关于Gap集团
我们旗下的品牌在世界上的重要鸿沟之间架设桥梁。Old Navy让时尚触手可及，确保每个人都能获得价廉物美的时尚单品。Athleta致力于释放每一位女性的潜能，不论身材、年龄或种族。Banana Republic相信可持续的奢华体验属于每个人。Gap更是启发了全世界，让所有人通过认真制作的现代服饰必备品展现其独特个性。
这一简单的想法——即每个人都需要以自己的方式获得归属感——是我们作为一间公司以及制定决策的核心。我们的团队由成千上万名来自世界各地具有冒险精神、全局视野并为顾客、社区和地球行善的员工组成。如果你具备全局视野，快速学习、无畏创新、大胆领导等品质，欢迎加入我们。
About the Role
Build, validate, deploy, and maintain Data Science and Optimization models pertaining to Pricing Optimization, Inventory Optimization, and Fulfillment Optimization. Design and implementation of sophisticated experimental frameworks utilizing advanced methodologies such as synthetic pairs, synthetic controls, and randomized controlled experiments to rigorously measure causal impacts on key performance indicators, leveraging robust statistical techniques, including difference-in-differences and regression analysis, while conducting comprehensive sensitivity analyses and producing actionable insights. Develop End to End simulation pipelines to accurately and realistically mimic business phenomenon and deploy the simulation to measure model performance. Develop data validation and visualization dashboards to lead model validation and adoptions collaborations with functional stakeholders. Collaborate with Inventory Management, PdM, and Strategy teams, as well as the central Data Science & AI team, to set up data science roadmaps and measure actions resulting from analytics recommendations
Salary Range: $169,240 - $222,100
Employee pay will vary based on factors such as qualifications, experience, skill level, competencies and work location. We will meet minimum wage or minimum of the pay range (whichever is higher) based on city, county and state requirements.
What You'll Do
1. Bayesian Machine Learning Models AND Deep learning models to define various allocation optimization, price optimization or fulfillment optimization policies;
2. Time Series Modeling to analyze and forecast data collected over time to identify trends and patterns in sales fluctuations;
3. Hands on experience in at least two of the following areas: Inventory Optimization, Promo & Markdown Optimization, and Fulfillment Optimization;
4. Design and implement experimentation and simulation methods with variance-reduction techniques and apply them to analyze stochastic systems (e.g. queues, inventory models) for estimating performance measures and making data-driven decisions; and
5. SQL, Python Programming Language, PowerBI or Tableau, ML & Data Science Libraries like Scikit, Tensorflow, Pytorch.
Who You Are
Master’s degree or foreign degree equivalent in Data Science, Operations Research, Statistics, or related field and three (3) years of experience in Data science or in the job offered or a related role.
Gap是一家为员工提供公平竞争环境的集团公司，并致力于打造无骚扰、无歧视的工作场所。 我们致力于招聘、雇佣、培训和提拔各种背景的合格人员，并在不考虑任何受保护身份的情况下做出所有就业决策。我们因长期致力于平等而获奖无数，并将继续营造一个多元、包容且归属感强的环境。今年，我们连续第17年被人权运动组织评选为“最佳工作场所”之一（a href="https://www.hrc.org/resources/best-places-to-work-for-lgbtq-equality-2022"），同时公司还被纳入2021年彭博性别平等指数（ ），这也是公司连续第四年被纳入该指数。