... intellectual curiosity and a point of view about where human-centered AI evaluation should be ... task success - such as cognitive interviews, think-aloud protocols, interaction analysis, or ...
... intellectual curiosity and a point of view about where human-centered AI evaluation should be ... task success - such as cognitive interviews, think-aloud protocols, interaction analysis, or ...
... intellectual curiosity and a point of view about where human-centered AI evaluation should be ... task success - such as cognitive interviews, think-aloud protocols, interaction analysis, or ...
... intellectual curiosity and a point of view about where human-centered AI evaluation should be ... task success - such as cognitive interviews, think-aloud protocols, interaction analysis, or ...
... human aspects of the operational environment. Conduct OPSEC assessments to evaluate risks ... Prior support to Combatant Command, Joint Staff, or Joint Task Force level headquarters.
... human aspects of the operational environment. Conduct OPSEC assessments to evaluate risks ... Prior support to Combatant Command, Joint Staff, or Joint Task Force level headquarters.
Job Coach
Broomfield, CO · On-site
$18 - $22/hr
... with intellectual and developmental disabilities (IDD). FRIENDS of Broomfield is dedicated to ... job tasks, skills, and duties to employer specifications. The PART TIME JOB COACH works with a ...
Job Coach
Broomfield, CO · On-site
$18 - $22/hr
... with intellectual and developmental disabilities (IDD). FRIENDS of Broomfield is dedicated to ... job tasks, skills, and duties to employer specifications. The PART TIME JOB COACH works with a ...
Job Coach
Broomfield, CO · On-site
$18 - $22/hr
... with intellectual and developmental disabilities (IDD). FRIENDS of Broomfield is dedicated to ... job tasks, skills, and duties to employer specifications. The PART TIME JOB COACH works with a ...
Job Coach
Broomfield, CO · On-site
$18 - $22/hr
... with intellectual and developmental disabilities (IDD). FRIENDS of Broomfield is dedicated to ... job tasks, skills, and duties to employer specifications. The PART TIME JOB COACH works with a ...
Job Coach
Broomfield, CO · On-site
... with intellectual and developmental disabilities (IDD). FRIENDS of Broomfield is dedicated to ... job tasks, skills, and duties to employer specifications. The PART TIME JOB COACH works with a ...
Quick apply
Job Coach
Broomfield, CO · On-site
... with intellectual and developmental disabilities (IDD). FRIENDS of Broomfield is dedicated to ... job tasks, skills, and duties to employer specifications. The PART TIME JOB COACH works with a ...
Driver - Company Car Provided
$11.75 - $15.75/hr
Complete basic daily tasks using a mobile device * Follow schedules and instructions carefully ... These tools assist our recruitment team but do not replace human judgment. Final hiring decisions ...
Quick apply
Driver - Company Car Provided
$11.75 - $15.75/hr
Complete basic daily tasks using a mobile device * Follow schedules and instructions carefully ... These tools assist our recruitment team but do not replace human judgment. Final hiring decisions ...
Driver - Company Car Provided
$12.75 - $17.25/hr
Complete basic daily tasks using a mobile device * Follow schedules and instructions carefully ... These tools assist our recruitment team but do not replace human judgment. Final hiring decisions ...
Quick apply
Driver - Company Car Provided
$12.75 - $17.25/hr
Complete basic daily tasks using a mobile device * Follow schedules and instructions carefully ... These tools assist our recruitment team but do not replace human judgment. Final hiring decisions ...
Driver - Company Car Provided
$11.25 - $15/hr
Complete basic daily tasks using a mobile device * Follow schedules and instructions carefully ... These tools assist our recruitment team but do not replace human judgment. Final hiring decisions ...
Quick apply
Driver - Company Car Provided
$11.25 - $15/hr
Complete basic daily tasks using a mobile device * Follow schedules and instructions carefully ... These tools assist our recruitment team but do not replace human judgment. Final hiring decisions ...
Driver - Company Car Provided
$12.25 - $16.25/hr
Complete basic daily tasks using a mobile device * Follow schedules and instructions carefully ... These tools assist our recruitment team but do not replace human judgment. Final hiring decisions ...
Quick apply
Driver - Company Car Provided
$12.25 - $16.25/hr
Complete basic daily tasks using a mobile device * Follow schedules and instructions carefully ... These tools assist our recruitment team but do not replace human judgment. Final hiring decisions ...
Driver - Company Car Provided
$11.75 - $15.50/hr
Complete basic daily tasks using a mobile device * Follow schedules and instructions carefully ... These tools assist our recruitment team but do not replace human judgment. Final hiring decisions ...
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Driver - Company Car Provided
$11.75 - $15.50/hr
Complete basic daily tasks using a mobile device * Follow schedules and instructions carefully ... These tools assist our recruitment team but do not replace human judgment. Final hiring decisions ...
Full Time Program Teacher for Day Program that supports Adults with I/DD
Castle Rock, CO · On-site
$44K - $47K/yr
... intellectual and developmental disabilities (IDD) in our Castle Rock day program. This is not a ... If you have experience in special education, human services, behavioral support, or direct care and ...
Full Time Program Teacher for Day Program that supports Adults with I/DD
Castle Rock, CO · On-site
$44K - $47K/yr
... intellectual and developmental disabilities (IDD) in our Castle Rock day program. This is not a ... If you have experience in special education, human services, behavioral support, or direct care and ...
... intellectual and developmental disabilities (IDD) in our Castle Rock day program. This is not a ... If you have experience in special education, human services, behavioral support, or direct care and ...
... intellectual and developmental disabilities (IDD) in our Castle Rock day program. This is not a ... If you have experience in special education, human services, behavioral support, or direct care and ...
Warehouse Supervisor
Thornton, CO · On-site
$55K - $65K/yr
Direct assigned tasks and provides assistance as needed * Partner with HR to execute disciplinary ... NOTICE TO EMPLOYEES AND APPLICANTS REGARDING THE USE OF ARTIFICIAL INTELLIGENCE (AI) Our Commitment ...
Warehouse Supervisor
Thornton, CO · On-site
$55K - $65K/yr
Direct assigned tasks and provides assistance as needed * Partner with HR to execute disciplinary ... NOTICE TO EMPLOYEES AND APPLICANTS REGARDING THE USE OF ARTIFICIAL INTELLIGENCE (AI) Our Commitment ...
... intellectual and developmental disabilities (IDD) in our Castle Rock day program. This is not a ... If you have experience in special education, human services, behavioral support, or direct care and ...
Quick apply
... intellectual and developmental disabilities (IDD) in our Castle Rock day program. This is not a ... If you have experience in special education, human services, behavioral support, or direct care and ...
Security Branch Support Specialist
Aurora, CO · On-site
$23.45/hr
Able to focus and multi-task in a busy environment * Ability to successfully handle stressful ... Human Resources Information System * Experience using DOMO or other business intelligence tool ...
Security Branch Support Specialist
Aurora, CO · On-site
$23.45/hr
Able to focus and multi-task in a busy environment * Ability to successfully handle stressful ... Human Resources Information System * Experience using DOMO or other business intelligence tool ...
Able to focus and multi-task in a busy environment * Ability to successfully handle stressful ... Human Resources Information System * Experience using DOMO or other business intelligence tool ...
Quick apply
Able to focus and multi-task in a busy environment * Ability to successfully handle stressful ... Human Resources Information System * Experience using DOMO or other business intelligence tool ...
Security Branch Support Specialist
Aurora, CO · On-site
$23.45/hr
Able to focus and multi-task in a busy environment * Ability to successfully handle stressful ... Human Resources Information System * Experience using DOMO or other business intelligence tool ...
Security Branch Support Specialist
Aurora, CO · On-site
$23.45/hr
Able to focus and multi-task in a busy environment * Ability to successfully handle stressful ... Human Resources Information System * Experience using DOMO or other business intelligence tool ...
... human-centered experience strategies tied to business outcomes * Translating business and user ... Ability to manage and prioritize multiple tasks in a fast-paced and dynamic environment * Strong ...
... human-centered experience strategies tied to business outcomes * Translating business and user ... Ability to manage and prioritize multiple tasks in a fast-paced and dynamic environment * Strong ...
Retail Key Holder - Part Time (Backcountry)
$15.25 - $20.25/hr
Ability to manage multiple tasks and prioritize effectively * Ability to work in a fast-paced and ... Regular and predictable attendance We may use artificial intelligence (AI) tools to support parts ...
Quick apply
Retail Key Holder - Part Time (Backcountry)
$15.25 - $20.25/hr
Ability to manage multiple tasks and prioritize effectively * Ability to work in a fast-paced and ... Regular and predictable attendance We may use artificial intelligence (AI) tools to support parts ...
Human Intelligence Task information
What is the difference between Human Intelligence Task vs Data Annotation Specialist?
| Aspect | Human Intelligence Task | Data Annotation Specialist |
|---|---|---|
| Required Credentials | Basic computer skills, no formal certification needed | Knowledge of annotation tools, sometimes certifications in data labeling |
| Work Environment | Online platforms, remote work | Remote or in-office, often using specialized software |
| Employer & Industry Usage | Tech companies, crowdsourcing platforms | AI and machine learning companies, data labeling firms |
| Search & Comparison Intent | Understanding task-based work, gig economy | Specialized data labeling roles, AI training |
Human Intelligence Tasks (HITs) are small, simple tasks performed online, often by crowdsourced workers. Data Annotation Specialists focus on labeling data for AI training, requiring specific tools and sometimes certifications. While both roles involve online work and contribute to AI development, HITs are more general micro-tasks, whereas Data Annotation Specialists perform specialized, detailed data labeling.
What are the key skills and qualifications needed to thrive as a Human Intelligence Task worker, and why are they important?
What are Human Intelligence Tasks (HITs)?
What are some common challenges faced by individuals working on Human Intelligence Tasks (HITs) and how can they be managed?

Full-time
Posted 5 days ago
Apple rating
8.1
Based on 666 frontline employees who took The Breakroom Quiz
5th of 30 rated technology retailers
Job description
You will work alongside a small but impactful team, collaborating with ML and data scientists, software engineers, designers, project managers, and other cross-functional teams at Apple to define success criteria for AI experiences, and create rigorous evaluations that measure these criteria in iterative product development cycles. If you're passionate about applying scientific rigor to real-world problems, thrive on innovation, and want your work to impact hundreds of millions of users, this role offers an exceptional opportunity to make a lasting contribution to products people use every day.
Description
The central challenge of this role is figuring out what "good" means for an AI experience, and then designing rigorous evaluations that measure those qualities reliably and at scale. This requires both deep theoretical grounding in human experience and a solid analytical mindset to operationalize that understanding into scalable evaluation frameworks.
Leaning on research in human sciences, you will decompose complex AI interactions into their constituent parts, reason about how those parts interact, and build evaluation frameworks that hold up under the scrutiny of non-deterministic nature of AI experiences and the pressures of iterative product development. You will derive experimental designs, create golden data sets, write tests, and turn them into prompts for LLM judges or instructions for human raters. You will run automated evaluations, analyze results, and present findings to diverse stakeholders.
Candidates who bring both quantitative rigor and a qualitative sensibility - to recognize patterns in model behaviors and outputs, and to develop an interpretive understanding of what the data is and isn't capturing from a human perspective - will thrive in this role.What matters most is the ability to hold both orientations at once - to think carefully about what makes an experience work, and to measure complex human dimensions with precision. We are also looking for someone who is excited to co-create what this discipline looks like going forward - bringing intellectual curiosity and a point of view about where human-centered AI evaluation should be headed.
Minimum Qualifications
Advanced degree in Cognitive Psychology, Human-Computer Interaction (HCI), User Experience (UX) Research, Learning Sciences, Learning Analytics, Psychometrics, Applied Behavioral Science, or a related field with a focus on human cognition, behavior, and empirical evaluation
A strong data-driven mindset with experience designing and conducting rigorous empirical research or evaluation - including experimental design, data analysis, and interpretation of various qualitative and quantitative data - particularly in the context of complex human-system interactions
Ability to reason from theoretical grounding about what makes an experience good in a given context, and to translate that reasoning into evaluation frameworks and measurement designs
Demonstrated ability to operationalize research literature, qualitative user feedback, and quantitative behavioral data into actionable evaluation criteria, observable metrics, and product insights
Proficiency in data analysis and interpretation, with a strong understanding of statistical validity in evaluation contexts
Exceptional collaboration skills with a track record of working effectively in cross-functional teams that include engineering, ML, design, QA, leadership, and subject matter experts of diverse domains
Strong communication skills, with the ability to translate complex research findings and evaluation results into clear, actionable recommendations for both technical and non-technical audiences
Preferred Qualifications
Familiarity with methods for capturing experiential quality beyond task success - such as cognitive interviews, think-aloud protocols, interaction analysis, or discourse and conversation analysis
Experience designing and implementing automated evaluation pipelines, including writing prompts for LLM judges and constructing human-in-the-loop or multi-turn evaluation setups
Experience working with multimodal or agentic systems, AI/ML models, preferably Large Language Models
Familiarity with automated testing frameworks and tooling
Experience with data generation and annotation workflows, including curating datasets, scenarios, and tasks that represent realistic usage
Portfolio demonstrating previous evaluation frameworks, research findings, or measurable contributions to product improvement
Background in learning sciences or instructional design, with experience reasoning about what makes a complex human experience effective is a plus
About Apple
Sourced by ZipRecruiter
Imagine what you could do here! At Apple, new ideas have a way of becoming extraordinary products, services, and customer experiences very quickly. Bring passion and dedication to your job and there's no telling what you could accomplish. Dynamic, intelligent people and inspiring, innovative technologies are the norm here. The people who work here have reinvented entire industries with all Apple Hardware products. The same real passion for innovation that goes into our products also applies to our practices strengthening our dedication to leave the world better than we found it.
Industry
Computer and electronic product manufacturing
Company size
10,000+ Employees
Headquarters location
Cupertino, CA, US
Year founded
1976