Handshake Business Analyst interview questions & guide 2026

The following questions are representative of what you will face during the Handshake interview process. These questions have been compiled from real candidate experiences and are designed to illustrate the patterns of evaluation you will encounter, rather than serve as a list for rote memorization.

Technical & SQL Skills

These questions evaluate your ability to manipulate data, write clean SQL code under pressure, and interpret database schemas accurately.

• Write a SQL query to find the monthly active student users who applied to at least two jobs in their first week of registration.
• How would you optimize a query that is running slowly due to multiple joins on large student activity tables?

To succeed in the Handshake interview process, you must approach your preparation with a balance of technical rigor and strategic thinking. The hiring team is not just looking for a data puller; they want a business partner who can translate numbers into narratives.

SQL and Technical Proficiency – This is a non-negotiable baseline. You must be highly comfortable with complex SQL concepts, including window functions, CTEs, and multi-table joins. Your code needs to be both accurate and optimized, as technical assessments are heavily scrutinized.

Navigating Ambiguity – Handshake values analysts who can thrive in unstructured environments. You will be evaluated on your ability to take a vague business prompt, break it down into a structured analytical framework, and identify the exact data points needed to solve it.

Mission Alignment and Culture Fit – Handshake is deeply mission-driven. Interviewers will actively look for your passion for helping students launch their careers. You should be prepared to discuss how your personal values align with their student-centric goals.

Structured Communication – You must be able to explain complex analytical concepts to non-technical stakeholders. Practice structuring your answers using the STAR method (Situation, Task, Action, Result) and always tie your technical findings back to the broader business impact.

The interview process for the Business Analyst position at Handshake is thorough, typically spanning several weeks and involving multiple touchpoints across the organization. The process is designed to test your technical capabilities early on, followed by deep dives into your product sense, analytical problem-solving, and cultural alignment.

The journey begins with a standard recruiter screen focusing on your background, technical skills, and salary expectations. If you pass this initial filter, you will quickly move to a SQL assessment. This technical screen is a critical gatekeeper; you must demonstrate strong SQL skills under timed conditions to progress. Following a successful technical assessment, you will have a hiring manager screen to discuss your experience in more depth and evaluate your high-level problem-solving abilities.

The final stage is a virtual onsite consisting of multiple rounds. This stage can be rigorous and may involve interviews with cross-functional stakeholders, including product managers, team leads, and occasionally senior leadership or VPs. While the team members are highly collaborative and passionate, candidates should remain adaptable, as the final stages can sometimes involve team-matching conversations to find the best organizational fit.

The visual timeline above outlines the standard progression of stages you will encounter during your candidacy. Candidates should use this timeline to pace their preparation, ensuring they master SQL concepts before the technical assessment while reserving time to practice case studies and behavioral questions for the onsite rounds. Note that while the early stages move quickly, the onsite loop requires sustained energy and deep preparation across both technical and conversational domains.

SQL & Data Analytics

The technical evaluation is the foundation of the Business Analyst interview process. Handshake relies on vast databases to track user interactions, and you must prove you can query this data efficiently without guidance.

Be ready to go over:

• Complex Joins – Understanding when to use LEFT, RIGHT, INNER, or FULL OUTER joins when combining student profile data with employer interaction tables.
• Aggregations and Grouping – Utilizing GROUP BY, HAVING, and aggregate functions to summarize platform engagement metrics.

As a Business Analyst at Handshake, your day-to-day responsibilities will center on transforming raw data into strategic business decisions. You will act as the analytical engine for your assigned team, helping to guide product roadmaps, optimize operational workflows, and improve the overall user experience on the platform.

A significant portion of your time will be spent collaborating with adjacent teams, including Product Management, Engineering, and Employer Operations. You will help these teams define their goals, set up tracking for new initiatives, and build automated dashboards (using tools like Looker or Tableau) so they can monitor their own performance. You will be the go-to person for understanding how users interact with Handshake.

Additionally, you will lead deep-dive exploratory analyses. Instead of just answering incoming requests, you will proactively look at the data to find hidden opportunities. This could involve identifying underserved student demographics, finding patterns in successful employer hiring cycles, or helping universities understand how to increase student engagement with their career centers.

To be competitive for the Business Analyst role at Handshake, you need a strong blend of technical expertise, analytical curiosity, and communication skills.

Technical Skills

• SQL Proficiency – Expert-level SQL is a must-have. You should be comfortable writing complex, optimized queries against large datasets.
• Data Visualization – Experience building clear, actionable dashboards in Looker, Tableau, or a similar BI tool.
• Statistical Tools (Nice-to-have) – Familiarity with Python or R for advanced statistical analysis and data manipulation is highly valued but not always required.

Experience & Soft Skills

• Analytical Experience – Typically 2–4 years of experience in business analysis, product analytics, strategy consulting, or a highly analytical role.
• Structured Communication – The ability to distill complex data insights into clear, actionable recommendations for non-technical stakeholders.
• Proactive Problem Solving – A self-starter attitude with a proven ability to navigate ambiguous business environments and drive projects to completion.

Q: How difficult is the SQL assessment? A: The SQL assessment is of average to high difficulty. It tests your fundamental database knowledge and your ability to write clean queries under time pressure. Review window functions, joins, and aggregations thoroughly before taking it, as even minor syntax errors can lead to automated rejection.

Q: What is the company culture like during the interview process? A: The team members you will meet are generally described as highly friendly, collaborative, and deeply passionate about Handshake's mission. However, the administrative side of the recruiting process can sometimes feel fast-moving or ambiguous, so maintaining proactive communication is key.

Q: How can I best demonstrate my alignment with Handshake's values? A: Be prepared to discuss your interest in education technology, career development, or social impact. Share personal stories or professional experiences where you helped democratize access to resources or solved problems with a user-first mindset.

Q: Is there flexibility in the team I will be placed on? A: Yes. During the final rounds, Handshake often looks for the best mutual fit across different business units (e.g., Employer, Student, or University teams). Be open to showcasing how your skills can adapt to different areas of the business.

To truly stand out during your Handshake interview, keep these practical, insider tips in mind:

• Master the Three-Sided Marketplace: Understand how students, employers, and universities interact on the platform. Your analytical suggestions should always consider the incentives of all three user groups.
• Be Prepared for Ambiguity: If an interviewer gives you a vague prompt, do not panic. Use it as an opportunity to showcase your structured thinking by defining terms, making logical assumptions, and outlining a step-by-step approach.
• Review Your SQL Basics: Do not rely on autocomplete or AI assistance during your technical screen. Practice writing raw SQL in a simple text editor to ensure your syntax is flawless.

• Showcase Stakeholder Management: Emphasize your ability to work with cross-functional partners. Give examples of how you translated technical findings into business strategies that non-technical teams could easily execute.

The Business Analyst position at Handshake offers an incredibly rewarding opportunity to apply your analytical talents to a mission that changes lives. By helping to optimize a platform that connects millions of students with their future careers, your data insights will have a direct, positive impact on economic mobility and career access.

To succeed, focus your preparation on mastering advanced SQL, structuring answers to open-ended business cases, and articulating your genuine passion for the company's student-centric mission. While the interview process is rigorous and requires adaptability, coming prepared with a structured approach and a collaborative mindset will set you apart from other candidates.

For more detailed candidate reviews, salary data, and preparation strategies, continue exploring the resources available on Dataford to give yourself the ultimate competitive edge.

The salary insights above represent the typical compensation structure for this role. Use this data to guide your expectations during initial recruiter calls, keeping in mind that total compensation may vary based on your experience level, location, and the specific team alignment.