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You are testing hundreds of hypotheses with many t-tests. What considerations should be made?

What is a key disadvantage of the F-test when compared to multiple t-tests?

What is a key disadvantage of the F-test when compared to multiple t-tests?

Hundreds of Hypotheses

You are testing hundreds of hypotheses with many t-tests. What considerations should be made?

Let’s say that your company is running a standard control and variant AB test on a feature to increase conversion rates on the landing page. The PM checks the results and finds a .04 p-value.

How would you assess the validity of the result?

Experiment Validity

Suppose there exists a new airline named Jetco that flies domestically across North America. Jetco recently had a study commissioned that tested the boarding time of every airline, and it came out that Jetco had the fastest average boarding times of any airline.

What factors could have biased this result, and what would you look into?

What could potentially bias the average boarding time in favor of an airline that only flies domestically?

What could potentially bias the average boarding time in favor of an airline that only flies domestically?

Boarding Times Bias

A new airline came out as the fastest average boarding times compared to other airlines.  What factors could have biased this result and what would you look into?

Bmw Group Salaries by Position

A good student experience is never hands-off. We are dedicated to fostering a dynamic learning environment where students actively engage in practical experiences throughout their time with us. From the beginning, students are entrusted with specific responsibilities, ensuring they play a significant role in their learning journey. As valued team members, students are also encouraged to share and implement their own ideas, enhancing both their personal growth and the collective success of the team. Description This position will work with Data Scientists and Data Engineers for the production implementation of multiple use cases for our Big Data Cluster on-prem as well as our Big Data cloud solution. The qualified intern should expect to contribute & improve in the following functions: <ul> <li>Support the creation and maintenance of data pipeline architecture.</li> <li>Assist in the assembly of large complex data sets that meet functional business requirements.</li> <li>Identify, design, and implement internal process improvements: automating manual processes, optimizing data deliver, re-designing infrastructure for greater scalability, etc.</li> <li>Build the infrastructure required for optimal extraction, transformation, and loading of data from a wide variety of data sources using SQL and AWS 'big data' technologies.</li> <li>Build analytics tools that utilize the data pipeline to provide actionable insights into customer acquisition, operational efficiency and other key business performance metrics.</li> <li>Keep our data separate and secure across different business organizations.</li> <li>Work with data and analytics experts to strive for greater functionality in our data systems.</li> <li>Communicate with other team members and customers with tools such as Outlook, skype, and teams.</li> <li>Update and track tasks with tools such as jira and confluence.</li> <li>Migration from On-Prem to Cloud Data Hub: The migration to Cloud is planned for Q2 2020. This involves, data ingestion into cloud using teraform scripts, glue catalog, glue jobs, depersonalization APIs and creating views in cloud for end user consumption.</li> <li>HR Use Cases: Several data assets are reqired to be ingested into cloud, the data transformation activities are required to prep the data for reporting. The reports must be integrated with the Cloud Data Hub.</li> <li>6C - This project requires 86 tables to be ingested from DB2 to Cloud Data Hub. The data flattening scripts will transform the data and will create views for dashboards. The reports must be integrated with the Cloud Data Hub. </li></ul>Qualifications <ul> <li>Pursuing a degree in Computer Science, Data analytics, or similar.</li> <li>Experience with Python.</li> <li>Experience with Spark.</li> <li>Possess a minimum cumulative GPA of 3.0 (not just in major).</li> <li>Have enrolled student status at an accredited four-year college or university in the United States.</li> <li>Completed at least 30 credit hours at time of application.</li> <li>Ability to work full-time on-site (40 hours / week).</li> <li>Must Commit to three co-op rotations as an enrolled student.</li> <li>Transfer students must have a GPA from current university.</li> <li>MUST ATTACH A COPY OF UNOFFICIAL TRANSCRIPT. </li> <li>Complete and pass a substance abuse test before the work term. </li> <li>THE WORK TERM DATES ARE (January 13th - May 16th). </li></ul> BMW Manufacturing Company is an equal opportunity employer. It is the policy of BMW MC to provide equal employment opportunity (EEO) to all qualified persons regardless of age, race, color, religion, sex, sexual orientation, gender identity, national origin, disability or veteran status. Employment with BMW Manufacturing, Co., LLC (BMW MC) is at-will and may be terminated at any time, with or without notice, at the option of BMW MC or the employees.

BMW Financial Services NA, LLC was established in 1993, supporting the sales and marketing of BMW products. Subsequently, we have expanded beyond the leasing, retail and commercial financing of a traditional captive-finance company offering a broad variety of products tailored for the BMW, MINI and Rolls-Royce customer. Be a part of our exciting growth by expressing an interest in our Intern, Bank Data Scientist position located in Salt Lake City, UT. This is a full-time internship position for our Spring Rotation, from January 13, 2025 through May 16, 2025 in Salt Lake City, UT. The Data Scientist Intern will be working with the Risk and Credit Departments on supporting data and analytics for the Bank, assisting Data Scientists in model development, and owning an analytics solo project to oversee as defined by the Bank. Key Responsibilities: Utilizing analytical, statistical, and programming skills to perform data discovery against structured and unstructured data to identify new opportunities Build predictive, prescriptive models utilizing machine learning algorithms to solve complex problems Solve business problems as identified by various business units at the Bank Assist in delivering insight from data that is actionable and will drive revenue growth, cost reduction, risk exposure optimization, and/or meet new regulatory requirements Asist in developing and maintaining Bank financial models Provide new insight into current trends in AI to include machine learning and large language models Requirements: Currently enrolled in a bachelor or master's degree program at an accredited college or university Possess a minimum cumulative GPA of 3.0 (not just in major) Have completed at least 30 college credit hours at time of application Field of study: Computer Science, Mathematics, Statistics, Business Analytics Must attach a copy of college unofficial transcript Ability to work full-time (36.25 hours/week) Prior BMW Group experience (applicable to international J1 students only) SQL, Python, and experience with reporting tools (Excel, Tableau, Qlik, etc.) Data programming skills and experience Preferences: Statistical understanding of modeling Financial background Join the BMW North America team and enjoy a high-performance Total Rewards package that may include: Medical Insurance All with options for $0 Employee contribution Paid Time Off in addition to Company paid holidays where eligible Hybrid work environment Intern Vehicle Lease Program The hourly rate for Undergraduate students is $26 The hourly rate for Graduate students is $32 The selected student's academic level will be used to determine the final pay rate. This statement is in accordance with state and local pay disclosure requirements. Even more so than the generous compensation and benefits, the culture and values of Shared Services make it the ultimate working environment. These values are Responsibility, Appreciation, Transparency, Trust, and Openness. We allow these values to guide the way we conduct ourselves and our business. At BMW, we are driven by diversity, equity, and inclusion. We are proud to be an Equal Opportunity Employer and are welcoming of all individuals, regardless of race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or protected veteran status.

IT Innovation and ResearchGreenville, South Carolina21.10.2024<h3>IT Innovation & Research Engineer</h3>New solutions emerge when thinking isn't hard-wired. Networks are about more than IT Networks. They are about connecting people who make things possible. Close teamwork is key to understanding how IT can help integrate ideas into systems. We put this insight into practice, and it's part of our success.The Innovations and Research Engineer:<ul><li>Aligns and carries out defined IT innovation projects.</li><li>Engages in world-wide collaboration with leading IT companies, startups and universities on emerging technologies.</li><li>Performs Innovation Scouting in the Americas region and delivers input for the Innovation Radar containing BMW relevant digital technologies and business innovation.</li><li>Oversees the collaboration with technology companies and startups.</li><li>Steers university, research and cooperate partnerships.</li><li>Manages selected and prioritized technology evaluations and IT Innovation projects as aligned with central innovation management and business partners.</li><li>Conducts research in the field of IT and business innovation.</li><li>Develops patents and creates intellectual property for the BMW Group.</li><li>Develops tools and methodologies for the adoption of innovation technologies.</li><li>Publishes research papers on results with the objective of establishing the BMW Group as a technology leader for digital innovation.</li><li>Provides support and training of BMW associates in innovation subjects.</li><li>Focuses on AI development and aspects of AI in machine learning and quantum computing.</li><li>Understands and models VPS (Value Added Production System) Principles and concepts of Standard Work and Problem Solving.</li><li>Adheres to 5S and Safety Standards and Principles.</li><li>Performs other duties as assigned by management.</li></ul><h3>Qualifications</h3><ul><li>MS Degree in Engineering, Science, Computer Science, IT or a related field. PhD preferred.</li><li>5+ years of demonstrated success in IT.</li><li>2+ years of experience in a mid-level engineering role.</li><li>2+ years of in-depth knowledge of specified discipline (e.g. Cloud, AI, Data Science, Quantum Computing, Machine Learning, Deep Learning).</li><li>2+ years of knowledge of statistics, data analysis and forecasting.</li><li>2+ years of strong analytical thinking skills.</li><li>2+ years of knowledge of Cloud development, Industrie4.0 and integration to AI.</li><li>2+ years of knowledge of simulations of complex manufacturing systems and business processes.</li><li>2+ years of knowledge of the agile working model and methodologies.</li><li>2+ years of strong communication skills with the ability to clearly communicate complex solutions to all levels of technical audience.</li><li>2+ years of negotiation and conflict resolution skills.</li><li>2+ years of knowledge of data engineering and tools for data management, cyber security and visualization.</li><li>2+ years of strong mathematical and statistical skills.</li></ul>BMW Manufacturing is a leader in innovations and excellence. Come be a part of the extraordinary advanced manufacturing team where new technologies and ideas are constantly being discovered and implemented.BMW Manufacturing is proud to be located in Upstate, South Carolina at the foothills of the beautiful Blue Ridge Mountains, providing the perfect mix of exciting city life and the great outdoors, or simply a great environment in which to raise a family.In addition to offering a stimulating work environment and a great place to live, BMW Associates have access to an exceptional range of benefits. Our comprehensive benefits program includes:<ul><li>Medical, Dental, Prescription and Vision coverage</li><li>Paid time off</li><li>401(k) plan with company matching contribution</li><li>Retirement Income Account</li><li>Life insurance</li><li>BMW Associates Assistance Program</li><li>Medical Flexible Spending Account (FSA)</li><li>Company vehicle program</li></ul>BMW Manufacturing Company is an equal opportunity employer. It is the policy of BMW MC to provide equal employment opportunity (EEO) to all qualified persons regardless of age, race, color, religion, sex, sexual orientation, gender identity, national origin, disability or veteran status.Employment with BMW Manufacturing Co., LLC (BMW MC) is at-will and may be terminated at any time, with or without notice, at the option of BMW MC or the employee.
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<h3>Intern, Data Scientist - DSSC</h3>BMW Shared Services is posting this position on behalf of BMW Financial Services NA, LLC.BMW Financial Services NA, LLC was established in 1993, supporting the sales and marketing of BMW products. Be a part of our exciting growth by expressing an interest in our Data Scientist - DSSC position located in Columbus, OH.This is a full-time internship position for our Spring Rotation, from January 13, 2025 through May 16, 2025 in Woodcliff Lake, NJ.The Data Science Intern will work with the Governance and Data Management team on AI/Data Science and/or Innovation use cases. The intern will also attend daily/weekly standups and showcase progress and successes to business and stakeholders in the areas of AI and Generative AI.Key Responsibilities:<ul><li>Collaborate with business partners and IT departments to understand company needs and develop possible solutions</li><li>Keep up to date with latest technology trends</li><li>Communicate results and ideas to key decision makers</li><li>Have strong foundations in software development and basis of computer science</li><li>Support implementation of new statistical or other mathematical methodologies as needed for specific models or analysis</li><li>Optimize joint development efforts through appropriate database use and project design</li><li>Facilitate organization aspects of data and analytics symposium (Internal analytical community event)</li><li>Assist data scientists within the department with process and tools to build and monitor AI models</li><li>Support with software development activities</li></ul>Requirements:<ul><li>Currently enrolled in a bachelor or master’s degree program at an accredited college or university</li><li>Possess a minimum cumulative GPA of 3.0 (not just in major)</li><li>Have completed at least 30 college credit hours at time of application</li><li>Field of study: Computer Science, Information Technology, or related field</li><li>Must attach a copy of college unofficial transcript</li><li>Ability to work full-time (40 hours/week)</li><li>Prior BMW Group experience (applicable to international J1 students only)</li><li>Proficient working knowledge of Python</li><li>Proficient working knowledge of UNIX</li><li>Proficient working knowledge of Web Frameworks (HTML, CSS, React.JS, Django, etc.)</li><li>Experience with UX/UI</li></ul>Preferences:<ul><li>Knowledge of AWS/AZURE cloud</li><li>Knowledge of Full Stack Development</li></ul>Join the BMW North America team and enjoy a high-performance Total Rewards package that may include:<ul><li>Medical Insurance<ul><li>All with options for $0 Employee contribution</li></ul></li><li>Paid Time Off in addition to Company paid holidays where eligible</li><li>Hybrid work environment</li><li>Intern Vehicle Lease Program</li></ul>The hourly rate for Undergraduate students is $25.30 The hourly rate for Graduate students is $32.20The selected student's academic level will be used to determine the final pay rate. This statement is in accordance with state and local pay disclosure requirements. At BMW, we are driven by diversity, equity, and inclusion. We are proud to be an Equal Opportunity Employer and are welcoming of all individuals, regardless of race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or protected veteran status.
#J-18808-Ljbffr

BMW Financial Services NA, LLC was established in 1993, supporting the sales and marketing of BMW products. Subsequently, we have expanded beyond the leasing, retail and commercial financing of a traditional captive-finance company offering a broad variety of products tailored for the BMW, MINI and Rolls-Royce customer. Be a part of our exciting growth by expressing an interest in our Intern, Bank Data Scientist position located in Salt Lake City, UT. This is a full-time internship position for our Spring Rotation, from January 13, 2025 through May 16, 2025 in Salt Lake City, UT. The Data Scientist Intern will be working with the Risk and Credit Departments on supporting data and analytics for the Bank, assisting Data Scientists in model development, and owning an analytics solo project to oversee as defined by the Bank. Key Responsibilities: Utilizing analytical, statistical, and programming skills to perform data discovery against structured and unstructured data to identify new opportunities Build predictive, prescriptive models utilizing machine learning algorithms to solve complex problems Solve business problems as identified by various business units at the Bank Assist in delivering insight from data that is actionable and will drive revenue growth, cost reduction, risk exposure optimization, and/or meet new regulatory requirements Asist in developing and maintaining Bank financial models Provide new insight into current trends in AI to include machine learning and large language models Requirements: Currently enrolled in a bachelor or master's degree program at an accredited college or university Possess a minimum cumulative GPA of 3.0 (not just in major) Have completed at least 30 college credit hours at time of application Field of study: Computer Science, Mathematics, Statistics, Business Analytics Must attach a copy of college unofficial transcript Ability to work full-time (36.25 hours/week) Prior BMW Group experience (applicable to international J1 students only) SQL, Python, and experience with reporting tools (Excel, Tableau, Qlik, etc.) Data programming skills and experience Preferences: Statistical understanding of modeling Financial background Join the BMW North America team and enjoy a high-performance Total Rewards package that may include: Medical Insurance All with options for $0 Employee contribution Paid Time Off in addition to Company paid holidays where eligible Hybrid work environment Intern Vehicle Lease Program The hourly rate for Undergraduate students is $26 The hourly rate for Graduate students is $32 The selected student's academic level will be used to determine the final pay rate. This statement is in accordance with state and local pay disclosure requirements. Even more so than the generous compensation and benefits, the culture and values of Shared Services make it the ultimate working environment. These values are Responsibility, Appreciation, Transparency, Trust, and Openness. We allow these values to guide the way we conduct ourselves and our business. At BMW, we are driven by diversity, equity, and inclusion. We are proud to be an Equal Opportunity Employer and are welcoming of all individuals, regardless of race, color, religion, sex, sexual orientation, gender identity, national origin, disability, or protected veteran status.

A good student experience is never hands-off. We are dedicated to fostering a dynamic learning environment where students actively engage in practical experiences throughout their time with us. From the beginning, students are entrusted with specific responsibilities, ensuring they play a significant role in their learning journey. As valued team members, students are also encouraged to share and implement their own ideas, enhancing both their personal growth and the collective success of the team.

Description

This position will work with Data Scientists and Data Engineers for the production implementation of multiple use cases for our Big Data Cluster on-prem as well as our Big Data cloud solution.

The qualified intern should expect to contribute & improve in the following functions:

Support the creation and maintenance of data pipeline architecture.
Assist in the assembly of large complex data sets that meet functional business requirements.
Identify, design, and implement internal process improvements: automating manual processes, optimizing data deliver, re-designing infrastructure for greater scalability, etc.
Build the infrastructure required for optimal extraction, transformation, and loading of data from a wide variety of data sources using SQL and AWS 'big data' technologies.
Build analytics tools that utilize the data pipeline to provide actionable insights into customer acquisition, operational efficiency and other key business performance metrics.
Keep our data separate and secure across different business organizations.
Work with data and analytics experts to strive for greater functionality in our data systems.
Communicate with other team members and customers with tools such as Outlook, skype, and teams.
Update and track tasks with tools such as jira and confluence.
Migration from On-Prem to Cloud Data Hub: The migration to Cloud is planned for Q2 2020. This involves, data ingestion into cloud using teraform scripts, glue catalog, glue jobs, depersonalization APIs and creating views in cloud for end user consumption.
HR Use Cases: Several data assets are reqired to be ingested into cloud, the data transformation activities are required to prep the data for reporting. The reports must be integrated with the Cloud Data Hub.
6C - This project requires 86 tables to be ingested from DB2 to Cloud Data Hub. The data flattening scripts will transform the data and will create views for dashboards. The reports must be integrated with the Cloud Data Hub.
Qualifications      Pursuing a degree in Computer Science, Data analytics, or similar.
Experience with Python.
Experience with Spark.
Possess a minimum cumulative GPA of 3.0 (not just in major).
Have enrolled student status at an accredited four-year college or university in the United States.
Completed at least 30 credit hours at time of application.
Ability to work full-time on-site (40 hours / week).
Must Commit to three co-op rotations as an enrolled student.
Transfer students must have a GPA from current university.
MUST ATTACH A COPY OF UNOFFICIAL TRANSCRIPT.
Complete and pass a substance abuse test before the work term.
THE WORK TERM DATES ARE (January 13th - May 16th).

BMW Manufacturing Company is an equal opportunity employer. It is the policy of BMW MC to provide equal employment opportunity (EEO) to all qualified persons regardless of age, race, color, religion, sex, sexual orientation, gender identity, national origin, disability or veteran status.

Employment with BMW Manufacturing, Co., LLC (BMW MC) is at-will and may be terminated at any time, with or without notice, at the option of BMW MC or the employees.

Bmw Group Interview Questions

Bmw Group Interview Guides

Bmw Group Interview Questions

Bmw Group Salaries by Position

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