David B.

Key Skills

Software

No software listed

Top Subject Matter

Digital Marketing

Media

Travel

Tech

Entertainment

Top Data Types

Text

Document

Top Task Types

Classification

Entity (NER) Classification

Freelancer Overview

Data Evaluation and Digital Analysis Specialist - Thrive Agency. Brings 7+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. Education includes Bachelor of Science, Brigham Young University (2023). AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Classification.

Labeling Experience

Travel Consultant & Data Processing Specialist — structured evaluation of customer request data and documentation accuracy (2024–Present).

TextClassification

Evaluated structured customer request data to determine optimal solutions based on constraints, accuracy, and completeness using structured reasoning. Interpreted inconsistent or incomplete inputs and resolved ambiguities while maintaining high-accuracy documentation of booking and transactional records. Identified anomalies in request data and escalated unclear cases using formal reporting systems and validation procedures. • Processed high-volume datasets while adhering to internal validation and verification procedures. • Maintained clarity and consistency across transactional records through precise documentation. • Performed error detection and escalation for unclear structured requests. • Ensured decisions aligned with accuracy and completeness requirements.

2024 - Present

Data Evaluation and Digital Analysis Specialist - Thrive Agency

TextClassificationEntity (NER) Classification

Provided structured evaluation and digital analysis of large-scale text and document datasets using guideline-driven, annotation-style frameworks. Reviewed model-assisted and AI-generated outputs to identify inconsistencies, hallucination patterns, and relevance issues for non-expert decision support. Maintained evaluation logs and produced justification notes to support reproducibility, audit consistency, and continuous quality improvements in high-volume workflows. • Performed consistency, accuracy, and guideline compliance checks across large datasets. • Conducted cross-domain content assessments across technical, financial, medical informational, and engineering-related materials. • Documented labeling rationale and maintained structured evaluation logs across multi-stage cycles. • Supported optimization decisions using evaluation feedback loops to improve engagement metrics.

2023 - Present

Independent Data Evaluation & Digital Analysis Specialist — structured evaluation and annotation-style assessment of text/documents and AI outputs (2023–Present).

Text

Performed structured evaluation of large-scale text and document datasets using annotation-style frameworks to ensure consistency, accuracy, and guideline compliance. Reviewed AI-generated and model-assisted outputs to detect inconsistencies, hallucination patterns, and relevance issues using systematic evaluation methods. Documented justification-based evaluation notes and maintained structured evaluation logs to support reproducibility and audit consistency across multi-stage workflows. • Applied quality assurance review processes on high-volume datasets exceeding 300,000 content samples. • Flagged ambiguous, low-quality, or out-of-scope samples and escalated cases using structured reporting formats. • Conducted cross-domain assessments (technical, financial, medical informational, engineering) at a non-practitioner review level. • Used evaluation feedback loops to support optimization decisions that increased engagement rates from 3% to 8%.

2023 - Present

Social Media Content Evaluation Specialist - AndreaJason

TextClassificationEntity (NER) Classification

Evaluated digital content outputs using structured annotation-style frameworks focused on clarity, engagement quality, and guideline adherence. Performed systematic content reviews and provided justification-based ratings and recommendations to support iterative campaign and optimization decisions. Assessed both AI-assisted and human-generated content for consistency, relevance, and messaging accuracy while maintaining documentation for reproducibility across iterations. • Conducted content evaluation reviews and produced structured justification for performance ratings. • Assessed consistency and relevance across AI-assisted and human-generated outputs. • Generated analytical reports based on evaluation findings to inform optimization. • Maintained decision documentation to ensure consistent, reproducible content evaluation cycles.

2020 - 2024

Social Media Content Evaluation Specialist — structured evaluation and annotation-style rating of content for engagement and guideline compliance (2020–2024).

Text

Evaluated digital content outputs using structured annotation-style frameworks focused on clarity, engagement quality, and guideline adherence. Conducted systematic content reviews and produced structured justification for performance ratings and optimization decisions. Assessed AI-assisted and human-generated content for consistency, relevance, and messaging accuracy, and generated analytical reports to support iterative improvements. • Provided reproducible documentation of evaluation decisions across content iterations. • Supported campaign-cycle optimization via feedback informed by evaluation findings. • Contributed to 50%+ engagement improvement through structured content evaluation and feedback processes. • Performed multi-pass reviews to ensure consistent ratings under guidelines.

2020 - 2024

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Education

Work History