//pragmatic leaders

Disclaimer

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Section 1: DISCLAIMER & BEFORE YOU TAKE THE TEST
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This course and its creators are not affiliated with Uber Technologies Ltd. The materials are for educational purposes and created independently.
Talvinder Singh, from a Pragmatic Leaders session on interview preparation

This course is designed solely for educational purposes. It is not affiliated with, endorsed by, or sponsored in any way by Uber Technologies Ltd., a global transport and logistics company. The analytical test questions, CSV files, and all content you will engage with here have been created from scratch by the authors.

The actual Uber analytical test is proprietary, and the materials presented here are original simulations meant to prepare you for the kinds of analytical thinking and problem-solving skills that Uber and other marketplace companies evaluate. This means the data sets, scenarios, and questions are not copies or derivatives of Uber’s real test materials.

You must understand this distinction clearly before proceeding. The value of this course lies in building your analytical ability and sharpening your logical reasoning through practice — not in memorizing exact Uber test questions.

This course and all related files are intended solely for the use of individuals or entities who have enrolled or been granted access. No part of this course — including questions, answers, CSV files, or explanatory text — may be reproduced, distributed, or transmitted in any form or by any means without explicit permission from the authors.

All rights are reserved. Unauthorized sharing or copying of these materials is prohibited.

The information presented here has been compiled with care and aims to be as accurate as possible. However, no guarantee is made regarding the usefulness, fitness for any particular purpose, or completeness of the content. The advice and examples are provided on an "as-is" basis.

You should apply your judgment and adapt your learning to your specific interview context. The course aims to prepare you broadly for marketplace analytical tests — not to provide guaranteed answers for any one company’s test.

Why this disclaimer matters to you

Before you invest time and effort in this course, you should know what you are signing up for:

  • This is not an official Uber training or test prep material.
  • The scenarios are inspired by marketplace dynamics but are independently created.
  • The course focuses on building your analytical mindset — a transferable skill valuable in any product management interview.
  • You should not expect exact question repetition from Uber’s actual test.
  • Use this course ethically and respect intellectual property rights.

If you keep these points in mind, you can approach the course with the right expectations and maximize your learning.

The course context: preparing for marketplace analytical tests

Analytical ability is a foundational skill expected from product managers at every seniority level. Many candidates from engineering and MBA backgrounds are considered for PM roles because of their assumed analytical skills — though this assumption is often mistaken.

Preparing for analytical tests is challenging. It requires you to strengthen your quantitative reasoning and logical deduction. This course uses Uber as a case study because Uber’s marketplace dynamics push operational and analytical challenges to an extreme, making it an excellent example to learn from.

Your goal is to apply yourself honestly and practice thoughtfully. The test simulations here replicate the experience of Uber’s analytical test without using proprietary materials.

What the real Uber analytical test looks like

Based on feedback from real test takers and publicly available information, Uber’s analytical test typically includes:

  • A math-skills section: You analyze data from two CSV files. These files contain operational data such as completed trips, app usage patterns, driver availability, and performance metrics.
  • An operations knowledge section: Brain teaser-style conceptual questions about marketplace operations and logistics.
  • Essay-type open-ended questions: These assess your communication skills and ability to reason through product and operational challenges.

The test is timed — usually 2 hours for about 32 questions — and taken online in one sitting. The two CSV files you download during the test are central to answering many questions.

Our course materials simulate this format with original questions and datasets, designed to build the same analytical muscles.

Operational challenges unique to Uber-like marketplaces

Uber is a pioneer in ridesharing and logistics. Its operational environment is complex and often unpredictable:

  • GPS navigation is not always reliable, especially in cities with incomplete mapping or ambiguous addresses.
  • Drivers sometimes face unfair ratings or complaints due to factors beyond their control, such as navigation errors.
  • To maintain quality, Uber screens drivers rigorously, sometimes requiring city knowledge tests.
  • Driver onboarding varies by city and includes ongoing training for drivers who show potential but need improvement.

Understanding these realities is critical when analyzing driver and marketplace data in your test.

What comes after the analytical test in a PM interview

If you clear the analytical test, you will typically face three more interview rounds. These may be phone calls, video panels, or in-person meetings depending on your location.

Common questions in later rounds include:

  • Why do taxi drivers dislike credit card payments?
  • How would you onboard drivers in a new city without a local office?
  • How do you persuade drivers to accept higher commission rates?
  • What distinguishes UberX from UberPop?
  • How would you scale driver supply from 100 to 1000 in a city?
  • What KPIs should be used to assign new drivers?
  • Describe a problematic app feature from a driver’s perspective and how you would address it.

Studying operational concepts and marketplace dynamics will prepare you for these interviews.

Tips for taking the analytical test

  • Create a quiet, comfortable environment with no distractions.
  • You have to complete the test in one sitting (usually two hours).
  • Download and familiarize yourself with the CSV files; they contain the data you will analyze.
  • Practice interpreting operational metrics and connecting them to marketplace outcomes.
  • Work on your written communication for open-ended questions.
  • Time management is critical — pace yourself to answer all questions.

Supporting media

// Orientation and tutorial overview for Uber analytical test preparation

This orientation video covers product management basics, innovation, SDLC, user development, and competitive analysis — all relevant to your preparation.

Test yourself: Recognizing the disclaimer’s implications

// learn the judgment

You are preparing for a product manager analytical test simulation course that uses Uber as an example. You notice some course materials resemble questions you saw online but are not exact matches.

The call: How should you interpret the course content and use it in your preparation?

Your reasoning:

Where to go next