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Let’s say we have a table with an <code>id</code> and <code>name</code> fields. The table holds over 100 million rows and we want to sample a random row in the table without throttling the database.

Write a query to randomly sample a row from this table.

Input:

<code>big_table</code> table

<table>
<thead>
<tr>
<th>Columns</th>
<th>Type</th>
</tr>
</thead>

<tbody>
<tr>
<td><code>id</code></td>
<td>INTEGER</td>
</tr>

<tr>
<td><code>name</code></td>
<td>VARCHAR</td>
</tr>
</tbody>
</table>

Write a query to randomly sample a row from a big table.

Random SQL Sample

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

Let’s say you work for a social media company that has just done a launch in a new city. Looking at weekly metrics, you see a slow decrease in the average number of comments per user from January to March in this city.

The company has been consistently growing new users in the city from January to March.

What are some reasons why the average number of comments per user would be decreasing and what metrics would you look into?

What metric could be used to measure if active users are still engaging on the platform despite an overall decrease in the average number of comments per user?

What metric could be used to measure if active users are still engaging on the platform despite an overall decrease in the average number of comments per user?

Decreasing Comments

How would you investigate a decline in the average number of comments per user?

Autonation Salaries by Position

<div>
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.
So what do you say? Are you ready to be part of something big?
What you’ll be doing:
<ul>
<li>Product Strategy: Develop and execute a product strategy that aligns with the product vision, north star and business objectives. Assess customer needs, market trends and competitive landscape to identify new product opportunities and drive innovation.</li>
<li>Customer Focus: Champion a customer-centric approach. Develop a deep understanding of customer needs, pain points, and use cases through customer interviews, market research and data analysis. Use customer insights to drive product innovation and deliver solutions that surprise and delight.</li>
<li>Product Lifecycle Management: Own entire product lifecycle from concept to launch and beyond. Help define product requirements, create detailed specifications, and drive execution. Monitor product performance and user feedback to iterate and enhance product offerings over time.</li>
<li>Stakeholder Engagement: Serve as a liaison between product management, executive leadership, and other functional areas of the organization. Communicate product vision, strategy, and roadmap updates to internal stakeholders, ensuring alignment and buy-in across the organization.</li>
<li>Market Intelligence: Monitor industry trends, emerging technologies, and competitive developments. Use market intelligence to inform decision-making, identify growth opportunities, and mitigate potential risks.</li>
</ul>
What you bring to the table:
<ul>
<li>7+ years of experience in product management roles, with a proven track record of driving successful product initiatives.</li>
<li>Ability to take an ambiguous problem, create a product strategy, an accompanying product roadmap, prioritize features and deliver against it.</li>
<li>A strong portfolio of shipped products that blend an unambiguous focus on customer needs with operational realities and platform capabilities.</li>
<li>Demonstrated success using a combination of quantitative and qualitative data to identify highest-impact opportunities.</li>
<li>Exceptional interpersonal skills; adept at engaging individuals across all levels professionally and at all altitudes.</li>
<li>Compelling communication skills – success as a storyteller with strong written, verbal and presentation skills.</li>
<li>Executive presence, with abilities to influence and build trust with executive stakeholders/sponsors.</li>
<li>Experience using human-centered design as a product framework.</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.
The expected annual salary for this role is between $118,795.00 - $207,920.00, dependent upon each candidate’s unique experience and qualifications.
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