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Adli Hmidi

Adli Hmidi

Arabic AI Content Expert | Visual & Audio QA Specialist

Tunisia flagSfax, Tunisia
$13.00/hrIntermediate

Key Skills

Software

No software listed

Top Subject Matter

Search Quality Evaluation
AI Training Data
Multimodal Media Evaluation (Visual & Audio)

Top Data Types

TextText
DocumentDocument
AudioAudio

Top Task Types

Entity (NER) ClassificationEntity (NER) Classification
ClassificationClassification
RLHFRLHF
TranscriptionTranscription
Text GenerationText Generation
Question AnsweringQuestion Answering
Text SummarizationText Summarization
Data CollectionData Collection
Evaluation/RatingEvaluation/Rating

Freelancer Overview

Quality Assurance & Operations Evaluator. Brings 18+ years of professional experience across complex professional workflows, research, and quality-focused execution. Core strengths include Internal and Proprietary Tooling. AI-training focus includes data types such as Text and labeling workflows including Evaluation, Rating, and Entity (NER) Classification.

IntermediateEnglishArabicFrench

Labeling Experience

Quality Assurance & Operations Evaluator

Text
I applied structured guideline-based evaluation across multi-vendor deliverables, assessing outputs against predefined criteria similar to search quality and AI data workflows. My work included designing validation checklists and audit protocols analogous to rating rubrics, reducing errors and ensuring consistent rater standards. Detailed quality assessment reports were produced, directly replicable in search evaluation feedback and content grading. • Maintained high accuracy under pressure • Provided replicable feedback workflows • Used structured rubrics and scoring logic • Ensured traceable documentation of decisions

I applied structured guideline-based evaluation across multi-vendor deliverables, assessing outputs against predefined criteria similar to search quality and AI data workflows. My work included designing validation checklists and audit protocols analogous to rating rubrics, reducing errors and ensuring consistent rater standards. Detailed quality assessment reports were produced, directly replicable in search evaluation feedback and content grading. • Maintained high accuracy under pressure • Provided replicable feedback workflows • Used structured rubrics and scoring logic • Ensured traceable documentation of decisions

2020 - Present

Data Analyst & Market Evaluation Specialist

TextEntity Ner Classification
I conducted multi-source data cross-referencing to validate market claims, using workflows directly analogous to search relevance evaluation. Periodic entity-level auditing was performed to maintain CRM/ERP data integrity, similar to tasks in data labeling and data cleaning pipelines. I translated raw field data into structured analytical briefings, consistent with platform requirements for rater feedback. • Emphasized entity classification and record validation • Applied critical workflows from market analysis to AI data • Maintained high data integrity standards • Produced evidence-based structured outputs

I conducted multi-source data cross-referencing to validate market claims, using workflows directly analogous to search relevance evaluation. Periodic entity-level auditing was performed to maintain CRM/ERP data integrity, similar to tasks in data labeling and data cleaning pipelines. I translated raw field data into structured analytical briefings, consistent with platform requirements for rater feedback. • Emphasized entity classification and record validation • Applied critical workflows from market analysis to AI data • Maintained high data integrity standards • Produced evidence-based structured outputs

2018 - 2020

Data Quality Supervisor & Reporting Analyst

Text
I built a comprehensive data quality framework, auditing and rebuilding reporting workflows to deliver verifiable data outputs. Systematic cross-checking and analytical summaries mirrored evaluation logic used in LLM output and content quality assessment. This role demanded high accuracy and root-cause reasoning at every step to ensure standards were met. • Designed and implemented data integrity audits • Directly supported evaluation environments with calibration logic • Delivered analytical content grading • Isolated signal from noise for data clarity

I built a comprehensive data quality framework, auditing and rebuilding reporting workflows to deliver verifiable data outputs. Systematic cross-checking and analytical summaries mirrored evaluation logic used in LLM output and content quality assessment. This role demanded high accuracy and root-cause reasoning at every step to ensure standards were met. • Designed and implemented data integrity audits • Directly supported evaluation environments with calibration logic • Delivered analytical content grading • Isolated signal from noise for data clarity

2016 - 2018

Data Accuracy Lead & Operations Analyst

TextClassification
I managed product data systems and maintained record-level accuracy under high-volume conditions, applying disciplined data stewardship principles. Weekly tracking of behavioral data trends and content supervision directly informed annotation and labeling practices. My disciplined approach was foundational for scalable annotation workflows. • Maintained high accuracy amid volume fluctuations • Applied user behavior analysis to data context • Sustained structured content oversight • Adapted labeling workflows for commercial data

I managed product data systems and maintained record-level accuracy under high-volume conditions, applying disciplined data stewardship principles. Weekly tracking of behavioral data trends and content supervision directly informed annotation and labeling practices. My disciplined approach was foundational for scalable annotation workflows. • Maintained high accuracy amid volume fluctuations • Applied user behavior analysis to data context • Sustained structured content oversight • Adapted labeling workflows for commercial data

2013 - 2015

Data Integrity & Process Standards Lead

TextClassification
I designed and enforced process standards aimed at achieving perfect data accuracy, verified across a full cycle. An auditable system was built to ensure each data point was consistently verifiable, directly supporting labeling and annotation reliability. These efforts reinforced the mandate for traceable, trustworthy data. • Focused on verifiable and reliable data recording • Developed auditable frameworks for annotation • Supported end-to-end data integrity • Prioritized accuracy at every process stage

I designed and enforced process standards aimed at achieving perfect data accuracy, verified across a full cycle. An auditable system was built to ensure each data point was consistently verifiable, directly supporting labeling and annotation reliability. These efforts reinforced the mandate for traceable, trustworthy data. • Focused on verifiable and reliable data recording • Developed auditable frameworks for annotation • Supported end-to-end data integrity • Prioritized accuracy at every process stage

2012 - 2012

Education

S

Sfax Higher School of Commerce (ESCS)

Undergraduate Studies (1st Year Completed), Business Economics

Undergraduate Studies (1st Year Completed)
2005 - 2007

Work History

B

Big Event

Quality Assurance & Operations Evaluator

Sfax
2020 - Present
C

COGES Gargouri

Data Analyst & Market Evaluation Specialist

N/A
2018 - 2020