What the work actually involves

You write and evaluate analytical problems that models frequently get wrong — sales-growth comparisons across locations and time windows, constraint-based logic puzzles, claim verification against sources you find yourself. For each item you supply not just the correct answer but the reasoning chain that justifies it, at a level of explicitness a model can learn from. A second strand of the work is reviewing model output: identifying where the chain of reasoning breaks, annotating the specific failure, and writing feedback precise enough that another reviewer would reach the same verdict.

The Thai requirement is substantive, not decorative. Tasks may need to be authored in Thai, translated with reasoning preserved, or checked for whether a model handles Thai-language content — numerals, Buddhist-era dates, name ordering, text without word spacing — as competently as it handles English. Turing states no other specialized domain background is required; the bar is analytical rigour plus genuine working fluency in both languages.

What the screen looks for

  • Demonstrated bilingual working use — not a certificate, but evidence you have done analytical or professional writing in Thai and in English.
  • Reasoning you can externalize. Getting the puzzle right matters less than being able to say why, and where a plausible wrong answer comes from.
  • Comfort with numbers. Percentage change, base effects, choosing the right comparison window — basic arithmetic applied carefully rather than statistics.
  • Research discipline. How you verify a claim, and what you do when sources disagree.
  • Honest availability. The 2–5 hour Pacific overlap is checked, and Thailand sits roughly 14–15 hours ahead of Los Angeles.

Logistics

Contractor engagement with no medical or paid leave, fully remote, 40 hours weekly for the contract term. Pay is undisclosed on this listing; Turing describes it as based on experience and expertise, and rates on its data-work assignments vary widely by language and task type — ask for the specific rate before committing. Contract extension is tied to performance and continued project demand. You need your own desktop or laptop and reliable internet.