Prepare for and practice interview questions from The Judge Group.

The Judge Group Interview Questions

A/B Testing

Algorithms

Analytics

Machine Learning

Probability

Product Metrics

Python

Statistics

The Judge Group 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

The Judge Group Salaries by Position

Our client is seeking a Technical Product Manager with preferred experience in the automotive industry. This is a direct-hire opportunity that is hybrid to Elk Grove, CA. RESPONSIBILITIES: <ul><li>Define and communicate product vision and strategy aligned with business objectives.</li><li>Develop and maintain product roadmaps based on market research, customer feedback, and business priorities.</li><li>Gather and analyze requirements from internal teams and external customers.</li><li>Write epics, user stories, and acceptance criteria for development teams.</li><li>Create detailed technical documentation including API specifications, data flows, and integration requirements.</li><li>Leverage strong technical background to guide decisions on architecture, APIs, and data structures.</li><li>Define KPIs and monitor product performance post-launch.</li><li>Use data-driven insights to iterate and improve product offerings.</li></ul> QUALIFICATIONS: <ul><li>Bachelor’s degree in Computer Science, Engineering, or related field</li><li>5+ years in product management in a technical product role.</li><li>Experience in SaaS or enterprise software products; automotive industry experience preferred.</li></ul> Pay: 120-135k

The ideal candidate is an analytical team player who will be responsible for leading a team of high performing individuals who own the entire product lifecycle from strategy to evaluation. You will also work cross-functionally to complete product roadmaps and discover new opportunities. Responsibilities<ul><li>Create business models and analyze competitive landscape</li><li>Develop and monitor data-driven analytics</li><li>Mentor employees to help them achieve individual & team objectives</li></ul> Qualifications <ul><li>Bachelor's degree or equivalent 3+ years of experience in Product Management, Engineering, or Consulting</li><li>Strong written, verbal and collaboration skills</li></ul>

This is a direct hire opportunityNo Corps The Opportunity:Our client is seeking a Lead Technical Business Analyst (Lead TBA) to serve as the senior-most analyst within our integration team. This is a true technical business analyst role, requiring deep fluency in APIs, system architecture, data integration methods, and software delivery lifecycles. This role will serve as a key partner to engineering, architecture, PMO, and business stakeholders—driving not only the development of clear, actionable requirements but also leading the end-to-end technical execution of complex initiatives, contributing to process design, documentation standards, and ensuring scalable, well-architected solutions. While this is not a formal management role, you will be expected to provide oversight and leadership to the broader BA team, helping elevate the technical depth, process rigor, and overall quality of the group. Key Responsibilities:• Serve as the most senior BA resource within the integrations and platform group, owning highly technical requirements gathering across APIs, file exchanges, and payment system integrations.• Partner closely with engineering, product owners, architects, and PMO leadership to translate business needs into highly detailed user stories, workflows, and acceptance criteria.• Lead technical discovery sessions, asking the right architectural and data questions to frame a scalable solution approach.• Guide and mentor other BAs, providing feedback on requirements development, story writing, and technical comprehension.• Participate in solution design sessions and architecture reviews to ensure business needs are accurately represented in the technical solution.• Help standardize documentation, templates, and BA best practices across the team.• Support PMO leadership in driving process improvement, documentation consistency, and scalable delivery practices.• Actively collaborate with internal and external partners on third-party integrations.• Own and support technical delivery by working across cross-functional teams, validating integration strategies, and ensuring readiness of end-to-end solutions.• Engage directly with engineering and vendor technical teams to validate API schemas, file formats, sequencing, and implementation feasibility.• Act as the primary technical liaison during integration efforts, troubleshooting complex issues and escalating risks <a>proactively.</a> Qualifications:• 7+ years of progressive experience as a Business Analyst, with at least 3 years in technical BA roles supporting APIs, integrations, or platform engineering teams.• Bachelor's degree or higher in Computer Science, Information Technology, Computer Engineer, Computer Networks, or a closely related technical field required.• Strong experience with APIs, file-based integrations, data mapping, and payment platform technologies.• Previous experience writing detailed user stories, business and system process flows, and technical integration specifications.• Demonstrated ability to guide and mentor junior analysts.• Strong understanding of system architecture, data flows, and technical implementation tradeoffs.• Strong collaboration skills, with the ability to work across product, engineering, architecture, and external vendor teams.• Excellent communication and leadership presence; able to influence without formal authority.• Prior experience in fintech, healthcare payments, or complex SaaS platforms strongly preferred.• Familiarity with Agile delivery frameworks. Preferred Attributes:• Experience in process optimization, PMO operations, or internal standards development.• Ability to bridge functional, business, and technical conversations.• Hands-on experience participating in API validation, Postman testing, or payload design.• Comfortable working closely with engineering and QA teams during solution design and delivery.• Proven aptitude for leadership and developing team-wide best practices. Benefits:• Work Flexibly: Hybrid model based in Dallas with 3 days/week in-office.• Comprehensive Benefits: Full medical, dental, vision, and generous PTO.• ICompetitive salary, bonus eligibility, and 401(k) matching.

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

The Judge Group Interview Questions

The Judge Group Interview Guides

The Judge Group Interview Questions

The Judge Group Salaries by Position

The Judge Group Opening Jobs