Negotiation Guide

ML/AI Engineer | Sea Group Global Negotiation Guide

Negotiation DNA: $35B market cap with ML powering Shopee search/recommendations (2B+ orders), Garena game AI, and SeaMoney credit scoring + Unique cross-platform training data + Growth RSUs | Sea Group ML engineers optimize algorithms across e-commerce, gaming, and fintech | CROSS-PLATFORM ML PREMIUM

Region Base Salary Stock (RSU/4yr) Bonus Total Comp
Singapore (HQ) SGD 125K–SGD 200K SGD 55K–SGD 155K 10–15% SGD 170K–SGD 305K
Bay Area / Seattle (US) $155K–$220K $70K–$195K 10–15% $215K–$350K
Shenzhen (R&D) CNY 420K–CNY 740K CNY 160K–CNY 430K 10–15% CNY 580K–CNY 1.07M
Beijing (R&D) CNY 400K–CNY 710K CNY 150K–CNY 410K 10–15% CNY 550K–CNY 1.02M

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Negotiation DNA

ML/AI Engineers at Sea Group build models across three platforms: Shopee (search ranking, product recommendations, image recognition, fraud detection), Garena (game AI, player matchmaking, cheat detection), and SeaMoney (credit scoring, fraud detection, risk modeling). The cross-platform data advantage enables models that leverage shopping behavior, gaming patterns, and financial data together.

Level Mapping: ML/AI Engineer at Sea Group (L5-L7) = L4-L5 at Google, IC4-IC5 at Meta, ML Engineer at Shopify/Amazon

The Commerce + Gaming ML Premium

Sea Group's unique combination of e-commerce and gaming data enables ML models with predictive power that single-domain companies can't match. Understanding gaming engagement patterns can predict shopping behavior and vice versa.

Global Levers

  1. ML Offer: "I have an ML offer from [Google/Meta/Grab] at $[X] TC."
  2. Search/Recommendation: "My search ranking and recommendation expertise directly drives Shopee's conversion rate."
  3. Game AI: "My game AI experience applies to Garena's matchmaking and anti-cheat systems."
  4. Financial ML: "My credit scoring/fraud ML experience enables SeaMoney's growth."

Negotiate Up Strategy: "Thank you for the offer of $[X]K base, $[Y]K RSUs, and [Z]% bonus. Sea Group's cross-platform ML opportunities are unique. I have a competing ML offer at $[W]K TC. To accept, I need RSUs at $[Y+40K] and a $30K sign-on, bringing TC to $[target]."

Evidence & Sources

  • Levels.fyi Sea Group ML compensation (2024-2026)
  • Glassdoor Sea Group AI reports (2024-2026)
  • Blind verified threads, Sea Group ML teams (2024-2025)
  • Shopee/Garena ML publications and infrastructure (2025)
  • Google/Meta ML competing offer benchmarks (2025)

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