagnosis

Developed an automated vehicle damage assessment application that applied machine learning to support claim validation and cost estimation. The role involved using model outputs to estimate repair costs and validate insurance claims, which functionally depends on training-ready labeled examples. Performance improvements indicate iterative tuning of predictive logic for more accurate assessments.• Developed an Android application for automated vehicle damage assessment.• Applied machine learning for claim validation and cost estimation.• Reduced assessment time by 65%.• Improved claim accuracy by 25%.

2024 - 2025

Developer (Hackathon Project) — Blind Eye (AI-Powered Assistive Technology for the Visually Impaired)

OtherObject Detection

Built a real-time AI assistive system that required creating and processing computer vision inputs for model training and evaluation. Implemented object detection workflows using TensorFlow as part of an end-to-end solution for visually impaired users. The work focused on preparing data and integrating detection outputs into a mobile experience with haptic feedback.• Built an object detection assistive system using TensorFlow.• Designed vibration feedback mechanisms to convey detections.• Developed a mobile interface for visually impaired users.• Won First Place for innovation and social impact.

2023

Education

Work History