Cody A.

Key Skills

Software

Appen

Lionbridge

Sama

Top Subject Matter

Software UI screenshots and AI response evaluation

Natural language processing

image recognition

Top Data Types

Image

Text

Top Task Types

Classification

Entity (NER) Classification

Freelancer Overview

AI Data Reviewer (Contractor) at Appen Remote. Core strengths include Appen, Lionbridge, and Sama. Education includes Master of Science, University of California, Berkeley (2019) and Bachelor of Science, University of Washington (2017). AI-training focus includes data types such as Image, Text, and Computer Code and labeling workflows including Classification, Entity (NER) Classification, and Evaluation.

Labeling Experience

AI Data Reviewer (Contractor) at Appen Remote

AppenImageClassification

You will identify and classify screen captures of software interfaces, focusing on crucial UI elements such as buttons, menus, and data entry fields. You will review and annotate AI model outputs to ensure their responses conform to what is represented by the available interface information. You will provide corrective feedback to improve model interpretation of actual UI content. • Screen capture identification and classification for UI elements • Evidence-based review of AI model outputs vs. interface state • Constructive criticism and feedback for improved output accuracy • Quality checking against project expectations

2023 - Present

Data Annotation Specialist at Lionbridge AI Remote

LionbridgeTextEntity (NER) Classification

You will perform thorough annotations of texts, images, and user interface components to support training for natural language processing and image recognition systems. You will examine screenshots of digital interfaces to detect and interpret functionalities accurately. You will follow project guidelines while contributing quality annotation input that reflects human-like reasoning. • Text and multimodal annotation for NLP and image recognition training • Screenshot-based detection of interface functionality • Quality-focused annotation and adherence to labeling guidelines • Feedback-oriented contributions to improve model behavior

2022 - 2023

AI Data Annotation & Review Specialist at SamaSource Remote

Sama

You will manage annotation and labeling of AI training data across diverse software environments while ensuring alignment with quality standards. You will collaborate with remote teams to ensure the annotation process meets defined guidelines. You will review AI model outputs and provide corrective annotations to enhance model accuracy. • Annotation and labeling of AI training data in software environments • Remote guideline compliance and team collaboration • Corrective annotation based on AI output review • Quality assurance against labeling standards

2021 - 2022

Education

Work History