About Kaeila
🔍 Services Offered
• Transition Bond Integrity Audits
Review of issuer data, label alignment (green/transition), EU Taxonomy match, and platform risk.
• Classifier Validation (Rule-based + ML)
Reproducible code to verify ESG bond classification logic using Python/R. Metrics: coverage, precision, uplift, risk.
• Report Review & Scoring Support
Pre-issuance or post-report review for EU Taxonomy, SFDR, or voluntary disclosures (e.g. CBI, ICMA).
• Circularity Metrics (AHP method)
Design and validation of circularity scoring tools using AHP and structured decision-making (e.g. CircularScore).
💼 Recent Work Highlights
• ESG bond classifier pipeline (R + tidyverse + GLMNET)
• Green bond taxonomy audit prototype (LuxSE use case)
• CircularScore: AHP-based circularity framework for bond analysis
• Transition bond mapping: issuer-level harmonization across EU platforms
📌 Approach
• Rapid onboarding: Excel, CSV, SQL, or API inputs
• Clear deliverables: dashboards, reports, reproducible notebooks
• Customizable output: Markdown, PDF, LaTeX, Jupyter, Obsidian
• Full confidentiality + NDAs on request
Let me know what your platform or institution needs—I’ll adapt the methodology and outputs to your technical and regulatory context.
French
Native or bilingual
English
Native or bilingual
Remote only
Primarily works remotely
Experience
- CEREFIGE (Université de Lorraine)Research Consultant – Sustainable BondsRESEARCHApril 2025 - June 2025 (2 months)Lyon, France
- Built a dataset of 1,283 sustainable bonds ($375B+) from IMF data. Created custom classification to label 6.8% untagged instruments (Green, Social, Transition). Mapped biases by geography and issuer type. Outputs presented at PSRD 2025.
➡ Data-driven audit prototype for ESG screening logic. - IndependantResearcher – Transition Bond FrameworksOctober 2024 - Today (1 year and 8 months)Published on AI in bond markets (Ben Jabeur & Alcindor, 2024). Presented at CEREFIGE and IAE Lille on bond valuation, classification bias, and structural asymmetries in ESG finance.➡ Research recognized for application to bond classification audits.
- BNP ParibasCredit Risk Analyst – SME Portfolio ReviewBANKING AND INSURANCEMarch 2024 - May 2024 (2 months)Lyon, FranceReviewed solvency of SME credit portfolios and wrote memos for risk committee. Built Excel/VBA scoring models, adopted by management. Supported credit adjustments aligned with commercial strategy.➡ Delivered scalable credit risk tools and internal reports.
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Education
- Master 2 en Finance de MarchéEnglish Track2024Master 2 en Finance de Marché
Certifications
- AMFLefebvre Dalloz2023