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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 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

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?

Figma Salaries by Position

Figma is growing our team of passionate people on a mission to make design accessible to all. Born on the Web, Figma helps entire product teams brainstorm, design and build better products - from start to finish. Whether it's consolidating tools, simplifying workflows, or collaborating across teams and time zones, Figma makes the design process faster, more efficient, and fun while keeping everyone on the same page. From great products to long-lasting companies, we believe that nothing great is made alone - come make with us!
We're looking for an experienced Product Manager to lead the development of an exciting new product currently in incubation. This is a unique opportunity to shape an innovative solution from the ground up!
This is a full-time role that can be held from one of our US hubs or remotely in the United States.
What you'll do at Figma: Guide the vision, strategy and execution of a new Figma product
Lead the product development lifecycle from ideation to launch, ensuring alignment with company goals and user needs
Collaborate with cross-functional teams to define and implement the product roadmap
Conduct market research and competitive analysis to inform product strategy and positioning
Build the product roadmap, define requirements and prioritize features based on user feedback and business objectives
Find opportunities to leverage new technologies, like LLMs, to build innovative workflows that solve real problems for the design community
We'd love to hear from you if you have: 4+ years of experience as a full-time Product Manager
Experience working with designers or other creative professionals as a customer base, or experience working on community-oriented products
Experience shipping high-quality software products that made a difference for your customers
Experience performing customer research to better understand your customers and uncover their true needs
At Figma, one of our values is Grow as you go. We believe in hiring smart, curious people who are excited to learn and develop their skills. If you're excited about this role but your past experience doesn't align perfectly with the points outlined in the job description, we encourage you to apply anyways. You may be just the right candidate for this or other roles.
Pay Transparency Disclosure If based in Figma's San Francisco or New York hub offices, this role has the annual base salary range stated below.
Job level and actual compensation will be decided based on factors including, but not limited to, individual qualifications objectively assessed during the interview process (including skills and prior relevant experience, potential impact, and scope of role), market demands, and specific work location. The listed range is a guideline, and the range for this role may be modified. For roles that are available to be filled remotely, the pay range is localized according to employee work location by a factor of between 80% and 100% of range. Please discuss your specific work location with your recruiter for more information.
Figma offers equity to employees, as well a competitive package of additional benefits, including health, dental & vision, retirement with company contribution, parental leave & reproductive or family planning support, mental health & wellness benefits, generous PTO, company recharge days, a learning & development stipend, a work from home stipend, and cell phone reimbursement. Figma also offers sales incentive pay for most sales roles. Figma's compensation and benefits are subject to change and may be modified in the future. You may view our Pay Transparency Policy by clicking on the corresponding link.
Annual Base Salary Range (SF/NY Hub): $149,000 — $308,000 USD At Figma we celebrate and support our differences. We know employing a team rich in diverse thoughts, experiences, and opinions allows our employees, our product and our community to flourish. Figma is an equal opportunity workplace - we are dedicated to equal employment opportunities regardless of race, color, ancestry, religion, sex, national origin, sexual orientation, age, citizenship, marital status, disability, gender identity/expression, veteran status, or any other characteristic protected by law. We also consider qualified applicants regardless of criminal histories, consistent with legal requirements.
We will work to ensure individuals with disabilities are provided reasonable accommodation to apply for a role, participate in the interview process, perform essential job functions, and receive other benefits and privileges of employment. If you require accommodation, please reach out to accommodations-ext@figma.com. These modifications enable an individual with a disability to have an equal opportunity not only to get a job, but successfully perform their job tasks to the same extent as people without disabilities.
Examples of accommodations include but are not limited to:
Holding interviews in an accessible location
Enabling closed captioning on video conferencing
Ensuring all written communication be compatible with screen readers
Changing the mode or format of interviews
By applying for this job, the candidate acknowledges and agrees that any personal data contained in their application or supporting materials will be processed in accordance with the applicable candidate section of Figma's Privacy Policy.

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Figma is growing our team of passionate people on a mission to make design accessible to all. Born on the Web, Figma helps entire product teams brainstorm, design and build better products - from start to finish. Whether it's consolidating tools, simplifying workflows, or collaborating across teams and time zones, Figma makes the design process faster, more efficient, and fun while keeping everyone on the same page. From great products to long-lasting companies, we believe that nothing great is made alone-comemake with us! The Data Science team at Figma partners directly with our product and engineering teams to uncover insights, influence decision making, and apply a data lens to business problems critical to Figma's growth. Our work is diverse and evolving. As an intern on our team, you will have an opportunity to apply your skills on technical challenges that will have a real impact on our business and product. We seek data scientists with strong coding and statistics fundamentals and who are excellent communicators among technical and non-technical audiences. What you'll do at Figma: Collaborate with cross-functional teams including Product, Engineering, Research, Design, Sales, and Marketing to turn business questions into data problems Evaluate experiments to measure the impact of product changes Define and surface metrics to guide decision making Build models to understand user behavior and predict growth Some projects you could work on: Evaluation of different online experimentation methodologies and how they may improve velocity and accuracy of A/B tests at Figma Investigating user behaviors and running experiments to drive improvements on a brand new product offering Recommend opportunities for growth and optimization of our core product through researching KPIs and/or areas of the business funnel We'd love to hear from you if you have: A strong baseline in statistics, Computer Science, Mathematics, Economics or other quantitative field Proficiency with basic SQL Experience with R, Python, or similar scripting language Firm knowledge around statistical methods and models A self-starting approach along with strong communication and collaboration skills Research experience in the natural sciences, social sciences, or behavioral sciences Experience working with creative tools At Figma, one of our values is Grow as you go. We believe in hiring smart, curious people who are excited to learn and develop their skills. If you're excited about this role but your past experience doesn't align perfectly with the points outlined in the job description, we encourage you to apply anyways. You may be just the right candidate for this or other roles. Read more about our team Inside Figma: my time as a new grad Inside Figma: a Q&A with our 2021 interns and new grads Investing in Figma: The Decade of Design How work is changing at Figma Figma's next product is a multiplayer whiteboard called FigJam Software Design Startup Figma Is Now Worth $10 Billion #LI-HYBRID #LI-HO1 Pay Transparency Disclosure This internship role is based in either Figma's San Francisco or New York hub offices, and has the hourly base pay rate stated below. Figma also offers interns a housing stipend and travel reimbursement. Figma's compensation and benefits are subject to change and may be modified in the future. You may view our Pay Transparency Policy by clicking on the corresponding link. Internship $44.71 $44.71 USD We will work to ensure individuals with disabilities are provided reasonable accommodation to apply for a role, participate in the interview process, perform essential job functions, and receive other benefits and privileges of employment. If you require accommodation, please reach out to accommodations-ext@figma.com. These modifications enable an individual with a disability to have an equal opportunity not only to get a job, but successfully perform their job tasks to the same extent as people without disabilities. Examples of accommodations include but are not limited to: Holding interviews in an accessible location Enabling closed captioning on video conferencing Ensuring all written communication be compatible with screen readers Changing the mode or format of interviews By applying for this job, the candidate acknowledges and agrees that any personal data contained in their application or supporting materials will be processed in accordance with the applicable candidate section of Figma's Privacy Policy. At Figma we celebrate and support our differences. We know employing a team rich in diverse thoughts, experiences, and opinions allows our employees, our product and our community to flourish. Figma is an equal opportunity workplace - we are dedicated to equal employment opportunities regardless of race, color, ancestry, religion, sex, national origin, sexual orientation, age, citizenship, marital status, disability, gender identity/expression, veteran status, or any other characteristic protected by law. We also consider qualified applicants regardless of criminal histories, consistent with legal requirements. Minimum Salary: 31200.00 Maximum Salary: 31200.00 Salary Unit: Yearly

Figma Interview Questions

Figma Interview Guides

Figma Interview Questions

Figma Salaries by Position

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