Data Science & Analysis - AI Training - US

🏢 Summary: Paid expert role focused on training and evaluating advanced AI models through data science and statistical expertise. Participants review, validate, and annotate AI-generated analyses, code, and predictive models to ensure technical accuracy and alignment. The position involves independent execution of data scripts and critical assessment of machine learning outputs. 🗂️ Requirements: BS/MS/PhD in Data Science, Statistics, Mathematics or related quantitative field, Professional experience in data analysis, predictive modeling or machine learning engineering, Ability to solve complex statistical problems independently, Experience validating and interpreting advanced data visualizations, Proficiency using LLMs in data workflows and understanding their limitations, Ability to execute and validate Python or R scripts, Advanced SQL for complex data extraction, Strong understanding of machine learning and statistical modeling, PayPal account for payments 📃 Skills: Python, R, SQL, Pandas, NumPy, Scikit-learn, PyTorch, TensorFlow, Tableau, PowerBI, Matplotlib, Seaborn, MachineLearning, Statistics, LLMs 🏢 Description: Data Science & Analysis - AI Training About Prolific Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world. Over 35,000 AI developers, researchers, and organizations use Prolific to gather data from paid study participants with a wide variety of experiences, knowledge, and skills. The role We're looking for Data Scientists and Data Analysts to join our Expert Network to help train and evaluate cutting-edge AI models using real technical expertise. If you have the necessary experience, we'll send you a quick 10- to 15-minute test to assess your skills and suitability for AI tasks. If successful, you'll be invited to join Prolific as a participant, where you'll get paid to train and evaluate powerful AI models. Researchers looking for your skills tend to pay up to $80 per hour. You must be prepared to complete paid tasks that require one hour of uninterrupted work, though many are shorter. What you'll bring Education: a BS, MS, or PhD in Data Science, Statistics, Mathematics, or a closely related quantitative field. Professional Experience: real-world experience in data analysis, predictive modeling, or machine learning engineering. Technical Rigor: the ability to solve complex statistical problems and interpret high-level data visualizations independently. Analytical Mindset: strong attention to detail with the ability to identify subtle logical fallacies in statistical reasoning or data interpretations. LLM Fluency: significant experience using LLMs to assist with data workflows, with a clear understanding of where these models typically hallucinate or fail. Communication: the ability to explain complex mathematical concepts or data insights clearly and concisely. A PayPal account to receive payment from our clients What you'll be doing in the role Evaluate LLM Responses: review AI-generated data insights and statistical analysis for accuracy, clarity, and completeness. Fact-Check Technical Claims: use authoritative references to validate mathematical proofs, statistical formulas, and data-driven conclusions. Validate Code & Outputs: execute data-related scripts (e.g., Python/R) to ensure they produce correct results and handle edge cases properly. Annotate Model Performance: identify strengths and weaknesses in how a model reasons through data problems or builds predictive models. Ensure Alignment: verify that model responses follow specific system guidelines and maintain a high standard of professional technical behavior. Key Technologies Programming: proficiency in Python (Pandas, NumPy, Scikit-learn) or R. Data Querying: advanced SQL for complex data extraction and manipulation. Visualization: experience with tools like Tableau, PowerBI, or Matplotlib/Seaborn. Modeling: deep understanding of Machine Learning frameworks (PyTorch, TensorFlow) and statistical modeling techniques. Why Prolific is a great platform to join as a Participant Joining our platform as a Prolific participant will give you the chance to influence the AI models of the future using professional expertise. Once you pass our assessment, you can join Prolific in just 15 minutes, and start enjoying competitive pay rates, flexible hours, and the ability to work from home. We've built a unique platform that connects researchers and companies with a global pool of participants, enabling the collection of high-quality, ethically sourced human behavioural data and feedback. This data is the cornerstone of developing more accurate, nuanced, and aligned AI systems. We believe that the next leap in AI capabilities won't come solely from scaling existing models, but from integrating diverse human perspectives and behaviours into AI development. By providing this crucial human data infrastructure, Prolific is positioning itself at the forefront of the next wave of AI innovation – one that reflects the breadth and the best of humanity. Links to more information on Prolific Website Youtube Privacy Statement By submitting your application, you agree that Prolific may collect your personal data for recruiting and global organisation planning. Prolific's Candidate Privacy Notice explains what personal information Prolific may process, where Prolific may process your personal information, its purposes for processing your personal information, and the rights you can exercise over Prolific use of your personal personal information.

🏢 Summary: Paid remote opportunity for Data Scientists and Data Analysts to train and evaluate advanced AI models by reviewing outputs, validating code, and fact-checking technical content. Participants complete technical assessments and then perform structured AI evaluation tasks using real-world data expertise. Work is task-based with flexible hours and competitive hourly compensation. 🗂️ Requirements: BS/MS/PhD in Data Science, Statistics, Mathematics or related quantitative field, Professional experience in data analysis, predictive modeling or machine learning engineering, Ability to solve complex statistical problems independently, Experience using LLMs in data workflows and understanding their limitations, Proficiency in Python or R, Advanced SQL skills, Experience with data visualization tools, Ability to execute and validate data-related scripts, PayPal account for payments 📃 Skills: Python, R, SQL, Pandas, NumPy, Scikit-learn, PyTorch, TensorFlow, Tableau, PowerBI, Matplotlib, Seaborn, MachineLearning, Statistics, LLMs 🏢 Description: Data Science & Analysis - AI Training About Prolific Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world. Over 35,000 AI developers, researchers, and organizations use Prolific to gather data from paid study participants with a wide variety of experiences, knowledge, and skills. The role We're looking for Data Scientists and Data Analysts to join our Expert Network to help train and evaluate cutting-edge AI models using real technical expertise. If you have the necessary experience, we'll send you a quick 10- to 15-minute test to assess your skills and suitability for AI tasks. If successful, you'll be invited to join Prolific as a participant, where you'll get paid to train and evaluate powerful AI models. Researchers looking for your skills tend to pay up to $80 per hour. You must be prepared to complete paid tasks that require one hour of uninterrupted work, though many are shorter. What you'll bring Education: a BS, MS, or PhD in Data Science, Statistics, Mathematics, or a closely related quantitative field. Professional Experience: real-world experience in data analysis, predictive modeling, or machine learning engineering. Technical Rigor: the ability to solve complex statistical problems and interpret high-level data visualizations independently. Analytical Mindset: strong attention to detail with the ability to identify subtle logical fallacies in statistical reasoning or data interpretations. LLM Fluency: significant experience using LLMs to assist with data workflows, with a clear understanding of where these models typically hallucinate or fail. Communication: the ability to explain complex mathematical concepts or data insights clearly and concisely. A PayPal account to receive payment from our clients What you'll be doing in the role Evaluate LLM Responses: review AI-generated data insights and statistical analysis for accuracy, clarity, and completeness. Fact-Check Technical Claims: use authoritative references to validate mathematical proofs, statistical formulas, and data-driven conclusions. Validate Code & Outputs: execute data-related scripts (e.g., Python/R) to ensure they produce correct results and handle edge cases properly. Annotate Model Performance: identify strengths and weaknesses in how a model reasons through data problems or builds predictive models. Ensure Alignment: verify that model responses follow specific system guidelines and maintain a high standard of professional technical behavior. Key Technologies Programming: proficiency in Python (Pandas, NumPy, Scikit-learn) or R. Data Querying: advanced SQL for complex data extraction and manipulation. Visualization: experience with tools like Tableau, PowerBI, or Matplotlib/Seaborn. Modeling: deep understanding of Machine Learning frameworks (PyTorch, TensorFlow) and statistical modeling techniques. Why Prolific is a great platform to join as a Participant Joining our platform as a Prolific participant will give you the chance to influence the AI models of the future using professional expertise. Once you pass our assessment, you can join Prolific in just 15 minutes, and start enjoying competitive pay rates, flexible hours, and the ability to work from home. We've built a unique platform that connects researchers and companies with a global pool of participants, enabling the collection of high-quality, ethically sourced human behavioural data and feedback. This data is the cornerstone of developing more accurate, nuanced, and aligned AI systems. We believe that the next leap in AI capabilities won't come solely from scaling existing models, but from integrating diverse human perspectives and behaviours into AI development. By providing this crucial human data infrastructure, Prolific is positioning itself at the forefront of the next wave of AI innovation – one that reflects the breadth and the best of humanity. Links to more information on Prolific Website Youtube Privacy Statement By submitting your application, you agree that Prolific may collect your personal data for recruiting and global organisation planning. Prolific's Candidate Privacy Notice explains what personal information Prolific may process, where Prolific may process your personal information, its purposes for processing your personal information, and the rights you can exercise over Prolific use of your personal personal information.

🏢 Summary: Opportunity for Data Scientists and Data Analysts to join an expert network and get paid to train and evaluate advanced AI models using real-world technical expertise. The role involves assessing AI-generated analyses, validating statistical reasoning and code, and annotating model performance. Candidates complete a short assessment and, if successful, perform paid AI evaluation tasks remotely. 🗂️ Requirements: BS/MS/PhD in Data Science, Statistics, Mathematics or related quantitative field, Professional experience in data analysis, predictive modeling or machine learning engineering, Ability to solve complex statistical problems independently, Ability to interpret advanced data visualizations, Experience using LLMs in data workflows, Ability to validate mathematical and statistical reasoning, Proficiency in executing and validating Python or R scripts, Advanced SQL for data extraction and manipulation, Experience with data visualization tools, PayPal account for payment processing 📃 Skills: Python, R, SQL, Pandas, NumPy, Scikit-learn, PyTorch, TensorFlow, Tableau, PowerBI, Matplotlib, Seaborn, MachineLearning, Statistics, LLMs 🏢 Description: Data Science & Analysis - AI Training About Prolific Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world. Over 35,000 AI developers, researchers, and organizations use Prolific to gather data from paid study participants with a wide variety of experiences, knowledge, and skills. The role We're looking for Data Scientists and Data Analysts to join our Expert Network to help train and evaluate cutting-edge AI models using real technical expertise. If you have the necessary experience, we'll send you a quick 10- to 15-minute test to assess your skills and suitability for AI tasks. If successful, you'll be invited to join Prolific as a participant, where you'll get paid to train and evaluate powerful AI models. Researchers looking for your skills tend to pay up to $80 per hour. You must be prepared to complete paid tasks that require one hour of uninterrupted work, though many are shorter. What you'll bring Education: a BS, MS, or PhD in Data Science, Statistics, Mathematics, or a closely related quantitative field. Professional Experience: real-world experience in data analysis, predictive modeling, or machine learning engineering. Technical Rigor: the ability to solve complex statistical problems and interpret high-level data visualizations independently. Analytical Mindset: strong attention to detail with the ability to identify subtle logical fallacies in statistical reasoning or data interpretations. LLM Fluency: significant experience using LLMs to assist with data workflows, with a clear understanding of where these models typically hallucinate or fail. Communication: the ability to explain complex mathematical concepts or data insights clearly and concisely. A PayPal account to receive payment from our clients What you'll be doing in the role Evaluate LLM Responses: review AI-generated data insights and statistical analysis for accuracy, clarity, and completeness. Fact-Check Technical Claims: use authoritative references to validate mathematical proofs, statistical formulas, and data-driven conclusions. Validate Code & Outputs: execute data-related scripts (e.g., Python/R) to ensure they produce correct results and handle edge cases properly. Annotate Model Performance: identify strengths and weaknesses in how a model reasons through data problems or builds predictive models. Ensure Alignment: verify that model responses follow specific system guidelines and maintain a high standard of professional technical behavior. Key Technologies Programming: proficiency in Python (Pandas, NumPy, Scikit-learn) or R. Data Querying: advanced SQL for complex data extraction and manipulation. Visualization: experience with tools like Tableau, PowerBI, or Matplotlib/Seaborn. Modeling: deep understanding of Machine Learning frameworks (PyTorch, TensorFlow) and statistical modeling techniques. Why Prolific is a great platform to join as a Participant Joining our platform as a Prolific participant will give you the chance to influence the AI models of the future using professional expertise. Once you pass our assessment, you can join Prolific in just 15 minutes, and start enjoying competitive pay rates, flexible hours, and the ability to work from home. We've built a unique platform that connects researchers and companies with a global pool of participants, enabling the collection of high-quality, ethically sourced human behavioural data and feedback. This data is the cornerstone of developing more accurate, nuanced, and aligned AI systems. We believe that the next leap in AI capabilities won't come solely from scaling existing models, but from integrating diverse human perspectives and behaviours into AI development. By providing this crucial human data infrastructure, Prolific is positioning itself at the forefront of the next wave of AI innovation – one that reflects the breadth and the best of humanity. Links to more information on Prolific Website Youtube Privacy Statement By submitting your application, you agree that Prolific may collect your personal data for recruiting and global organisation planning. Prolific's Candidate Privacy Notice explains what personal information Prolific may process, where Prolific may process your personal information, its purposes for processing your personal information, and the rights you can exercise over Prolific use of your personal personal information.

🏢 Summary: Opportunity for Data Scientists and Data Analysts to join an expert network and get paid to train and evaluate advanced AI models using real-world technical expertise. The role involves assessing LLM outputs, validating statistical analyses and code, and ensuring high technical accuracy. Work is task-based, remote, and focused on improving model performance through rigorous data science practices. 🗂️ Requirements: BS/MS/PhD in Data Science, Statistics, Mathematics, or related quantitative field, Professional experience in data analysis, predictive modeling, or machine learning engineering, Ability to solve complex statistical problems independently, Experience interpreting advanced data visualizations, Hands-on experience using LLMs in data workflows, Ability to validate and execute Python or R scripts, Advanced SQL for data extraction and manipulation, Deep understanding of machine learning frameworks and statistical modeling, PayPal account for payments 📃 Skills: Python, R, SQL, Pandas, NumPy, Scikit-learn, PyTorch, TensorFlow, Tableau, PowerBI, Matplotlib, Seaborn, MachineLearning, Statistics, LLMs 🏢 Description: Data Science & Analysis - AI Training About Prolific Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world. Over 35,000 AI developers, researchers, and organizations use Prolific to gather data from paid study participants with a wide variety of experiences, knowledge, and skills. The role We're looking for Data Scientists and Data Analysts to join our Expert Network to help train and evaluate cutting-edge AI models using real technical expertise. If you have the necessary experience, we'll send you a quick 10- to 15-minute test to assess your skills and suitability for AI tasks. If successful, you'll be invited to join Prolific as a participant, where you'll get paid to train and evaluate powerful AI models. Researchers looking for your skills tend to pay up to $80 per hour. You must be prepared to complete paid tasks that require one hour of uninterrupted work, though many are shorter. What you'll bring Education: a BS, MS, or PhD in Data Science, Statistics, Mathematics, or a closely related quantitative field. Professional Experience: real-world experience in data analysis, predictive modeling, or machine learning engineering. Technical Rigor: the ability to solve complex statistical problems and interpret high-level data visualizations independently. Analytical Mindset: strong attention to detail with the ability to identify subtle logical fallacies in statistical reasoning or data interpretations. LLM Fluency: significant experience using LLMs to assist with data workflows, with a clear understanding of where these models typically hallucinate or fail. Communication: the ability to explain complex mathematical concepts or data insights clearly and concisely. A PayPal account to receive payment from our clients What you'll be doing in the role Evaluate LLM Responses: review AI-generated data insights and statistical analysis for accuracy, clarity, and completeness. Fact-Check Technical Claims: use authoritative references to validate mathematical proofs, statistical formulas, and data-driven conclusions. Validate Code & Outputs: execute data-related scripts (e.g., Python/R) to ensure they produce correct results and handle edge cases properly. Annotate Model Performance: identify strengths and weaknesses in how a model reasons through data problems or builds predictive models. Ensure Alignment: verify that model responses follow specific system guidelines and maintain a high standard of professional technical behavior. Key Technologies Programming: proficiency in Python (Pandas, NumPy, Scikit-learn) or R. Data Querying: advanced SQL for complex data extraction and manipulation. Visualization: experience with tools like Tableau, PowerBI, or Matplotlib/Seaborn. Modeling: deep understanding of Machine Learning frameworks (PyTorch, TensorFlow) and statistical modeling techniques. Why Prolific is a great platform to join as a Participant Joining our platform as a Prolific participant will give you the chance to influence the AI models of the future using professional expertise. Once you pass our assessment, you can join Prolific in just 15 minutes, and start enjoying competitive pay rates, flexible hours, and the ability to work from home. We've built a unique platform that connects researchers and companies with a global pool of participants, enabling the collection of high-quality, ethically sourced human behavioural data and feedback. This data is the cornerstone of developing more accurate, nuanced, and aligned AI systems. We believe that the next leap in AI capabilities won't come solely from scaling existing models, but from integrating diverse human perspectives and behaviours into AI development. By providing this crucial human data infrastructure, Prolific is positioning itself at the forefront of the next wave of AI innovation – one that reflects the breadth and the best of humanity. Links to more information on Prolific Website Youtube Privacy Statement By submitting your application, you agree that Prolific may collect your personal data for recruiting and global organisation planning. Prolific's Candidate Privacy Notice explains what personal information Prolific may process, where Prolific may process your personal information, its purposes for processing your personal information, and the rights you can exercise over Prolific use of your personal personal information.

🏢 Summary: Opportunity for Data Scientists and Data Analysts to join an expert network to train and evaluate advanced AI models by reviewing, validating, and annotating AI-generated data analysis and code. The role involves fact-checking statistical reasoning, executing data scripts, and assessing model performance in paid, flexible remote tasks. Candidates complete a short assessment before participating in AI training projects. 🗂️ Requirements: BS, MS, or PhD in Data Science, Statistics, Mathematics, or related quantitative field, Professional experience in data analysis, predictive modeling, or machine learning engineering, Ability to solve complex statistical problems independently, Ability to interpret advanced data visualizations, Experience using LLMs in data workflows and understanding their limitations, Proficiency in executing and validating Python or R scripts, Advanced SQL for data extraction and manipulation, Ability to fact-check mathematical and statistical claims, PayPal account for payment processing 📃 Skills: Python, R, SQL, Pandas, NumPy, Scikit-learn, PyTorch, TensorFlow, Tableau, PowerBI, Matplotlib, Seaborn, MachineLearning, Statistics, LLMs 🏢 Description: Data Science & Analysis - AI Training About Prolific Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world. Over 35,000 AI developers, researchers, and organizations use Prolific to gather data from paid study participants with a wide variety of experiences, knowledge, and skills. The role We're looking for Data Scientists and Data Analysts to join our Expert Network to help train and evaluate cutting-edge AI models using real technical expertise. If you have the necessary experience, we'll send you a quick 10- to 15-minute test to assess your skills and suitability for AI tasks. If successful, you'll be invited to join Prolific as a participant, where you'll get paid to train and evaluate powerful AI models. Researchers looking for your skills tend to pay up to $80 per hour. You must be prepared to complete paid tasks that require one hour of uninterrupted work, though many are shorter. What you'll bring Education: a BS, MS, or PhD in Data Science, Statistics, Mathematics, or a closely related quantitative field. Professional Experience: real-world experience in data analysis, predictive modeling, or machine learning engineering. Technical Rigor: the ability to solve complex statistical problems and interpret high-level data visualizations independently. Analytical Mindset: strong attention to detail with the ability to identify subtle logical fallacies in statistical reasoning or data interpretations. LLM Fluency: significant experience using LLMs to assist with data workflows, with a clear understanding of where these models typically hallucinate or fail. Communication: the ability to explain complex mathematical concepts or data insights clearly and concisely. A PayPal account to receive payment from our clients What you'll be doing in the role Evaluate LLM Responses: review AI-generated data insights and statistical analysis for accuracy, clarity, and completeness. Fact-Check Technical Claims: use authoritative references to validate mathematical proofs, statistical formulas, and data-driven conclusions. Validate Code & Outputs: execute data-related scripts (e.g., Python/R) to ensure they produce correct results and handle edge cases properly. Annotate Model Performance: identify strengths and weaknesses in how a model reasons through data problems or builds predictive models. Ensure Alignment: verify that model responses follow specific system guidelines and maintain a high standard of professional technical behavior. Key Technologies Programming: proficiency in Python (Pandas, NumPy, Scikit-learn) or R. Data Querying: advanced SQL for complex data extraction and manipulation. Visualization: experience with tools like Tableau, PowerBI, or Matplotlib/Seaborn. Modeling: deep understanding of Machine Learning frameworks (PyTorch, TensorFlow) and statistical modeling techniques. Why Prolific is a great platform to join as a Participant Joining our platform as a Prolific participant will give you the chance to influence the AI models of the future using professional expertise. Once you pass our assessment, you can join Prolific in just 15 minutes, and start enjoying competitive pay rates, flexible hours, and the ability to work from home. We've built a unique platform that connects researchers and companies with a global pool of participants, enabling the collection of high-quality, ethically sourced human behavioural data and feedback. This data is the cornerstone of developing more accurate, nuanced, and aligned AI systems. We believe that the next leap in AI capabilities won't come solely from scaling existing models, but from integrating diverse human perspectives and behaviours into AI development. By providing this crucial human data infrastructure, Prolific is positioning itself at the forefront of the next wave of AI innovation – one that reflects the breadth and the best of humanity. Links to more information on Prolific Website Youtube Privacy Statement By submitting your application, you agree that Prolific may collect your personal data for recruiting and global organisation planning. Prolific's Candidate Privacy Notice explains what personal information Prolific may process, where Prolific may process your personal information, its purposes for processing your personal information, and the rights you can exercise over Prolific use of your personal personal information.

🏢 Summary: Opportunity for Data Scientists and Data Analysts to train and evaluate advanced AI models by reviewing, validating, and improving AI-generated data analysis and statistical outputs. The role involves fact-checking technical claims, executing code, and assessing model reasoning using real-world data science expertise. Participants complete paid, project-based AI evaluation tasks with flexible remote work. 🗂️ Requirements: BS/MS/PhD in Data Science, Statistics, Mathematics or related quantitative field, Professional experience in data analysis, predictive modeling or machine learning engineering, Ability to solve complex statistical problems independently, Experience interpreting advanced data visualizations, Experience using LLMs in data workflows, Ability to validate and execute Python or R scripts, Advanced SQL for data extraction and manipulation, Ability to fact-check mathematical and statistical claims 📃 Skills: Python, R, SQL, Pandas, NumPy, Scikit-learn, PyTorch, TensorFlow, Tableau, PowerBI, Matplotlib, Seaborn, MachineLearning, Statistics, LLMs 🏢 Description: Data Science & Analysis - AI Training About Prolific Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world. Over 35,000 AI developers, researchers, and organizations use Prolific to gather data from paid study participants with a wide variety of experiences, knowledge, and skills. The role We're looking for Data Scientists and Data Analysts to join our Expert Network to help train and evaluate cutting-edge AI models using real technical expertise. If you have the necessary experience, we'll send you a quick 10- to 15-minute test to assess your skills and suitability for AI tasks. If successful, you'll be invited to join Prolific as a participant, where you'll get paid to train and evaluate powerful AI models. Researchers looking for your skills tend to pay up to $80 per hour. You must be prepared to complete paid tasks that require one hour of uninterrupted work, though many are shorter. What you'll bring Education: a BS, MS, or PhD in Data Science, Statistics, Mathematics, or a closely related quantitative field. Professional Experience: real-world experience in data analysis, predictive modeling, or machine learning engineering. Technical Rigor: the ability to solve complex statistical problems and interpret high-level data visualizations independently. Analytical Mindset: strong attention to detail with the ability to identify subtle logical fallacies in statistical reasoning or data interpretations. LLM Fluency: significant experience using LLMs to assist with data workflows, with a clear understanding of where these models typically hallucinate or fail. Communication: the ability to explain complex mathematical concepts or data insights clearly and concisely. A PayPal account to receive payment from our clients What you'll be doing in the role Evaluate LLM Responses: review AI-generated data insights and statistical analysis for accuracy, clarity, and completeness. Fact-Check Technical Claims: use authoritative references to validate mathematical proofs, statistical formulas, and data-driven conclusions. Validate Code & Outputs: execute data-related scripts (e.g., Python/R) to ensure they produce correct results and handle edge cases properly. Annotate Model Performance: identify strengths and weaknesses in how a model reasons through data problems or builds predictive models. Ensure Alignment: verify that model responses follow specific system guidelines and maintain a high standard of professional technical behavior. Key Technologies Programming: proficiency in Python (Pandas, NumPy, Scikit-learn) or R. Data Querying: advanced SQL for complex data extraction and manipulation. Visualization: experience with tools like Tableau, PowerBI, or Matplotlib/Seaborn. Modeling: deep understanding of Machine Learning frameworks (PyTorch, TensorFlow) and statistical modeling techniques. Why Prolific is a great platform to join as a Participant Joining our platform as a Prolific participant will give you the chance to influence the AI models of the future using professional expertise. Once you pass our assessment, you can join Prolific in just 15 minutes, and start enjoying competitive pay rates, flexible hours, and the ability to work from home. We've built a unique platform that connects researchers and companies with a global pool of participants, enabling the collection of high-quality, ethically sourced human behavioural data and feedback. This data is the cornerstone of developing more accurate, nuanced, and aligned AI systems. We believe that the next leap in AI capabilities won't come solely from scaling existing models, but from integrating diverse human perspectives and behaviours into AI development. By providing this crucial human data infrastructure, Prolific is positioning itself at the forefront of the next wave of AI innovation – one that reflects the breadth and the best of humanity. Links to more information on Prolific Website Youtube Privacy Statement By submitting your application, you agree that Prolific may collect your personal data for recruiting and global organisation planning. Prolific's Candidate Privacy Notice explains what personal information Prolific may process, where Prolific may process your personal information, its purposes for processing your personal information, and the rights you can exercise over Prolific use of your personal personal information.

🏢 Summary: Opportunity for Data Scientists and Data Analysts to join an expert network and get paid to train, evaluate, and validate advanced AI models using real-world technical expertise. The role involves reviewing LLM outputs, fact-checking statistical and mathematical claims, executing code, and assessing model reasoning quality. Work is task-based, remote, and focused on high-quality AI model improvement. 🗂️ Requirements: BS/MS/PhD in Data Science, Statistics, Mathematics or related quantitative field, Professional experience in data analysis, predictive modeling or machine learning engineering, Ability to solve complex statistical problems independently, Experience interpreting advanced data visualizations, Experience using LLMs in data workflows and understanding their limitations, Ability to validate and execute Python or R scripts, Advanced SQL for data extraction and manipulation, Proficiency in at least one: Python or R, Experience with machine learning frameworks, PayPal account for payments 📃 Skills: Python, R, SQL, Pandas, NumPy, Scikit-learn, PyTorch, TensorFlow, Tableau, PowerBI, Matplotlib, Seaborn, MachineLearning, Statistics, LLMs 🏢 Description: Data Science & Analysis - AI Training About Prolific Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world. Over 35,000 AI developers, researchers, and organizations use Prolific to gather data from paid study participants with a wide variety of experiences, knowledge, and skills. The role We're looking for Data Scientists and Data Analysts to join our Expert Network to help train and evaluate cutting-edge AI models using real technical expertise. If you have the necessary experience, we'll send you a quick 10- to 15-minute test to assess your skills and suitability for AI tasks. If successful, you'll be invited to join Prolific as a participant, where you'll get paid to train and evaluate powerful AI models. Researchers looking for your skills tend to pay up to $80 per hour. You must be prepared to complete paid tasks that require one hour of uninterrupted work, though many are shorter. What you'll bring Education: a BS, MS, or PhD in Data Science, Statistics, Mathematics, or a closely related quantitative field. Professional Experience: real-world experience in data analysis, predictive modeling, or machine learning engineering. Technical Rigor: the ability to solve complex statistical problems and interpret high-level data visualizations independently. Analytical Mindset: strong attention to detail with the ability to identify subtle logical fallacies in statistical reasoning or data interpretations. LLM Fluency: significant experience using LLMs to assist with data workflows, with a clear understanding of where these models typically hallucinate or fail. Communication: the ability to explain complex mathematical concepts or data insights clearly and concisely. A PayPal account to receive payment from our clients What you'll be doing in the role Evaluate LLM Responses: review AI-generated data insights and statistical analysis for accuracy, clarity, and completeness. Fact-Check Technical Claims: use authoritative references to validate mathematical proofs, statistical formulas, and data-driven conclusions. Validate Code & Outputs: execute data-related scripts (e.g., Python/R) to ensure they produce correct results and handle edge cases properly. Annotate Model Performance: identify strengths and weaknesses in how a model reasons through data problems or builds predictive models. Ensure Alignment: verify that model responses follow specific system guidelines and maintain a high standard of professional technical behavior. Key Technologies Programming: proficiency in Python (Pandas, NumPy, Scikit-learn) or R. Data Querying: advanced SQL for complex data extraction and manipulation. Visualization: experience with tools like Tableau, PowerBI, or Matplotlib/Seaborn. Modeling: deep understanding of Machine Learning frameworks (PyTorch, TensorFlow) and statistical modeling techniques. Why Prolific is a great platform to join as a Participant Joining our platform as a Prolific participant will give you the chance to influence the AI models of the future using professional expertise. Once you pass our assessment, you can join Prolific in just 15 minutes, and start enjoying competitive pay rates, flexible hours, and the ability to work from home. We've built a unique platform that connects researchers and companies with a global pool of participants, enabling the collection of high-quality, ethically sourced human behavioural data and feedback. This data is the cornerstone of developing more accurate, nuanced, and aligned AI systems. We believe that the next leap in AI capabilities won't come solely from scaling existing models, but from integrating diverse human perspectives and behaviours into AI development. By providing this crucial human data infrastructure, Prolific is positioning itself at the forefront of the next wave of AI innovation – one that reflects the breadth and the best of humanity. Links to more information on Prolific Website Youtube Privacy Statement By submitting your application, you agree that Prolific may collect your personal data for recruiting and global organisation planning. Prolific's Candidate Privacy Notice explains what personal information Prolific may process, where Prolific may process your personal information, its purposes for processing your personal information, and the rights you can exercise over Prolific use of your personal personal information.

🏢 Summary: Opportunity for experienced Data Scientists or Data Analysts to train and evaluate advanced AI models by reviewing, validating, and fact-checking AI-generated data analysis and code. The role involves executing scripts, assessing statistical reasoning, and ensuring technical accuracy and alignment with guidelines. Participants complete paid AI evaluation tasks requiring strong statistical, modeling, and LLM expertise. 🗂️ Requirements: BS/MS/PhD in Data Science, Statistics, Mathematics or related quantitative field, Professional experience in data analysis, predictive modeling or machine learning engineering, Ability to solve complex statistical problems independently, Ability to interpret advanced data visualizations, Experience using LLMs in data workflows, Ability to validate mathematical proofs and statistical formulas, Experience executing and validating Python or R scripts, Advanced SQL for complex data extraction, Clear technical communication skills, PayPal account for payments 📃 Skills: Python, R, SQL, Pandas, NumPy, Scikit-learn, PyTorch, TensorFlow, Tableau, PowerBI, Matplotlib, Seaborn, MachineLearning, Statistics, LLMs 🏢 Description: Data Science & Analysis - AI Training About Prolific Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world. Over 35,000 AI developers, researchers, and organizations use Prolific to gather data from paid study participants with a wide variety of experiences, knowledge, and skills. The role We're looking for Data Scientists and Data Analysts to join our Expert Network to help train and evaluate cutting-edge AI models using real technical expertise. If you have the necessary experience, we'll send you a quick 10- to 15-minute test to assess your skills and suitability for AI tasks. If successful, you'll be invited to join Prolific as a participant, where you'll get paid to train and evaluate powerful AI models. Researchers looking for your skills tend to pay up to $80 per hour. You must be prepared to complete paid tasks that require one hour of uninterrupted work, though many are shorter. What you'll bring Education: a BS, MS, or PhD in Data Science, Statistics, Mathematics, or a closely related quantitative field. Professional Experience: real-world experience in data analysis, predictive modeling, or machine learning engineering. Technical Rigor: the ability to solve complex statistical problems and interpret high-level data visualizations independently. Analytical Mindset: strong attention to detail with the ability to identify subtle logical fallacies in statistical reasoning or data interpretations. LLM Fluency: significant experience using LLMs to assist with data workflows, with a clear understanding of where these models typically hallucinate or fail. Communication: the ability to explain complex mathematical concepts or data insights clearly and concisely. A PayPal account to receive payment from our clients What you'll be doing in the role Evaluate LLM Responses: review AI-generated data insights and statistical analysis for accuracy, clarity, and completeness. Fact-Check Technical Claims: use authoritative references to validate mathematical proofs, statistical formulas, and data-driven conclusions. Validate Code & Outputs: execute data-related scripts (e.g., Python/R) to ensure they produce correct results and handle edge cases properly. Annotate Model Performance: identify strengths and weaknesses in how a model reasons through data problems or builds predictive models. Ensure Alignment: verify that model responses follow specific system guidelines and maintain a high standard of professional technical behavior. Key Technologies Programming: proficiency in Python (Pandas, NumPy, Scikit-learn) or R. Data Querying: advanced SQL for complex data extraction and manipulation. Visualization: experience with tools like Tableau, PowerBI, or Matplotlib/Seaborn. Modeling: deep understanding of Machine Learning frameworks (PyTorch, TensorFlow) and statistical modeling techniques. Why Prolific is a great platform to join as a Participant Joining our platform as a Prolific participant will give you the chance to influence the AI models of the future using professional expertise. Once you pass our assessment, you can join Prolific in just 15 minutes, and start enjoying competitive pay rates, flexible hours, and the ability to work from home. We've built a unique platform that connects researchers and companies with a global pool of participants, enabling the collection of high-quality, ethically sourced human behavioural data and feedback. This data is the cornerstone of developing more accurate, nuanced, and aligned AI systems. We believe that the next leap in AI capabilities won't come solely from scaling existing models, but from integrating diverse human perspectives and behaviours into AI development. By providing this crucial human data infrastructure, Prolific is positioning itself at the forefront of the next wave of AI innovation – one that reflects the breadth and the best of humanity. Links to more information on Prolific Website Youtube Privacy Statement By submitting your application, you agree that Prolific may collect your personal data for recruiting and global organisation planning. Prolific's Candidate Privacy Notice explains what personal information Prolific may process, where Prolific may process your personal information, its purposes for processing your personal information, and the rights you can exercise over Prolific use of your personal personal information.

🏢 Summary: Opportunity for experienced Data Scientists or Data Analysts to join an expert network and get paid to train, evaluate, and validate advanced AI models. The role involves reviewing AI-generated analyses, fact-checking statistical and mathematical claims, executing data scripts, and assessing model reasoning quality. Work is task-based, remote, and requires passing a short technical assessment. 🗂️ Requirements: BS/MS/PhD in Data Science, Statistics, Mathematics, or related quantitative field, Professional experience in data analysis, predictive modeling, or machine learning engineering, Ability to solve complex statistical problems independently, Experience validating and interpreting advanced data visualizations, Significant hands-on experience with LLMs in data workflows, Ability to detect logical and statistical errors in model outputs, Proficiency in Python or R for data analysis and modeling, Advanced SQL for complex data querying, Experience executing and validating data scripts, PayPal account for payments 📃 Skills: Python, R, SQL, Pandas, NumPy, Scikit-learn, PyTorch, TensorFlow, Tableau, PowerBI, Matplotlib, Seaborn, MachineLearning, Statistics, LLMs 🏢 Description: Data Science & Analysis - AI Training About Prolific Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world. Over 35,000 AI developers, researchers, and organizations use Prolific to gather data from paid study participants with a wide variety of experiences, knowledge, and skills. The role We're looking for Data Scientists and Data Analysts to join our Expert Network to help train and evaluate cutting-edge AI models using real technical expertise. If you have the necessary experience, we'll send you a quick 10- to 15-minute test to assess your skills and suitability for AI tasks. If successful, you'll be invited to join Prolific as a participant, where you'll get paid to train and evaluate powerful AI models. Researchers looking for your skills tend to pay up to $80 per hour. You must be prepared to complete paid tasks that require one hour of uninterrupted work, though many are shorter. What you'll bring Education: a BS, MS, or PhD in Data Science, Statistics, Mathematics, or a closely related quantitative field. Professional Experience: real-world experience in data analysis, predictive modeling, or machine learning engineering. Technical Rigor: the ability to solve complex statistical problems and interpret high-level data visualizations independently. Analytical Mindset: strong attention to detail with the ability to identify subtle logical fallacies in statistical reasoning or data interpretations. LLM Fluency: significant experience using LLMs to assist with data workflows, with a clear understanding of where these models typically hallucinate or fail. Communication: the ability to explain complex mathematical concepts or data insights clearly and concisely. A PayPal account to receive payment from our clients What you'll be doing in the role Evaluate LLM Responses: review AI-generated data insights and statistical analysis for accuracy, clarity, and completeness. Fact-Check Technical Claims: use authoritative references to validate mathematical proofs, statistical formulas, and data-driven conclusions. Validate Code & Outputs: execute data-related scripts (e.g., Python/R) to ensure they produce correct results and handle edge cases properly. Annotate Model Performance: identify strengths and weaknesses in how a model reasons through data problems or builds predictive models. Ensure Alignment: verify that model responses follow specific system guidelines and maintain a high standard of professional technical behavior. Key Technologies Programming: proficiency in Python (Pandas, NumPy, Scikit-learn) or R. Data Querying: advanced SQL for complex data extraction and manipulation. Visualization: experience with tools like Tableau, PowerBI, or Matplotlib/Seaborn. Modeling: deep understanding of Machine Learning frameworks (PyTorch, TensorFlow) and statistical modeling techniques. Why Prolific is a great platform to join as a Participant Joining our platform as a Prolific participant will give you the chance to influence the AI models of the future using professional expertise. Once you pass our assessment, you can join Prolific in just 15 minutes, and start enjoying competitive pay rates, flexible hours, and the ability to work from home. We've built a unique platform that connects researchers and companies with a global pool of participants, enabling the collection of high-quality, ethically sourced human behavioural data and feedback. This data is the cornerstone of developing more accurate, nuanced, and aligned AI systems. We believe that the next leap in AI capabilities won't come solely from scaling existing models, but from integrating diverse human perspectives and behaviours into AI development. By providing this crucial human data infrastructure, Prolific is positioning itself at the forefront of the next wave of AI innovation – one that reflects the breadth and the best of humanity. Links to more information on Prolific Website Youtube Privacy Statement By submitting your application, you agree that Prolific may collect your personal data for recruiting and global organisation planning. Prolific's Candidate Privacy Notice explains what personal information Prolific may process, where Prolific may process your personal information, its purposes for processing your personal information, and the rights you can exercise over Prolific use of your personal personal information.

🏢 Summary: Opportunity to join an expert network as an AI & Machine Learning Engineer to train, evaluate, and improve large language models through technical audits, RLHF refinement, and benchmarking tasks. The role involves reviewing model architectures, validating ML code, and assessing reasoning quality using deep learning expertise. It is a paid, flexible engagement focused on advancing next-generation AI systems. 🗂️ Requirements: BS, MS, or PhD in Computer Science, Artificial Intelligence, Robotics, or related quantitative field, Experience building, deploying, or fine-tuning ML models in production, Professional knowledge of neural network architectures (Transformers, CNNs, RNNs), Hands-on experience with Prompt Engineering, RLHF, or RAG workflows, Ability to audit model logic and detect training data contamination, Experience evaluating ML algorithms and mathematical foundations, Proficiency in PyTorch or TensorFlow/Keras, Advanced Python for ML and data processing, Experience with cloud ML platforms (AWS SageMaker or Google Vertex AI), Familiarity with vector databases for RAG systems 📃 Skills: Python, PyTorch, TensorFlow, Keras, NumPy, Pandas, Scikit-learn, Transformers, HuggingFace, AWS, SageMaker, GCP, VertexAI, LangChain, Weights&Biases, Pinecone, Milvus, Weaviate, RLHF, RAG, CNN, RNN 🏢 Description: AI & Machine Learning Engineer - AI Training About Prolific Prolific is not just another player in the AI space – we are building the biggest pool of quality human data in the world. Over 35,000 AI developers, researchers, and organizations use Prolific to gather data from paid study participants with a wide variety of experiences, knowledge, and skills. The role We're looking for AI and Machine Learning Engineers to join our Expert Network to help train and evaluate the next generation of LLMs using deep technical expertise. If you have the necessary experience, we'll send you a quick 10- to 15-minute test to assess your skills and suitability for AI tasks. If successful, you'll be invited to join Prolific as a participant, where you'll get paid to train and evaluate powerful AI models. Researchers looking for your skills tend to pay up to $80 per hour. You must be prepared to complete paid tasks that require one hour of uninterrupted work, though many are shorter. What you'll bring Education: a BS, MS, or PhD in Computer Science, Artificial Intelligence, Robotics, or a related quantitative field with a focus on Machine Learning. Professional Experience: experience building, deploying, or fine-tuning ML models in a production environment. Deep Learning Mastery: professional-level understanding of neural network architectures (Transformers, CNNs, RNNs) and optimization techniques. LLM Specialization: hands-on experience with Prompt Engineering, RLHF (Reinforcement Learning from Human Feedback), or RAG (Retrieval-Augmented Generation) workflows. Technical Rigor: the ability to audit complex model logic, identify training data contamination, and evaluate mathematical proofs behind ML algorithms. Analytical Critique: high attention to detail in spotting "hallucinations," biased outputs, or logical failures in AI-generated technical content. What you'll be doing in the role Evaluate LLM Architecture Logic: review AI-generated explanations of model architectures, loss functions, and backpropagation for technical accuracy. Audit Code & Notebooks: validate ML-specific code (e.g., training loops, data preprocessing scripts, or model evaluations) for efficiency and correctness. Refine RLHF Frameworks: provide the high-quality human feedback necessary to align models with human intent, safety, and helpfulness. Analyze Model Reasoning: critically assess how an AI model navigates complex chain-of-thought (CoT) prompts and identify where the reasoning breaks down. Benchmark Performance: conduct comparative testing between different model outputs based on specific technical taxonomies and performance metrics. Key Technologies Frameworks: expert proficiency in PyTorch or TensorFlow/Keras. Language & Data: advanced Python (NumPy, Pandas, Scikit-learn) and experience with Hugging Face Transformers. Cloud & MLOps: experience with AWS (SageMaker), Google Cloud (Vertex AI), or specialized tools like Weights & Biases and LangChain. Vector Databases: familiarity with Pinecone, Milvus, or Weaviate for RAG evaluation. Why Prolific is a great platform to join as a Participant Joining our Expert Network will give you the chance to influence the AI models of the future using professional legal expertise. Once you pass our assessment, you can join Prolific in just 15 minutes, and start enjoying competitive pay rates, flexible hours, and the ability to work from home. We've built a unique platform that connects researchers and companies with a global pool of participants, enabling the collection of high-quality, ethically sourced human behavioural data and feedback. This data is the cornerstone of developing more accurate, nuanced, and aligned AI systems. We believe that the next leap in AI capabilities won't come solely from scaling existing models, but from integrating diverse human perspectives and behaviours into AI development. By providing this crucial human data infrastructure, Prolific is positioning itself at the forefront of the next wave of AI innovation – one that reflects the breadth and the best of humanity. Links to more information on Prolific Website Youtube Privacy Statement By submitting your application, you agree that Prolific may collect your personal data for recruiting and global organisation planning. Prolific's Candidate Privacy Notice explains what personal information Prolific may process, where Prolific may process your personal information, its purposes for processing your personal information, and the rights you can exercise over Prolific use of your personal personal information.