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Open nowPosted 269 days ago

游戏数值优化算法专家

01ai/index54 open roles

Where
Beijing, Chinese Mainland
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Your applicationOpen now游戏数值优化算法专家01ai/index · Beijing, Chinese Mainland
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  4. 18.1%14 days
  5. 35.6%30 days
  6. 44.6%60 days
This job: posted 269 days ago

The posting

  • 从玩家心理与留存视角评审并优化核心体验(反馈强度、节奏曲线、奖励展示、关键时刻演出、挫败控制等),提出可落地的改进方案;
  • 将“爽感/刺激/耐玩/不疲劳”等主观体感拆解为可量化指标,如触发频率、间隔分布、奖励分布含尾部、连击长度、空窗期、波动区间等;
  • 对行业头部产品的深度拆解与定量分析,通过海量业务数据与表现特征,推导核心数学模型与概率分布;
  • 建立并维护数值自动验收与回归体系:版本迭代时自动校验关键体验指标不被破坏,沉淀可复用的调参脚本与报告模板;
  • 使用AI提升数值调优效率与效果:结合历史对局/事件日志与关键体验指标,探索并落地机器学习/强化学习/多臂老虎机(Bandit)等方法;
  • 构建“AI调优闭环”:定义训练数据与特征口径、离线评估与线上灰度策略,建立模型版本管理、回滚机制与安全阈值(体验指标/风险指标);
  • 参与线上验证与迭代:结合埋点与A/B测试结果定位流失点,与用户画像结合,持续优化体验与参数,并推动配置化/热更新落地。
  • 熟练使用 Python 和 Pandas(数据分析/仿真/分析/调参脚本);熟练使用 Golang 或 Typescript (工程实现),具备良好的代码习惯(可复现、可维护、版本管理/Git);
  • 本科及以上学历,游戏设计、计算机、数学、统计学、数据科学或相关专业优先;
  • 3年以上休闲/F2P游戏玩法策划/系统策划/数值策划经验,具备明确的“体验优化→指标改善”案例;
  • 体验敏感度强:理解玩家动机与反馈机制,能清晰解释“为什么这个玩法/节奏会影响留存”,并能落到具体改动点;
  • 数学统计基础扎实:概率、分布、抽样误差/置信区间等;能用数据解释体验差异(不止看均值);
  • 了解并能实际落地至少一种参数搜索/优化方法(如随机/网格搜索、进化策略、贝叶斯优化、多目标优化等),能读懂并解释优化结果与风险。
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