Taha Echetioui

Key Skills

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Labelbox

Scale AI

CVAT

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Computer Programming Coding

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Freelancer Overview

Industrial engineer with a background in ESG compliance, materials traceability, and data analysis within the automotive sector (Stellantis). Specialized in regulatory frameworks like RRR, ASR, REACH, and VHU, along with KPI automation and supply chain coordination. Strong command of Excel (advanced), VBA, and mass/material balance logic for homologation and eco-incentive eligibility. Transitioning into digital systems work, with hands-on projects in business analysis and CRM workflows (Salesforce). Developing documentation for e-commerce order management use cases, including BRDs, FRDs, user stories, and test plans. Skillset spans process optimization, structured data modeling, and system documentation — all with a focus on clarity, repeatability, and traceability. Driven by execution and realism over hype. Well-suited for training LLMs in domains such as industrial compliance, process engineering, business systems analysis, and applied data operations.

Labeling Experience

Mass Balance and Material Flow Calculation Documents

CVATTextEntity Ner ClassificationClassification

Documented and annotated material input/output calculations used to assess compliance with mass balance and recycling requirements. Marked step-by-step calculation chains, units, conversion factors, and conditional logic (IF formulas). Dataset designed to train LLMs on following engineering reasoning chains and understanding environmental compliance modeling.

Documented and annotated material input/output calculations used to assess compliance with mass balance and recycling requirements. Marked step-by-step calculation chains, units, conversion factors, and conditional logic (IF formulas). Dataset designed to train LLMs on following engineering reasoning chains and understanding environmental compliance modeling.

2025

KPI Dashboard Documentation and Business Rules for Traceability

Scale AITextClassificationText Generation

Generated and labeled technical documentation that explained how production and recycling KPIs were calculated, validated, and reported. Data included BOM structure references, Excel formula logic (VLOOKUP, Pivot Tables), and traceability flow. Tasks included identifying metric definitions, logic chains, and formatting consistency to support LLM comprehension of structured reporting logic.

Generated and labeled technical documentation that explained how production and recycling KPIs were calculated, validated, and reported. Data included BOM structure references, Excel formula logic (VLOOKUP, Pivot Tables), and traceability flow. Tasks included identifying metric definitions, logic chains, and formatting consistency to support LLM comprehension of structured reporting logic.

2025

Automotive ESG Compliance Document REACH and RRR Reporting

LabelboxTextEntity Ner ClassificationClassification

Extracted and labeled key regulatory terms, threshold values, substances, and vehicle component references from real REACH and RRR compliance reports used in European homologation processes. Labeled datasets were used to train LLMs on understanding compliance language, regulatory mapping, and cross-referencing materials to legal thresholds.

Extracted and labeled key regulatory terms, threshold values, substances, and vehicle component references from real REACH and RRR compliance reports used in European homologation processes. Labeled datasets were used to train LLMs on understanding compliance language, regulatory mapping, and cross-referencing materials to legal thresholds.

2024 - 2024

Education

Work History