$140–400/hr · micro1
A family law attorney who analyzes cases and drafts legal summaries to train AI systems, working remotely with a structured project team.
What you would do
- Analyze family law cases, statutes, and precedents to uncover legal reasoning patterns and reasoning
- Write clear, concise summaries of case law and judicial holdings specific to family law
- Review custody agreements, divorce decrees, and prenuptial agreements to annotate key legal concepts
- Distill complex legal arguments into structured notes that capture the core holding and reasoning
Who they want
- AAML-registered family law attorney with experience at a leading law firm
- Strong background in family law litigation, document drafting, and case analysis
- Excellent written and verbal communication, especially for explaining legal concepts clearly
- Comfort with remote work, digital project management tools, and working within structured deliverable deadlines
Main skills
What the interview asks about
1.Case analysis and reasoning extraction
You need to identify what an AI should learn from each case - the holding, reasoning, and legal principle - which requires reading past surface facts to judicial logic.
For example: “A custody case hinged on best-interest standard versus parental preference. How would you annotate it to show an AI why one framework prevailed and what facts drove it?”
2.Translating legal concepts for non-specialists
Your project team includes AI engineers without law backgrounds who need to understand what makes your annotations correct, so you bridge legal expertise and technical clarity.
For example: “You're summarizing a prenup with choice-of-law and severability clauses for an AI dataset. How would you explain to an engineer why both clauses matter and how they interact?”
3.Document review and annotation accuracy
Training data quality directly impacts AI performance, so your ability to catch errors, flag ambiguous language, and maintain consistency across hundreds of documents determines downstream model reliability.
For example: “You're reviewing 50 divorce settlement agreements for a consistency check. You notice that three of them define spousal support one way, and the other 47 use a different framing. What would you do, and how would you document this for your project lead?”
4.Managing remote deliverables and deadlines
Without daily meetings or oversight, you own the timeline for your work products and must flag delays or dependencies before they impact the team.
For example: “You have two weeks to deliver annotated summaries of 15 court decisions. By day five, two cases are sealed and need supplemental orders. How do you handle this?”
5.Attention to detail in written deliverables
A single factual error or vague statement in your summaries can mislead the AI training process across thousands of examples, so precision is non-negotiable.
For example: “You're summarizing a custody case and notice a prior ruling is named but not cited. How do you decide whether to research it, flag as uncertain, or leave blank?”
A task you may get
Analyze a family law decision (custody or divorce) and annotate the legal question, court reasoning, key facts, and holding. Draft a summary paragraph for AI training.
How to prepare
- Review 3-4 landmark family law cases in your practice area and be ready to explain why the reasoning matters, not just what the court decided.
- Prepare an example of a complex family law document you've drafted or reviewed and explain how you would teach an AI system to understand its key legal provisions.
- Think of a time when you had to explain a nuanced family law concept to someone without legal training, and be ready to walk through your approach to clarity and completeness.
The facts
- Pay
- $140–400/hr
- Open to
- Bangladesh, Hong Kong, India, Indonesia, Japan, Kazakhstan, Kyrgyzstan, Malaysia, Pakistan, Philippines, Singapore, Sri Lanka, Taiwan, Thailand, Uzbekistan, Vietnam, Austria, Belarus, Belgium, Denmark, France, Germany, Greece, Italy, Netherlands, Portugal, Russia, Spain, Switzerland, United Kingdom, Argentina, Brazil, Chile, Colombia, Mexico, Peru, Algeria, Bahrain, Egypt, Iraq, Jordan, Kuwait, Lebanon, Libya, Morocco, Oman, Palestine, Qatar, Saudi Arabia, Tunisia, United Arab Emirates, United States, Canada, Nigeria, Kenya, South Africa, Ghana, Ethiopia
- Field
- Law
- Role type
- Expert
- Posted
- 8/21/2026
- Places left
- 10
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