Video Content Evaluation Engineer for Generative Media

Instagram; Singapore; On-site; SGD 120,000 - 180,000; Full time

Job summary

Instagram is seeking a Content Engineer to join Product Content Engineering, focusing on model training for image and video generation. You will own the human evaluation layer, design rubrics, run evaluation rounds, and curate prompt sets that stress-test capabilities, translating subjective judgments into measurable signals.

The role requires hands-on video production expertise and the ability to document quality judgments into scalable guidelines across high volumes in a fast-paced

Qualifications

• 6+ years of experience in video production, content strategy, editorial standards, media evaluation or relevant fields.
• Hands-on video production experience including shooting, editing, post and/or motion work.
• Experience creating or contributing to evaluation rubrics or quality guidelines for video or image content.
• Experience producing or evaluating short-form video and emerging video formats.
• Experience applying editorial judgment and documenting judgment logic into reusable frameworks.

Responsibilities

• Build and maintain evaluation rubrics for image and video generation quality, including dimension definitions, rating scales and annotator guidelines.
• Execute human evaluation rounds on model output, side-by-sides, absolute scoring and prompt-adherence checks, and produce clear writeups.
• Construct and curate prompt sets and golden sets that stress-test model capabilities and failure modes.
• Calibrate with fellow raters and vendor teams and drive inter-rater reliability.
• Partner with research and modeling teams so eval findings translate into training and post-training signals.
• Support transition of human judgment into automated measurement and validate automated scores against human ground truth.
• Track quality trends across model versions and flag regressions early.
• Deliver high-quality evaluation work on model and launch timelines in a fast-paced environment.

Skills

Video production

Content strategy

Editorial standards

Media evaluation

Quantitative insights

Cross-functional collaboration

Independent work

Ambiguity navigation

Education

Bachelor's degree or equivalent

Tools

Annotation platforms

Eval tooling

Job description

Instagram is seeking a Content Engineer to join Product Content Engineering, focusing on model training for image and video generation. You will own the human evaluation layer, design rubrics, run evaluation rounds, and curate prompt sets that stress-test capabilities, translating subjective judgments into measurable signals.

The role requires hands-on video production expertise and the ability to document quality judgments into scalable guidelines across high volumes in a fast-paced