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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

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?

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?

Elevate Salaries by Position

Job Title: Data Analyst Location: Bangalore Total experience: 3+ years Schedule: Full time/ Permanent Responsibilities:<ul><li>Develop advanced dashboards and visual reports using Power BI.</li><li>Collaborate with stakeholders to gather requirements and translate them into data solutions.</li><li>Ensure data quality and consistency in analytics models.</li></ul>Must-Have Skills:<ul><li>Proficiency in Power BI, with a focus on data modeling and visualization.</li><li>Strong SQL skills for analytics purposes.</li><li>Ability to break down complex problems into actionable insights.</li></ul>Nice-to-Have Skills:<ul><li>Familiarity with other BI tools like Tableau.</li></ul>Experience building advanced data visualizations and working with Kanban workflows

About Elevate Financial Services: Elevate Financial Services is a leading innovator in the financial industry, dedicated to providing cutting-edge solutions that empower individuals and businesses. Committed to excellence, Elevate Financial Services combines technology and financial expertise to drive positive change and enhance the financial well-being of our clients globally. Location: BangaloreTotal Experience: 8+ What’s your new role about? The Lead Data Engineer will participate in the definition, implementation, and support of Elevate’s data engineering platform. The engineer will work closely with project leads, organizational units, and subject matter experts to identify, configure, deploy, and maintain data processes. The right candidate will be responsible for executing on the day-to-day data engineering tasks and projects, support, maintenance, and improvement of our data ecosystem. The candidate should have a demonstrated background in data engineering and development. The candidate will be an excellent communicator and deem themselves as an all-star functional data engineering expert. The candidate will have significant and proven experience in managing data pipelines, data warehousing, and data integration. Key Responsibilities:<ul><li>Work collaboratively with staff that have varying expertise and exposure to data engineering concepts in order to solve complex problems.</li><li>Possess strong verbal and written communication skills in order to adapt to the dynamic nature of discussions with other engineering, product teams, and business partners.</li><li>Data configuration and customization including but not limited to data pipeline development, data warehousing, report setup, data imports, and third-party software integrations.</li><li>Import and manage data between various system sources.</li><li>Produce technical documentation for project and enhancement tasks, orient process users through workshops and demos.</li><li>Lead data engineering project initiatives through requirements gathering, development work, and production releases following Change/Release Management processes.</li><li>Lead a team of 3-5 data and analytics engineers in developing solutions for multiple business units.</li></ul> Education:<ul><li>Bachelors in Computer Science, Engineering, or Information Technology or equivalent experience</li></ul> Domain Knowledge:<ul><li>If applicable, develop an understanding of the Finance/Loan domain to align technical solutions with business requirements.</li></ul> Skills:Must have skills (Technical + Softskills):<ul><li>Must have 5+ years experience as a Data Engineer.</li><li>Must have experience with Snowflake SQL, Python, and data engineering design patterns.</li><li>Must have excellent communication skills including teaching/mentoring other team members.</li><li>Must have excellent collaboration skills but also be able to work independently.</li></ul> Nice to have skills (Technical + Softskills):<ul><li>Experience with Matillion, Gen AI, and Streamsets.</li><li>Automation/integration experience using data engineering tools.</li><li>Experience with Microsoft DevOps.</li></ul> Required Core Traits:<ul><li>Achieve Successful Results – Takes the initiative to get things done, especially in team settings with dependencies on other people.</li><li>Innovates – Challenges the status quo thinking to generate new ideas; takes open-minded approach to situations.</li><li>Communicates and Influences - Refined written and verbal communication skills.</li></ul>

About Elevate Financial Services: Elevate Financial Services is a leading innovator in the financial industry, dedicated to providing cutting-edge solutions that empower individuals and businesses. Committed to excellence, Elevate Financial Services combines technology and financial expertise to drive positive change and enhance the financial well-being of our clients globally. Location: BangaloreTotal Experience: 5+ What’s your new role about? The Senior Data Engineer will participate in the definition, implementation, and support of Elevate’s data engineering platform. The engineer will work closely with project leads, organizational units, and subject matter experts to identify, configure, deploy, and maintain data processes. The right candidate will be responsible for executing on the day-to-day data engineering tasks and projects, support, maintenance, and improvement of our data ecosystem. The candidate should have a demonstrated background in data engineering and development. The candidate will be an excellent communicator and deem themselves as an all-star functional data engineering expert. The candidate will have significant and proven experience in managing data pipelines, data warehousing, and data integration. Key Responsibilities:<ul><li>Work collaboratively with staff that have varying expertise and exposure to data engineering concepts in order to solve complex problems.</li><li>Possess strong verbal and written communication skills in order to adapt to the dynamic nature of discussions with other engineering, product teams, and business partners.</li><li>Data configuration and customization including but not limited to data pipeline development, data warehousing, report setup, data imports, and third-party software integrations.</li><li>Import and manage data between various system sources.</li><li>Produce technical documentation for project and enhancement tasks, orient process users through workshops and demos.</li><li>Lead data engineering project initiatives through requirements gathering, development work, and production releases following Change/Release Management processes.</li></ul> Education:<ul><li>Bachelors in Computer Science, Engineering, or Information Technology or equivalent experience</li></ul> Domain Knowledge:<ul><li>If applicable, develop an understanding of the Finance/Loan domain to align technical solutions with business requirements.</li></ul> Skills:Must have skills (Technical + Softskills):<ul><li>Must have 3+ years experience as a Data Engineer.</li><li>Must have experience with Snowflake SQL, Python, and data engineering design patterns.</li><li>Must have excellent communication skills including teaching/mentoring other team members.</li><li>Must have excellent collaboration skills but also be able to work independently.</li></ul> Nice to have skills (Technical + Softskills):<ul><li>Experience with Matillion, Gen AI, and Streamsets.</li><li>Automation/integration experience using data engineering tools.</li><li>Experience with Microsoft DevOps.</li></ul> Required Core Traits:<ul><li>Achieve Successful Results – Takes the initiative to get things done, especially in team settings with dependencies on other people.</li><li>Innovates – Challenges the status quo thinking to generate new ideas; takes open-minded approach to situations.</li><li>Communicates and Influences - Refined written and verbal communication skills.</li></ul>

Job Title: Lead Software Engineer(backend) Location: Bangalore Total experience: 8+ years Schedule: Full time/ Permanent Key Responsibilities: Backend Development: Contribute to the design and development of backend solutions using .Net Core. Collaborate with cross-functional teams to deliver high-quality and scalable software applications. Database Management: Design, implement, and maintain database solutions using Cosmos DB or Mongo DB. Ensure optimal performance, troubleshoot issues, and maintain data integrity. Infrastructure as Code (IaC): If applicable, assist in utilizing Terraform for infrastructure provisioning to automate deployment processes. Collaborate with DevOps teams to enhance infrastructure and deployment capabilities. Continuous Integration and Deployment: Participate in implementing and maintaining Azure DevOps Pipelines for continuous integration and deployment. Contribute to the optimization of release processes for improved efficiency and reliability. Domain Knowledge: If applicable, develop an understanding of the Finance/Loan domain to align technical solutions with business requirements. Education: Bachelor’s degree in Computer Science or related field and/or equivalent experience 3-5 years’ development experience with Microsoft web-based application development Must have: Proficiency in .Net Core for backend development. Experience with Cosmos DB or Mongo DB for database management. Minimum 3 years’ software development experience developing solutions on the Microsoft Platform Experience implementing web services utilizing WCF, SOAP, and XML Solid understanding of web technologies (HTML, JavaScript, CSS, DHTML, AJAX, XML, etc.) Solid background in object-oriented design and analysis (OOD/OOA), unit testing, stored procedures, and DB performance Server Less / Function Apps Aptitude for researching and troubleshooting root cause system issues Takes ownership of decisions, actions, problems, and solutions Fluent with Microsoft Excel, Word, and Outlook; exposure to MS Project Proven accuracy and thoroughness in the implementation of project specifications and design requirements Proven ability to design, execute and analyze test results in a centralize Test Management or Application Lifecycle management Tool. Complete knowledge of Visual Studio, Team Foundation Server and Microsoft Test Manager (or equivalent tools) is a plus. Complete knowledge of defect triage process within projects of various complexity and size. Desired: Experience with, .NET 3.5/4.0, LINQ, WCF, Team Foundation Server (TFS), and familiarity with Agile development processes Required Core Traits: Softskills Demonstrated ownership of decisions, actions, challenges, and solutions Thorough problem-solving skills to implementing cost-effective solutions Demonstrated written and verbal communication skills, fosters open communications, listens effectively, and builds strong partnership networks that result in consistent forward momentum Skilled at solving challenges in a directed, methodical manner and analyzes the current issue to envision creative solutions Takes initiative to complete critical tasks, especially in team settings with dependencies on other people Works effectively in the face of stress, ambiguity, difficult situations, and shifting priorities Steps outside of “comfort zone” to tackle new issues/challenges in an aggressive manner; deals well with ambiguity in a fast-paced, cutting-edge, and entrepreneurial environment Challenges the status quo to generate new ideas and implements unique solutions to fix challenging problems Collaborates and openly seeks and shares information across teams and departments Has a solid background in his or her technical field and continually augments experience and skills with the latest research results and techniques Demonstrates a bold commitment to the total alignment of actions, words, and professional beliefs ___________________________________________________________________________________________________ Nice to have: Familiarity with Terraform for infrastructure provisioning. Knowledge of Azure DevOps Pipelines for continuous integration and deployment. Interest in or exposure to the Finance/Loan domain.

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Elevate Interview Questions

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