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Sidecar Health Interview Questions

A/B Testing

Algorithms

Analytics

Machine Learning

Probability

Product Metrics

Python

Statistics

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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?

In an A/B test, how can you check if assignment to the various buckets was truly random?

In an A/B test, which of the following is a common method to determine if the assignment to the test groups was truly random?

In an A/B test, which of the following is a common method to determine if the assignment to the test groups was truly random?

Random Bucketing

A/B Testing & Experimentation

<h3>Job Description</h3><div>Job Description<div>Sidecar Health is redefining health insurance. Our mission is to make excellent healthcare affordable and attainable for everyone. We know that to accomplish this lofty mission, we need driven people who will make things happen.The passionate people who make up Sidecar Health's team come from all over, with backgrounds as tech leaders, policy makers, healthcare professionals, and beyond. And they all have one thing in common—the desire to fix a broken system and make it more personalized, affordable, and transparent.If you want to use your talents to transform healthcare in the United States, come join us!About the RoleWith proven product-market fit, we are on a mission to scale and automate our claims processes and improve the member experience. Multiple sub-systems need to be automated and integrated with high accuracy and auditability through automation workflow, decision-making, tracking, and human-in-the-loop processes where necessary. We are seeking an experienced and strategic Senior Product Manager with a strong background in AI technologies to work with senior technologists to co-create product strategy, define solutions, and execute large-scale, multi-phase initiatives that enable us to process claims at scale. This role is a critical partner that will help us execute today and plan for the future.What You'll Do <ul><li>Design AI-powered systems and user experiences that help members find cost-effective, high-quality care across various healthcare types and locations</li><li>Map and understand different member healthcare journeys, supporting them through customization and personalization</li><li>Identify and leverage data relationships to provide seamless, relevant information to members</li><li>Analyze user behavior and site usage data to optimize performance and prioritize projects</li><li>Partner with cross-functional teams to scope projects, define iterative releases, and execute complex initiatives from ideation through launch</li><li>Lead a cross-functional pod of engineers and product designers to deliver roadmap-aligned features</li><li>Contribute to process improvements, documentation, and overall operational efficiency within the product team</li><li>Ensure our systems stay up to date and compliant with evolving insurance regulations</li></ul>What You'll Bring <ul><li>5+ years of experience in product management building delightful consumer products</li><li>Bachelor's or Master's degree in Computer Science, Information Systems, Business Administration, or a related field</li><li>Expertise in designing and building intuitive user experiences, with a strong sense of design and usability</li><li>Experience building effective and trustworthy generative AI products and understanding how this changes the development process</li><li>Use of AI tools to explore ideas and accelerate the design and requirements process</li><li>Deep understanding of Agile development methodology and experience leading cross-functional teams</li><li>Strong analytical, troubleshooting, and problem-solving skills</li><li>Proficiency in SQL for independent data analysis and investigation</li><li>Ability to break complex problems into iterative releases for faster value delivery</li><li>Skilled at translating technical requirements for a non-technical business audience</li><li>Exceptional communication and leadership abilities, with a talent for structuring ambiguity and influencing stakeholders</li><li>Experience in a fast-paced, growth-stage startup environment preferred; healthcare or insurance industry experience is a plus</li></ul>What You'll Get <ul><li>Competitive salary, bonus opportunity, and equity package </li><li>Comprehensive Medical, Dental, and Vision benefits</li><li>A 401k retirement plan</li><li>Paid vacation and company holidays</li><li>Opportunity to make an impact at a rapidly growing mission-driven company transforming healthcare in the U.S. </li></ul>Sidecar Health adopts a market-based approach to compensation, where base pay varies depending on location and is further influenced by job-related skills and experience. The current expected salary range for this position is $155,000 - $170,000. <div>Sidecar Health is an Equal Opportunity employer committed to building a diverse team. We do not discriminate on the basis of race, religion, color, national origin, gender, sexual orientation, age, marital status, veteran status or disability status.</div></div></div>

Question	Topic	Difficulty	Ask Chance
Boarding Times Bias	Statistics	Medium	Very High
Hundreds of Hypotheses	Statistics	Medium	Very High
Random Bucketing	A/B Testing & Experimentation	Medium	Very High

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