> Markdown version of [/jobs/ext/1778565-web-form-task-task-evaluator](https://www.wearedevelopers.com/jobs/ext/1778565-web-form-task-task-evaluator). Every page supports `.md` or `Accept: text/markdown`. Links point to the HTML versions so they work for humans too. Agent guide: [/agents.md](https://www.wearedevelopers.com/agents.md).

---

# Web Form Task Task Evaluator

- **Company:** Human Union Data, Inc.
- **Location:** United States (Remote available)
- **Contract:** Permanent contract
- **Skills:** Artificial Intelligence, Webforms
- **Published:** July 31, 2026
- **Apply:** https://www.indeed.com/viewjob?jk=1bafc1763d09e9df

## About the Role

* Prior evaluation, annotation, or human-rater experience on web form task task evaluation or adjacent content for Web Form Task Task Evaluator work.
 * Comfort applying multi-page rubrics consistently across long batches.
 * Clear written reasoning that names the issue and the rubric clause being applied.
 * Strong attention to detail and the ability to flag when a prompt itself is the problem.
 * Reliable async availability for at least 10 hours per week., * Background in linguistics, content moderation, or trust & safety review.
 * Experience with inter-rater agreement metrics and calibration cycles.
 * Domain expertise that lets you spot subject-matter errors automated checks miss., * Model output evaluation
 * Rubric-based annotation
 * Severity tagging
 * Inter-rater calibration
 * Web Form Task Task evaluation
 * Web research
 * Source grounding
 * Browser automation
 * Form
 * Task

Work model

Remote - US-eligible. Remote · Independent specialist contractor. Employment type: CONTRACTOR. Applicants must be authorized to work from US.

## Description

Web Form Task Task Evaluator is a remote evaluation track for reviewing web form task task evaluation prompts and responses against AuraOne's quality rubric. Reviewers compare paired outputs, label edge cases, and write the kind of structured feedback the modeling team can use to retrain.

Why this role matters

AI data reviewers help turn web form task task evaluation outputs into auditable labels, rationales, and regression cases for AuraOne Human Data.

Responsibilities

 * Evaluate web form task task evaluation model outputs against a versioned rubric and assign severity tags for Web Form Task Task Evaluator assignments.
 * Compare paired responses and pick the stronger answer with a written rationale.
 * Label hallucinations, instruction-following failures, and unsafe content with structured tags.
 * Capture ambiguous prompts and route them back to the program team for rubric updates.
 * Maintain reviewer-quality scores by calibrating against gold-standard examples each week.
 * Document recurring failure modes so the modeling team can target them in the next training run., * Tag an unsafe response with the correct policy category and severity.
 * Audit a 50-row batch for rubric consistency and report drift to the program lead.
 * Propose a rubric clarification after spotting a recurring failure mode.


## Related Videos

- [Edit Your Future: Queerverse Radical AI](https://www.wearedevelopers.com/videos/909-edit-your-future-queerverse-radical-ai)
- [The Human API: Designing Organizations for Judgment, Not Just Execution](https://www.wearedevelopers.com/videos/100213-the-human-api-designing-organizations-for-judgment-not-just-execution)
- [AI is dead, long live AK](https://www.wearedevelopers.com/videos/1093-ai-is-dead-long-live-ak)
- [WeAreDevelopers LIVE - Can AI save Accessibility?; Horrid HTML; The Frontend Treadmill and more](https://www.wearedevelopers.com/videos/1318-wearedevelopers-live-can-ai-save-accessibility-horrid-html-the-frontend-treadmill-and-more)
- [Decoding web accessibility through audit](https://www.wearedevelopers.com/videos/507-decoding-web-accessibility-through-audit)
- [Angstfreude - AI and Corporate Culture - The Thrill and the Threat](https://www.wearedevelopers.com/videos/100354-angstfreude-ai-and-corporate-culture-the-thrill-and-the-threat)

## Related Articles

- [Dev Digest 121 - AI goes offline](https://www.wearedevelopers.com/magazine/456-dev-digest-121-ai-goes-offline)
- [Fully Remote Software Engineer Jobs](https://www.wearedevelopers.com/magazine/447-fully-remote-software-engineer-jobs)
- [Dev Digest 133 - Back to Front](https://www.wearedevelopers.com/magazine/474-dev-digest-133-back-to-front)
- [Dev Digest 120 - Apple and peers](https://www.wearedevelopers.com/magazine/455-dev-digest-120-apple-and-peers)
- [13 AI Tools You Have to Try](https://www.wearedevelopers.com/magazine/219-13-ai-tools-you-have-to-try)
- [Best Job Boards for Remote Work for Developers](https://www.wearedevelopers.com/magazine/290-best-job-boards-for-remote-work-for-developers)