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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?

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?

Autonation Salaries by Position

AutoNation is one of the largest automotive retailers in the United States, offering innovative products, exceptional services, and comprehensive solutions, empowering our customers to make the best decisions for their needs. With a network of dealerships nationwide strengthened by a recognized brand, we offer a wide variety of new and used vehicles, customer financing, parts, and provide expert maintenance and repair services. Through DRV PNK, we have raised over $40 million for cancer-related causes, demonstrating our commitment to making a positive difference in the lives of our Associates, Customers, and the communities we serve. So what do you say? Are you ready to be part of something big? AutoNation is looking for a Product Manager of Aftersales Analytics to lead the development of analytics solutions that deliver high impacts on financial and strategic business outcomes. This role will report into the CFO Aftersales organization and partner with technical and business leaders across the company. The ideal candidate will have a mix of high business acumen, broad technical expertise, and stakeholder management skills. The candidate will actively manage the trade-offs between speed and scalability to ensure maximum stakeholder satisfaction. Job Responsibilities: <ul><li>Develop executive-facing reports, dashboards, and metrics that provide clarity into all things aftersales by explaining the why beyond the what. </li><li>Partner with business stakeholders to create analytics solutions that drive and measure performance. </li><li>Create dimension tables that segment large datasets and facilitate drill-down analysis. </li><li>Perform analyses and recommendations through basic statistical analyses, experiment design, and techniques such as propensity score matching. </li><li>Partner with IT engineers to build scalable solutions such as enterprise reporting and master data management structures. </li><li>Establish a high performance, data-driven culture where speed matters. </li></ul> Qualifications: <ul> <li>Bachelors in Business, Computer Science, Mathematics or similar, quantitative field or equivalent experience </li><li>Strong bias for creating deliverables that drive business outcomes </li><li>Strong understanding of statistics </li><li>Strong understanding of UX design </li><li>Expert knowledge of SQL </li><li>Experience developing reports and dashboards with visualization tools such as PowerBI </li><li>Ability to communicate to both non-technical and technical audiences </li><li>Experience working with data in cloud environments such as Snowflake is a plus </li><li>Experience with other languages such as Python is a plus </li><li>Aftersales and automotive experience is a plus </li></ul> <h5>Exciting Benefits and Perks Await You: </h5><ul> <li>Competitive compensation and 401k matching </li> <li>Enjoy a healthy work-life balance with insurance plans (health, dental, vision) and maternity benefits </li> <li>Exclusive RX Pet program offering discounts on medications </li> <li>Associate purchase and discount programs for new and pre-owned vehicles, services, parts, collision, accessories, and AutoGear </li> <li>Access amazing deals and discounts through YouDecide, a website with offers from top providers and retailers </li> <li>Join our DRVPNK mission to raise and donate millions of dollars to cancer research and treatment, partnering with cancer charities nationwide </li> </ul>AutoNation is committed to creating a diverse, equitable, and inclusive environment in our workplace and the services we provide. We welcome candidates from all backgrounds who are passionate about making a positive impact. Even if you do not meet every requirement, we encourage you to apply. Join our team and help us foster a culture of belonging while contributing to our revolutionary work in the automotive industry. We value innovation, teamwork, and a commitment to making a positive impact in the world.

Autonation Interview Questions

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Autonation Interview Questions

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