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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

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

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?

Kion group Salaries by Position

Dematic is seeking a versatile Engineering Analyst to enhance our global solution costing capabilities. In this role, you will support Product Development and Management in translating complex machinery costs into simplified statistical models to facilitate efficient and accurate estimating. Collaborating with a global team across various functions, you will play a critical role in leveraging data to improve data integrity and reliability. Join us at Dematic to help shape the future of data-driven decision-making in our organization. What we offer: What We Offer: <ul> <li>Career Development </li><li>Competitive Compensation and Benefits </li><li>Pay Transparency </li><li>Global Opportunities </li> </ul>Learn More Here: https://www.dematic.com/en-us/about/careers/what-we-offer Dematic 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. This policy applies to all terms and conditions of employment, including recruiting, hiring, placement, promotion, termination, layoff, recall, transfer, leaves of absence, compensation and training. The base pay range for this role is estimated to be $67,125-$98,450 at the time of posting. Final compensation will be determined by various factors such as work location, education, experience, knowledge, and skills. Tasks and Qualifications: This is What You Will do in This Role: <ul><li>Use statistical techniques to model cost for complex machinery </li><li>Use company resources to investigate and understand products and how configurations affect cost and services </li><li>Work independently and within a team to develop and implement databases, data collection systems, data analytics and other strategies that optimize statistical efficiency and quality </li><li>Act as Point-of-Contact for Product management/Product specialists to implement and maintain unit cost and service calculations in Maestro </li><li>Use graphs, infographics and other methods to visualize data </li><li>Locate and define new process improvement opportunities </li><li>Work with management to prioritize business and information needs </li></ul>What We are Looking For: Must Haves: <ul> <li>Experience in a supply chain industry, or in related field </li><li>Ability to read complex product drawings and assess product Bills of Material </li><li>Strong analytical skills with the ability to collect, organize, analyze, and disseminate significant amounts of information with attention to detail and accuracy </li><li>Strong written/verbal communication skills and attention to detail </li><li>Available for occasional travel </li><li>Demonstrate outstanding team interaction and interpersonal skills, </li><li>Excellent MS office skills </li></ul>Nice to Haves: <ul> <li>Experience with SQL </li><li>Solid grasp of BI tools and platforms - PowerQuery or Power BI most useful </li><li>Proven track record presenting data findings in simple and easy to understand ways </li><li>Technical expertise regarding data models, database design, data mining and segmentation techniques </li><li>Ability to work with global colleagues </li><li>Ability to set and meet deadlines and work in high-pressure situations </li><li>Ability to QA and troubleshoot data </li></ul>Education <ul> <li>BS in Mechanical, Industrial, or related engineering preferred. BS in Data Science, Analytics, Mathematics, or Statistics considered. </li> </ul>

Dematic is seeking a versatile Engineering Analyst to enhance our global solution costing capabilities. In this role, you will support Product Development and Management in translating complex machinery costs into simplified statistical models to facilitate efficient and accurate estimating. Collaborating with a global team across various functions, you will play a critical role in leveraging data to improve data integrity and reliability. Join us at Dematic to help shape the future of data-driven decision-making in our organization. What we offer: What We Offer: <ul><li>Career Development</li><li>Competitive Compensation and Benefits</li><li>Pay Transparency</li><li>Global Opportunities </li></ul> Learn More Here: https://www.dematic.com/en-us/about/careers/what-we-offer Dematic 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. This policy applies to all terms and conditions of employment, including recruiting, hiring, placement, promotion, termination, layoff, recall, transfer, leaves of absence, compensation and training. The base pay range for this role is estimated to be $67,125-$98,450 at the time of posting. Final compensation will be determined by various factors such as work location, education, experience, knowledge, and skills. Tasks and Qualifications: This is What You Will do in This Role: <ul><li>Use statistical techniques to model cost for complex machinery</li><li>Use company resources to investigate and understand products and how configurations affect cost and services</li><li>Work independently and within a team to develop and implement databases, data collection systems, data analytics and other strategies that optimize statistical efficiency and quality</li><li>Act as Point-of-Contact for Product management/Product specialists to implement and maintain unit cost and service calculations in Maestro</li><li>Use graphs, infographics and other methods to visualize data</li><li>Locate and define new process improvement opportunities</li><li>Work with management to prioritize business and information needs</li></ul> What We are Looking For: Must Haves: <ul><li>Experience in a supply chain industry, or in related field</li><li>Ability to read complex product drawings and assess product Bills of Material</li><li>Strong analytical skills with the ability to collect, organize, analyze, and disseminate significant amounts of information with attention to detail and accuracy</li><li>Strong written/verbal communication skills and attention to detail</li><li>Available for occasional travel</li><li>Demonstrate outstanding team interaction and interpersonal skills,</li><li>Excellent MS office skills</li></ul>Nice to Haves: <ul><li>Experience with SQL</li><li>Solid grasp of BI tools and platforms - PowerQuery or Power BI most useful</li><li>Proven track record presenting data findings in simple and easy to understand ways</li><li>Technical expertise regarding data models, database design, data mining and segmentation techniques</li><li>Ability to work with global colleagues</li><li>Ability to set and meet deadlines and work in high-pressure situations</li><li>Ability to QA and troubleshoot data</li></ul> Education <ul><li>BS in Mechanical, Industrial, or related engineering preferred. BS in Data Science, Analytics, Mathematics, or Statistics considered.</li></ul>

Dematic is looking for an Engineering Manager to fill an important role within the Product Development (PD) group of Supply Chain Solutions (SCS) at Dematic. We develop mechatronic products and subsystems used in our warehouse automation systems and solutions globally. The Engineering Manager leads a team of Product Development Engineers to develop new, reliable, and cost-effective quality products that meet requirements in a timely manner. The products are related to Conveyor and other material handling Systems used globally in our projects.<h3>What we offer:</h3><ul><li>Career Development</li><li>Competitive Compensation and Benefits</li><li>Pay Transparency</li><li>Global Opportunities</li></ul><h3>Tasks and Qualifications:</h3>This is What You Will do in This Role:<ul><li>Lead, manage and coach a team of Development Engineers to deliver material handling products to internal and external customers/key stakeholders to drive value in product design. Design criteria includes ease of application, installation, functionality, commissioning, reliability, safety, and maintenance.</li><li>Participate in the development and implementation of strategic and tactical plans to achieve on-time delivery of products through resource management, including outside contractors as needed.</li><li>Build international partnerships to extend consistent standards and deliver with excellence to support Dematic’s strategic vision, growth, and stability.</li><li>Create and maintain a feedback loop for customers at all levels to ensure day to day job tasks are meeting expectations.</li><li>Build team culture of trust, encouragement, accountability, collaboration, and excellence.</li><li>Practice leadership, actively participate in R&D Engineering management meetings, contribute to continuous improvement mindset with input and actions, take initiative to make things better, driving continuous improvement and lean initiatives.</li><li>Enrich internal and external cross-functional partnerships across all levels of Dematic and KION, as appropriate, to bolster team visibility, accountability, and positive impact on the organization.</li><li>Responsible for ensuring that their team’s product execution is on schedule and on budget, following all the designated processes to ensure timely delivery of assigned, quality products that meet specified requirements.</li><li>Monthly evaluation and weekly reporting of product development status.</li><li>Accurate monthly forecasting of resources and timelines. Periodic estimation of new development asks.</li><li>Ensure teams keep accurate, thorough project records in specified locations and MS Project Schedules and that tasks are updated weekly.</li><li>Build engineering capabilities and team success by identifying skills, assigning appropriate work, and work opportunities/trainings for engineer’s skill improvement.</li><li>Maintain safety & compliance standards and communication.</li><li>Proactively drive capacity planning through innovative work assignment and collaboration with other managers.</li><li>Encourage innovation, continuous improvement and position your team as technical leaders for assigned products.</li><li>Provide thorough, timely escalation of issues to manager with background information and details needed along with possible impact assessments and suggested next steps, to facilitate quick action.</li><li>Resolve issues or conflicts in a timely, appropriate manner.</li></ul>Financial Responsibility:<ul><li>Awareness of budget plan and ensuring that daily management decision is aligned (training hours, OT, indirect vs direct), proactive management.</li><li>Awareness of Strategic Plans and their team’s responsibility for achieving those goals.</li><li>Managing Team and Individual expenses to budgets.</li><li>Approve team timesheets, travel requests and expense reports in a timely, accurate manner.</li><li>Manage projects and workload to product budgets, resources, and timelines. Practice active opportunity tracking and risk mitigation.</li></ul>Strategic and Tactical Initiatives/Projects:<ul><li>Driving improvements for the greater of larger department from strategic initiatives.</li><li>Process Improvement driver and presentation.</li><li>Other responsibilities as required.</li></ul>What We are Looking For:<ul><li>Minimum of 10 years of engineering and engineering leadership experience.</li><li>Experience with multi-site engineering management is a plus.</li><li>Material Handling Industry Experience strongly preferred.</li><li>Product Development Experience.</li><li>Controls technology exposure is a plus.</li><li>Bachelor's Degree in Engineering or Technology, Advanced degree a plus.</li><li>Travel up to 30% to the customer site, other Dematic offices or identified locations for meetings, training, and business needs.</li></ul><h3>About Us</h3>KION Supply Chain Solutions (KION SCS) is an operating unit of the KION Group, consisting of the two strong and successful brands Dematic and DAI. Dematic is an intralogistics innovator that designs, builds and supports intelligent, automated solutions for manufacturing, warehouse and distribution environments for customers that are powering the future of commerce. The company is headquartered in Atlanta with engineering centers, manufacturing facilities and service centers located in more than 25 countries, and also owns the software company, Digital Applications International Limited (DAI).DAI, acquired by Dematic in 2020, specializes in logistics automation solutions with offices in the US, UK and Switzerland.The KION Group is among the world’s leading suppliers of industrial trucks and supply chain solutions and has a global network of more than 42,000 employees. Its portfolio encompasses forklift trucks and warehouse trucks, as well as integrated automation technology and software solutions for the optimization of supply chains. Across more than 100 countries worldwide, the KION Group’s solutions improve the flow of material and information within factories, warehouses, and distribution centers.Our Linde and STILL forklift brands serve the premium industrial truck segment. Dematic is a global leader in automated material handling. Together, we are shaping the future and are among the best in our industry.Our culture is driven by our shared KION Group values – integrity, collaboration, courage and excellence.
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Dematic is looking for an Engineering Manager to fill an important role within the Product Development (PD) group of Supply Chain Solutions (SCS) at Dematic. We develop mechatronic products and subsystems used in our warehouse automation systems and solutions globally. The Engineering Manager leads a team of Product Development Engineers to develop new, reliable, and cost-effective quality products that meet requirements in a timely manner. The products are related to Conveyor and other material handling Systems used globally in our projects. What we offer: <ul><li>Career Development</li><li>Competitive Compensation and Benefits </li><li>Pay Transparency </li><li>Global Opportunities </li></ul> <ul><li>This policy applies to all terms and conditions of employment, including recruiting, hiring, placement, promotion, termination, layoff, recall, transfer, leaves of absence, compensation and training. The base pay range for this role is estimated to be $104,250-$152,900 at the time of posting. Final compensation will be determined by various factors such as work location, education, experience, knowledge, and skills. Learn More Here: https://www.dematic.com/en-us/about/careers/what-we-offer Dematic 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.</li></ul> Tasks and Qualifications: This is What You Will do in This Role: <ul><li>Lead, manage and coach a team of Development Engineers to deliver material handling products to internal and external customers/key stakeholders to drive value in product design. Design criteria includes ease of application, installation, functionality, commissioning, reliability, safety, and maintenance.</li><li>Participate in the development and implementation of strategic and tactical plans to achieve on-time delivery of products through resource management, including outside contractors as needed.</li></ul> <ul><li>Build international partnerships to extend consistent standards and deliver with excellence to support Dematic's strategic vision, growth, and stability.</li></ul> <ul><li>Create and maintain a feedback loop for customers at all levels to ensure day to day job tasks are meeting expectations.</li></ul> <ul><li>Build team culture of trust, encouragement, accountability, collaboration, and excellence.</li></ul> <ul><li>Practice leadership, actively participate in R&D Engineering management meetings, contribute to continuous improvement mindset with input and actions, take initiative to make things better, driving continuous improvement and lean initiatives.</li></ul> <ul><li>Enrich internal and external cross-functional partnerships across all levels of Dematic and KION, as appropriate, to bolster team visibility, accountability, and positive impact on the organization.</li></ul> Project/Product Delivery: <ul><li>Responsible for ensuring that their team's product execution is on schedule and on budget, following all the designated processes to ensure timely delivery of assigned, quality products that meet specified requirements.</li></ul> <ul><li>Monthly evaluation and weekly reporting of product development status.</li></ul> <ul><li>Accurate monthly forecasting of resources and timelines. Periodic estimation of new development asks.</li></ul> <ul><li>Ensure teams keep accurate, thorough project records in specified locations and MS Project Schedules and that tasks are updated weekly.</li></ul> <ul><li>Build engineering capabilities and team success by identifying skills, assigning appropriate work, and work opportunities/trainings for engineer's skill improvement.</li></ul> <ul><li>Maintain safety & compliance standards and communication.</li></ul> <ul><li>Proactively drive capacity planning through innovative work assignment and collaboration with other managers.</li></ul> <ul><li>Encourage innovation, continuous improvement and position your team as technical leaders for assigned products.</li></ul> <ul><li>Provide thorough, timely escalation of issues to manager with background information and details needed along with possible impact assessments and suggested next steps, to facilitate quick action.</li></ul> <ul><li>Resolve issues or conflicts in a timely, appropriate manner.</li></ul> Financial Responsibility: <ul><li>Awareness of budget plan and ensuring that daily management decision is aligned (training hours, OT, indirect vs direct), proactive management.</li></ul> <ul><li>Awareness of Strategic Plans and their team's responsibility for achieving those goals.</li></ul> <ul><li>Managing Team and Individual expenses to budgets.</li></ul> <ul><li>Approve team timesheets, travel requests and expense reports in a timely, accurate manner.</li></ul> <ul><li>Manage projects and workload to product budgets, resources, and timelines. Practice active opportunity tracking and risk mitigation.</li></ul> Strategic and Tactical Initiatives/Projects: <ul><li>Driving improvements for the greater of larger department from strategic initiatives.</li></ul> <ul><li>Process Improvement driver and presentation.</li></ul> <ul><li>Other responsibilities as required.</li></ul> <ul><li>Excellent leadership, teamwork, influencing, mentoring, coaching and collaboration skills.</li></ul> <ul><li>Excellent analytical, organization and time management skills.</li></ul> <ul><li>Effective communication skills including demonstrated stand-up presentation skills, group facilitation and ability to effectively interact with customers.</li></ul> <ul><li>Excellent people skills with ability to interact effectively in a team-based organization and with employees of all levels and backgrounds across all functions.</li></ul> <ul><li>PC skills with demonstrated knowledge of MS Word, Excel, PowerPoint, and Project. Teamcenter, NX capabilities strongly desired.</li></ul> <ul><li>Ability to work individually and under minimal supervision to include a mixture of both remote and office environments leading distributed workforce.</li></ul> <ul><li>The ability to effectively manage multiple and conflicting high-level business problems simultaneously under time constraints.</li></ul> What We are Looking For: <ul><li><ul><li>Minimum of 10 years of engineering and engineering leadership experience </li><li>Experience with multi-site engineering management is a plus. </li></ul> <ul><li>Material Handling Industry Experience strongly preferred. </li></ul> <ul><li>Product Development Experience. </li></ul> <ul><li>Controls technology exposure is a plus. </li><li>Bachelor's Degree in Engineering or Technology, Advanced degree a plus </li><li>Travel up to 30% to the customer site, other Dematic offices or identified locations for meetings, training, and business needs. </li></ul> #LI-DP1</li></ul>

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