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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?

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?

V2Soft Salaries by Position

V2Soft (www.v2soft.com) is a global company, headquartered out of Bloomfield Hills, Michigan, with locations in Mexico, Italy, India, China and Germany. At V2Soft, our mission is to provide high performance technology solutions to solve real business problems. We become our customer's true partner, enabling both parties to enjoy success. We are committed to promoting diversity in the workplace, and believe it has a positive effect on our company and the customers we serve.Responsibilities* Collaborate with business stakeholders to gather and document requirements for Salesforce projects.* Analyze business processes and identify opportunities for improvement and automation using Salesforce.* Design and configure Salesforce solutions, including custom objects, workflows, validation rules, and process builder.* Develop and maintain reports, dashboards, and analytics to provide insights into business performance.* Conduct user training and provide ongoing support to ensure successful adoption and utilization of Salesforce.* Collaborate with cross-functional teams to integrate Salesforce with other business systems and applications.* Stay up-to-date with Salesforce releases and new features, and provide recommendations for system enhancements.* Troubleshoot and resolve issues related to Salesforce configuration, data integrity, and user access.* Assist in data migration and data quality initiatives to ensure accurate and reliable data within Salesforce.* Document system configurations, processes, and procedures to ensure knowledge sharing and maintain system documentation.* Contributes to the business short-and long-term planning sessions and provides direction to ensure understanding of business goals and direction.* Provide assistance in business case development (i.e., research, data collection).Qualifications* Bachelor's degree in Business Administration, Computer Science, or a related field.* Proven experience as a Salesforce Administrator or Business Analyst, with a strong understanding of Salesforce best practices and functionality.* Proficient in Salesforce configuration, including custom objects, workflows, validation rules, and process builder.* Excellent communication and interpersonal skills, with the ability to effectively collaborate with stakeholders at all levels.* Detail-oriented and organized, with the ability to manage multiple priorities and meet deadlines.* Knowledge of Salesforce Lightning Experience and Salesforce CPQ is a plus.Skill/Experience/Education:Mandatory:* Salesforce Knowledge Business Analysis Communication Skill - Verbal and written Problem-Solving AnalyticalDesired Skills:CRM ExpertiseProcess MappingJIRAAHA!V2Soft is an Equal Opportunity Employer ( EOE).https://www.v2soft.com/careers - to view all of our open opportunities and to learn more about our benefits.

V2Soft ( www.v2soft.com ) is a global company, headquartered out of Bloomfield Hills, Michigan, with locations in Mexico, Italy, India, China, and Germany. At V2Soft, our mission is to provide high-performance technology solutions to solve real business problems. We become our customer's true partners, enabling both parties to enjoy success. We are committed to promoting diversity in the workplace and believe it has a positive effect on our company and the customers we serve. Location: North Ridge Office (Hybrid role) Duration: 6 Months SAP Business Analyst Requirements:<ul> <li>Bachelor's degree in information technology, computer science, management information systems, business, finance, or in a related field preferred.</li> <li>SAP certification is a plus</li> <li>A minimum of 5 years of experience as an SAP business analyst in a similar industry.</li> <li>Solid knowledge of relevant business processes and their integration with SAP systems.</li> <li>Strong experience in SAP Order to Cash processes.</li> <li>Having Harman's SAP knowledge is preferable. (in case of DTS employee profile matched)</li> <li>Working experience of JIRA is required. </li> <li>Global experience in capturing business requirements.</li> <li>In-depth knowledge of the latest advancements in SAP applications.</li> <li>Superb collaboration and communication skills.</li> <li>Exceptional analytical and problem-solving abilities.</li> <li>Excellent organizational and time management skills.</li> <li>Advanced ability to manage projects and provide leadership. </li></ul> V2Soft is an Equal Opportunity Employer ( EOE). https://www.v2soft.com/careers - to view all of our open opportunities and to learn more about our benefits.

V2Soft ( www.v2soft.com ) is a global company, headquartered out of Bloomfield Hills, Michigan, with locations in Mexico, Italy, India, China and Germany. At V2Soft, our mission is to provide high performance technology solutions to solve real business problems. We become our customers true partner, enabling both parties to enjoy success. We are committed to promoting diversity in the workplace, and believe it has a positive effect on our company and the customers we serve. Description:<ul> <li>Minimum 7 years' experience as Solution Architect or data architect. Minimum 4 years working in Snowflake as solution architect or data architect.</li> <li>Deep understanding of Snowflake features, with proven record of implementing performance tuning and database optimization measures.</li> <li>Experience working in large-scale Snowflake implementations.</li> <li>Experience developing guidelines and roadmaps for Snowflake data pipelines.</li> <li>Snowflake SnowPro Advanced Certification.</li> <li>Responsible for the logical design and implementation of databases and data systems. May be involved in resolving complex data related issues.</li> <li>Will determine new methods and develop new procedures for accomplishing work. Ability to make and decide upon Architecture tradeoffs and successfully decided and communicate system tradeoffs.</li> <li>Ability to perform backups and database recovery. Ability to develop data requirements and configure database parameters accordingly. Is able to effectively relate his/her technical expertise to varying organizational needs; knows when and how the technical content can be legitimately tailored to fit different departments and customer needs.</li> <li>Efficiently applies topical knowledge and expertise to make significant solutions for customer groups and the entire business.</li> <li>Recognizes the value of a multi-industry perspective and applies best practices to create innovative solutions. Develops unique strategies to promote the effectiveness of the workgroup.</li> <li>Ability to influence those with whom the incumbent has no direct supervisory authority. Takes the initiative to act on issues. Consistently seeks to develop self and skills needed to be prepared for future opportunities and be among the best in field. </li></ul> Skill/Experience/Education: Mandatory:<ul> <li>a. Minimum 7 years' experience as Solution Architect or data architect. Minimum 4 years working in Snowflake as solution architect or data architect.</li> <li>b. Deep understanding of Snowflake features, with proven record of implementing performance tuning and database optimization measures.</li> <li>c. Experience working in large-scale Snowflake implementations.</li> <li>d. Experience developing guidelines and roadmaps for Snowflake data pipelines.</li> <li>e. Snowflake SnowPro Advanced Certification. </li></ul>V2Soft is an Equal Opportunity Employer ( EOE). https://www.v2soft.com/careers - to view all of our open opportunities and to learn more about our benefits.

V2Soft (www.v2soft.com) is a global company, headquartered out of Bloomfield Hills, Michigan, with locations in Mexico, India, Canada, France. At V2Soft, our mission is to provide high performance technology solutions to solve real business problems. We become our customer's true partner, enabling both parties to enjoy success. We are committed to promoting diversity in the workplace, and believe it has a positive effect on our company and the customers we serve.

Location: Hybrid at Chicago IL/ Pittsburgh, PA

Required Skills (6 + years of experience in following skills):

Experience using statistical analysis
Tableau:
MS Office (specifically PowerPoint)
Python/Pyspark (one or the other)

V2Soft is an Equal Opportunity Employer ( EOE).   https://www.v2soft.com/careers   - to view all of our open opportunities and to learn more about our benefits.

V2Soft (<div class="anchor-hijack" style="display: inline"><a href="http://www.v2soft.com">www.v2soft.com</a></div>) is a global company, headquartered out of Bloomfield Hills, Michigan, with locations in Mexico, Italy, India, China and Germany. At V2Soft, our mission is to provide high performance technology solutions to solve real business problems. We become our customers true partner, enabling both parties to enjoy success. We are committed to promoting diversity in the workplace, and believe it has a positive effect on our company and the customers we serve. Locations : Auburn Hills, MI Description: The Data Governance Analyst is responsible for preparing requirements, specifications, business processes, and recommendations in compliance with client standards, policies and methodologies. Gather and synthesize functional and non-functional business requirements ensuring alignment to business strategy. Execute gap analyses between business requirements and best practices. Develop business cases, process and business test strategy, case, and execution. A strong focus on data protection is desired. 1. Years of experience needed: 4-6 years, automotive industry preferred 2. Education requirement: Bachelors degree in related field 3. Required skill-sets: Experience working with multiple IT and business teams to gather requirements. Experienced in Visio, JIRA, and Excel. Project Coordination experience preferred. Ongoing operations experience preferred. Leads gathering, refining, documenting, user acceptance testing, and coordination of Data Governance and Privacy (Legal/OGC) requirements Supports the data mapping of data elements to mandated categories per State laws Manages compliance requirements for vendors as well as internal data. Provide ad-hoc data analysis where needed. Subject matter expert of all data and can handle and speak to it in potential urgent situations. Responsible for administration of Enterprise Consent Admin Portal. Works closely with client/Service/Product teams to integrate new data/new data usage into clients privacy solution. Manages all requirements in JIRA/Confluence, obtaining signoff from Management in Compliance, Privacy (and where applicable IT). Works closely with client/Service/Product teams to integrate new data/new data usage into clients privacy solution. Leads all 40+ communication templates/touch points with consumers related to state privacy rights. Responsible for driving Vendor off-boarding, including but not limited to managing data sharing shut down, destruction/return, and Processing Activity retirement. V2Soft is an Equal Opportunity Employer ( EOE). <div class="anchor-hijack" style="display: inline"><a href="https://nam04.safelinks.protection.outlook.com/?url=https%3A%2F%2Fwww.v2soft.com%2Fcareers&data=01%7C01%7Caashaik%40v2soft.com%7C797d2fbd28984113ee6108d74ccbc75b%7C2f4ffcdd162e4334bfc28edd7021c76c%7C0&sdata=9R3Mdn7lRuuC%2FhhiIgE4WAVQ2JpoOX3JW0lnmBCEmFg%3D&reserved=0">https://www.v2soft.com/careers</a></div> - to view all of our open opportunities and to learn more about our benefits.

V2Soft (www.v2soft.com) is a global company, headquartered out of Bloomfield Hills, Michigan, with locations in Mexico, Italy, India, China and Germany. At V2Soft, our mission is to provide high performance technology solutions to solve real business problems. We become our customer's true partner, enabling both parties to enjoy success. We are committed to promoting diversity in the workplace, and believe it has a positive effect on our company and the customers we serve.Skills Required:* Roadmap Planning: Develop and maintain a detailed product roadmap, working closely with product owners and end users to ensure alignment with business goals and customer needs.* Develop and maintain a comprehensive product backlog: Create user stories, epics, and features, ensuring alignment with the product roadmap and business goals.* Stakeholder Management: Collaborate with internal stakeholders, including product owners, software engineers, end users, and customer support, to gather requirements, prioritize features, and ensure successful product delivery.* Product Development: Oversee the product development lifecycle, including defining requirements, creating user stories, and working closely with engineering teams to deliver high-quality products on time.* UI Workflow Design and Development: Lead the design and development of user interfaces and workflows to ensure intuitive and efficient user experiences.* GCP Expertise: Utilize advanced skills in Google Cloud Platform to design, implement, and manage cloud-based solutions, ensuring scalability, reliability, and security.* SRE and DORA Practices: Implement Site Reliability Engineering (SRE) practices and leverage DevOps Research and Assessment (DORA) metrics to enhance product reliability, performance, and deployment efficiency.Experience Required:* As a Product Manager, work closely with Business Partners to understand their Product Vision, and break it down into an actionable Backlog of User Stories for the Development team.* Experience in designing and implementing data models to support product features and analytics.* A track record of driving innovation and delivering cutting-edge solutions in a fast-paced environment.* Coordinate communications between the supplier and various interface teams and Client IT team* Identify and manage issues and risks, as well as any mitigation and contingency plans* Investigation of defects and suggestions for resolution* Final verification of system functional readiness for deployments including cutover planning and execution* Support the deployments by working with end users* Implement existing program-level standards for design, security and controls, user interface and documentation* Capture lessons learned and communicated to team.* Facilitate development of business requirements within the domain* Conduct Requirements gathering, System Analysis, Gap Analysis, Business process modelling and user Acceptance testing* Develop project testing plans and coordinate testing with internal applicationsEducation Required:* Bachelor's degree or a combination of education and equivalent work experienceAdditional Information:This is a hybrid work opportunityV2Soft is an Equal Opportunity Employer ( EOE).https://www.v2soft.com/careers - to view all of our open opportunities and to learn more about our benefits.

V2Soft () is a global company, headquartered out of Bloomfield Hills, Michigan, with locations in Mexico, Italy, India, China and Germany. At V2Soft, our mission is to provide high performance technology solutions to solve real business problems. We become our customers true partner, enabling both parties to enjoy success. We are committed to promoting diversity in the workplace, and believe it has a positive effect on our company and the customers we serve. Responsibilities <ul> <li>Collaborate with business stakeholders to gather and document requirements for Salesforce projects.</li> <li>Analyze business processes and identify opportunities for improvement and automation using Salesforce.</li> <li>Design and configure Salesforce solutions, including custom objects, workflows, validation rules, and process builder.</li> <li>Develop and maintain reports, dashboards, and analytics to provide insights into business performance.</li> <li>Conduct user training and provide ongoing support to ensure successful adoption and utilization of Salesforce.</li> <li>Collaborate with cross-functional teams to integrate Salesforce with other business systems and applications.</li> <li>Stay up-to-date with Salesforce releases and new features, and provide recommendations for system enhancements.</li> <li>Troubleshoot and resolve issues related to Salesforce configuration, data integrity, and user access.</li> <li>Assist in data migration and data quality initiatives to ensure accurate and reliable data within Salesforce.</li> <li>Document system configurations, processes, and procedures to ensure knowledge sharing and maintain system documentation.</li> <li>Contributes to the business short-and long-term planning sessions and provides direction to ensure understanding of business goals and direction.</li> <li>Provide assistance in business case development (i.e., research, data collection).</li> </ul> Qualifications <ul> <li>Bachelor's degree in Business Administration, Computer Science, or a related field.</li> <li>Proven experience as a Salesforce Administrator or Business Analyst, with a strong understanding of Salesforce best practices and functionality.</li> <li>Proficient in Salesforce configuration, including custom objects, workflows, validation rules, and process builder.</li> <li>Excellent communication and interpersonal skills, with the ability to effectively collaborate with stakeholders at all levels.</li> <li>Detail-oriented and organized, with the ability to manage multiple priorities and meet deadlines.</li> <li>Knowledge of Salesforce Lightning Experience and Salesforce CPQ is a plus.</li> </ul> Skill/Experience/Education: Mandatory: <ul> <li>Salesforce Knowledge Business Analysis Communication Skill - Verbal and written Problem-Solving Analytical</li> </ul> Desired Skills: CRM Expertise Process Mapping JIRA AHA! V2Soft is an Equal Opportunity Employer ( EOE). - to view all of our open opportunities and to learn more about our benefits. <table id="skillmatrixtable"> </table>

V2Soft ([ www.v2soft.com**) is a global company, headquartered out of Bloomfield Hills, Michigan, with locations in Mexico, Italy, India, China and Germany. At V2Soft, our mission is to provide high performance technology solutions to solve real business problems. We become our customer's true partner, enabling both parties to enjoy success. We are committed to promoting diversity in the workplace, and believe it has a positive effect on our company and the customers we serve.Skills Required: **](http://www.v2soft.com)Fully working/expert knowledge of using SCL Siemens Coding Language, years of experience applied to development (not solely maintenance or line support using these tools)Working/expert knowledge of Siemens TIA, WinCC Unified, Siemens Edge Management Strong project management and organizational skillsSkills Preferred:Highly motivated self-starter with drive to develop code from scratch, guided by a template architecture. Ability to think "outside the box" to generate feasible and beneficial solutions to tackle complex problemsAbility to generate new ideas to improve upon existing (legacy/traditional) processes within Manufacturing Proficient with Microsoft Office products Looking for ability to stand on own in Agile Based Scrum Development EnvironmentExperience Required:5-8+ years CONTROLS SW (not solely IT full stack code) development experience. Direct experience with manufacturing controls software at the plant floor end of the system (Plant, VOME, PTME, etc)Ability to work in a team environment, strong interpersonal and communication skills Working/expert knowledge of version control, working with Git, Agile Scrum.Experience with implementing IIoT solutions using technologies like MQTT, JSON messaging, OPC UA.Experience Preferred:Knowledge of Mfg 4.0 (Industry 4.0) key principles -- data collection, AI, machine learning, IIoT, Networking and Controls architectures including reading/editing Engineering Documents Knowledge and experience with Client IT Systems Desire to learn and switch between programming languages. Web application code development experience (HTML5, CSS, etc.)Education Required:Minimum Bachelor's Degree in Electrical Engineering or Controls EngineeringV2Soft is an Equal Opportunity Employer ( EOE). https://www.v2soft.com/careers - to view all of our open opportunities and to learn more about our benefits.

V2Soft (www.v2soft.com) is a global company, headquartered out of Bloomfield Hills, Michigan, with locations in Mexico, India, Canada, France. At V2Soft, our mission is to provide high performance technology solutions to solve real business problems. We become our customer's true partner, enabling both parties to enjoy success. We are committed to promoting diversity in the workplace, and believe it has a positive effect on our company and the customers we serve. Location: Plano, TX. Local Onsite. - 2 days in a week (Wednesday) Project Duration: 12 Months Years of experience: 6+ Minimum Qualifications: 6+ years of experience with data analysis & data profiling in project, business requirements definition or data engineering telematics industry 4+ years of strong Data Profiling experience & ability to identify trends and anomalies in the data to inform data model build out Degree specialized in a Science, Technology, Engineering, Mathematics discipline Scripting experience in (Python, R, Spark, and SQL) Strong desire and experience with data in various forms (data warehouses/SQL, unstructured data) Experience utilizing and developing within AWS services Currently has a Bachelor's Degree plus at least 5 years of experience in data analytics, or currently has a masters in data science or analytics At least 1 year of experience in at least one scripting language At least 1 year of experience utilizing a business intelligence visualization tool At least 1 year of experience in querying and analyzing and working with data languages and platforms V2Soft is an Equal Opportunity Employer ( EOE). https://www.v2soft.com/careers - to view all of our open opportunities and to learn more about our benefits.

V2Soft ([ www.v2soft.com**) is a global company, headquartered out of Bloomfield Hills, Michigan, with locations in Mexico, Italy, India, China and Germany. At V2Soft, our mission is to provide high performance technology solutions to solve real business problems. We become our customer's true partner, enabling both parties to enjoy success. We are committed to promoting diversity in the workplace, and believe it has a positive effect on our company and the customers we serve.Description:We believe freedom of movement drives human progress. We also believe in providing you with the freedom to define and realize your dreams. With our incredible plans for the future of mobility, we have a wide variety of opportunities for you to accelerate your career potential as you help us define tomorrow's transportation. Global Data Insight & Analytics organization is looking for a Machine Learning Engineer focused on building and driving the strategy forward for our internal Data Science / AI/ML platform. This role will work in a small, cross-functional team. The position will collaborate directly and continuously with other engineers, business partners, product managers and designers, and will release early and often. The team you will be working on is focused on building Mach1ML platform -- an AI/ML enablement platform to democratize Machine Learning across Client enterprise (similar to Uber's Michelangelo, Facebook's FBLearner, etc).Position Responsibilities: **](http://www.v2soft.com)Work closely with Tech Anchor, Product Manager and Product Owner to deliver MLOPs platform in GCP using Python and other tools for the data scientists across the company.Work with software and ML engineers/Data Scientist to tackle challenging AIOps problems.Maintain and mange current CI/CD ecosystem and tools.Find ways to automate and continually improve current CI/CD processes and release processesExamine, inspect codes / scripts and resolve issuesHelp innovate standardize machine learning development practices.Experiment, innovate and share knowledge with the team.Lead by example in use of Paired Programming for cross training/upskilling, problem solving, and speed to delivery.Leverage latest ML/NLP/ GCP/AIOPs/Kubernetes technologiesSkills Required:A Bachelor's degree in Computer Science / Computer Engineering or similar technical discipline.2+ years of experience with Cloud Engineering / Services3+ years of work experience as a backend software engineer in Python with exceptional software engineering knowledge.Experience with ML workflow orchestration tools: Airflow, Kubeflow etc.Advanced working knowledge of object-oriented/object function programming languages: Python, C/C++, JuliaExperience in DevOps: Jenkins/Tekton etc.Experience with cloud services, preferably GCP Services like Vertex AI, Cloud Function, BigQuery etc.Experience in container management solution: Kubernetes, DockerExperience in scripting language: Bash, PowerShell etc.Experience with Infrastructure as code: Terraform etc.Skills Preferred:Master focused in Computer Science / Machine Learning or related fieldExperience working with Google Cloud platform(GCP) -- specifically Google Kubernetes engine, Terraform, and infrastructureExperience in delivering cloud engineering productExperience in programming concep

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