Geovante L.

Key Skills

Software

Micro1

Top Subject Matter

Phonetics Domain Expertise

accent analysis

and speech-to-text training data quality

Top Data Types

Audio

Text

Document

Top Task Types

Audio Recording

Classification

Text Summarization

Freelancer Overview

Phonetics & Accent Expert (Spoken audio review and labeling). Brings 8+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Micro1, N, and A. Education includes Bachelor of Arts, University of Texas at Austin (2018). AI-training focus includes data types such as Audio and Text and labeling workflows including Audio Recording, Classification, and Evaluation.

Labeling Experience

Phonetics & Accent Expert (Spoken audio review and labeling)

Micro1AudioAudio Recording

Reviewed approximately 300 spoken audio files per month to evaluate pronunciation accuracy, phonological quality, and voice clarity using rubric-based criteria. Flagged coarticulation issues, non-native phoneme substitutions, and prosodic irregularities, then produced structured written evaluations for downstream placement and coaching. Converted reviewed audio into transcribed and labeled datasets used for speech-to-text model training to meet project accuracy benchmarks. • Evaluation against rubric criteria for audio quality • Identification of phonological and prosodic errors • Transcription and labeled dataset creation for training • Independent queue management with strict turnaround times

2023 - Present

Analytic Linguist (Content labeling & safety annotation)

TextClassification

Annotated high-volume foreign-language communications in real time by classifying each item by type, intent, and risk level. Applied content labeling and safety annotation to live operational data, then produced structured written reports summarizing complex communications under tight deadlines. Decoded non-standard, euphemistic, and heavily coded language across multiple languages and registers to ensure semantic precision in label outcomes. • Real-time labeling by intent/type/risk • Safety-focused annotation for live operational data • Weekly production of structured reports and summaries • Iterative refinement of classification criteria and terminology consistency

2023 - 2025

Language Quality Manager (Multilingual annotation QA and rubric building)

Text

Ran QA across multilingual content pipelines processing thousands of items per cycle to ensure outputs met client standards for accuracy, fluency, and tone. Built annotation rubrics for evaluating translated, transcribed, paraphrased, and AI-generated text, then acted as a human-in-the-loop evaluator across iterative production cycles. Managed calibration for a team of 5–10 reviewers and coordinated alignment sessions to maintain inter-rater consistency on large labeling batches. • Rubric-based evaluation of translation/transcription/paraphrase/AI text • Human-in-the-loop assessment during iterative production • Reviewer calibration and inter-rater consistency alignment • Dataset diversification via paraphrasing and structural rewriting

2021 - 2023

Community & Medical Interpreter (Summarization for training data creation)

TextText Summarization

Interpreted across hundreds of clinical encounters where accuracy was critical and errors had direct consequences for patients. Bridged meaning across language and cultural boundaries in real time using knowledge of pragmatics and communicative intent. Produced written summaries of complex spoken exchanges at volume, developing summarization habits that feed directly into AI training data creation. • Clinical interpretation with high accuracy requirements • Meaning-preserving summarization from spoken exchanges • Pragmatics-informed intent and context handling • Training-data-oriented summarization workflow

2019 - 2021

Education

Work History