Senior Analyst, Data Science
$169K - $222K/yr
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 ...
$169K - $222K/yr
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 ...
$169K - $222K/yr
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 ...
... optimization, probability, or random processes; quantitative analysis and model development using advanced econometric, statistical, and mathematical techniques, including Bayesian analysis, time ...
... optimization, probability, or random processes; quantitative analysis and model development using advanced econometric, statistical, and mathematical techniques, including Bayesian analysis, time ...
... optimization, probability, or random processes; quantitative analysis and model development using advanced econometric, statistical, and mathematical techniques, including Bayesian analysis, time ...
... optimization, probability, or random processes; quantitative analysis and model development using advanced econometric, statistical, and mathematical techniques, including Bayesian analysis, time ...
... optimization, probability, or random processes; quantitative analysis and model development using advanced econometric, statistical, and mathematical techniques, including Bayesian analysis, time ...
... optimization, probability, or random processes; quantitative analysis and model development using advanced econometric, statistical, and mathematical techniques, including Bayesian analysis, time ...
San Antonio, TX · On-site
$168K/yr
... MLlib optimization, Cython, JNI, Numba - Technical knowledge in mainstream ML / AI: manifold learning, distributed clustering, graph network, hierarchical model, Bayesian network, deep learning ...
San Antonio, TX · On-site
$168K/yr
... MLlib optimization, Cython, JNI, Numba - Technical knowledge in mainstream ML / AI: manifold learning, distributed clustering, graph network, hierarchical model, Bayesian network, deep learning ...
... MLlib optimization, Cython, JNI, Numba - Technical knowledge in mainstream ML / AI: manifold learning, distributed clustering, graph network, hierarchical model, Bayesian network, deep learning ...
... MLlib optimization, Cython, JNI, Numba - Technical knowledge in mainstream ML / AI: manifold learning, distributed clustering, graph network, hierarchical model, Bayesian network, deep learning ...
San Antonio, TX · On-site
$158K/yr
... MLlib optimization, Cython, JNI, Numba - Technical knowledge in mainstream ML / AI: manifold learning, distributed clustering, graph network, hierarchical model, Bayesian network, deep learning ...
San Antonio, TX · On-site
$158K/yr
... MLlib optimization, Cython, JNI, Numba - Technical knowledge in mainstream ML / AI: manifold learning, distributed clustering, graph network, hierarchical model, Bayesian network, deep learning ...
... MLlib optimization, Cython, JNI, Numba - Technical knowledge in mainstream ML / AI: manifold learning, distributed clustering, graph network, hierarchical model, Bayesian network, deep learning ...
... MLlib optimization, Cython, JNI, Numba - Technical knowledge in mainstream ML / AI: manifold learning, distributed clustering, graph network, hierarchical model, Bayesian network, deep learning ...
Frisco, TX · On-site
$98K - $135K/yr
... optimization, while ensuring compliance with privacy standards. Responsibilities : • Architect ... Bayesian A/B testing and causal inference to measure the true uplift of AI interventions. • ...
Frisco, TX · On-site
$98K - $135K/yr
... optimization, while ensuring compliance with privacy standards. Responsibilities : • Architect ... Bayesian A/B testing and causal inference to measure the true uplift of AI interventions. • ...
Desired Qualifications Experience with GeoAI applications in Street View Images and Remote Sensing Knowledge of (Bayesian) spatial statistics, spatial accessibility, and spatial optimization ...
Desired Qualifications Experience with GeoAI applications in Street View Images and Remote Sensing Knowledge of (Bayesian) spatial statistics, spatial accessibility, and spatial optimization ...
Austin, TX · On-site
$121K - $160K/yr
We use Machine Learning, Reinforcement Learning, AI, Control and Optimization Systems, and Auction ... Bayesian Analysis and others to develop and evaluate algorithms for improving product/system ...
Austin, TX · On-site
$121K - $160K/yr
We use Machine Learning, Reinforcement Learning, AI, Control and Optimization Systems, and Auction ... Bayesian Analysis and others to develop and evaluate algorithms for improving product/system ...
Irving, TX · Hybrid
Apply knowledge and training in data modeling, data mining and optimization to very large scale ... Bayesian Data Analysis, Classification, Clustering, Regression, Collaborative Filtering, and Graph ...
Irving, TX · Hybrid
Apply knowledge and training in data modeling, data mining and optimization to very large scale ... Bayesian Data Analysis, Classification, Clustering, Regression, Collaborative Filtering, and Graph ...
Irving, TX · Hybrid
Apply knowledge and training in data modeling, data mining and optimization to very large scale ... Bayesian Data Analysis, Classification, Clustering, Regression, Collaborative Filtering, and Graph ...
Irving, TX · Hybrid
Apply knowledge and training in data modeling, data mining and optimization to very large scale ... Bayesian Data Analysis, Classification, Clustering, Regression, Collaborative Filtering, and Graph ...
Dallas, TX · On-site
Run scenario analyses and budget optimization simulations to recommend optimal media mix under ... Bayesian (e.g., Robyn, Meridian, LightweightMMM, PyMC) or frequentist in production environments.
Quick apply
Dallas, TX · On-site
Run scenario analyses and budget optimization simulations to recommend optimal media mix under ... Bayesian (e.g., Robyn, Meridian, LightweightMMM, PyMC) or frequentist in production environments.
Dallas, TX · On-site
Run scenario analyses and budget optimization simulations to recommend optimal media mix under ... Bayesian (e.g., Robyn, Meridian, LightweightMMM, PyMC) or frequentist in production environments.
Dallas, TX · On-site
Run scenario analyses and budget optimization simulations to recommend optimal media mix under ... Bayesian (e.g., Robyn, Meridian, LightweightMMM, PyMC) or frequentist in production environments.
Dallas, TX · On-site
Run scenario analyses and budget optimization simulations to recommend optimal media mix under ... Bayesian (e.g., Robyn, Meridian, LightweightMMM, PyMC) or frequentist in production environments.
Dallas, TX · On-site
Run scenario analyses and budget optimization simulations to recommend optimal media mix under ... Bayesian (e.g., Robyn, Meridian, LightweightMMM, PyMC) or frequentist in production environments.
Frisco, TX · On-site +1
$114K - $151K/yr
... optimization, and generative creative pipelines. You will architect and lead buildout of ... Strong understanding of Bayesian A/B testing and causal inference to measure the true uplift of AI ...
Frisco, TX · On-site +1
$114K - $151K/yr
... optimization, and generative creative pipelines. You will architect and lead buildout of ... Strong understanding of Bayesian A/B testing and causal inference to measure the true uplift of AI ...
| Aspect | Bayesian Optimization | Data Scientist |
|---|---|---|
| Primary Focus | Optimizing complex functions and hyperparameters | Analyzing data, building models, deriving insights |
| Required Skills | Statistics, probability, machine learning, programming | Statistics, programming, data analysis, visualization |
| Work Environment | Research labs, AI/ML teams, R&D departments | Business, tech companies, consulting firms |
| Common Tools | Python, R, Bayesian libraries (e.g., GPy, scikit-optimize) | Python, R, SQL, visualization tools |
Bayesian Optimization is a specialized technique used within machine learning and AI to efficiently tune hyperparameters or optimize functions. Data Scientists often utilize Bayesian Optimization as part of their toolkit but have broader responsibilities, including data analysis, modeling, and reporting. While Bayesian Optimization focuses on optimization tasks, Data Scientists work on understanding and interpreting data to inform business decisions.

$169K - $222K/yr
Full-time
Medical, Dental, Vision, Life, Retirement, PTO
Posted 9 days ago
6.8
Based on 272 frontline employees who took The Breakroom Quiz
25th of 102 rated fashion retailers
At Gap Inc., we create culture as much as we create clothes. Our ambition is to become a high-performing house of iconic American brands that shape culture.
Our portfolio—Old Navy, Gap, Banana Republic, and Athleta—each brings a distinct point of view to how we show up in the world and serve our customers.
Old Navy democratizes style with quality and value for all. Gap champions originality through essential pieces that celebrate individuality. Banana Republic is rooted in a spirit of discovery, creating modern pieces inspired by craftsmanship and travel. Athleta champions the Power of She through confidence, strength, and movement.
We’re driven by a shared purpose: to bridge gaps—between people, perspectives, and possibilities—to create a better world.
We’re building a team that performs at a high level—people who think boldly, take ownership, and turn ideas into impact. If you’re ready to learn fast and help shape what’s next, you’ll fit right in.
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 recommendationsSalary Range: $169,240 - $222,100Employee 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 do1. 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 areMaster’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.
*For eligible employees
Gap Inc. is an equal-opportunity employer and is committed to providing a workplace free from harassment and discrimination. We are committed to recruiting, hiring, training and promoting qualified people of all backgrounds, and make all employment decisions without regard to any protected status. We have received numerous awards for our long-held commitment to equality and will continue to foster a diverse and inclusive environment of belonging. In 2022, we were recognized by Forbes as one of the World's Best Employers and one of the Best Employers for Diversity.