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Integrated Resources, Inc ( Iri ) Interview Questions

integrated resources inc. (iri) is a professional staffing firm specializing in contract, consulting &amp; full time positions in the area of information technology, life science and allied healthcare. since its inception in 1996, iri has continued to grow in size, opportunities, service and quality. our expert team of highly trained counselors work hand in hand with every candidate and client forming a partnership of understanding and commitment.

integrated resources inc. (iri) is a professional staffing firm specializing in contract, consulting & full time positions in the area of information technology, life science and allied healthcare. since its inception in 1996, iri has continued to grow in size, opportunities, service and quality. our expert team of highly trained counselors work hand in hand with every candidate and client forming a partnership of understanding and commitment.

Overview

A/B Testing

Algorithms

Analytics

Machine Learning

Probability

Product Metrics

Python

Statistics

Integrated Resources, Inc ( Iri ) Interview Guides

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?

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

Title: Product Manager - Digital 5Location: Beaverton, OR (100% Remote)Job Duration: 6 months (Possible extension) Clients is looking for Technical Product Manager– AI/ML to drive the development and delivery of innovative, customer-centric AI/ML-powered solutions. You will work at the intersection of business, technology, data science and platform capabilities, playing a pivotal role in defining the roadmap, building scalable AI/ML products, and delivering transformative experiences for Clients users. This role requires a combination of technical expertise, strong product management skills, and a passion for leveraging AI/ML to solve complex problems, enabling Clients to stay at the forefront of innovation. Key Responsibilities <ul><li>Define the long-term vision, strategy, and roadmap for AI/ML products, ensuring alignment with business objectives and leadership priorities. </li><li>Conduct user research, analyze consumer feedback, and study market trends to identify opportunities for innovation with AI/ML-powered solutions. </li><li>Translate complex business needs into actionable technical product requirements, user stories, and maintain a prioritized and groomed product backlog with clear feature and epics description and acceptance criteria. </li><li>Where needed code prototypes </li><li>Ability to demo AI products and services connecting the solution to dependent platform solutions </li><li>Leverage AI/ML knowledge to enrich requirements focused on emerging technologies and their application. </li><li>Collaborate with AI/ML engineers, data scientists, platform teams, product and engineering leaders, cross-functional stakeholders to design and integrate AI/ML products into business processes bringing impact to Clients Business. </li><li>Actively participate in Agile ceremonies, such as sprint planning, reviews and demo sessions to drive successful product delivery. </li><li>Measure customer success by evaluating metrics for adoption, performance and cost efficiency of your deployed solutions </li><li>Stay informed about advancements in AI/ML frameworks, tools, and technologies, and apply them to enhance product performance and innovation. </li><li>Resolve dependencies between products, managing risks and proactively addressing blockers as they arise. </li><li>Lead the product lifecycle from ideation and prototyping to launch, optimization, and sunset, ensuring continuous delivery of value. </li><li>Foster collaboration across technical and business teams, ensuring alignment on priorities, objectives, and deliverables. </li><li>Develop and communicate technical concepts, roadmaps, and product strategies effectively to both technical and non-technical audiences. </li></ul> Skills & Qualifications <ul><li>8+ years demonstrated experience as a Product Owner, Data and AI Consultant, Product Manager, or Technical Product Manager in Data, Analytics and AI/ML product development. </li><li>Participation in at least two full-cycle projects or multiple projects across various phases of development </li><li>Strong experience working in matrix organizations, managing wide stakeholder networks, and navigating cross-product dependencies. </li><li>Experience working and developing AI/ML frameworks, products, platforms, pipelines, and solutions, including development, deployment, and optimization of ML models. </li><li>Proficiency in Agile methodologies and Jira, Confluence, Figma, LucidChart tools. </li><li>Storytelling abilities for effectively being able propagate the impact your solutions across enterprise </li></ul> Who You Are <ul><li>A strategic thinker with a passion for AI/ML technologies and their potential to solve real-world problems. </li><li>A doer who can perform hands-on work, create detailed product artifacts, work effectively in JIRA, collaborate closely with the engineering team, and organize incoming information efficiently. </li><li>A leader for the engineering team who shields them from the influx of information, change requests, and new requirements, allowing them to focus on design, delivery, and achieving engineering excellence. </li><li>A collaborative team player skilled at navigating cross-functional teams and driving alignment. </li><li>A problem-solver who thrives in ambiguity and brings clarity through well-defined strategies and execution plans. </li><li>An expert who champions innovation and has the ability to influence decisions across technical and business teams.</li></ul>

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

Integrated Resources, Inc ( Iri ) Interview Questions

Overview

Integrated Resources, Inc ( Iri ) Interview Guides

Integrated Resources, Inc ( Iri ) Interview Questions

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