&lt;div class=&quot;content-intro&quot;&gt;&lt;p&gt;&lt;strong&gt;Why PlayStation?&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;PlayStation isn’t just the Best Place to Play — it’s also the Best Place to Work. Today, we’re recognized as a global leader in entertainment producing The PlayStation family of products and services including PlayStation®5, PlayStation®4, PlayStation®VR, PlayStation®Plus, acclaimed PlayStation software titles from PlayStation Studios, and more.&lt;/p&gt;
&lt;p&gt;PlayStation also strives to create an inclusive environment that empowers employees and embraces diversity. We welcome and encourage everyone who has a passion and curiosity for innovation, technology, and play to explore our open positions and join our growing global team.&lt;/p&gt;
&lt;p&gt;The PlayStation brand falls under Sony Interactive Entertainment, a wholly-owned subsidiary of Sony Corporation.&lt;/p&gt;&lt;/div&gt;&lt;p&gt;&lt;strong&gt;&lt;iframe src=&quot;https://www.youtube.com/embed/C5PECdR7wY8&quot; width=&quot;560&quot; height=&quot;315&quot;&gt;&lt;/iframe&gt;&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Senior Data Scientist - Behavioral Modeling&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;San Mateo, CA&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;As a Senior Data Scientist focused on Behavioral Modeling in the Product Data Science (PDS) team, you will be working at the forefront of data science to find new ways to identify and describe user motivations beyond standard textbook applications. You will be driving engagement opportunities across the PlayStation user environment and discovering new information about our users that will advance our company’s ability to use data.&lt;/p&gt;
&lt;p&gt;You will work with subject matter experts, model validators, data journalists, and data engineers to leverage your knowledge of a variety of statistical, data mining, and machine learning techniques to determine the right model to build for each situation, extract appropriate features for each model, and develop, test and build models that are both valid and useful in order to inform decision making throughout the company and help create a personalized, enjoyable experience for PlayStation users around the world.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Responsibilities:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Apply advanced statistical and machine learning techniques to translate business needs into reliable, valid models of user behavior&lt;/li&gt;
&lt;li&gt;Design, develop, and enhance predictive and behavioral models in order to:&lt;/li&gt;
&lt;li&gt;
&lt;ul&gt;
&lt;li&gt;Identify moments or subgroups of interest&lt;/li&gt;
&lt;li&gt;Classify users or content&lt;/li&gt;
&lt;li&gt;Predict future behavior&lt;/li&gt;
&lt;li&gt;Drive personalization&lt;/li&gt;
&lt;li&gt;Identify patterns, anomalies, relationships, and trends&amp;nbsp;&lt;/li&gt;
&lt;/ul&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;ul&gt;
&lt;li&gt;Wrangle constantly changing, large, complex, high volume, high dimensional, sparse data&lt;/li&gt;
&lt;li&gt;Collaborate with business stakeholders and subject matter experts to ensure that developed solutions are reasonable, practical, and meet business needs in a timely fashion&lt;/li&gt;
&lt;li&gt;Work collaboratively with other members of the team to develop the most appropriate model for each situation and to determine each model’s constraints and failure conditions&lt;/li&gt;
&lt;li&gt;Work with engineers to utilize and improve in-house solutions that support model development, production, and usage&lt;/li&gt;
&lt;li&gt;Mentor peers, coordinate work across multiple related models, and interact with both technical and non-technical stakeholders&lt;/li&gt;
&lt;li&gt;Participate regularly in high-level, cross-group, collaborative problem solving to improve the quality of the models you develop, extend the ways the company can use data to drive experiences that delight our users, and cement the status of the team as thought leaders&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Qualifications:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Advanced analytical and problem solving abilities and a flexible, curious approach to data&lt;/li&gt;
&lt;li&gt;Deep theoretical and applied understanding of Bayesian or frequentist statistics, data mining techniques, and/or machine learning techniques&lt;/li&gt;
&lt;li&gt;Extensive experience querying, manipulating, and analyzing a variety of different forms of data&lt;/li&gt;
&lt;li&gt;Understanding of the importance of feature engineering and performance tuning and their impact on the reliability, validity, and interpretability of models&lt;/li&gt;
&lt;li&gt;Ability to exhibit judgement and a realistic understanding of the issues, use reason and review facts, identify inconsistencies and weigh options, and make logical and timely decisions&lt;/li&gt;
&lt;li&gt;Aptitude for and interest in working with other methodological experts to develop a deeper understanding of modeling principles, learn new modeling methods or approaches, and identify the most appropriate model for a given question&lt;/li&gt;
&lt;li&gt;Experience building models at scale or in an industry setting&lt;/li&gt;
&lt;li&gt;Strong commitment to the generation of useful, reliable information&lt;/li&gt;
&lt;li&gt;Interest in and ability to work collaboratively with people with substantively different ways of thinking and areas of expertise&lt;/li&gt;
&lt;li&gt;Collaborative problem-solving mindset and willingness to trade expertise with peers&lt;/li&gt;
&lt;li&gt;Expertise in any of the following areas is a bonus: video game industry experience, clickstream analytics, behavioral economics, political science, sociology, social network analysis, graph theory, data engineering&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;#LI-GD1&lt;/p&gt;&lt;div class=&quot;content-conclusion&quot;&gt;&lt;p&gt;&lt;strong&gt;Equal Opportunity Statement:&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Sony is an Equal Opportunity Employer. All persons will receive consideration for employment without regard to gender (including gender identity, gender expression and gender reassignment), race (including colour, nationality, ethnic or national origin), religion or belief, marital or civil partnership status, disability, age, sexual orientation, pregnancy or maternity, trade union membership or membership in any other legally protected category.&lt;/p&gt;
&lt;p&gt;We strive to create an inclusive environment, empower employees and embrace diversity. We encourage everyone to respond.&lt;/p&gt;
&lt;p&gt;&lt;em&gt;PlayStation is a Fair Chance employer and qualified applicants with arrest and conviction records will be considered for employment.&lt;/em&gt;&lt;/p&gt;&lt;/div&gt;

Senior Data Scientist - Behavioral Modeling

&lt;div class=&quot;content-intro&quot;&gt;&lt;p&gt;&lt;strong&gt;Why PlayStation?&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;PlayStation isn’t just the Best Place to Play — it’s also the Best Place to Work. Today, we’re recognized as a global leader in entertainment producing The PlayStation family of products and services including PlayStation®5, PlayStation®4, PlayStation®VR, PlayStation®Plus, PlayStation™Now, acclaimed PlayStation software titles from PlayStation Studios, and more.&lt;/p&gt;
&lt;p&gt;PlayStation also strives to create an inclusive environment that empowers employees and embraces diversity. We welcome and encourage everyone who has a passion and curiosity for innovation, technology, and play to explore our open positions and join our growing global team.&lt;/p&gt;
&lt;p&gt;The PlayStation brand falls under Sony Interactive Entertainment, a wholly-owned subsidiary of Sony Corporation.&lt;/p&gt;&lt;/div&gt;&lt;p&gt;&lt;strong&gt;&lt;iframe src=&quot;https://www.youtube.com/embed/C5PECdR7wY8&quot; width=&quot;560&quot; height=&quot;314&quot;&gt;&lt;/iframe&gt;&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Senior Data Scientist – Data Journalism &lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;San Mateo, CA&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;As a Senior Data Scientist on the Product Data Science team, you will do groundbreaking work at the intersection of data science, journalism, and computational social science. Your creativity in translating technical methodologies for non-technical audiences will expand the company&#x27;s understanding of behavioral data and its impact across critical journeys throughout the PlayStation ecosystem.&lt;/p&gt;
&lt;p&gt;Our Data Journalist team is part of Product Data Science’s communications arm. The communications team brings together data model validators who generate trust in our team’s output and data journalists who craft compelling data stories to drive insights and ideation.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Responsibilities:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Generate ideas for data-driven stories and for how they might be developed and communicated in a way that is compelling to both technical and non-technical audiences.&lt;/li&gt;
&lt;li&gt;Use impactful visuals, narratives, and storytelling to develop compelling presentations for technical and non-technical partners that describe models or provide insights about the impact of our initiatives&lt;/li&gt;
&lt;li&gt;Work closely with a team of data scientists on key initiatives by merging model output with other business data, identifying important stories, and communicating insights to the business&lt;/li&gt;
&lt;li&gt;Create outputs that regularly communicate insights derived from model development and validation, and ad-hoc deep dives&lt;/li&gt;
&lt;li&gt;Explore ideas and outputs using statistical tools, and present them to non-statistical audiences&lt;/li&gt;
&lt;li&gt;Conduct user acceptance testing (UAT) on model outputs and or new data assets&lt;/li&gt;
&lt;li&gt;Perform ad-hoc analyses of model relationships with other models, known groups of interest, and key performance indicators and communicate results to technical and non-technical collaborators&lt;/li&gt;
&lt;li&gt;Challenge assumptions and push teams to ask the right questions, and then deliver the right answers&lt;/li&gt;
&lt;li&gt;Advocate for data-forward thinking within cross-functional teams including members from product management, marketing, and engineering teams&lt;/li&gt;
&lt;li&gt;Develop a detailed understanding of PlayStation behavioral data, and how this role contributes towards data driven decision making.&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Qualifications:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;3+ years of professional experience in data-driven visualization and storytelling in a Data Analyst role, preferably for a digital entertainment business&lt;/li&gt;
&lt;li&gt;Curious business mentality with an ability to boil down technical approaches and complex findings into simple and compelling narratives that inspire change&lt;/li&gt;
&lt;li&gt;Self-starter with affinity for finding patterns within large datasets&lt;/li&gt;
&lt;li&gt;Experience crafting data visualizations and storytelling to effectively communicate data science models and insights to both technical and non-technical partners&lt;/li&gt;
&lt;li&gt;Proven track record to balance art and science when visually communicating information&lt;/li&gt;
&lt;li&gt;Strong proficiency in SQL-based languages&lt;/li&gt;
&lt;li&gt;Obsession with data quality and accuracy&lt;/li&gt;
&lt;li&gt;Excellent eye for business, and the ability to communicate effectively and manage relationships with team members with both technical and non-technical backgrounds&lt;/li&gt;
&lt;li&gt;Experience working globally, collaboratively, and cross-functionally and influencing without authority&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;#LI-GD1&lt;/p&gt;&lt;div class=&quot;content-conclusion&quot;&gt;&lt;p&gt;&lt;strong&gt;Equal Opportunity Statement:&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;Sony is an Equal Opportunity Employer. All persons will receive consideration for employment without regard to gender (including gender identity, gender expression and gender reassignment), race (including colour, nationality, ethnic or national origin), religion or belief, marital or civil partnership status, disability, age, sexual orientation, pregnancy or maternity, trade union membership or membership in any other legally protected category.&lt;/p&gt;
&lt;p&gt;We strive to create an inclusive environment, empower employees and embrace diversity. We encourage everyone to respond.&lt;/p&gt;&lt;/div&gt;

Senior Data Scientist – Data Journalism

&lt;p&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Level up your career with MobilityWare, one of mobile gaming’s leading publishers of card and puzzle games. With our headquarters in the heart of Orange County and a brand new studio in Utah, we’re dedicated to our mission of bringing joy to others one game at a time.&lt;/span&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Ever since our flagship title Solitaire hit the Apple App Store on the day it opened in 2008, MobilityWare has been entertaining gamers around the world. With a product portfolio that includes beloved hits such as FreeCell, MONOPOLY Solitaire, Spades, Hearts, Mahjong, and Bubble Shooter Pop, our games have been downloaded over 400 MILLION times. &lt;/span&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;MobilityWare was recently named one of Built in LA’s Best Places to Work for the second year in a row and we’ve been recognized as one of the Best Places to Work in Orange County five times by the Orange County Business Journal and OC Register. While we’re proud to be the company behind some of mobile gaming’s most popular titles, our most important achievement is creating a work environment that encourages professional growth and prioritizes the wellness of all of our team members. &lt;/span&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&quot;text-decoration: underline;&quot;&gt;&lt;strong&gt;Position Summary:&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;
&lt;p&gt;As a Senior Data Scientist, you will support the product team with in-depth analyses related to in-game activity, user behaviors, retention, funnel and monetization analysis, and provide insights to enhance the user experience. Your work will directly influence what features are built, prioritization of the roadmap and estimate expected return on these efforts.&lt;/p&gt;
&lt;p&gt;You will create, develop, deploy, monitor, present and maintain machine learning models, recommendation system, deep learning models and other models on real business data to support product efforts to drive user retention and in-game monetization. In addition to the product team, you will work closely with the DBAs, Marketing, and Monetization teams to create actionable insights.&lt;/p&gt;
&lt;p&gt;&lt;span style=&quot;text-decoration: underline;&quot;&gt;&lt;strong&gt;What you’ll be doing:&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Perform preliminary data analysis using SQL query and python&amp;nbsp;&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Create, develop, deploy, monitor and maintain data science models for various business use cases&amp;nbsp;&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Extract valuable insights from model outputs and present visualization results to the leadership team&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Work with our revenue and product teams to deliver insights into user acquisition, user engagement, user retention, user performance, and more&amp;nbsp;&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Work closely with the monetization team on continuous forecasting of various revenue models&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Work with the data engineering team on data definition, ETL, data ingestion, data merge, data cleaning and troubleshoot issues for very large datasets &lt;/span&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;span style=&quot;text-decoration: underline;&quot;&gt;&lt;strong&gt;Knowledge and Experience:&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Advanced degree (Master or PHD) in a quantitative field with Modeling/Data Science coursework&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Proficiency in Python, SQL (Optional: C++/C#, Java, R/Matlab)&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Experiences in several machine learning frameworks such as Tensorflow, PyTorch and other alternatives&amp;nbsp;&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;1-3 years of Experiences (3+ years for senior DS) in developing machine learning algorithm from scratch&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Able to read and fully understand average academia papers in machine learning research, or other areas such as computer vision, Natural language processing, or other related areas&amp;nbsp;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;SQL and familiarity with relational databases, MS SQL, data transformation, data mining, and ad hoc analysis&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Skilled in analyzing data and drawing appropriate conclusions. Able to effectively translate statistical findings to business strategies that positively impact the business and customer.&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Can work with Database and Statistical applications; can automate routine procedures and create tools that increase productivity and efficiency.&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Ability to work productively with others in a highly collaborative manner&lt;/span&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;span style=&quot;text-decoration: underline;&quot;&gt;&lt;strong&gt;Do we have your attention yet? Here are just some of the perks of working with us:&lt;/strong&gt;&lt;/span&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;We offer medical (100% paid option), dental (100% paid), vision (100% paid), unlimited PTO/Vacation, life insurance (100% paid), and profit sharing incentives around a 401K.&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Annual, all inclusive company trip for you and a guest. Previous destinations include&lt;/span&gt;&lt;strong&gt;&lt;em&gt; &lt;/em&gt;&lt;/strong&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Hawaii, a Mexican Riviera Cruise, and Las Vegas. This year we’re going to Los Cabos!&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;We promise to keep you fed when we’re back in the office. We offer things like free lunch, free snacks, and free drinks.&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Casual workplace that includes a relaxed dress code, plus a newly remodeled office in the heart of Irvine.&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Growth, growth, growth - we are growing and we would love for you to join us on the ride.&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Annual Game Jam to show off your creative chops!&lt;/span&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&amp;nbsp;&lt;/p&gt;

Senior Data Scientist

&lt;div&gt;
&lt;p&gt;Looking for an innovative, creative, passionate, and fun company in OC? Then, let us introduce ourselves. We are MobilityWare and we make fun for a living! Our mobile games have been rocking the app store since its inception and we regularly show up in top lists for most popular games. We recently reached over 350 million downloads across our portfolio of games!&lt;/p&gt;
&lt;p&gt;We have been voted 2015, 2016, 2017,2018 and 2020 Best Places to Work in Orange County by the Orange County Business Journal and OC Register! Headquartered in Irvine, CA., our flagship game, Solitaire, was released on the day the App Store opened in 2008. Other titles include FreeCell, Spider Solitaire, Monopoly Solitaire, Spades, Hearts, Bubble Shooter Pop, and Mahjong to name a few. Our vision is to create the most exciting mobile games and have fun doing it.&lt;/p&gt;
&lt;/div&gt;
&lt;h1 style=&quot;text-align: center;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Data Scientist Internship&lt;/span&gt;&lt;/h1&gt;
&lt;h2&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Position Summary&lt;/span&gt;&lt;/h2&gt;
&lt;div&gt;
&lt;p&gt;As a Data Science Intern, you will support the product team with in depth analyses related to in-game activity, user behaviors, retention, funnel and monetization analysis, and provide insights to enhance the user experience. Your work will directly influence what features are built, prioritization of the roadmap and estimate expected return on these efforts.&lt;/p&gt;
&lt;p&gt;You’ll be helping the data science team to create, develop, deploy, monitor, present and maintain machine learning models, recommendation system, deep learning models and other models on real business data to support product efforts to drive user retention and in-game monetization. In addition to the product team, you will work closely with the DBAs, Marketing, and Monetization teams to create actionable insights.&lt;/p&gt;
&lt;/div&gt;
&lt;h2&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Responsibilities&lt;/span&gt;&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;Perform single dimension preliminary data analysis using SQL query and python&lt;/li&gt;
&lt;li&gt;Help the team to create, develop, deploy, monitor and maintain data science models for various business use cases&lt;/li&gt;
&lt;li&gt;Help the team to extract valuable insights from model outputs and present visualization results to the leadership team&lt;/li&gt;
&lt;li&gt;Work with our revenue and product teams to deliver insights into user acquisition, user engagement, user retention, user performance, and more&lt;/li&gt;
&lt;li&gt;Work closely with the monetization team on continuous forecasting of various revenue models&lt;/li&gt;
&lt;li&gt;Work with the data engineering team on data definition, ETL, data ingestion, data merge, data cleaning and trouble shoot issues for very large datasets&lt;/li&gt;
&lt;/ul&gt;
&lt;h2&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Qualifications for the Position&lt;/span&gt;&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;Enrolled in an advanced degree program (Master or PHD) and study in a quantitative field with Modeling/Data Science coursework&lt;/li&gt;
&lt;li&gt;Proficiency in Python, SQL (Optional: C++/C#, Java, R/Matlab)&lt;/li&gt;
&lt;li&gt;Experiences in several machine learning frameworks such as Tensorflow, PyTorch and other alternatives&lt;/li&gt;
&lt;li&gt;Experiences in developing machine learning algorithm from scratch&lt;/li&gt;
&lt;li&gt;Able to read and understand average academia papers in machine learning research, or other areas such as computer vision research, AI Robotics, Natural language processing, or other related areas&amp;nbsp;&amp;nbsp;&lt;/li&gt;
&lt;li&gt;SQL and familiarity with relational databases, MS SQL, data transformation, data mining, and ad hoc analysis&lt;/li&gt;
&lt;li&gt;Skilled in analyzing data and drawing appropriate conclusions. Able to effectively translate statistical findings to business strategies that positively impact the business and customer.&lt;/li&gt;
&lt;li&gt;Can work with Database and Statistical applications; can automate routine procedures and create tools that increase productivity and efficiency.&lt;/li&gt;
&lt;li&gt;Ability to work productively with others in a highly collaborative manner&lt;/li&gt;
&lt;li&gt;Minimum of a Bachelor’s degree&lt;/li&gt;
&lt;/ul&gt;
&lt;h2&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Why you should work for us:&lt;/span&gt;&lt;/h2&gt;
&lt;ul&gt;
&lt;li&gt;MobilityWare is a great place to work because our teams value creativity, collaboration and a commitment to quality. &amp;nbsp;&lt;/li&gt;
&lt;li&gt;We&#x27;ve got some Amazing talent from the industry who embody both brilliance AND humility.&lt;/li&gt;
&lt;li&gt;Learn how a professional game studio operates, nothing compares to living the actual experience.&lt;/li&gt;
&lt;li&gt;Acquire the soft skills needed in a game development positions and gain experience and increase marketability&lt;/li&gt;
&lt;li&gt;Our internship provides opportunities for receiving practical feedback from others who works in game development on a daily basis.&lt;/li&gt;
&lt;li&gt;Learn from others. It might seem common sense – Act like a sponge and soak up all the information you can during your internship – it will definitely benefit you in the long run.&lt;/li&gt;
&lt;/ul&gt;

Data Scientist Internship

&lt;div class=&quot;content-intro&quot;&gt;&lt;p&gt;Rivian&amp;nbsp;is on a mission to keep the world adventurous forever. This goes for the emissions-free Electric Adventure Vehicles we build, and the curious, courageous souls we seek to attract.&amp;nbsp;&lt;/p&gt;
&lt;p&gt;As a company, we constantly challenge what’s possible, never simply accepting what has always been done. We reframe old problems, seek new solutions and operate comfortably in areas that are unknown. Our backgrounds are diverse, but our team shares a love of the outdoors and a desire to protect it for future generations.&amp;nbsp;&lt;/p&gt;
&lt;p&gt;We operate development centers in Plymouth, Michigan; Southern California (Irvine, Carson &amp;amp; LA); Silicon Valley (San Jose and Palo Alto); Vancouver, British Columbia; and Surrey, England; as well as a manufacturing facility in Normal, Illinois.&lt;/p&gt;&lt;/div&gt;&lt;p&gt;&lt;strong&gt;Role Summary&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;In this position you will use your analytical, statistical and programming skills to analyze and interpret large data sets for the Global Service Distribution Strategy and Execution organization to support fact-based decisions. Your role will be to develop models using disparate data sets to make recommendations that support optimization between service levels and total supply chain cost. You will support cross functional teams with insights that will support data and process optimization in order to test different courses of action (what-if scenario planning).&amp;nbsp; You must have strong experience using a variety of data mining and data analysis methods and tools. You must also have experience building and implementing models through the creation of algorithms and running simulations to support current and future business needs. Must be comfortable working and collaborating with stakeholders.&lt;/p&gt;
&lt;p&gt;&amp;nbsp;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Responsibilities&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;Identify data sources required for service parts distribution total cost and capacity models and automate collection processes&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Support preprocessing of structured and unstructured data&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Analyze large amounts of information to discover trends and patterns.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Build models and machine-learning algorithms to support proactive capacity planning and total cost optimization&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Present information using data visualization techniques; make recommendations on path forward&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Assess effectiveness and accuracy of new data sources and data gathering techniques&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Develop testing framework and model quality&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Own solutions developed and manage backlog of requested improvements from stakeholders&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Develop tools and processes to monitor and analyze model performance and data accuracy&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Explores new technologies for optimization and macro benchmarking including explorative studies&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&amp;nbsp;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Qualifications&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;5+ years of experience in statistical modeling, programming, and manipulating large data sets&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Masters in Statistics, Mathematics, or Computer Science – PHD a plus&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Experience working with and creating data architectures&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Knowledge of machine learning techniques (regression, simulation, scenario analysis, neural networks, decision tree learning, etc..) and pro/cons on each application and approach&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Excellent problem-solving skills with emphasis on new part launch&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Excellent written and verbal communication skills for cross-functional collaboration&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Strong collaborator, with willingness to drive change&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Coding knowledge and experience with several languages: C, C++, Java&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;An ability to tell a story using data including visualization experience (Tableau, Microsoft PowerBI)&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Experience using statistical computer languages and orchestration tools (R, Python, SQL, Alteryx, Apache Spark, Kubernetes, Docker, etc.) to manipulate data and support trend analysis from large data sets.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Experience using agile methodologies - JIRA or Confluence experience a plus&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Strong analytical and structured problem-solving capabilities with a focus on root cause investigations&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Preferred expertise in spare parts supply chain/logistics theory, distribution models, and target service levels&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Knowledge of total cost and capacity modeling within a fulfillment network – Service a plus&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Understanding and experience in implementing lean project initiatives&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;&lt;div class=&quot;content-conclusion&quot;&gt;&lt;h4&gt;Equal Opportunity&lt;/h4&gt;
&lt;p&gt;Rivian is an equal opportunity employer and complies with all applicable federal, state, and local fair employment practices laws. All qualified applicants will receive consideration for employment without regard to race, color, religion, national origin, ancestry, sex, sexual orientation, gender, gender expression, gender identity, genetic information or characteristics, physical or mental disability, marital/domestic partner status, age, military/veteran status, medical condition, or any other characteristic protected by law.&lt;/p&gt;
&lt;p&gt;Rivian is committed to ensuring that our hiring process is accessible for persons with disabilities. If you have a disability or limitation, such as those covered by the Americans with Disabilities Act, that requires accommodations to assist you in the search and application process, please email us at&amp;nbsp;&lt;a href=&quot;mailto:accessibility@rivian.com?subject=Application%20to%20Rivian%20-%20Assistance%20Request&quot;&gt;accessibility@rivian.com&lt;/a&gt;.&lt;/p&gt;
&lt;h4&gt;Privacy&lt;/h4&gt;
&lt;p&gt;We take your privacy seriously. For details please see our&amp;nbsp;&lt;a class=&quot;c-link&quot; href=&quot;https://rivian.com/legal/candidate-privacy-notice&quot; target=&quot;_blank&quot; data-stringify-link=&quot;https://rivian.com/legal/candidate-privacy-notice&quot; data-sk=&quot;tooltip_parent&quot;&gt;Candidate Privacy Notice&lt;/a&gt;.&lt;/p&gt;&lt;/div&gt;

Data Scientist – Supply Chain Optimization

&lt;div class=&quot;content-intro&quot;&gt;&lt;p&gt;Rivian&amp;nbsp;is on a mission to keep the world adventurous forever. This goes for the emissions-free Electric Adventure Vehicles we build, and the curious, courageous souls we seek to attract.&amp;nbsp;&lt;/p&gt;
&lt;p&gt;As a company, we constantly challenge what’s possible, never simply accepting what has always been done. We reframe old problems, seek new solutions and operate comfortably in areas that are unknown. Our backgrounds are diverse, but our team shares a love of the outdoors and a desire to protect it for future generations.&amp;nbsp;&lt;/p&gt;
&lt;p&gt;We operate development centers in Plymouth, Michigan; Southern California (Irvine, Carson &amp;amp; LA); Silicon Valley (San Jose and Palo Alto); Vancouver, British Columbia; and Surrey, England; as well as a manufacturing facility in Normal, Illinois.&lt;/p&gt;&lt;/div&gt;&lt;p&gt;&lt;strong&gt;Responsibilities:&amp;nbsp;&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Deliver end to end ML solutions including understanding the business need, exploring data, building &amp;amp; validating machine learning models, and deploying the completed models to Production&lt;/li&gt;
&lt;li&gt;Handle all steps in the model development lifecycle - Data mining, analysis, data cleansing, wrangling, model development, training, inference and model drift&lt;/li&gt;
&lt;li&gt;Partner with DevOps and data engineers to develop a rich ML ecosystem with automated workflows, pipelines and tools for continuous delivery and MLOps&amp;nbsp;&lt;/li&gt;
&lt;li&gt;Create shared patterns, feature stores, model libraries and coding standards to enable rapid ML adoption by multiple verticals&amp;nbsp;&lt;/li&gt;
&lt;li&gt;Rapid proof of concepts to enable experimentation and A/B testing&amp;nbsp;&lt;/li&gt;
&lt;li&gt;Perform unit and system tests to validate the output of the analytic procedures against expected results&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Qualifications:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Bachelor’s, Master’s or PhD in a related field (e.g., CS, Operations Research, Software Engineering, Statistics)&lt;/li&gt;
&lt;li&gt;Experience with AWS SageMaker, S3, Redshift, Spark and streaming data is a must&lt;/li&gt;
&lt;li&gt;Hands-on experience working with deep learning toolkits such as Tensorflow or PyTorch&lt;/li&gt;
&lt;li&gt;Proficiency in Python, R, SQL relational databases and/or NoSQL databases&lt;/li&gt;
&lt;li&gt;Experience with statistical data analysis and machine learning such as linear models, time-series forecasting, or neural networks&lt;/li&gt;
&lt;li&gt;Familiarity with using data visualization tools such as Tableau, QuickSight, R-Shiny etc. Knowledge and experience of writing and tuning SQL as needed&lt;/li&gt;
&lt;li&gt;Past and current experience writing and speaking about complex technical concepts to broad audiences in a simplified format&lt;/li&gt;
&lt;li&gt;Comfortable giving presentations to senior leadership in engineering and business teams&amp;nbsp;&lt;/li&gt;
&lt;li&gt;Robust participation for functioning in a fast-paced multi-tasking environment both independently and in the collaborative team. Ability to work in situations with ambiguity&lt;/li&gt;
&lt;li&gt;Ability to identify and recommend further opportunities based on data patterns is highly desired&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&amp;nbsp;&lt;/p&gt;
&lt;p&gt;&amp;nbsp;&lt;/p&gt;&lt;div class=&quot;content-conclusion&quot;&gt;&lt;h4&gt;Equal Opportunity&lt;/h4&gt;
&lt;p&gt;Rivian is an equal opportunity employer and complies with all applicable federal, state, and local fair employment practices laws. All qualified applicants will receive consideration for employment without regard to race, color, religion, national origin, ancestry, sex, sexual orientation, gender, gender expression, gender identity, genetic information or characteristics, physical or mental disability, marital/domestic partner status, age, military/veteran status, medical condition, or any other characteristic protected by law.&lt;/p&gt;
&lt;p&gt;Rivian is committed to ensuring that our hiring process is accessible for persons with disabilities. If you have a disability or limitation, such as those covered by the Americans with Disabilities Act, that requires accommodations to assist you in the search and application process, please email us at&amp;nbsp;&lt;a href=&quot;mailto:accessibility@rivian.com?subject=Application%20to%20Rivian%20-%20Assistance%20Request&quot;&gt;accessibility@rivian.com&lt;/a&gt;.&lt;/p&gt;
&lt;h4&gt;Privacy&lt;/h4&gt;
&lt;p&gt;We take your privacy seriously. For details please see our&amp;nbsp;&lt;a class=&quot;c-link&quot; href=&quot;https://rivian.com/legal/candidate-privacy-notice&quot; target=&quot;_blank&quot; data-stringify-link=&quot;https://rivian.com/legal/candidate-privacy-notice&quot; data-sk=&quot;tooltip_parent&quot;&gt;Candidate Privacy Notice&lt;/a&gt;.&lt;/p&gt;&lt;/div&gt;

Data Scientist

&lt;p&gt;Looking for an innovative, creative, passionate, and fun company in OC?&amp;nbsp; Then, let us introduce ourselves.Our juggernaut mobile games like Solitaire, FreeCell and Spider were present on Day 1 of the App Stores and have only continued to grow. We recently topped over 400 million downloads across our portfolio of games and are hungry to continue finding new avenues for growth.&amp;nbsp;&lt;/p&gt;
&lt;p&gt;We have been voted 2015, 2016, 2017 &amp;amp; 2018 Best Places to Work in Orange County by the Orange County Business Journal and OC Register! Most recently, Built In LA named us 2021&#x27;s Best Midsize Companies to Work For. Headquartered in Irvine, CA., our flagship game, Solitaire, was released on the day the App Store opened in 2008. Other titles include Blackjack, FreeCell, Jigsaw Puzzle and Spider Solitaire, to name a few. Our mission is to bring JOY to others one game at a time.&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Position Summary&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;As a Data Scientist, you will support the product team with in-depth analyses related to in-game activity, user behaviors, retention, funnel and monetization analysis, and provide insights to enhance the user experience. Your work will directly influence what features are built, prioritization of the roadmap and estimate expected return on these efforts.&amp;nbsp;&lt;/span&gt;&lt;/p&gt;
&lt;p&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;You will create, develop, deploy, monitor, present and maintain machine learning models, recommendation system, deep learning models and other models on real business data to support product efforts to drive user retention and in-game monetization. In addition to the product team, you will work closely with the DBAs, Marketing, and Monetization teams to create actionable insights.&lt;/span&gt;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;What you’ll be doing:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Perform preliminary data analysis using SQL query and python&amp;nbsp;&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Create, develop, deploy, monitor and maintain data science models for various business use cases&amp;nbsp;&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Extract valuable insights from model outputs and present visualization results to the leadership team&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Work with our revenue and product teams to deliver insights into user acquisition, user engagement, user retention, user performance, and more&amp;nbsp;&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Work closely with the monetization team on continuous forecasting of various revenue models&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Work with the data engineering team on data definition, ETL, data ingestion, data merge, data cleaning and troubleshoot issues for very large datasets &lt;/span&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Knowledge and Experience:&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Advanced degree (Master or PHD) in a quantitative field with Modeling/Data Science coursework&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Proficiency in Python, SQL (Optional: C++/C#, Java, R/Matlab)&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Experiences in several machine learning frameworks such as Tensorflow, PyTorch and other alternatives&amp;nbsp;&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;1-3 years of Experiences (3+ years for senior DS) in developing machine learning algorithm from scratch&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Able to read and fully understand average academia papers in machine learning research, or other areas such as computer vision, Natural language processing, or other related areas&amp;nbsp;&amp;nbsp;&amp;nbsp;&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;SQL and familiarity with relational databases, MS SQL, data transformation, data mining, and ad hoc analysis&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Skilled in analyzing data and drawing appropriate conclusions. Able to effectively translate statistical findings to business strategies that positively impact the business and customer.&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Can work with Database and Statistical applications; can automate routine procedures and create tools that increase productivity and efficiency.&lt;/span&gt;&lt;/li&gt;
&lt;li style=&quot;font-weight: 400;&quot;&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Ability to work productively with others in a highly collaborative manner&lt;/span&gt;&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&lt;strong&gt;Why you should work for us:&lt;br&gt;&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;Awesome Perks:&amp;nbsp;free lunch, free snacks, free soda, free coffee, free trip, free dental, free vision&lt;/li&gt;
&lt;li&gt;Casually awesome workplace - yes, flip flops and shorts are pretty much an everyday thing&lt;/li&gt;
&lt;li&gt;Growth, growth, growth - we are growing and we would love for you to join us on&amp;nbsp;the ride&lt;/li&gt;
&lt;li&gt;We also want to take care of our team so we&#x27;ve got profit sharing incentives,&amp;nbsp;medical, dental (100% paid), vision (100% paid), Unlimited&amp;nbsp;PTO/Vacation, life insurance (100% paid), and 401K&lt;/li&gt;
&lt;li&gt;Awesome office smack dab in the middle of OC and 2 minutes off the 5 freeway&lt;/li&gt;
&lt;li&gt;Amazing talent: We&#x27;ve got some heavy hitters from the industry who embody both brilliance AND humility&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&amp;nbsp;&lt;/p&gt;

&lt;div class=&quot;content-intro&quot;&gt;&lt;p&gt;Rivian&amp;nbsp;is on a mission to keep the world adventurous forever. This goes for the emissions-free Electric Adventure Vehicles we build, and the curious, courageous souls we seek to attract.&amp;nbsp;&lt;/p&gt;
&lt;p&gt;As a company, we constantly challenge what’s possible, never simply accepting what has always been done. We reframe old problems, seek new solutions and operate comfortably in areas that are unknown. Our backgrounds are diverse, but our team shares a love of the outdoors and a desire to protect it for future generations.&amp;nbsp;&lt;/p&gt;
&lt;p&gt;We operate development centers in Plymouth, Michigan; Southern California (Irvine, Carson &amp;amp; LA); Silicon Valley (San Jose and Palo Alto); Vancouver, British Columbia; and Surrey, England; as well as a manufacturing facility in Normal, Illinois.&lt;/p&gt;&lt;/div&gt;&lt;p&gt;&lt;strong&gt;Role Summary&lt;/strong&gt;&lt;/p&gt;
&lt;p&gt;In this position you will use your analytical, statistical and programming skills to analyze and interpret large data sets for the demand planning organization to develop data-driven solutions to service parts forecasting. You will support our demand planning team with insights that will support data and process optimization in order to test different courses of action (what-if scenario planning).&amp;nbsp; You must have strong experience using a variety of data mining and data analysis methods and tools. You must also have experience building and implementing models through the creation of algorithms and running simulations to support current and future business needs. Must be comfortable working and collaborating with stakeholders.&lt;/p&gt;
&lt;p&gt;&amp;nbsp;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Responsibilities&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;Identify data sources required for service parts demand planning and automate collection processes&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Support preprocessing of structured and unstructured data&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Analyze large amounts of information to discover trends and patterns.&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Build predictive models and machine-learning algorithms to improve part level forecasting accuracy&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Present information using data visualization techniques; make recommendations on path forward&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Assess effectiveness and accuracy of new data sources and data gathering techniques&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Develop testing framework and model quality&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Develop tools and processes to monitor and analyze model performance and data accuracy&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;
&lt;p&gt;&amp;nbsp;&lt;/p&gt;
&lt;p&gt;&lt;strong&gt;Qualifications&lt;/strong&gt;&lt;/p&gt;
&lt;ul&gt;
&lt;li&gt;
&lt;p&gt;5+ years of experience in statistical modeling, programming, and manipulating large data sets&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Masters in Statistics, Mathematics, or Computer Science – PHD a plus&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Experience working with and creating data architectures&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Knowledge of machine learning techniques (regression, simulation, scenario analysis, neural networks, decision tree learning, etc..) and pro/cons on each application and approach&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Excellent problem-solving skills with emphasis on new part launch&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Excellent written and verbal communication skills for cross-functional collaboration&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Strong collaborator, with willingness to drive change&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Coding knowledge and experience with several languages: C, C++, Java&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;An ability to tell a story using data including visualization experience (Tableau, Microsoft PowerBI)&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Experience using statistical computer languages and orchestration tools (R, Python, SQL, Alteryx, Apache Spark, Kubernetes, Docker, etc.) to manipulate data and support trend analysis from large data sets&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Experience using agile methodologies - JIRA or Confluence experience a plus&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Strong analytical and structured problem-solving capabilities with a focus on root cause investigations&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Preferred expertise in spare parts forecasting, supply chain theories, and target service levels&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Knowledge of Channel/Service network forecast desegregation (a plus)&lt;/p&gt;
&lt;/li&gt;
&lt;li&gt;
&lt;p&gt;Understanding and experience in implementing lean project initiatives&lt;/p&gt;
&lt;/li&gt;
&lt;/ul&gt;&lt;div class=&quot;content-conclusion&quot;&gt;&lt;h4&gt;Equal Opportunity&lt;/h4&gt;
&lt;p&gt;Rivian is an equal opportunity employer and complies with all applicable federal, state, and local fair employment practices laws. All qualified applicants will receive consideration for employment without regard to race, color, religion, national origin, ancestry, sex, sexual orientation, gender, gender expression, gender identity, genetic information or characteristics, physical or mental disability, marital/domestic partner status, age, military/veteran status, medical condition, or any other characteristic protected by law.&lt;/p&gt;
&lt;p&gt;If you need a reasonable accommodation to assist you with your job search or application for employment, please email us at &lt;a href=&quot;mailto:accessability@rivian.com?subject=Application%20to%20Rivian%20-%20Assistance%20Request&quot;&gt;accessability@rivian.com&lt;/a&gt;.&lt;/p&gt;
&lt;h4&gt;Privacy&lt;/h4&gt;
&lt;p&gt;We take your privacy seriously. For details please see our&amp;nbsp;&lt;a class=&quot;c-link&quot; href=&quot;https://rivian.com/legal/candidate-privacy-notice&quot; target=&quot;_blank&quot; data-stringify-link=&quot;https://rivian.com/legal/candidate-privacy-notice&quot; data-sk=&quot;tooltip_parent&quot;&gt;Candidate Privacy Notice&lt;/a&gt;.&lt;/p&gt;&lt;/div&gt;

Data Scientist – Service Demand Planning

&lt;div&gt;
&lt;p&gt;Looking for an innovative, creative, passionate, and fun company in OC?&amp;nbsp; Then, let us introduce ourselves. We are MobilityWare and we make fun for a living! Our mobile games have been rocking the app store since its inception and we regularly show up in top lists for most popular games.&amp;nbsp;We recently reached over 350 million downloads across our portfolio of games!&amp;nbsp;&lt;/p&gt;
&lt;p&gt;We have been voted 2015, 2016, 2017 &amp;amp; 2018 Best Places to Work in Orange County by the Orange County Business Journal and&amp;nbsp;OC Register!&amp;nbsp;Headquartered&amp;nbsp;in Irvine, CA., our flagship game, Solitaire, was released on the day the App Store opened in 2008. Other titles include Blackjack, FreeCell, Jigsaw Puzzle and Spider Solitaire, to name a few. Our mission is to bring JOY to others one game at a time.&lt;/p&gt;
&lt;/div&gt;
&lt;h1&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Position Summary&lt;/span&gt;&lt;/h1&gt;
&lt;div&gt;
&lt;p&gt;As a Data Science Intern, you will support the product team with in depth analyses related to in-game activity, user behaviors, retention, funnel and monetization analysis, and provide insights to enhance the user experience. Your work will directly influence what features are built, prioritization of the roadmap and estimate expected return on these efforts.&lt;/p&gt;
&lt;p&gt;You’ll be helping the data science team to create, develop, deploy, monitor, present and maintain machine learning models, recommendation system, deep learning models and other models on real business data to support product efforts to drive user retention and in-game monetization. In addition to the product team, you will work closely with the DBAs, Marketing, and Monetization teams to create actionable insights.&lt;/p&gt;
&lt;/div&gt;
&lt;h1&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Responsibilities&lt;/span&gt;&lt;/h1&gt;
&lt;ul&gt;
&lt;li&gt;Perform single dimension preliminary data analysis using SQL query and python&lt;/li&gt;
&lt;li&gt;Help the team to create, develop, deploy, monitor and maintain data science models for various business use cases&lt;/li&gt;
&lt;li&gt;Help the team to extract valuable insights from model outputs and present visualization results to the leadership team&lt;/li&gt;
&lt;li&gt;Work with our revenue and product teams to deliver insights into user acquisition, user engagement, user retention, user performance, and more&lt;/li&gt;
&lt;li&gt;Work closely with the monetization team on continuous forecasting of various revenue models&lt;/li&gt;
&lt;li&gt;Work with the data engineering team on data definition, ETL, data ingestion, data merge, data cleaning and trouble shoot issues for very large datasets&lt;/li&gt;
&lt;/ul&gt;
&lt;h1&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Qualifications for the Position&lt;/span&gt;&lt;/h1&gt;
&lt;ul&gt;
&lt;li&gt;Enrolled in an advanced degree program (Master or PHD) and study in a quantitative field with Modeling/Data Science coursework&lt;/li&gt;
&lt;li&gt;Proficiency in Python, SQL (Optional: C++/C#, Java, R/Matlab)&lt;/li&gt;
&lt;li&gt;Experiences in several machine learning frameworks such as Tensorflow, PyTorch and other alternatives&lt;/li&gt;
&lt;li&gt;Experiences in developing machine learning algorithm from scratch&lt;/li&gt;
&lt;li&gt;Able to read and understand average academia papers in machine learning research, or other areas such as computer vision research, AI Robotics, Natural language processing, or other related areas&amp;nbsp;&amp;nbsp;&lt;/li&gt;
&lt;li&gt;SQL and familiarity with relational databases, MS SQL, data transformation, data mining, and ad hoc analysis&lt;/li&gt;
&lt;li&gt;Skilled in analyzing data and drawing appropriate conclusions. Able to effectively translate statistical findings to business strategies that positively impact the business and customer.&lt;/li&gt;
&lt;li&gt;Can work with Database and Statistical applications; can automate routine procedures and create tools that increase productivity and efficiency.&lt;/li&gt;
&lt;li&gt;Ability to work productively with others in a highly collaborative manner&lt;/li&gt;
&lt;li&gt;Minimum of a Bachelor’s degree&lt;/li&gt;
&lt;/ul&gt;
&lt;h1&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt;Why you should work for us:&lt;/span&gt;&lt;/h1&gt;
&lt;ul&gt;
&lt;li&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt; Casual workplace - yes, flip flops and shorts are pretty much an everyday thing&lt;/span&gt;&lt;/li&gt;
&lt;li&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt; Growth, growth, growth - we are growing and we would love for you to join us on the ride&lt;/span&gt;&lt;/li&gt;
&lt;li&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt; Awesome office smack dab in the middle of OC and 2 minutes off the 5 freeway&lt;/span&gt;&lt;/li&gt;
&lt;li&gt;&lt;span style=&quot;font-weight: 400;&quot;&gt; Amazing talent: We&#x27;ve got some heavy hitters from the industry who embody both brilliance AND humility&lt;/span&gt;&lt;/li&gt;
&lt;/ul&gt;

Data Scientist Jobs in Irvine