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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?

Statistics

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

<div><h2>Business Analyst / Project Manager</h2>As a Business Analyst / Project Manager, you will play a crucial role in analyzing business processes, managing projects, and developing reports to support data-driven decision-making. Your responsibilities will include:<ul><li>Project Management: Lead and manage projects from initiation to completion, ensuring timely delivery and adherence to budget and scope.</li></ul></div>

<div><h2>Production Data Analyst</h2>The Production Data Analyst is responsible for analyzing and coordinating production schedules to ensure smooth and efficient manufacturing operations. This role involves forecasting demand, optimizing resource allocation, and collaborating across departments to meet production goals while minimizing costs and delays.Responsibilities & Duties<ul><li>Analyze production specifications and plant capacity to determine optimal manufacturing processes.</li><li>Develop and maintain production schedules based on lead times, inventory levels, and customer demand.</li><li>Coordinate with procurement, logistics, and operations teams to ensure timely availability of materials.</li><li>Monitor production progress and adjust schedules to address bottlenecks or delays.</li><li>Prepare detailed reports on production performance, efficiency, and cost analysis.</li><li>Identify and resolve operational issues that could impact production timelines including sold versus actual hours and direct versus indirect time.</li><li>Forecast production costs and conduct cost-benefit analyses for proposed changes.</li><li>Ensure compliance with safety and quality standards throughout the production process.</li><li>All other duties assigned.</li></ul>Other Responsibilities<ul><li>To ensure Kelvion's Standard of Excellence, which includes quality, is incorporated into every product we produce.</li><li>Follow all company policies and procedures, including but not limited to Global Code of Business Principles, Code of Ethics and Business Conduct, Vision and Values, Operational Framework</li></ul>Requirements (Knowledge, Skills & Abilities)<ul><li>Strong analytical and problem-solving skills.</li><li>Proficiency in production planning software (e.g., SAP, Oracle, Excel).</li><li>Proficiency in Business Intelligence presentation platforms i.e. PowerBI</li><li>Excellent communication and collaboration abilities.</li><li>Experience in manufacturing or supply chain environments preferred.</li><li>Ability to manage multiple priorities in a fast-paced setting.</li></ul>Education and Experience (Required Levels)<ul><li>Bachelor's degree in Industrial Engineering, Supply Chain Management, Business Analytics, or related field.</li><li>2-3 years data analytics experience</li><li>2-3 years in a manufacturing, distribution, or logistics position</li></ul>Physical RequirementsThe physical demands described here are representative of those that must be met by an employee to successfully perform the essential functions of this job. Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions.While performing the duties of this job, the employee is frequently required to stand; reach with hands, arms, and shoulders. The employee is occasionally required to walk; sit; climb or balance; stoop, kneel, crouch, or crawl; and talk and hear. The employee occasionally will be required hand lift and/or move objects up to 50 pounds.Work EnvironmentThe work environment characteristics described here are representative of those an employee encounters while performing the essential functions of this job. Reasonable accommodations may be made to enable individuals with disabilities to perform the essential functions.Nesco Resource offers a comprehensive benefits package for our associates, which includes a MEC (Minimum Essential Coverage) plan that encompasses Medical, Vision, Dental, 401K, and EAP (Employee Assistance Program) services. Nesco Resource provides equal employment opportunities to all employees and applicants for employment and prohibits discrimination and harassment of any type without regard to race, color, religion, age, sex, national origin, disability status, genetics, protected veteran status, sexual orientation, gender identity or expression, or any other characteristic protected by federal, state, or local laws.</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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