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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

Let’s say you work for a social media company that has just done a launch in a new city. Looking at weekly metrics, you see a slow decrease in the average number of comments per user from January to March in this city.

The company has been consistently growing new users in the city from January to March.

What are some reasons why the average number of comments per user would be decreasing and what metrics would you look into?

What metric could be used to measure if active users are still engaging on the platform despite an overall decrease in the average number of comments per user?

What metric could be used to measure if active users are still engaging on the platform despite an overall decrease in the average number of comments per user?

Decreasing Comments

How would you investigate a decline in the average number of comments per user?

Product Metrics

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?

Job Title: Senior Software Engineer(.Net UI)Location: Bangalore/CoimbatoreJob Type: Full-TimeImmediate joiners or notice period of less than 10 days are needed Purpose:Assist with the development and maintenance of software solutions for new and existing projects. Deep technical skills are required, along with an ability to understand how all pieces fit together and are validated in a complex, distributed system. Duties and Responsibilities:<ol><li>Develop software solutions by studying information needs; conferring with users; studying systems flow, data usage, and work processes; investigating problem areas; following the software development lifecycle </li><li>Determine operational feasibility by evaluating analysis, problem definition, requirements, solution development, and proposed solutions </li><li>Improve operations by conducting systems analysis; recommending changes in guidelines and procedures </li><li>Update job knowledge by studying state-of-the-art development tools, programming techniques, and computing equipment; participating in educational opportunities; reading professional publications; maintaining personal networks; participating in professional organizations </li><li>Actively participates hand on in product development and roadmap definition </li><li>Develop prototypes to prove the solutions business value to the Product Requirements </li><li>Represents technical viewpoint for various technologies during strategic planning </li><li>Respond to stakeholder requirements from a requirements & technology standpoint and discuss concepts, solutions, technical feasibility & risks with them</li><li>Support Developers by providing advice, coaching and educational opportunities</li><li>Participate in knowledge-sharing code reviews</li><li>Adhere to the Code of Conduct and be familiar with all compliance policies and procedures</li></ol> Qualifications: To perform this job successfully, an individual must be able to perform each duty satisfactorily. The requirements listed below are representative of the knowledge, skills, and/or ability required. Reasonable accommodation may be made to enable individuals with disabilities perform the duties. Education (Degrees, Certificates, Licenses, Etc.) Bachelor’s degree or equivalent combination of education and experience required. Experience: <ol><li>7+ years experience in software development</li><li>Healthcare experience / RCM applications knowledge / project experience preferred</li><li>Experience working with global team and working in a team-oriented, collaborative environment </li><li>Experience with agile development </li></ol> Required skills and knowledge: <ul><li>Strong experience in React or Angular fundamentals </li><li>Experience in HTML, CSS JavaScript/TypeScript (JavaScript ES6+ , DOM Manipulation, Type safety) </li><li>Hands-on experience with automation and unit frameworks – Jasmine/Karma</li><li>Experience in API integration and Asynchronous Handling (REST, GraphQL, Async-Await, Caching)</li><li>Expert in Git/GitLab CI/CD pipeline management (Branching, commits, merges, pull requests)</li><li>Experience in Datastore – Redux/Zustand </li></ul> Good to have technical skills:<ol><li>Preferred Micro frontend</li><li>Preferred SQL/pySpark/Scala </li></ol> Preferred skills and knowledge: <ol><li>Ability to solve problems quickly and completely </li><li>Ability to multi-task and stay organized in a dynamic work environment </li><li>Possesses a positive attitude and ability to think outside the box </li><li>Understands and anticipates the possible failures in a growing system and knows how to prevent them </li><li>Utilizes source control with multiple concurrent branches </li><li>Must possess hands on technical skills, along with an ability to work independently or under limited supervision & guidance </li><li>Ability to communicate effectively verbally and in writing</li></ol>

Job Title: Senior Software Engineer(.Net Full Stack & AI)Location: Bangalore/CoimbatoreJob Type: Full-TimeImmediate joiners or notice period of less than 10 days are needed Purpose Assist with the development and maintenance of software solutions for new and existing projects. Deep technical skills are required, along with an ability to understand how all pieces fit together and are validated in a complex, distributed system. Duties and Responsibilities <ol><li>Develop software solutions by studying information needs; conferring with users; studying systems flow, data usage, and work processes; investigating problem areas; following the software development lifecycle </li><li>Determine operational feasibility by evaluating analysis, problem definition, requirements, solution development, and proposed solutions </li><li>Improve operations by conducting systems analysis; recommending changes in guidelines and procedures </li><li>Update job knowledge by studying state-of-the-art development tools, programming techniques, and computing equipment; participating in educational opportunities; reading professional publications; maintaining personal networks; participating in professional organizations </li><li>Actively participates hand on in product development and roadmap definition </li><li>Develop prototypes to prove the solutions business value to the Product Requirements </li><li>Represents technical viewpoint for various technologies during strategic planning </li><li>Respond to stakeholder requirements from a requirements & technology standpoint and discuss concepts, solutions, technical feasibility & risks with them</li><li>Support Developers by providing advice, coaching and educational opportunities</li><li>Participate in knowledge-sharing code reviews </li><li>Adhere to the Code of Conduct and be familiar with all compliance policies and procedures </li></ol> Qualifications To perform this job successfully, an individual must be able to perform each duty satisfactorily. The requirements listed below are representative of the knowledge, skills, and/or ability required. Reasonable accommodation may be made to enable individuals with disabilities perform the duties. Education (Degrees, Certificates, Licenses, Etc.) Bachelor’s degree or equivalent combination of education and experience required. Experience <ol><li>7+ years’ experience in software development</li><li>Healthcare experience / RCM applications knowledge / project experience preferred</li><li>Experience working with global team and working in a team-oriented, collaborative environment and agile development</li></ol> Required skills and knowledge <ul><li>Expert in C#, .NET Framework, and ASP.NET Core</li><li>Strong knowledge of MVC, REST APIs</li><li>AI/ML Tooling: Azure AI Foundry, Databricks Mosaic, Azure AI Studio, Azure Cognitive Services, Azure AI Search</li><li>Git, CI/CD, Release Management</li><li>Logging, Monitoring, Troubleshooting</li><li>Strong OOP and design pattern expertise</li><li>Experience designing scalable systems</li><li>Hands-on experience with automation frameworks (C#) – Cypress/Playwright/Selenium</li></ul> Good to have technical skills<ul><li>DevOps & CI/CD: Azure DevOps (preferred), GitHub Actions, Jenkins</li><li>Cloud Platforms: Azure (preferred), AWS, GCP</li><li>Security & Identity: OAuth2, OpenID Connect, JWT, Azure AD</li><li>SQL Server, Stored Procedures, Performance Tuning</li></ul> Preferred skills and knowledge <ol><li>Ability to solve problems quickly and completely</li><li>Ability to multi-task and stay organized in a dynamic work environment</li><li>Possesses a positive attitude and ability to think outside the box</li><li>Understands and anticipates the possible failures in a growing system and knows how to prevent them</li><li>Utilizes source control with multiple concurrent branches</li><li>Must possess hands on technical skills, along with an ability to work independently or under limited supervision & guidance</li><li>Ability to communicate effectively verbally and in writing</li></ol>

Job Title: Product ManagerLocation: BangaloreJob Type: Full-TimeImmediate joiners or notice period of less than 30 days are needed Purpose:As a Product Manager at LogixHealth, you will work with a globally distributed team of RCM business stakeholders and engineers to design and build cutting edge solutions that directly improve the healthcare industry. You’ll contribute to our fast-paced, collaborative environment and bring your expertise to continue delivering innovative technology solutions, while mentoring others. Duties and Responsibilities:<ol><li>Partner with business stakeholders and technology leadership to understand software requirements. Ideate on new features, define product vision and develop product roadmap aligning with business KPIs</li><li>Manage technology transformation in a rapidly changing environment with ability to provide product leadership to software engineering teams for mission critical applications</li><li>Shape, estimate and plan product roadmaps and generates release plans</li><li>Define ROI and value proposition for new product and features</li><li>Drive automation and AI based initiatives</li><li>Lead and participate in agile ceremonies for your product scope</li><li>Monitors teamwork completion rate, defect rates, code coverage, cycle times and other product engineering KPIs. Understands development risks and technical debt and makes process improvement recommendations to the team, management and business stakeholders</li><li>Fosters an environment of accountability between engineering team members and between engineering teams and business stakeholders</li><li>Adhere to the Code of Conduct and be familiar with all compliance policies and procedures stored in LogixGarden relevant to this position</li></ol> Education (Degrees, Certificates, Licenses, Etc.):BE or BS (or higher, MS / PhD) degree in Computer Science / related field, or equivalent technical experience. Experience:<ol><li>Experience with RCM cycle, specifically medical Coding, Denial management</li><li>8-10 years of product management experience, with at least 2 years in the healthcare domain.</li><li>Experience with EMR/EHR systems, clinical decision support tools, telemedicine platforms, or health data integration projects.</li><li>Familiarity with HIPAA, HL7, FHIR, or other US health regulatory and coding standards.</li><li>Strong analytical and problem-solving skills; comfortable working with structured and unstructured healthcare data.</li><li>Ability to engage with clinical professionals and understand medical terminology and workflows.</li></ol> Specific Job Knowledge, Skill and Ability: <ol><li>Strong product management, project management skills</li><li>Strong stakeholder management, strategic acumen to drive product roadmap</li><li>Passion for mentoring and guiding others</li><li>Strong written and verbal communication skills</li><li>Ability to keep security, maintainability, and scalability in mind with the solutions built</li><li>Possess excellent interpersonal communication skills and an aptitude for continued learning</li></ol> Qualifications:To perform this job successfully, an individual must be able to perform each duty satisfactorily. The requirements listed below are representative of the knowledge, skills, and/or ability required. Reasonable accommodation may be made to enable individuals with disabilities perform the duties.

Question	Topic	Difficulty	Ask Chance
Boarding Times Bias	Statistics	Medium	Very High
Decreasing Comments	Product Metrics	Easy	Very High
Hundreds of Hypotheses	Statistics	Medium	Very High

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