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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 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?

Magnit Salaries by Position

Position: Software Engineer II Only W2 Candidates (USC or Green Card) Position Details:<ul><li>Location: Durham North Carolina Area.</li><li>Education: BS in Software Engineering or related technical degree.</li><li>Minimum Experience: 2-5 years.</li><li>Work Schedule: Typical 40 hours per week - May require working weekends/holidays or longer days to support projects.</li><li>Travel Requirements: 0-25% depending on the project.</li></ul> Purpose of the Position:<ul><li>Develop high-quality software systems for measurement, inspection, gauging, data collection, machine vision, image processing, machine learning and reporting systems in support of a variety of Corning divisions.</li></ul> Day to Day Responsibilities:<ul><li>Design, develop and debug high-quality software systems supporting early stage and mature, high-volume manufacturing activities.</li><li>Interface sensors, motion, lighting, cameras and implement advanced logic operating on the data from them.</li><li>Resolve problems with software and manage improvements and enhancements.</li><li>Execute Software Development practices to ensure fast and efficient project completion.</li></ul> Required Education and Experience:<ul><li>Bachelor's in Computer Science, Computer Engineering, Electrical or Electronic Engineering or a related field; candidates with a Master's degree or higher are encouraged to apply.</li><li>2-5 years’ experience in development technical, multi-discipline engineering team</li><li>Object Oriented software analysis and design</li><li>A mix of C#, VB.Net, Python, C++, Java, MATLAB, Web Services, Micro Services</li><li>Familiarity with Version Control, e.g.: Git/GitLab/SubVersion/Visual SourceSafe</li><li>Understanding of Software Development Life Cycle processes & tools.</li><li>Strong problem-solving, test and QA skills.</li></ul> Desired Skills:<ul><li>Experience with relational databases and data analysis.</li><li>Experience in design, development, and maintenance of enterprise applications</li><li>Technical experience with inter-process communications tools and techniques</li><li>Basic understanding of control systems</li></ul> Soft Skills:<ul><li>Excellent communication skills (verbal and written)</li><li>Capability to create and present material to various levels of the organization.</li><li>High degree of Commitment/Initiative/Results-Orientation</li><li>Disciplined, Rigorous and Customer-Focused</li></ul> Pay Transparency:<ul><li>This is the pay range that Magnit reasonably expects to pay someone for this position is $36.43/hour - $48.57/hour.</li><li>Benefits: Medical, Dental, Vision, 401K (provided minimum eligibility hours are met).</li></ul>

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