Kyle B.

Key Skills

Software

Data Annotation Tech

Labelbox

Mercor

Appen

Google Cloud Vertex AI

Label Studio

Micro1

Mindrift

OneForma

Toloka

Telus

AWS SageMaker

Clickworker

Other

Top Subject Matter

AI/General Knowledge

AI/Computer Vision

Ai/multimodal Domain Expertise

Top Data Types

Audio

Image

Text

Document

Video

Top Task Types

Audio Recording

Bounding Box

Classification

Data Collection

Emotion Recognition

Evaluation/Rating

Object Detection

Prompt + Response Writing (SFT)

Entity (NER) Classification

Text Generation

Fine-tuning

Transcription

Freelancer Overview

Freelance Data Annotator / AI Trainer (Outlier.AI). Brings 6+ years of professional experience across legal operations, contract review, compliance, and structured analysis. Core strengths include Other and Labelbox. Education includes Bachelor of Science, American InterContinental University and Medical/Clinical Assistant Certification, Branford Hall Career Institute (2023). AI-training focus includes data types such as Text, Audio, and Image and labeling workflows including Evaluation, Rating, and Audio Recording.

Labeling Experience

Freelance Data Annotator / AI Trainer (TELUS International Digital – Handshake.AI; Mindrift; Appen)

LabelboxImage

Provided additional annotation support for ongoing projects requiring assessment and evaluation of AI outputs. Completed image evaluation and video description related labeling tasks as part of multimodal annotation workflows. Functioned as both data annotator and QA reviewer to maintain dataset quality. • Evaluated images for quality and relevance • Produced descriptions for video content • Flagged issues and inconsistencies for corrective action • Collaborated across projects including Handshake.AI and Appen engagements.

2026 - Present

Freelance Data Annotator / AI Trainer (Alignerr.AI)

OtherAudioAudio Recording

Performed multimodal annotation tasks across audio and other media types to support AI training and evaluation. Contributed to transcription and audio voice acting related labeling activities. Ensured annotations met project expectations for completeness and correctness. • Labeled and/or transcribed audio voice content • Participated in projects spanning multiple dataset domains • Supported prompt/response alignment through annotation work • Delivered QA-ready outputs for review pipelines.

2026 - Present

Object Erase (Handshake.AI, Project: Hedgehog)

ImageObject Detection

Project Hedgehog for Handshake.AI task is locate a .jpg, .bit, or .img online image, save address to clipboard, and paste in image upload box. After image loads, choose eraser (and size available) and erase the dominant object that the image is presenting (animal, person, car, etc.). Once completed, generate a resulting image after writing a prompt about image object, and choose which out of the 2 is more precise. When choosing object, ensure that the resulting shadows, reflections, and anomalies (birthday hats, all other kinds of minimalistic objects. Once the resulting generated copy is created, choose which out of two has all aspects of written prompt and erasures, is more precise, clear, and absent of any inconsistencies. Then an add prompt must be written for approval. Once all steps completed,submit.

2026 - Present

Hedgehog Project (Webpage Derendering Task) Handshake.AI

VideoData Collection

Task of accessing assigned Web Award web pages, for video clip capture, of major effects on assigned webpage. Must capture 3-5 minutes of uploaded clip, to cover any major animations, transitions, or any effect on webpage, including all effects after the Hero page. Must access 2 or 3 additional above the hero portions, and capture assigned animations, effects, etc. A text description of captured effects is then developed, with screenshots of descriptions included. Must include 5 or more screenshot and descriptions. A final paragraph is written describing included video sample covering all aspects of chosen webpage effects, animations, transitions, and further actions.

2026 - Present

Bounding Box (Handshake.AI)

ImageBounding Box

Current open project tasking, involving drawing bounding boxes around various objects contained in the video option, or the image option for choices of tasks on dashboard. In the video, we command AI to either remove or add object, as is same with image.

2026 - Present

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Education

Work History