... their AI models by providing human feedback. About the Opportunity * Role Type: Freelance ... Setting up and configuring LocalStack sandboxes (local AWS mocks) to validate infrastructure tasks.
... their AI models by providing human feedback. About the Opportunity * Role Type: Freelance ... Setting up and configuring LocalStack sandboxes (local AWS mocks) to validate infrastructure tasks.
Salesforce Business Analyst with Agentforce and data cloud knowledge- Boston /NYC
Boston, NY · On-site
Testing, Validation & Deployment Support • Prepare UAT test plans, test cases, and scripts ... Can we use Freelancer? : No * Named Job Posting? (if Yes - needs to be approved by SCSC) : No
Salesforce Business Analyst with Agentforce and data cloud knowledge- Boston /NYC
Boston, NY · On-site
Testing, Validation & Deployment Support • Prepare UAT test plans, test cases, and scripts ... Can we use Freelancer? : No * Named Job Posting? (if Yes - needs to be approved by SCSC) : No
Senior Resource Manager
Los Angeles, CA · On-site
What We Do We design, implement and optimize breakthrough content production models, delivering ... Partner with Resourcing Director on freelance and FTE allocation decisions, providing availability ...
Senior Resource Manager
Los Angeles, CA · On-site
What We Do We design, implement and optimize breakthrough content production models, delivering ... Partner with Resourcing Director on freelance and FTE allocation decisions, providing availability ...
Econometrics Instructor
Phoenix, AZ · Remote
... validate econometric questions, models, and explanations used in AI training datasets. Assess the ... Freelance perks: autonomy, variety, and global collaboration. Contribute to meaningful work that ...
Econometrics Instructor
Phoenix, AZ · Remote
... validate econometric questions, models, and explanations used in AI training datasets. Assess the ... Freelance perks: autonomy, variety, and global collaboration. Contribute to meaningful work that ...
... modeling could directly shape how AI understands and reasons about the physical world? We're ... validation Who You Are Master's or PhD in Materials Science or a closely related field from a ...
... modeling could directly shape how AI understands and reasons about the physical world? We're ... validation Who You Are Master's or PhD in Materials Science or a closely related field from a ...
... and structured datasets Validate key financial metrics, ratios, and trends for accuracy and ... with financial modeling, equity research, or investment analysis Familiarity with AI or data ...
... and structured datasets Validate key financial metrics, ratios, and trends for accuracy and ... with financial modeling, equity research, or investment analysis Familiarity with AI or data ...
Econometrics Instructor
Manhattan, NY · Remote
... validate econometric questions, models, and explanations used in AI training datasets Assess the ... Freelance perks: autonomy, variety, and global collaboration Contribute to meaningful work that ...
Econometrics Instructor
Manhattan, NY · Remote
... validate econometric questions, models, and explanations used in AI training datasets Assess the ... Freelance perks: autonomy, variety, and global collaboration Contribute to meaningful work that ...
... model training * Assess the quality of economic reasoning across topics like regulation, market ... Apply your applied economics background to validate scenarios, assumptions, and policy conclusions
... model training * Assess the quality of economic reasoning across topics like regulation, market ... Apply your applied economics background to validate scenarios, assumptions, and policy conclusions
Senior/Staff GIS Engineer, HD Mapping
$160K - $230K/yr
Annotate and validate 3D objects and roadway furniture. Perform topology validation of road ... Coordinate with remote freelancers and distributed contributors. Work closely with autonomy ...
Senior/Staff GIS Engineer, HD Mapping
$160K - $230K/yr
Annotate and validate 3D objects and roadway furniture. Perform topology validation of road ... Coordinate with remote freelancers and distributed contributors. Work closely with autonomy ...
Senior/Staff GIS Engineer, HD Mapping
Mountain View, CA · On-site
$160K - $230K/yr
Data Processing and Validation: • Process, clean, and validate large-scale LiDAR point cloud ... Familiarity with routing algorithms and graph-based road modeling. * Experience with automation ...
Senior/Staff GIS Engineer, HD Mapping
Mountain View, CA · On-site
$160K - $230K/yr
Data Processing and Validation: • Process, clean, and validate large-scale LiDAR point cloud ... Familiarity with routing algorithms and graph-based road modeling. * Experience with automation ...
Validate biomedical outputs against clinical trial data, published literature, and regulatory ... Experience with data annotation, content evaluation, or AI model review workflows * Familiarity ...
Validate biomedical outputs against clinical trial data, published literature, and regulatory ... Experience with data annotation, content evaluation, or AI model review workflows * Familiarity ...
... AI models -- working remotely on your own schedule alongside leading AI research labs. This is a ... cross-validation strategies, dimensionality reduction, and more.Author Gold-Standard Solutions ...
... AI models -- working remotely on your own schedule alongside leading AI research labs. This is a ... cross-validation strategies, dimensionality reduction, and more.Author Gold-Standard Solutions ...
Sales, Artistry & Education Account Executive, Denver
Denver, CO · On-site
$75K - $85K/yr
Analyze & maintain regional sales reports and freelance performance ROI * Maintain clear ... Valid driver's license and reliable transportation required What we would like to offer... * $75 ...
Sales, Artistry & Education Account Executive, Denver
Denver, CO · On-site
$75K - $85K/yr
Analyze & maintain regional sales reports and freelance performance ROI * Maintain clear ... Valid driver's license and reliable transportation required What we would like to offer... * $75 ...
Producer
Columbus, OH · On-site
$85K - $100K/yr
... models, we fuel brand and marketing decisions that are more courageous and more validated. Our ... Source and onboard freelance talent as needed for capacity or specialized skills * Manage external ...
Producer
Columbus, OH · On-site
$85K - $100K/yr
... models, we fuel brand and marketing decisions that are more courageous and more validated. Our ... Source and onboard freelance talent as needed for capacity or specialized skills * Manage external ...
Company Intro At Toloka AI we create data that powers leading GenAI models and innovations. We work ... Run experiments and pilots to validate quality, throughput, and cost assumptions. * Lead technical ...
Company Intro At Toloka AI we create data that powers leading GenAI models and innovations. We work ... Run experiments and pilots to validate quality, throughput, and cost assumptions. * Lead technical ...
Development Economist
Seattle, WA · Remote
Apply your academic or real-world experience to validate economic scenarios and policy reasoning ... Freelance perks: autonomy, variety, and global collaboration * Gain firsthand exposure to how ...
Development Economist
Seattle, WA · Remote
Apply your academic or real-world experience to validate economic scenarios and policy reasoning ... Freelance perks: autonomy, variety, and global collaboration * Gain firsthand exposure to how ...
About the Role We are looking for experienced language specialists to review, refine, and validate ... Freelance Location: Remote (United States) Language: American English Pay Rate: $28.00/hour What We ...
Quick apply
About the Role We are looking for experienced language specialists to review, refine, and validate ... Freelance Location: Remote (United States) Language: American English Pay Rate: $28.00/hour What We ...
Validate economic scenarios, models, and policy conclusions using your applied expertise * Work ... Freelance perks: autonomy, variety, and global collaboration * Contribute to meaningful work that ...
Validate economic scenarios, models, and policy conclusions using your applied expertise * Work ... Freelance perks: autonomy, variety, and global collaboration * Contribute to meaningful work that ...
Producer
Columbus, OH · On-site +1
$85K - $100K/yr
... models, we fuel brand and marketing decisions that are more courageous and more validated. Our ... Source and onboard freelance talent as needed for capacity or specialized skills * Manage external ...
Producer
Columbus, OH · On-site +1
$85K - $100K/yr
... models, we fuel brand and marketing decisions that are more courageous and more validated. Our ... Source and onboard freelance talent as needed for capacity or specialized skills * Manage external ...
... teams and with freelance photographers. You will play a central role in evolving OUTFRONT ... data modeling, Excel-based analysis, and integration of AI-enhanced routing, forecasting, and ...
... teams and with freelance photographers. You will play a central role in evolving OUTFRONT ... data modeling, Excel-based analysis, and integration of AI-enhanced routing, forecasting, and ...
Freelance Model Validation information
See salary details
$22.60 - $27.64
2% of jobs
$27.64 - $32.69
6% of jobs
$32.69 - $37.74
13% of jobs
$39.32 is the 25th percentile. Wages below this are outliers.
$37.74 - $42.79
13% of jobs
$42.79 - $47.84
11% of jobs
The median wage is $50.36 / hr.
$47.84 - $52.88
12% of jobs
$52.88 - $57.93
9% of jobs
$61.82 is the 75th percentile. Wages above this are outliers.
$57.93 - $62.98
13% of jobs
$62.98 - $68.03
13% of jobs
$68.03 - $73.08
6% of jobs
$73.08 - $78.13
3% of jobs
$22
$51
$78
How much do freelance model validation jobs pay per hour?
What is the difference between Freelance Model Validation vs Data Analyst?
| Aspect | Freelance Model Validation | Data Analyst |
|---|---|---|
| Credentials | Statistical, data science, or modeling certifications often preferred | Degree in statistics, mathematics, or related field |
| Work Environment | Independent, remote, project-based | Corporate or consulting firms, often in-office or hybrid |
| Industry Usage | Financial, insurance, or tech sectors focusing on model accuracy | Broad industries including finance, marketing, healthcare |
| Search & Comparison | Often compared for analytical skills and project scope | Compared for data handling and reporting capabilities |
Freelance Model Validation specialists focus on verifying the accuracy and reliability of predictive models, often working independently on specific projects. Data Analysts interpret data sets to generate insights, reports, and support decision-making within organizations. While both roles require strong analytical skills, Model Validation emphasizes model testing and validation, whereas Data Analysts focus on data interpretation and reporting.

Full-time
This job post has expired today. Applications are no longer accepted.
Job description
Join our team to train AI models to excel in infrastructure automation, cloud provisioning, and complex configuration management!
About the Company
Outlier helps the most innovative companies in the world improve their AI models by providing human feedback.
About the Opportunity
- Role Type: Freelance
- Location: Remote
- Flexibility: Flexible hours; work whenever it suits you.
- Project Focus: This is a high-expertise, time-intensive engagement focused on Infrastructure as Code (IaC). Each task can take approximately 200 minutes (~3.3 hours) .
How You Will Contribute
You will be responsible for creating high-quality training data to challenge and refine AI models. Your tasks will include:
- Task Creation: Writing natural language prompts that read like real engineering tickets (including potential ambiguity and professional context) to ensure the AI can handle real-world scenarios.
- Environment Configuration: Setting up and configuring LocalStack sandboxes (local AWS mocks) to validate infrastructure tasks.
- Golden Solution Development: Crafting the initial infrastructure state and a "golden solution" that includes passing automated end-to-end tests.
- Quality Benchmarking: Ensuring tasks meet a high quality bar; simple or poorly formatted tasks will be rejected.
What We Are Looking For
- Seniority: You must be a Senior-level practitioner in DevOps, Cloud, or Infrastructure Engineering.
- IaC Platform Expertise: Professional, hands-on experience with at least one of the following:
- High Priority: AWS CDK, Terraform (HCL), or CloudFormation.
- Medium/Low Priority: Pulumi, AzureRM, Ansible, Chef, or Puppet.
- Programming Languages: Strong proficiency in at least one of the following for infrastructure scripting and testing: TypeScript, Python, JavaScript, or Java .
- Communication: Ability to articulate complex technical concepts fluently in written English, following strict style guidelines.
Payment & Benefits
- Competitive Rates: Rates vary based on expertise, skills assessment, and project need.
- Weekly Payments: Easy payment via PayPal, AirTM, or other supported platforms.
- Professional Growth: Sharpen your skills by working on the frontier of generative AI for software engineering.
PLEASE NOTE: We collect, store, and use personal data for our business purposes, including notifying you about opportunities that may be of interest and sharing with our affiliates. We limit the personal data we collect to what we deem appropriate and necessary to manage applicant needs, provide our services, and comply with applicable laws. Any information we collect in connection with your application will be handled according to Outlier's Privacy Policy and our internal policies and programs designed to protect personal data.
This is a 1099 contract opportunity on the Outlier.ai platform. Since this is a freelance opportunity, we do not offer internships, sponsorship, or employment. You must be authorized to work in your country of residence. If you are an international student, you may be able to register with Outlier if you have a visa. You should contact your tax and/or immigration advisor for specific questions about your circumstances.
About Outlier AI
Sourced by ZipRecruiter
Industry
Data services and software development
Company size
11 - 50 Employees
Headquarters location
Oakland, CA, US