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高级数据科学家,信任(推理)

机器翻译
查看雇主原标题Senior Data Scientist, Trust (Inference)

Airbnb · Remote - USA

职位信息来自雇主公开的招聘页面。申请前请务必在雇主官网核实详情。

为什么值得关注?

发现指数 50/100,仅依据与该职位一起存储的证据计算。

50/100 发现指数
  • 新的雇主官方职位
  • 远程职位

分数构成

  • 时效性 (随职位发布时间变化)+18
  • 雇主官方来源+15
  • 远程职位+8
  • 稀有职位+1
  • 公司来源健康度+8

该职位未包含:已披露薪资、提及签证担保、提及搬迁、未出现在监控的职位板上。

这些理由来自雇主自己的职位描述与我们核实过的来源检查结果。除了已存储的信号之外,我们不做任何推测。

职位描述

机器翻译

Airbnb 诞生于 2007 年,当时两位房东在旧金山的家中接待了三位房客,此后已发展到超过 500 万名房东,在全球几乎每个国家接待了超过 20 亿次房客入住。每天,房东们提供独特的住宿和体验,让房客能够以更真实的方式与社区建立联系。

你将加入的社区:

“我们真正的创新不是让人们能够预订房源;而是设计一个框架,让数百万人能够相互信任。信任是驱动 Airbnb 的真正能量来源……”

- Brian Chesky,Airbnb 联合创始人兼 CEO(2019 年)

数据科学是 Airbnb 最具影响力决策背后的引擎。平台数据科学团队通过将科学严谨性与深厚的领域专业知识相结合,加速产品演进和业务成果,涵盖实验、机器学习、因果推断和可扩展智能。

我们与 Trust 旗下的产品、工程、政策和运营团队紧密合作,以检测和防御威胁房客与房东信任的对抗性行为:欺诈性房源和虚假库存、评论和内容操纵、账户接管以及平台上的其他不良行为者活动。无论是衡量新的房源诚信防御措施的影响、在房源或账户层面建模风险,还是评估执法政策的有效性,我们的工作都能帮助房客和房东体验一个更安全、更智能、更个性化的 Airbnb。

你将带来的不同:

该职位处于 Airbnb 一些最重大的数据科学挑战的核心,在这里,严谨的统计思维和应用机器学习直接塑造平台成果。你将负责高可见度的计划,这些计划既需要技术深度,也需要强大的商业判断力——这些工作对领导层可见,并对 Airbnb 的用户和利润产生可衡量的影响。

典型的一天:

理想的候选人是一位技术卓越且具有战略思维的数据科学家,能够在模糊性中前行,在复杂问题空间中推动清晰度,并影响产品和政策决策。你将拥有并推动以下计划:

• 推断与衡量:设计和实施衡量与评估框架,以了解 Trust 防御措施的影响,并发现改进机会

• 实验:与跨职能合作伙伴密切合作,在标准 A/B 测试具有挑战性的环境中,主导实验和准实验的设计与分析。

• 建模:构建并迭代统计模型和贝叶斯模型,以量化风险、估计处理效应并揭示衡量差距;对 ML 系统呈现的信号提供因果解释

• 洞察与战略:就 Trust 防御措施的有效性生成深入洞察,并将其转化为针对产品路线图和政策决策的清晰战略建议

• 沟通与协作:提供稳健、可供领导层使用的研究成果,包括严谨的分析、有说服力的数据可视化和清晰的叙述;向产品、工程、政策和运营领域的技术和非技术受众有效传达复杂的方法学权衡

• 赋能:从战略上思考如何在你所在领域内扩展和演进数据科学能力,为科学如何驱动平台成果的长期愿景做出贡献

你的专长:

• 5 年以上定量分析岗位的行业经验,并拥有定量领域(统计学、经济学、计算机科学等)硕士学位,或 2 年以上相关领域经验并拥有博士学位。

• 在实验和因果推断方面拥有深厚专业知识。

• 对贝叶斯建模及其在衡量、不确定性量化和决策中的应用有深入了解

• 已证明能够在复杂环境中设计和领导实验项目,并与跨职能利益相关者合作并施加影响。

• 熟练进行统计编程和数据库使用。具备强大的 SQL 和 python 或 R 编码能力。

• 已证明能够将复杂的方法学发现转化为可执行的洞察,并为不同技术水平的受众提供有说服力的叙述

• 在应对模糊性、界定问题范围以及通过跨职能团队影响力推动成果方面具有出色判断力

你的工作地点:

该职位为美国 - 可远程。根据与经理的约定,该职位可能偶尔需要在 Airbnb 办公室工作或参加异地活动。虽然该职位可远程,但你必须居住在 Airbnb, Inc. 拥有注册实体的州。点击此处查看最新的排除州名单。该名单持续变化,因此如果你居住的州在排除名单上,请再次与我们确认。如果你的职位由另一个 Airbnb 实体雇用,你的招聘人员将告知你可以从哪些州工作。

我们对包容与归属的承诺:

Airbnb 致力于与尽可能广泛的人才库合作。我们相信多元化的想法能够促进创新和参与,并使我们能够吸引具有创意领导力的人才,并开发最好的产品、服务和解决方案。鼓励所有符合条件的个人申请。

我们还努力提供对残障人士包容的申请和面试流程。如果你是残障候选人,并且在提交申请时需要合理便利,请通过以下方式联系我们:reasonableaccommodations@airbnb.com。请包括你的全名、你申请的职位以及协助你完成招聘流程所需的便利。

我们请求你仅在你因残障而无法完成我们的在线申请时联系我们。 我们将如何照顾你:

我们的职位名称可能跨越多个职业级别。实际基本工资取决于许多因素,例如:培训、可转移技能、工作经验、业务需求和市场需求。基本工资范围可能会发生变化,并可能在未来修改。该职位也可能有资格获得奖金、股权、福利和员工旅行积分。

薪资

$179,000 — $210,000 USD

合理便利:我们致力于在招聘流程中为残障申请人提供合理便利。如果你需要帮助或便利,请在有人就某个职位联系你后告知你的招聘人员。

关于招聘诈骗的说明:诈骗者有时会冒充 Airbnb 招聘人员,从候选人那里获取金钱或个人信息。对于 Airbnb 的招聘流程,有几件事始终属实:我们的空缺职位发布在 Airbnb 的职业页面上,网址为 careers.airbnb.com,我们的招聘人员仅通过 @ airbnb.com 或 @ ext.airbnb.com 电子邮件地址联系。我们的招聘人员在面试期间绝不会询问你的社会安全号码、银行账户详细信息、护照或支付应用信息。我们也绝不会在面试过程中要求你支付费用、汇款、存入或兑现支票,或购买与工作相关的设备(例如公司笔记本电脑)。我们鼓励候选人对此类招聘诈骗保持警惕,如果你不相信某个人确实隶属于 Airbnb,请不要分享敏感信息。

以上内容由机器翻译自动生成,可能存在错误;投递前请以雇主原文为准。

查看雇主原文

职位描述

Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every country across the globe. Every day, hosts offer unique stays and experiences that make it possible for guests to connect with communities in a more authentic way.

The Community You Will Join:

“ Our real innovation is not allowing people to book a home; it’s designing a framework to allow millions of people to trust one another. Trust is the real energy source that drives Airbnb… ”

- Brian Chesky, Airbnb Co-Founder & CEO (2019)

Data science is the engine behind Airbnb's most impactful decisions. The Platform Data Science team accelerates product evolution and business outcomes by combining scientific rigor with deep domain expertise, spanning experimentation, machine learning, causal inference and scalable intelligence.

We partner closely with product, engineering, policy, and operations teams across Trust to detect and defend against the adversarial behavior that threatens guest and host trust: fraudulent listings and fake inventory, review and content manipulation, account takeover, and other bad-actor activity on the platform. Whether measuring the impact of a new listing integrity defense, modeling risk at the listing or account level, or evaluating the effectiveness of an enforcement policy, our work helps guests and hosts experience an Airbnb that is safer, smarter and more personalized.

The Difference You Will Make:

This role sits at the heart of some of Airbnb's most consequential data science challenges, where rigorous statistical thinking and applied ML directly shape platform outcomes. You will own high-visibility initiatives that require both technical depth and strong business judgment - work that is visible to leadership and has measurable impact on Airbnb's users and bottom line.

A Typical Day:

The ideal candidate is a technically exceptional and strategically minded Data Scientist who can navigate ambiguity, drive clarity in complex problem spaces and influence product and policy decisions. You will own and drive initiatives such as:

• Inference & Measurement: Design and implement measurement and evaluation frameworks to understand the impact of Trust defense, and uncover opportunities for improvement

• Experimentation: Collaborating closely with cross-functional partners, lead the design and analysis of experiments and quasi-experiments in environments where standard A/B testing is challenging.

• Modeling : Build and iterate on statistical and Bayesian models that quantify risk, estimate treatment effects, and surface measurement gaps; provide causal interpretation of signals surfaced by ML systems

• Insights and Strategy: Generate deep insights on the effectiveness of Trust defenses and translate them into clear strategic recommendations for product roadmap and policy decisions

• Communication & Collaboration: Deliver robust, leadership-ready research with rigorous analysis, compelling data visualizations, and clear narratives; effectively communicate complex methodological tradeoffs to both technical and non-technical audiences across product, engineering, policy and operations

• Empowerment: Think strategically about how to scale and evolve data science capabilities within your domain, contributing to the long-term vision for how science drives platform outcomes

Your Expertise:

• 5+ years of industry experience in a quantitative analysis role with a Master's degree in a quantitative field (statistics, economics, computer science, etc.), or 2+ years of experience with PhD in relevant fields.

• Deep expertise in experimentation and causal inference.

• Strong knowledge of Bayesian modeling and its application to measurement, uncertainty quantification, and decision-making

• Proven ability to design and lead experimentation programs in complex environments, collaborating with and influencing cross-functional stakeholders.

• Skilled in statistical programming and database usage. Strong coding skills in SQL and python or R.

• Demonstrated ability to translate complex methodological findings into actionable insights and compelling narratives for audiences of varying technical levels

• Excellent judgment in navigating ambiguity, scoping problems, and driving impact through influence across cross-functional teams

Your Location:

This position is US - Remote Eligible. The role may include occasional work at an Airbnb office or attendance at offsites, as agreed to with your manager. While the position is Remote Eligible, you must live in a state where Airbnb, Inc. has a registered entity. Click here for the up-to-date list of excluded states. This list is continuously evolving, so please check back with us if the state you live in is on the exclusion list . If your position is employed by another Airbnb entity, your recruiter will inform you what states you are eligible to work from.

Our Commitment To Inclusion & Belonging:

Airbnb is committed to working with the broadest talent pool possible. We believe diverse ideas foster innovation and engagement, and allow us to attract creatively-led people, and to develop the best products, services and solutions. All qualified individuals are encouraged to apply.

We strive to also provide a disability inclusive application and interview process. If you are a candidate with a disability and require reasonable accommodation in order to submit an application, please contact us at: reasonableaccommodations@airbnb.com . Please include your full name, the role you’re applying for and the accommodation necessary to assist you with the recruiting process.

We ask that you only reach out to us if you are a candidate whose disability prevents you from being able to complete our online application. How We'll Take Care of You:

Our job titles may span more than one career level. The actual base pay is dependent upon many factors, such as: training, transferable skills, work experience, business needs and market demands. The base pay range is subject to change and may be modified in the future. This role may also be eligible for bonus, equity, benefits, and Employee Travel Credits.

薪资

$179,000 — $210,000 USD

Reasonable Accommodations: We are committed to providing reasonable accommodations throughout the recruitment process for applicants with disabilities. If you need assistance, or an accommodation, please let your recruiter know once you are contacted about a role.

A Note on Recruiting Scams: Scammers sometimes pose as Airbnb recruiters to get money or personal information from candidates. A few things that will always be true for Airbnb’s hiring process: our open roles are posted on Airbnb’s Career’s Page at careers.airbnb.com, and our recruiters correspond only from @ airbnb.com or @ ext.airbnb.com email addresses. Our recruiters will never ask for your Social Security number, bank account details, passport, or payment app information while you are interviewing. We’ll also never ask you to pay a fee, send money, deposit or cash a check, or purchase work-related equipment (such as a company laptop) during the interview process. We encourage candidates to remain vigilant of these recruiting scams and not share sensitive information if you do not believe an individual is actually affiliated with Airbnb.

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Airbnb was born in 2007 when two hosts welcomed three guests to their San Francisco home, and has since grown to over 5 million hosts who have welcomed over 2 billion guest arrivals in almost every c…

未出现在监控的职位板上
首次发现于3小时前
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未出现在监控的职位板上
首次发现于3小时前
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