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Physicist with Python - Freelance AI Tutor at Mindrift
Pretoria, Gauteng, South Africa - Full Time
Skills Needed
Python, Physics, Numpy, Pandas, Scipy, Ai Evaluation, Ai Improvement, Problem Design, Numerical Validation, Statistical Mechanics, Thermodynamics, Optics, Acoustics
Specialization
Candidates must possess a degree in Physics or related fields and have at least 3 years of professional physics experience, coupled with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) is also required for this part-time, non-permanent freelance role.
Experience Required
Minimum 2 year(s)
Freelancer - Senior 3D Environment Artist at Gameloft
Barcelona, Catalonia, Spain - Full Time
Skills Needed
3d Modeling, Texturing, Game Development, Pbr Workflow, 3ds Max, Substance Suite, Z Brush, Asset Organization, Collaboration, Communication, Level Design, Bug Tracking, Mentoring, Optimization, Lighting, Animation
Specialization
Candidates should have over 3 years of experience in video game production with a portfolio showcasing realistic 3D environment art. Proficiency in 3ds Max, Substance suite, and Z-Brush is required, along with strong collaboration and communication skills.
Experience Required
Minimum 5 year(s)
Physicist with Python - Freelance AI Tutor at Mindrift
Bengaluru, karnataka, India - Full Time
Skills Needed
Python, Physics, Numpy, Pandas, Scipy, Ai System Evaluation, Ai Solution Validation, Problem Design, Data Validation, Reasoning Improvement
Specialization
Candidates must possess a degree in Physics or related fields and have at least 3 years of professional physics experience, coupled with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) is also required for this part-time, non-permanent project role.
Experience Required
Minimum 2 year(s)
Freelance Economy Designer [Black Budget] at KRAFTON INDIA
, , - Full Time
Skills Needed
Economy Design, Game Balancing, Progression Values, Game Economy, Shooting Games, Live Products
Specialization
Ideally, we are looking for senior designers experienced with shooting games and live products. Candidates should have a strong background in economy design for games.
Experience Required
Minimum 5 year(s)
Freelance Makeup Artist - Florida Panhandle at Westman Atelier
Pensacola, Florida, United States - Full Time
Skills Needed
Makeup Artistry, Customer Experience, Product Education, Sales, Clienteling, Organizational Skills, Attention To Detail, Clean Beauty
Specialization
Candidates should have 1-2 years of beauty or skincare sales experience, with a preference for those familiar with beauty retail environments like Sephora. A Makeup Artistry degree or certification is a plus.
Physicist with Python - Freelance AI Tutor at Mindrift
Barcelona, Catalonia, Spain - Full Time
Skills Needed
Physics, Python, Numpy, Pandas, Scipy, Ai Evaluation, Ai Improvement, Problem Design, Numerical Validation, Statistical Mechanics, Thermodynamics, Optics, Acoustics
Specialization
Candidates must possess a degree in Physics or related fields and have at least 3 years of professional physics experience, coupled with strong Python proficiency for numerical validation.
Experience Required
Minimum 2 year(s)
Physicist with Python - Freelance AI Tutor at Mindrift
Buenos Aires, , Argentina - Full Time
Skills Needed
Python, Physics, Numpy, Pandas, Scipy, Ai Evaluation, Ai Improvement, Problem Design, Numerical Validation, Statistical Mechanics, Thermodynamics, Optics, Acoustics
Specialization
Candidates must possess a degree in Physics or related fields and have at least 3 years of professional physics experience, coupled with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) is also required for this part-time, non-permanent project role.
Experience Required
Minimum 2 year(s)
Physicist with Python - Freelance AI Tutor at Mindrift
, , Spain - Full Time
Skills Needed
Python, Physics, Numpy, Pandas, Scipy, Ai System Evaluation, Ai Reasoning Improvement, Problem Design, Calculation Validation, Simulation Validation, English Proficiency
Specialization
Candidates must possess a degree in Physics or related fields and have at least 3 years of professional physics experience, along with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) is also required for this part-time, non-permanent freelance opportunity.
Experience Required
Minimum 2 year(s)
Physicist with Python - Freelance AI Tutor at Mindrift
, , South Africa - Full Time
Skills Needed
Python, Physics, Numpy, Pandas, Scipy, Ai Evaluation, Ai Improvement, Problem Design, Numerical Validation, Statistical Mechanics, Thermodynamics, Optics, Acoustics
Specialization
Candidates must possess a degree in Physics or related fields and have at least 3 years of professional physics experience, coupled with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) is also required for this part-time, non-permanent freelance role.
Experience Required
Minimum 2 year(s)
Physicist with Python - Freelance AI Tutor at Mindrift
Mumbai, maharashtra, India - Full Time
Skills Needed
Python, Physics, Numpy, Pandas, Scipy, Ai System Evaluation, Ai Solution Validation, Problem Design, Data Validation, Numerical Validation
Specialization
Candidates must have a degree in Physics or related fields and possess at least 3 years of professional physics experience along with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) is also required for this part-time, non-permanent project role.
Experience Required
Minimum 2 year(s)
Freelance - AI Support Specialist - Remote at The People Group
, , Vietnam - Full Time
Skills Needed
Artificial Intelligence, Technical Support, Training, Machine Learning, Natural Language Processing, Data Analytics, Problem Solving, Troubleshooting, Communication, Api Integration, Tensorflow, Pytorch
Specialization
Candidates must have proven experience in AI technologies or support roles, coupled with a strong understanding of machine learning, NLP, and data analytics. Excellent communication, troubleshooting skills, and the ability to explain complex technical concepts to non-technical clients are essential.
Experience Required
Minimum 2 year(s)
Voice Actor - Freelance AI Trainer Project at Invisible Agency
, , India - Full Time
Skills Needed
Voice Acting, Speech Training, Data Evaluation, Pronunciation Assessment, Tone Analysis, Pacing Evaluation, Emotional Expression, Linguistic Accuracy, Prompt Refinement, Voice Design, Recording, Annotation, Communication, Attention To Detail
Specialization
Candidates must have demonstrated professional experience in voice acting, dubbing, narration, or related performance work, along with clear communication skills and attention to detail. A high-quality recording setup, including a reliable microphone and quiet environment, is required for this role.
Experience Required
Minimum 5 year(s)
Freelance - AI Support Specialist - Remote at The People Group
, , Brazil - Full Time
Skills Needed
Artificial Intelligence, Technical Support, Training, Machine Learning, Natural Language Processing, Data Analytics, Problem Solving, Troubleshooting, Communication, Api Integration, Tensorflow, Pytorch
Specialization
Candidates must have proven experience in AI technologies or support roles, coupled with a strong understanding of machine learning, NLP, and data analytics. Excellent communication, troubleshooting skills, and the ability to explain complex technical concepts to non-technical clients are essential.
Experience Required
Minimum 2 year(s)
Vibe Coding Web Scraping Expert (Freelance) at Mindrift
, , Malaysia - Full Time
Skills Needed
Web Scraping, Data Extraction, Data Processing, Apify, Openrouter, Python, Beautifulsoup, Selenium, Data Validation, Data Quality Control, Llms, Ai Frameworks, Automation, Troubleshooting, Data Analysis, Data Engineering
Specialization
Candidates must have hands-on experience in web scraping, data extraction, and processing, ideally with at least one year of relevant experience in data analysis, AI automation, or software development. Upper-intermediate (B2) English proficiency is required, and a technical degree is a plus.
Freelance - AI Support Specialist - Remote at The People Group
, , Philippines - Full Time
Skills Needed
Artificial Intelligence, Technical Support, Training, Machine Learning, Natural Language Processing, Data Analytics, Problem Solving, Troubleshooting, Communication, Api Integration, Tensorflow, Pytorch
Specialization
Candidates must have proven experience in AI technologies or support roles, coupled with a strong understanding of machine learning, NLP, and data analytics. Excellent communication, troubleshooting skills, and the ability to explain complex technical concepts to non-technical clients are essential.
Experience Required
Minimum 2 year(s)
Vibe Coding Web Scraping Expert (Freelance) at Mindrift
Buenos Aires, , Argentina - Full Time
Skills Needed
Web Scraping, Data Extraction, Data Processing, Apify, Openrouter, Python, Beautifulsoup, Selenium, Data Validation, Data Quality Control, Llms, Ai Frameworks, Automation, Critical Thinking, Domain Expertise, English Proficiency
Specialization
Candidates must have hands-on experience in web scraping, data extraction, and processing, ideally with at least 1 year of relevant experience in data analysis, AI automation, or software development. Upper-intermediate (B2) English proficiency is required, and a technical degree is a plus.
Vibe Coding Web Scraping Expert (Freelance) at Mindrift
Paris, Ile-de-France, France - Full Time
Skills Needed
Web Scraping, Data Extraction, Data Processing, Apify, Openrouter, Python, Beautifulsoup, Selenium, Data Validation, Data Quality Control, Llms, Ai Frameworks, Automation, Troubleshooting, Data Analysis, Data Engineering
Specialization
Candidates must have hands-on experience in web scraping, data extraction, and processing, ideally with at least one year of relevant experience in data analysis, AI automation, or software development. Upper-intermediate (B2) English proficiency is required, and a technical degree is a plus.
Vibe Coding Web Scraping Expert (Freelance) at Mindrift
, , France - Full Time
Skills Needed
Web Scraping, Data Extraction, Data Processing, Apify, Openrouter, Python, Beautifulsoup, Selenium, Data Validation, Data Quality Control, Llms, Ai Automation, Javascript, Api Endpoints, Data Engineering, Troubleshooting
Specialization
Candidates must have hands-on experience in web scraping, data extraction, and processing, preferably with at least one year of relevant experience in data analysis, AI automation, or software development. Upper-intermediate (B2) English proficiency is required, and a technical degree is a plus.
Vibe Coding Web Scraping Expert (Freelance) at Mindrift
, , South Africa - Full Time
Skills Needed
Web Scraping, Data Extraction, Data Processing, Apify, Openrouter, Python, Beautifulsoup, Selenium, Data Validation, Data Quality Control, Llms, Ai Frameworks, Automation, Data Analysis, Data Engineering, Software Development
Specialization
Candidates must have hands-on experience in web scraping, data extraction, and processing, ideally with at least one year of relevant experience in data analysis, AI automation, or software development. Upper-intermediate (B2) English proficiency is required, and a technical degree is a plus.
Vibe Coding Web Scraping Expert (Freelance) at Mindrift
, , Greece - Full Time
Skills Needed
Web Scraping, Data Extraction, Data Processing, Apify, Openrouter, Python, Beautifulsoup, Selenium, Data Validation, Data Quality Control, Llms, Ai Frameworks, Automation, Troubleshooting, Data Analysis, Data Engineering
Specialization
Candidates must have hands-on experience in web scraping, data extraction, and processing, ideally with at least one year of relevant experience in data analysis, AI automation, or software development. Proficiency in English (Upper-intermediate B2 or above) is required, and experience with Python scraping libraries like BeautifulSoup and Selenium is highly desirable.
Physicist with Python - Freelance AI Tutor at Mindrift
Pretoria, Gauteng, South Africa -
Full Time

Start Date

Immediate

Expiry Date

23 May, 26

Salary

21.0

Posted On

22 Feb, 26

Experience

2 year(s) or above

Remote Job

Yes

Telecommute

Yes

Sponsor Visa

No

Skills

Python, Physics, NumPy, Pandas, SciPy, AI Evaluation, AI Improvement, Problem Design, Numerical Validation, Statistical Mechanics, Thermodynamics, Optics, Acoustics

Industry

technology;Information and Internet

Description
Please submit your CV in English and indicate your level of English proficiency. Mindrift connects specialists with project-based AI opportunities for leading tech companies, focused on testing, evaluating, and improving AI systems. Participation is project-based, not permanent employment. What this opportunity involves While each project involves unique tasks, contributors may: Design rigorous physics problems reflecting professional practice; Evaluate AI solutions for correctness, assumptions, and constraints; Validate calculations or simulations using Python (NumPy, Pandas, SciPy); Improve AI reasoning to align with industry-standard logic; Apply structured scoring criteria to multi-step problems. What we look for This opportunity is a good fit for physicists with an experience in python open to part-time, non-permanent projects. Ideally, contributors will have: Degree in Physics or related fields, e.g. Engineering Physics, Thermodynamics, Statistical Mechanics, Optics and Acoustics, etc. 3+ years of professional physics experience Strong written English (C1/C2) Strong Python proficiency for numerical validation Stable internet connection Professional certifications (e.g., CPhys, EurPhys, MInstP) and experience in international or applied projects are an advantage. How it works Apply → Pass qualification(s) → Join a project → Complete tasks → Get paid Project time expectations For this project, tasks are estimated to require around 10–20 hours per week during active phases, based on project requirements. This is an estimate, not a guaranteed workload, and applies only while the project is active. Payment Paid contributions, with rates up to $21/hour* Fixed project rate or individual rates, depending on the project Some projects include incentive payments *Note: Rates vary based on expertise, skills assessment, location, project needs, and other factors. Higher rates may be offered to highly specialized experts. Lower rates may apply during onboarding or non-core project phases. Payment details are shared per project.

How To Apply:

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Responsibilities
Contributors will be responsible for designing rigorous physics problems that reflect professional practice and evaluating AI solutions for correctness, assumptions, and constraints. This includes validating calculations using Python libraries and improving AI reasoning to align with industry standards.
Physicist with Python - Freelance AI Tutor at Mindrift
Pretoria, Gauteng, South Africa - Full Time
Skills Needed
Python, Physics, Numpy, Pandas, Scipy, Ai Evaluation, Ai Improvement, Problem Design, Numerical Validation, Statistical Mechanics, Thermodynamics, Optics, Acoustics
Specialization
Candidates must possess a degree in Physics or related fields and have at least 3 years of professional physics experience, coupled with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) is also required for this part-time, non-permanent freelance role.
Experience Required
Minimum 2 year(s)
Freelancer - Senior 3D Environment Artist at Gameloft
Barcelona, Catalonia, Spain - Full Time
Skills Needed
3d Modeling, Texturing, Game Development, Pbr Workflow, 3ds Max, Substance Suite, Z Brush, Asset Organization, Collaboration, Communication, Level Design, Bug Tracking, Mentoring, Optimization, Lighting, Animation
Specialization
Candidates should have over 3 years of experience in video game production with a portfolio showcasing realistic 3D environment art. Proficiency in 3ds Max, Substance suite, and Z-Brush is required, along with strong collaboration and communication skills.
Experience Required
Minimum 5 year(s)
Physicist with Python - Freelance AI Tutor at Mindrift
Bengaluru, karnataka, India - Full Time
Skills Needed
Python, Physics, Numpy, Pandas, Scipy, Ai System Evaluation, Ai Solution Validation, Problem Design, Data Validation, Reasoning Improvement
Specialization
Candidates must possess a degree in Physics or related fields and have at least 3 years of professional physics experience, coupled with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) is also required for this part-time, non-permanent project role.
Experience Required
Minimum 2 year(s)
Freelance Economy Designer [Black Budget] at KRAFTON INDIA
, , - Full Time
Skills Needed
Economy Design, Game Balancing, Progression Values, Game Economy, Shooting Games, Live Products
Specialization
Ideally, we are looking for senior designers experienced with shooting games and live products. Candidates should have a strong background in economy design for games.
Experience Required
Minimum 5 year(s)
Freelance Makeup Artist - Florida Panhandle at Westman Atelier
Pensacola, Florida, United States - Full Time
Skills Needed
Makeup Artistry, Customer Experience, Product Education, Sales, Clienteling, Organizational Skills, Attention To Detail, Clean Beauty
Specialization
Candidates should have 1-2 years of beauty or skincare sales experience, with a preference for those familiar with beauty retail environments like Sephora. A Makeup Artistry degree or certification is a plus.
Physicist with Python - Freelance AI Tutor at Mindrift
Barcelona, Catalonia, Spain - Full Time
Skills Needed
Physics, Python, Numpy, Pandas, Scipy, Ai Evaluation, Ai Improvement, Problem Design, Numerical Validation, Statistical Mechanics, Thermodynamics, Optics, Acoustics
Specialization
Candidates must possess a degree in Physics or related fields and have at least 3 years of professional physics experience, coupled with strong Python proficiency for numerical validation.
Experience Required
Minimum 2 year(s)
Physicist with Python - Freelance AI Tutor at Mindrift
Buenos Aires, , Argentina - Full Time
Skills Needed
Python, Physics, Numpy, Pandas, Scipy, Ai Evaluation, Ai Improvement, Problem Design, Numerical Validation, Statistical Mechanics, Thermodynamics, Optics, Acoustics
Specialization
Candidates must possess a degree in Physics or related fields and have at least 3 years of professional physics experience, coupled with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) is also required for this part-time, non-permanent project role.
Experience Required
Minimum 2 year(s)
Physicist with Python - Freelance AI Tutor at Mindrift
, , Spain - Full Time
Skills Needed
Python, Physics, Numpy, Pandas, Scipy, Ai System Evaluation, Ai Reasoning Improvement, Problem Design, Calculation Validation, Simulation Validation, English Proficiency
Specialization
Candidates must possess a degree in Physics or related fields and have at least 3 years of professional physics experience, along with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) is also required for this part-time, non-permanent freelance opportunity.
Experience Required
Minimum 2 year(s)
Physicist with Python - Freelance AI Tutor at Mindrift
, , South Africa - Full Time
Skills Needed
Python, Physics, Numpy, Pandas, Scipy, Ai Evaluation, Ai Improvement, Problem Design, Numerical Validation, Statistical Mechanics, Thermodynamics, Optics, Acoustics
Specialization
Candidates must possess a degree in Physics or related fields and have at least 3 years of professional physics experience, coupled with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) is also required for this part-time, non-permanent freelance role.
Experience Required
Minimum 2 year(s)
Physicist with Python - Freelance AI Tutor at Mindrift
Mumbai, maharashtra, India - Full Time
Skills Needed
Python, Physics, Numpy, Pandas, Scipy, Ai System Evaluation, Ai Solution Validation, Problem Design, Data Validation, Numerical Validation
Specialization
Candidates must have a degree in Physics or related fields and possess at least 3 years of professional physics experience along with strong Python proficiency for numerical validation. Strong written English proficiency (C1/C2) is also required for this part-time, non-permanent project role.
Experience Required
Minimum 2 year(s)
Freelance - AI Support Specialist - Remote at The People Group
, , Vietnam - Full Time
Skills Needed
Artificial Intelligence, Technical Support, Training, Machine Learning, Natural Language Processing, Data Analytics, Problem Solving, Troubleshooting, Communication, Api Integration, Tensorflow, Pytorch
Specialization
Candidates must have proven experience in AI technologies or support roles, coupled with a strong understanding of machine learning, NLP, and data analytics. Excellent communication, troubleshooting skills, and the ability to explain complex technical concepts to non-technical clients are essential.
Experience Required
Minimum 2 year(s)
Voice Actor - Freelance AI Trainer Project at Invisible Agency
, , India - Full Time
Skills Needed
Voice Acting, Speech Training, Data Evaluation, Pronunciation Assessment, Tone Analysis, Pacing Evaluation, Emotional Expression, Linguistic Accuracy, Prompt Refinement, Voice Design, Recording, Annotation, Communication, Attention To Detail
Specialization
Candidates must have demonstrated professional experience in voice acting, dubbing, narration, or related performance work, along with clear communication skills and attention to detail. A high-quality recording setup, including a reliable microphone and quiet environment, is required for this role.
Experience Required
Minimum 5 year(s)
Freelance - AI Support Specialist - Remote at The People Group
, , Brazil - Full Time
Skills Needed
Artificial Intelligence, Technical Support, Training, Machine Learning, Natural Language Processing, Data Analytics, Problem Solving, Troubleshooting, Communication, Api Integration, Tensorflow, Pytorch
Specialization
Candidates must have proven experience in AI technologies or support roles, coupled with a strong understanding of machine learning, NLP, and data analytics. Excellent communication, troubleshooting skills, and the ability to explain complex technical concepts to non-technical clients are essential.
Experience Required
Minimum 2 year(s)
Vibe Coding Web Scraping Expert (Freelance) at Mindrift
, , Malaysia - Full Time
Skills Needed
Web Scraping, Data Extraction, Data Processing, Apify, Openrouter, Python, Beautifulsoup, Selenium, Data Validation, Data Quality Control, Llms, Ai Frameworks, Automation, Troubleshooting, Data Analysis, Data Engineering
Specialization
Candidates must have hands-on experience in web scraping, data extraction, and processing, ideally with at least one year of relevant experience in data analysis, AI automation, or software development. Upper-intermediate (B2) English proficiency is required, and a technical degree is a plus.
Freelance - AI Support Specialist - Remote at The People Group
, , Philippines - Full Time
Skills Needed
Artificial Intelligence, Technical Support, Training, Machine Learning, Natural Language Processing, Data Analytics, Problem Solving, Troubleshooting, Communication, Api Integration, Tensorflow, Pytorch
Specialization
Candidates must have proven experience in AI technologies or support roles, coupled with a strong understanding of machine learning, NLP, and data analytics. Excellent communication, troubleshooting skills, and the ability to explain complex technical concepts to non-technical clients are essential.
Experience Required
Minimum 2 year(s)
Vibe Coding Web Scraping Expert (Freelance) at Mindrift
Buenos Aires, , Argentina - Full Time
Skills Needed
Web Scraping, Data Extraction, Data Processing, Apify, Openrouter, Python, Beautifulsoup, Selenium, Data Validation, Data Quality Control, Llms, Ai Frameworks, Automation, Critical Thinking, Domain Expertise, English Proficiency
Specialization
Candidates must have hands-on experience in web scraping, data extraction, and processing, ideally with at least 1 year of relevant experience in data analysis, AI automation, or software development. Upper-intermediate (B2) English proficiency is required, and a technical degree is a plus.
Vibe Coding Web Scraping Expert (Freelance) at Mindrift
Paris, Ile-de-France, France - Full Time
Skills Needed
Web Scraping, Data Extraction, Data Processing, Apify, Openrouter, Python, Beautifulsoup, Selenium, Data Validation, Data Quality Control, Llms, Ai Frameworks, Automation, Troubleshooting, Data Analysis, Data Engineering
Specialization
Candidates must have hands-on experience in web scraping, data extraction, and processing, ideally with at least one year of relevant experience in data analysis, AI automation, or software development. Upper-intermediate (B2) English proficiency is required, and a technical degree is a plus.
Vibe Coding Web Scraping Expert (Freelance) at Mindrift
, , France - Full Time
Skills Needed
Web Scraping, Data Extraction, Data Processing, Apify, Openrouter, Python, Beautifulsoup, Selenium, Data Validation, Data Quality Control, Llms, Ai Automation, Javascript, Api Endpoints, Data Engineering, Troubleshooting
Specialization
Candidates must have hands-on experience in web scraping, data extraction, and processing, preferably with at least one year of relevant experience in data analysis, AI automation, or software development. Upper-intermediate (B2) English proficiency is required, and a technical degree is a plus.
Vibe Coding Web Scraping Expert (Freelance) at Mindrift
, , South Africa - Full Time
Skills Needed
Web Scraping, Data Extraction, Data Processing, Apify, Openrouter, Python, Beautifulsoup, Selenium, Data Validation, Data Quality Control, Llms, Ai Frameworks, Automation, Data Analysis, Data Engineering, Software Development
Specialization
Candidates must have hands-on experience in web scraping, data extraction, and processing, ideally with at least one year of relevant experience in data analysis, AI automation, or software development. Upper-intermediate (B2) English proficiency is required, and a technical degree is a plus.
Vibe Coding Web Scraping Expert (Freelance) at Mindrift
, , Greece - Full Time
Skills Needed
Web Scraping, Data Extraction, Data Processing, Apify, Openrouter, Python, Beautifulsoup, Selenium, Data Validation, Data Quality Control, Llms, Ai Frameworks, Automation, Troubleshooting, Data Analysis, Data Engineering
Specialization
Candidates must have hands-on experience in web scraping, data extraction, and processing, ideally with at least one year of relevant experience in data analysis, AI automation, or software development. Proficiency in English (Upper-intermediate B2 or above) is required, and experience with Python scraping libraries like BeautifulSoup and Selenium is highly desirable.