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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

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?

1-800-flowers Salaries by Position

Senior Product Manager, Activation Position Overview:The Senior Product Manager, Activation will play a pivotal enterprise role in enhancing the customer journey and core shopping journey. You will be responsible for identifying and implementing strategies that drive user engagement, improve conversion rates, and ultimately evolve our core journey into reusable and scalable platform. This position requires a deep understanding of customer behavior, strong analytical skills, and a passion for creating seamless online experiences, focusing on the future of gifting. Key Responsibilities: Funnel Activation Strategy:<ul><li>Develop and execute a comprehensive strategy to optimize the activation experience, focusing on user engagement, product discovery, and conversion.</li><li>Identify key metrics for success, such as engagement rates, cart abandonment rates, and conversion rates, and set benchmarks to measure progress.</li></ul>User Experience Enhancement:<ul><li>Collaborate with UX/UI teams to design and implement intuitive interfaces that guide users seamlessly through the activation phase.</li><li>Conduct A/B testing and user research to gather insights, ensuring that features meet customer needs and drive engagement.</li></ul>Data-Driven Decision Making:<ul><li>Analyze customer behavior data to identify trends and pain points within the activation journey.</li><li>Utilize analytics tools to inform product decisions, prioritize features, and refine strategies based on data insights.</li></ul>Cross-Functional Collaboration:<ul><li>Work closely with product, engineering, marketing, and customer service teams to ensure alignment and successful execution of activation initiatives.</li><li>Foster strong communication across departments to share insights and strategies that improve the overall customer journey.</li></ul>Market Research and Competitive Analysis:<ul><li>Stay informed about industry trends, competitor strategies, and emerging technologies that could impact the activation and overall site experience.</li><li>Leverage market insights to innovate and enhance our offerings, maintaining a competitive edge in the e-commerce landscape.</li></ul>Mentorship and Leadership:<ul><li>Lead and mentor a team of product managers and analysts, fostering a culture of collaboration, creativity, and data-driven decision-making.</li><li>Champion a customer-centric mindset throughout the organization, encouraging teams to prioritize user experience in all product initiatives.</li></ul> Need to have: <ul><li>Spectacular critical thinking, problem solving and analytical skills.</li><li>5+ years of product management experience, particularly in e-commerce or digital services, with a focus on funnel activation and activation optimization.</li><li>Deep care for users with high degree of intellectual curiosity</li><li>Successful features you’ve shipped within past companies and thoughtful analysis of what worked and why</li><li>High level of ownership, and drive to quickly understand the product area, turn around an MVP and several iterations</li><li>Experience building 0-1 products, reusing and scaling them</li><li>Experience leading product team</li><li>Product experience in eCommerce/Marketplace/Retail</li></ul> The expected salary for this position is $130,000 - $150,000. The actual compensation will be determined by experience and other factors permitted by the law. California residents – please see our <a>California Privacy Rights Notice for Job Applicants</a>

Senior Product Manager, Activation Position Overview: The Senior Product Manager, Activation will play a pivotal enterprise role in enhancing the customer journey and core shopping journey. You will be responsible for identifying and implementing strategies that drive user engagement, improve conversion rates, and ultimately evolve our core journey into reusable and scalable platform. This position requires a deep understanding of customer behavior, strong analytical skills, and a passion for creating seamless online experiences, focusing on the future of gifting. Key Responsibilities: Funnel Activation Strategy: <ul> <li>Develop and execute a comprehensive strategy to optimize the activation experience, focusing on user engagement, product discovery, and conversion. </li><li>Identify key metrics for success, such as engagement rates, cart abandonment rates, and conversion rates, and set benchmarks to measure progress. </li></ul> User Experience Enhancement: <ul> <li>Collaborate with UX/UI teams to design and implement intuitive interfaces that guide users seamlessly through the activation phase. </li><li>Conduct A/B testing and user research to gather insights, ensuring that features meet customer needs and drive engagement. </li></ul> Data-Driven Decision Making: <ul> <li>Analyze customer behavior data to identify trends and pain points within the activation journey. </li><li>Utilize analytics tools to inform product decisions, prioritize features, and refine strategies based on data insights. </li></ul> Cross-Functional Collaboration: <ul> <li>Work closely with product, engineering, marketing, and customer service teams to ensure alignment and successful execution of activation initiatives. </li><li>Foster strong communication across departments to share insights and strategies that improve the overall customer journey. </li></ul> Market Research and Competitive Analysis: <ul> <li>Stay informed about industry trends, competitor strategies, and emerging technologies that could impact the activation and overall site experience. </li><li>Leverage market insights to innovate and enhance our offerings, maintaining a competitive edge in the e-commerce landscape. </li></ul> Mentorship and Leadership: <ul> <li>Lead and mentor a team of product managers and analysts, fostering a culture of collaboration, creativity, and data-driven decision-making. </li><li>Champion a customer-centric mindset throughout the organization, encouraging teams to prioritize user experience in all product initiatives. </li></ul> Need to have: <ul> <li>Spectacular critical thinking, problem solving and analytical skills. </li><li>5+ years of product management experience, particularly in e-commerce or digital services, with a focus on funnel activation and activation optimization. </li><li>Deep care for users with high degree of intellectual curiosity </li><li>Successful features youve shipped within past companies and thoughtful analysis of what worked and why </li><li>High level of ownership, and drive to quickly understand the product area, turn around an MVP and several iterations </li><li>Experience building 0-1 products, reusing and scaling them </li><li>Experience leading product team </li><li>Product experience in eCommerce/Marketplace/Retail </li></ul> The expected salary for this position is $130,000 - $150,000. The actual compensation will be determined by experience and other factors permitted by the law. California residents please see our California Privacy Rights Notice for Job Applicants

The Senior Product Manager, Activation will play a pivotal enterprise role in enhancing the customer journey and core shopping journey. You will be responsible for identifying and implementing strategies that drive user engagement, improve conversion rates, and ultimately evolve our core journey into reusable and scalable platform. This position requires a deep understanding of customer behavior, strong analytical skills, and a passion for creating seamless online experiences, focusing on the future of gifting.

Key Responsibilities:

Funnel Activation Strategy:

Develop and execute a comprehensive strategy to optimize the activation experience, focusing on user engagement, product discovery, and conversion.

Identify key metrics for success, such as engagement rates, cart abandonment rates, and conversion rates, and set benchmarks to measure progress.

User Experience Enhancement:

Collaborate with UX/UI teams to design and implement intuitive interfaces that guide users seamlessly through the activation phase.

Conduct A/B testing and user research to gather insights, ensuring that features meet customer needs and drive engagement.

Data-Driven Decision Making:

Analyze customer behavior data to identify trends and pain points within the activation journey.

Utilize analytics tools to inform product decisions, prioritize features, and refine strategies based on data insights.

Cross-Functional Collaboration:

Work closely with product, engineering, marketing, and customer service teams to ensure alignment and successful execution of activation initiatives.

Foster strong communication across departments to share insights and strategies that improve the overall customer journey.

Market Research and Competitive Analysis:

Stay informed about industry trends, competitor strategies, and emerging technologies that could impact the activation and overall site experience.

Leverage market insights to innovate and enhance our offerings, maintaining a competitive edge in the e-commerce landscape.

Mentorship and Leadership:

Lead and mentor a team of product managers and analysts, fostering a culture of collaboration, creativity, and data-driven decision-making.

Champion a customer-centric mindset throughout the organization, encouraging teams to prioritize user experience in all product initiatives.

The expected salary range for this position is $130,000- $150,000. The actual compensation will be determined by experience and other factors permitted by the law.

Requirements:

5+ years of product management experience, particularly in e-commerce or digital services, with a focus on funnel activation and activation optimization.

Experience building 0-1 products, reusing and scaling them.

Experience leading product teams.

Product experience in eCommerce/Marketplace/Retail.

Spectacular critical thinking, problem solving and analytical skills.

Deep care for users with a high degree of intellectual curiosity.

Successful features you've shipped within past companies and thoughtful analysis of what worked and why.

High level of ownership, and drive to quickly understand the product area, turn around an MVP and several iterations.

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