Skills & Expertise

A comprehensive overview of my AI evaluation skills, linguistic expertise, and technical capabilities — each reflecting years of hands-on experience.

AI & LLM Evaluation

RLHF

2+
Proficiency95%

Reinforcement Learning from Human Feedback — providing structured human preference signals to guide model alignment and improve response quality.

Model Evaluation

2+
Proficiency95%

Assessing AI-generated content for accuracy, reasoning quality, and guideline adherence. Identifying improvement opportunities through structured evaluations.

Data Annotation

2+
Proficiency92%

Performing high-quality human annotations to identify factual inaccuracies, communication gaps, and adherence to system guidelines.

Rubric-based Scoring

2+
Proficiency93%

Applying fine-grained qualitative judgments and nuanced evaluation rubrics to compare multiple model outputs and rank responses.

Prompt Engineering

2+
Proficiency88%

Crafting and refining prompts to elicit high-quality, instruction-adherent responses from large language models.

Human-in-the-Loop Review

2+
Proficiency95%

Serving as the human oversight layer in AI pipelines to catch errors, ensure safety, and provide training signal for continuous model improvement.

Linguistic Skills

French (Native)

Lifetime
Proficiency100%

Native-level French fluency used in government translation, healthcare interpretation, and evaluating French LLM outputs for reasoning and clarity.

English (C2/ILR 5)

10+
Proficiency98%

Primary professional language. Expert in syntax, semantics, and cultural context — applied to structured content assessment and stakeholder communication.

Lingala (Native)

Lifetime
Proficiency100%

Native Lingala speaker with deep cultural and contextual understanding, enabling nuanced cross-cultural communication.

Translation & Interpretation

4+
Proficiency93%

Precise French-to-English interpretation and translation in government and healthcare contexts requiring exact meaning, consistency, and contextual accuracy.

Technical Skills

Python

3+
Proficiency82%

Used for database design, data validation, batch-processing workflows, and translating complex datasets into clear analytical outputs.

SQL

3+
Proficiency80%

Designing and maintaining databases, applying quality control, and conducting multi-source data reconciliation across structured datasets.

Data Visualization

2+
Proficiency78%

Creating visual analytical outputs using Tableau to support data-driven decision making and communicate findings to stakeholders.

ETL Pipelines

2+
Proficiency75%

Building and maintaining data pipelines for extraction, transformation, and loading to ensure metadata integrity and consistency.

Soft Skills & Competencies

Exceptional Writing

4+
Proficiency96%

Clear, precise written communication applied to evaluation reports, translation output, structured feedback, and compliance documentation.

Attention to Detail

4+
Proficiency97%

Consistently catching subtle errors in terminology, reasoning chains, factual claims, and guideline adherence across high-stakes evaluation tasks.

Cross-Domain Adaptability

4+
Proficiency92%

Successfully pivoting across AI evaluation, government translation, healthcare interpretation, and data analysis roles with consistent high performance.

Analytical Thinking

4+
Proficiency94%

Structured approach to breaking down complex problems, comparing options, and producing reasoned, evidence-backed evaluations and assessments.

Tools & Platforms

Python
SQL
Tableau
Fact-Checking
Mercor
Handshake AI
Multimango QA
Git