Amazon Interview Questions & Answers
Get expert-crafted questions to excel in your Amazon interview. Whether you're applying for engineering, data, product, or business roles, tackle realistic technical and behavioral challenges to boost your chances of success.
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Google, Amazon, Microsoft
What criteria do you use to assess product design quality?
Medium
Behavioral
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Google, Amazon, Microsoft
What criteria do you use to assess product design quality?
Medium
Behavioral
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Amazon, Google, Meta
What key factors do you consider when developing product roadmaps?
Medium
Behavioral
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Amazon, Google, Meta
What key factors do you consider when developing product roadmaps?
Medium
Behavioral
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Google, Microsoft, Amazon
What is the bias-variance tradeoff in machine learning, and why is it important for model performance?
Hard
Technical
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Google, Microsoft, Amazon
What is the bias-variance tradeoff in machine learning, and why is it important for model performance?
Hard
Technical
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Google, Amazon, Microsoft
What is overfitting in machine learning, and what strategies can be used to prevent it?
Medium
Technical
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Google, Amazon, Microsoft
What is overfitting in machine learning, and what strategies can be used to prevent it?
Medium
Technical
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Google, Microsoft, Amazon
What is cross-validation, and what is its purpose in model evaluation?
Medium
Technical
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Google, Microsoft, Amazon
What is cross-validation, and what is its purpose in model evaluation?
Medium
Technical
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Amazon, Microsoft, Google
What are the key steps in a typical machine learning project?
Medium
Technical
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Amazon, Microsoft, Google
What are the key steps in a typical machine learning project?
Medium
Technical
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Google, Amazon, Microsoft
What is feature scaling, and what are common techniques used?
Medium
Technical
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Google, Amazon, Microsoft
What is feature scaling, and what are common techniques used?
Medium
Technical
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Amazon, Google, IBM
What is the significance of the learning rate in training machine learning models?
Medium
Technical
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Amazon, Google, IBM
What is the significance of the learning rate in training machine learning models?
Medium
Technical
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Google, Microsoft, Amazon
What is regularization in machine learning, and why is it important?
Medium
Technical
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Google, Microsoft, Amazon
What is regularization in machine learning, and why is it important?
Medium
Technical
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Google, Amazon, Microsoft
What are the key differences between L1 and L2 regularization in machine learning?
Medium
Technical
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Google, Amazon, Microsoft
What are the key differences between L1 and L2 regularization in machine learning?
Medium
Technical
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Amazon, Google, IBM
What are support vector machines (SVM), and how do they function in machine learning?
Medium
Technical
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Amazon, Google, IBM
What are support vector machines (SVM), and how do they function in machine learning?
Medium
Technical
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Google, Amazon, Microsoft
Explain the random forest algorithm and its key advantages
Medium
Technical
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Google, Amazon, Microsoft
Explain the random forest algorithm and its key advantages
Medium
Technical
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Google, Microsoft, Amazon
What is a neural network, and what are its key components?
Medium
Technical
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Google, Microsoft, Amazon
What is a neural network, and what are its key components?
Medium
Technical
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Google, Microsoft, Amazon
Explain backpropagation in neural networks and its significance in training models
Hard
Technical
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Google, Microsoft, Amazon
Explain backpropagation in neural networks and its significance in training models
Hard
Technical
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Google, Amazon, IBM
What are the key differences between generative and discriminative models in machine learning?
Medium
Technical
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Google, Amazon, IBM
What are the key differences between generative and discriminative models in machine learning?
Medium
Technical
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Google, Amazon, Microsoft
What is hyperparameter tuning, and what steps are involved in the tuning process?
Medium
Technical
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Google, Amazon, Microsoft
What is hyperparameter tuning, and what steps are involved in the tuning process?
Medium
Technical
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Google, Amazon, Meta
What is ensemble learning, and how does it improve model performance in machine learning?
Medium
Technical
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Google, Amazon, Meta
What is ensemble learning, and how does it improve model performance in machine learning?
Medium
Technical
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Google, Amazon, Microsoft
What is feature selection, and why is it important in the modeling process?
Medium
Technical
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Google, Amazon, Microsoft
What is feature selection, and why is it important in the modeling process?
Medium
Technical
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Google, IBM, Amazon
What techniques can be used to address imbalanced datasets in machine learning?
Medium
Technical
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Google, IBM, Amazon
What techniques can be used to address imbalanced datasets in machine learning?
Medium
Technical
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Google, IBM, Amazon
What is the difference between precision and recall in data analysis?
Medium
Technical
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Google, IBM, Amazon
What is the difference between precision and recall in data analysis?
Medium
Technical
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Google, Microsoft, Amazon
What is Principal Component Analysis (PCA) and its purpose in data analysis?
Medium
Technical
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Google, Microsoft, Amazon
What is Principal Component Analysis (PCA) and its purpose in data analysis?
Medium
Technical
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Google, Amazon, Microsoft
What techniques can you use to handle missing data in datasets?
Medium
Technical
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Google, Amazon, Microsoft
What techniques can you use to handle missing data in datasets?
Medium
Technical
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Google, Amazon, Microsoft
What is the role of a validation set in machine learning?
Medium
Technical
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Google, Amazon, Microsoft
What is the role of a validation set in machine learning?
Medium
Technical
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Google, Microsoft, Amazon
What are the common techniques for interpreting machine learning models?
Medium
Technical
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Google, Microsoft, Amazon
What are the common techniques for interpreting machine learning models?
Medium
Technical
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Google, Amazon, Microsoft
What is the role of the cost function in machine learning models?
Medium
Technical
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Google, Amazon, Microsoft
What is the role of the cost function in machine learning models?
Medium
Technical
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Google, Amazon, Microsoft
What techniques are commonly used to handle categorical data in data analysis?
Medium
Technical
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Google, Amazon, Microsoft
What techniques are commonly used to handle categorical data in data analysis?
Medium
Technical
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Google, Meta, Amazon
What distinguishes shallow neural networks from deep neural networks?
Medium
Technical
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Google, Meta, Amazon
What distinguishes shallow neural networks from deep neural networks?
Medium
Technical
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Google, Microsoft, Amazon
What are effective techniques for evaluating machine learning model performance?
Medium
Technical
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Google, Microsoft, Amazon
What are effective techniques for evaluating machine learning model performance?
Medium
Technical
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Google, Amazon, Microsoft
What is the model deployment process, and what challenges are commonly faced during deployment?
Hard
Technical
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Google, Amazon, Microsoft
What is the model deployment process, and what challenges are commonly faced during deployment?
Hard
Technical
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Google, Meta, Amazon
What is time series forecasting, and how is it applied in various industries?
Medium
Technical
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Google, Meta, Amazon
What is time series forecasting, and how is it applied in various industries?
Medium
Technical
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Google, Amazon, Meta
What are the pros and cons of using a pre-trained model in machine learning?
Medium
Hypothetical
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Google, Amazon, Meta
What are the pros and cons of using a pre-trained model in machine learning?
Medium
Hypothetical
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IBM, Amazon, Netflix
Can you explain what data analysis entails?
Easy
Definition
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IBM, Amazon, Netflix
Can you explain what data analysis entails?
Easy
Definition
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Amazon, Apple
What is Data Wrangling, and why is it important in data analysis?
Easy
Technical
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Amazon, Apple
What is Data Wrangling, and why is it important in data analysis?
Easy
Technical
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Amazon, Google, IBM
What is data cleaning, and why is it important in data analysis?
Easy
Technical
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Amazon, Google, IBM
What is data cleaning, and why is it important in data analysis?
Easy
Technical
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IBM, Netflix, Amazon
What are the key differences between structured and unstructured data?
Medium
Technical
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IBM, Netflix, Amazon
What are the key differences between structured and unstructured data?
Medium
Technical
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Amazon, Meta, Google
What are the key differences between a pandas Series and a pandas DataFrame?
Medium
Technical
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Amazon, Meta, Google
What are the key differences between a pandas Series and a pandas DataFrame?
Medium
Technical
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Amazon, Netflix
What are the measures of central tendency in statistics?
Easy
Technical
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Amazon, Netflix
What are the measures of central tendency in statistics?
Easy
Technical
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Amazon
What are the different measures of dispersion in statistics?
Medium
Technical
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Amazon
What are the different measures of dispersion in statistics?
Medium
Technical
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Amazon, IBM
What are the null hypothesis and alternative hypothesis in statistical analysis?
Easy
Hypothetical
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Amazon, IBM
What are the null hypothesis and alternative hypothesis in statistical analysis?
Easy
Hypothetical
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Amazon
What are Type I and Type II errors in hypothesis testing?
Medium
Technical
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Amazon
What are Type I and Type II errors in hypothesis testing?
Medium
Technical
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Amazon, Google, Meta
What is ANOVA in statistics, and how is it used in data analysis?
Easy
Technical
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Amazon, Google, Meta
What is ANOVA in statistics, and how is it used in data analysis?
Easy
Technical
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Apple, Netflix, Amazon
What are the key differences between a Z-test and a T-test?
Medium
Technical
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Apple, Netflix, Amazon
What are the key differences between a Z-test and a T-test?
Medium
Technical
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Amazon, Google, Apple
How do you use SQL aggregate functions such as SUM, COUNT, and MAX/MIN?
Medium
Technical
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Amazon, Google, Apple
How do you use SQL aggregate functions such as SUM, COUNT, and MAX/MIN?
Medium
Technical
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Amazon, Apple
How do you write an SQL query to join and retrieve data from multiple related tables?
Medium
Technical
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Amazon, Apple
How do you write an SQL query to join and retrieve data from multiple related tables?
Medium
Technical
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Google, Apple, Amazon
What is the purpose of the HAVING clause in SQL, and how does it differ from the WHERE clause?
Medium
Technical
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Google, Apple, Amazon
What is the purpose of the HAVING clause in SQL, and how does it differ from the WHERE clause?
Medium
Technical
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Amazon, Netflix
What is a database transaction, and why is maintaining data integrity important?
Medium
Technical
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Amazon, Netflix
What is a database transaction, and why is maintaining data integrity important?
Medium
Technical
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Google, Amazon, Meta
What are the differences between a dashboard, worksheet, and workbook in Tableau?
Easy
Technical
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Google, Amazon, Meta
What are the differences between a dashboard, worksheet, and workbook in Tableau?
Easy
Technical
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Amazon, IBM, Netflix
What is the difference between joining and blending data in Tableau?
Medium
Technical
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Amazon, IBM, Netflix
What is the difference between joining and blending data in Tableau?
Medium
Technical
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Nike, Apple, Amazon
What recent marketing tactic have you implemented, and what were your reasons and key takeaways from it?
Medium
Behavioral
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Nike, Apple, Amazon
What recent marketing tactic have you implemented, and what were your reasons and key takeaways from it?
Medium
Behavioral
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Google, Meta, Amazon
What are the most significant changes currently impacting the marketing industry?
Medium
Hypothetical
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Google, Meta, Amazon
What are the most significant changes currently impacting the marketing industry?
Medium
Hypothetical
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Google, Meta, Amazon
How do you view the growing significance of digital marketing in today's business landscape?
Medium
Hypothetical
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Google, Meta, Amazon
How do you view the growing significance of digital marketing in today's business landscape?
Medium
Hypothetical
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Google, Tesla, Amazon
How would you develop a marketing strategy for a hypothetical product?
Medium
Hypothetical
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Google, Tesla, Amazon
How would you develop a marketing strategy for a hypothetical product?
Medium
Hypothetical
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Google, Amazon, Microsoft
What is your management style?
Medium
Behavioral
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Google, Amazon, Microsoft
What is your management style?
Medium
Behavioral
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Amazon, Google, Meta
How can a new Product Manager effectively build relationships with development and engineering teams?
Medium
Behavioral
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Amazon, Google, Meta
How can a new Product Manager effectively build relationships with development and engineering teams?
Medium
Behavioral
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Amazon, Microsoft, Google
Are you comfortable with managing an in-house project after previously relying on an external company for this service?
Medium
Behavioral
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Amazon, Microsoft, Google
Are you comfortable with managing an in-house project after previously relying on an external company for this service?
Medium
Behavioral
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Google, Amazon, Microsoft
Can you share an example of a technical solution you or your team developed that was successfully transformed into a commercial application?
Medium
Behavioral
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Google, Amazon, Microsoft
Can you share an example of a technical solution you or your team developed that was successfully transformed into a commercial application?
Medium
Behavioral
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Meta, Amazon, Google
What key lesson did you learn from your most recent product launch?
Medium
Behavioral
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Meta, Amazon, Google
What key lesson did you learn from your most recent product launch?
Medium
Behavioral
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Google, Amazon, Microsoft
Select a city and estimate the number of piano tuners working there
Medium
Case
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Google, Amazon, Microsoft
Select a city and estimate the number of piano tuners working there
Medium
Case
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Amazon, Meta, Google
Select a digital app or product and explain how you would enhance its features or user experience
Medium
Hypothetical
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Amazon, Meta, Google
Select a digital app or product and explain how you would enhance its features or user experience
Medium
Hypothetical
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Pinterest, Google, Amazon
How would you encourage Pinterest users to convert their saved ideas into purchases?
Medium
Hypothetical
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Pinterest, Google, Amazon
How would you encourage Pinterest users to convert their saved ideas into purchases?
Medium
Hypothetical
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Amazon, Meta, Microsoft
Can you provide an example of a situation where you had to decline an idea or project? What was your reasoning?
Medium
Behavioral
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Amazon, Meta, Microsoft
Can you provide an example of a situation where you had to decline an idea or project? What was your reasoning?
Medium
Behavioral
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Google, Amazon, Microsoft
Can you provide an example of how you collaborated with a design team to successfully launch a product or feature?
Medium
Behavioral
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Google, Amazon, Microsoft
Can you provide an example of how you collaborated with a design team to successfully launch a product or feature?
Medium
Behavioral
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Meta, Amazon, Google
How would you collect team feedback on a new or updated process?
Medium
Behavioral
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Meta, Amazon, Google
How would you collect team feedback on a new or updated process?
Medium
Behavioral
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Google, Amazon, Meta
Can you describe a failure you've experienced, the reasons behind it, and what you would do differently?
Medium
Behavioral
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Google, Amazon, Meta
Can you describe a failure you've experienced, the reasons behind it, and what you would do differently?
Medium
Behavioral
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Amazon, Google, Microsoft
What is your ideal product management process?
Medium
Behavioral
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Amazon, Google, Microsoft
What is your ideal product management process?
Medium
Behavioral
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Meta, Amazon, Google
What steps do you take to identify and improve a declining metric?
Medium
Behavioral
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Meta, Amazon, Google
What steps do you take to identify and improve a declining metric?
Medium
Behavioral
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Can you describe a situation where you made a decision without relying on data?
Medium
Behavioral
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Can you describe a situation where you made a decision without relying on data?
Medium
Behavioral
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Google, Microsoft, Amazon
Describe your approach to managing product features from conception to launch
Medium
Behavioral
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Google, Microsoft, Amazon
Describe your approach to managing product features from conception to launch
Medium
Behavioral
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Amazon, Google, Meta
Have you or your team ever developed a technical solution that was successfully turned into a commercial product?
Medium
Behavioral
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Amazon, Google, Meta
Have you or your team ever developed a technical solution that was successfully turned into a commercial product?
Medium
Behavioral
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Google, Amazon, Microsoft
Can you describe a time you faced failure as a Product Manager? What lessons did you learn from that experience?
Medium
Behavioral
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Google, Amazon, Microsoft
Can you describe a time you faced failure as a Product Manager? What lessons did you learn from that experience?
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Can you describe a challenging decision you've made while balancing input from various sources, such as customers, stakeholders, and team members? What was your decision-making process?
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Behavioral
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Amazon, Meta, Google
Can you describe a challenging decision you've made while balancing input from various sources, such as customers, stakeholders, and team members? What was your decision-making process?
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Behavioral
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Google, Microsoft, Amazon
What is your approach to managing software releases?
Medium
Behavioral
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Google, Microsoft, Amazon
What is your approach to managing software releases?
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Behavioral
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Amazon, Google, Microsoft
How do you ensure that technical objectives support business goals?
Medium
Behavioral
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Amazon, Google, Microsoft
How do you ensure that technical objectives support business goals?
Medium
Behavioral
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Meta, Amazon, Google
How do you gather user feedback, and how does it influence your product roadmap and timeline?
Medium
Behavioral
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Meta, Amazon, Google
How do you gather user feedback, and how does it influence your product roadmap and timeline?
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Behavioral
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Google, Amazon, Meta
How do you incorporate user feedback in your role as a Technical Product Manager?
Medium
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Google, Amazon, Meta
How do you incorporate user feedback in your role as a Technical Product Manager?
Medium
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Amazon, Google, Microsoft
How do you prioritize tasks among competing requests from executive stakeholders?
Medium
Behavioral
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Amazon, Google, Microsoft
How do you prioritize tasks among competing requests from executive stakeholders?
Medium
Behavioral
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Meta, Amazon, Google
How do you work with marketing and sales teams to launch a product?
Medium
Behavioral
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Meta, Amazon, Google
How do you work with marketing and sales teams to launch a product?
Medium
Behavioral
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Google, Microsoft, Amazon
How do you effectively communicate and secure buy-in for your roadmap from team members?
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Behavioral
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Google, Microsoft, Amazon
How do you effectively communicate and secure buy-in for your roadmap from team members?
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Behavioral
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Amazon, Google, Meta
How do you effectively communicate opportunities to engineering teams?
Medium
Behavioral
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Amazon, Google, Meta
How do you effectively communicate opportunities to engineering teams?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you conduct user research, and how frequently do you perform it?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you conduct user research, and how frequently do you perform it?
Medium
Behavioral
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Meta, Google, Amazon
How do you ensure collaboration between technical and design teams?
Medium
Behavioral
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Meta, Google, Amazon
How do you ensure collaboration between technical and design teams?
Medium
Behavioral
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Amazon, Google, Microsoft
How do you prioritize features for development?
Medium
Hypothetical
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Amazon, Google, Microsoft
How do you prioritize features for development?
Medium
Hypothetical
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Google, Amazon, Meta
What criteria do you use to prioritize product features?
Medium
Behavioral
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Google, Amazon, Meta
What criteria do you use to prioritize product features?
Medium
Behavioral
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Microsoft, Amazon, Google
What is your definition of market opportunity in a business plan?
Medium
Behavioral
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Microsoft, Amazon, Google
What is your definition of market opportunity in a business plan?
Medium
Behavioral
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Google, Meta, Amazon
What steps do you take to create an effective product strategy?
Medium
Behavioral
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Google, Meta, Amazon
What steps do you take to create an effective product strategy?
Medium
Behavioral
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Amazon, Google, Microsoft
What is your process for creating a product roadmap?
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Behavioral
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Amazon, Google, Microsoft
What is your process for creating a product roadmap?
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Behavioral
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Meta, Amazon, Google
How do you involve customers in the product development process?
Medium
Behavioral
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Meta, Amazon, Google
How do you involve customers in the product development process?
Medium
Behavioral
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Google, Microsoft, Amazon
How do you help market-oriented teams understand technical challenges?
Medium
Behavioral
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Google, Microsoft, Amazon
How do you help market-oriented teams understand technical challenges?
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Behavioral
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Amazon, Google, Meta
How do you communicate technical concepts to non-technical teams effectively?
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Behavioral
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Amazon, Google, Meta
How do you communicate technical concepts to non-technical teams effectively?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you incorporate new features into an existing product roadmap?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you incorporate new features into an existing product roadmap?
Medium
Behavioral
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Meta, Amazon, Google
What criteria do you use to evaluate a product's design?
Medium
Behavioral
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Meta, Amazon, Google
What criteria do you use to evaluate a product's design?
Medium
Behavioral
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Google, Amazon, Microsoft
What metrics do you use to evaluate the success of a product launch?
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Google, Amazon, Microsoft
What metrics do you use to evaluate the success of a product launch?
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Amazon, Meta, Google
How do you measure user satisfaction with your product?
Medium
Behavioral
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Amazon, Meta, Google
How do you measure user satisfaction with your product?
Medium
Behavioral
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Google, Amazon, Microsoft
When is it appropriate to prioritize speed over quality in product delivery?
Medium
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Google, Amazon, Microsoft
When is it appropriate to prioritize speed over quality in product delivery?
Medium
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Amazon, Google, Meta
How do you prioritize tasks when faced with difficult decisions?
Medium
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Amazon, Google, Meta
How do you prioritize tasks when faced with difficult decisions?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you handle conflicts with team members?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you handle conflicts with team members?
Medium
Behavioral
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Amazon, Google, Meta
What key metrics do you use to evaluate a product's success?
Medium
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Amazon, Google, Meta
What key metrics do you use to evaluate a product's success?
Medium
Behavioral
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Google, Microsoft, Amazon
What metrics do you use to assess the effectiveness of a user interface?
Medium
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Google, Microsoft, Amazon
What metrics do you use to assess the effectiveness of a user interface?
Medium
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Meta, Google, Amazon
What is your process for onboarding new product managers?
Medium
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Meta, Google, Amazon
What is your process for onboarding new product managers?
Medium
Behavioral
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How do you plan software releases, and which development methodology does your company use?
Medium
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Amazon, Google, Microsoft
How do you plan software releases, and which development methodology does your company use?
Medium
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How do you prioritize your tasks effectively?
Medium
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Google, Amazon, Meta
How do you prioritize your tasks effectively?
Medium
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Microsoft, Amazon, Google
What are your career goals for the next five years?
Medium
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Microsoft, Amazon, Google
What are your career goals for the next five years?
Medium
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Google, Amazon, Meta
What is your approach to onboarding new users to your product?
Medium
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Google, Amazon, Meta
What is your approach to onboarding new users to your product?
Medium
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Amazon, Google, Microsoft
How do Product Managers collaborate with engineers?
Medium
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Amazon, Google, Microsoft
How do Product Managers collaborate with engineers?
Medium
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Google, Amazon, Meta
How did we determine our product pricing?
Medium
Hypothetical
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Google, Amazon, Meta
How did we determine our product pricing?
Medium
Hypothetical
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Amazon, Google, Microsoft
How do you leverage AI in your role as a product manager?
Medium
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Amazon, Google, Microsoft
How do you leverage AI in your role as a product manager?
Medium
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Meta, Amazon, Google
How do product managers collaborate with executive leadership?
Medium
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Meta, Amazon, Google
How do product managers collaborate with executive leadership?
Medium
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Google, Amazon, Microsoft
How does this role align with your career goals in Product Management?
Medium
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Google, Amazon, Microsoft
How does this role align with your career goals in Product Management?
Medium
Behavioral
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Amazon, Google, Meta
Can you describe a time when you successfully managed customer expectations?
Medium
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Amazon, Google, Meta
Can you describe a time when you successfully managed customer expectations?
Medium
Behavioral
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Google, Amazon, Microsoft
Can you describe a time when you faced a product failure or received negative feedback, and how you addressed it?
Medium
Behavioral
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Google, Amazon, Microsoft
Can you describe a time when you faced a product failure or received negative feedback, and how you addressed it?
Medium
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Apple, Google, Amazon
What is the annual sales figure for iPads in the USA?
Medium
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Apple, Google, Amazon
What is the annual sales figure for iPads in the USA?
Medium
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Google, Microsoft, Amazon
What is the current number of online users in Europe?
Medium
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Google, Microsoft, Amazon
What is the current number of online users in Europe?
Medium
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Amazon, Google, Meta
What is the estimated number of windows in New York City?
Hard
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Amazon, Google, Meta
What is the estimated number of windows in New York City?
Hard
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Google, Microsoft, Amazon
What is the annual expenditure on gasoline in the USA?
Medium
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Google, Microsoft, Amazon
What is the annual expenditure on gasoline in the USA?
Medium
Hypothetical
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Google, Amazon, Microsoft
How would you assess the market value of the Segway market in the United States?
Hard
Case
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Google, Amazon, Microsoft
How would you assess the market value of the Segway market in the United States?
Hard
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Meta, Google, Amazon
How would you estimate Meta's daily user registrations?
Medium
Case
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Meta, Google, Amazon
How would you estimate Meta's daily user registrations?
Medium
Case
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Amazon, Google, Microsoft
How would you explain our product to a potential customer?
Medium
Behavioral
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Amazon, Google, Microsoft
How would you explain our product to a potential customer?
Medium
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How would you create an improved metric to evaluate seller success?
Medium
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Google, Amazon, Meta
How would you create an improved metric to evaluate seller success?
Medium
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Amazon, Google, Meta
How would you design a platform to promote user engagement with underutilized tools and features?
Medium
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Amazon, Google, Meta
How would you design a platform to promote user engagement with underutilized tools and features?
Medium
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Google, Amazon, Microsoft
How would you design a mobile Sudoku game?
Medium
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Google, Amazon, Microsoft
How would you design a mobile Sudoku game?
Medium
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Meta, Amazon, Google
How do you measure the success of a specific feature?
Medium
Behavioral
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Meta, Amazon, Google
How do you measure the success of a specific feature?
Medium
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Google, Amazon, Meta
How would you describe Product Management in simple terms for a child?
Easy
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Google, Amazon, Meta
How would you describe Product Management in simple terms for a child?
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Amazon, Google, Microsoft
How would you describe product management to someone without a technical background?
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Amazon, Google, Microsoft
How would you describe product management to someone without a technical background?
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Meta, Google, Amazon
How would you describe product management to someone unfamiliar with the field?
Medium
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Meta, Google, Amazon
How would you describe product management to someone unfamiliar with the field?
Medium
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How would you approach a technical challenge you haven't faced before? Please outline your step-by-step methodology
Medium
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Google, Amazon, Microsoft
How would you approach a technical challenge you haven't faced before? Please outline your step-by-step methodology
Medium
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Amazon, Google, Microsoft
How would you implement cross-domain authentication?
Medium
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Amazon, Google, Microsoft
How would you implement cross-domain authentication?
Medium
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LinkedIn, Google, Amazon
How would you encourage sales professionals to share more links on LinkedIn, and what metrics would you use to measure their engagement?
Medium
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LinkedIn, Google, Amazon
How would you encourage sales professionals to share more links on LinkedIn, and what metrics would you use to measure their engagement?
Medium
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Google, Microsoft, Amazon
What steps would you take to determine the number of red cars in China?
Medium
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Google, Microsoft, Amazon
What steps would you take to determine the number of red cars in China?
Medium
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Amazon, Google, Meta
How would you address a situation where a vendor fails to meet their deadline, causing delays in your project timeline with a customer?
Medium
Behavioral
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Amazon, Google, Meta
How would you address a situation where a vendor fails to meet their deadline, causing delays in your project timeline with a customer?
Medium
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Google, Amazon, Microsoft
How would you enhance the product's functionality?
Medium
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Google, Amazon, Microsoft
How would you enhance the product's functionality?
Medium
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Amazon, Google, Meta
What improvements would you make to your favorite product?
Medium
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Amazon, Google, Meta
What improvements would you make to your favorite product?
Medium
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Google, Microsoft, Amazon
How would you boost adoption of feature X?
Medium
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Google, Microsoft, Amazon
How would you boost adoption of feature X?
Medium
Hypothetical
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Amazon, Google, Meta
How do you effectively manage a remote team across different time zones?
Medium
Behavioral
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Amazon, Google, Meta
How do you effectively manage a remote team across different time zones?
Medium
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Google, Amazon, Microsoft
How do you prioritize tasks when faced with two equally important deadlines?
Medium
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Google, Amazon, Microsoft
How do you prioritize tasks when faced with two equally important deadlines?
Medium
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Amazon, Google, Meta
How do you handle a situation where a team member is unable to manage competing priorities due to limited bandwidth?
Medium
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Amazon, Google, Meta
How do you handle a situation where a team member is unable to manage competing priorities due to limited bandwidth?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you resolve disagreements with engineers regarding project requirements?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you resolve disagreements with engineers regarding project requirements?
Medium
Behavioral
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Meta, Google, Amazon
How would you estimate the annual network bandwidth usage for a mobile messaging app aimed at becoming the world's most popular?
Medium
Case
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Meta, Google, Amazon
How would you estimate the annual network bandwidth usage for a mobile messaging app aimed at becoming the world's most popular?
Medium
Case
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Amazon, Google, Meta
How did you engage with users in your previous role?
Medium
Behavioral
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Amazon, Google, Meta
How did you engage with users in your previous role?
Medium
Behavioral
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Google, Amazon, Microsoft
Is achieving consensus your primary objective in team discussions?
Medium
Behavioral
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Google, Amazon, Microsoft
Is achieving consensus your primary objective in team discussions?
Medium
Behavioral
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Meta, Google, Amazon
Can you share a life experience that demonstrates your eagerness to learn new skills or techniques?
Medium
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Meta, Google, Amazon
Can you share a life experience that demonstrates your eagerness to learn new skills or techniques?
Medium
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Amazon, Google, Microsoft
What product would you improve, and what specific changes would you implement?
Medium
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Amazon, Google, Microsoft
What product would you improve, and what specific changes would you implement?
Medium
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Google, Meta, Amazon
Choose a product you like or dislike. What are your reasons, and what changes would you make?
Medium
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Google, Meta, Amazon
Choose a product you like or dislike. What are your reasons, and what changes would you make?
Medium
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Amazon, Google, Microsoft
Can you provide an example of a mistake you made at work and explain how you addressed it?
Medium
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Amazon, Google, Microsoft
Can you provide an example of a mistake you made at work and explain how you addressed it?
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Google, Amazon, Meta
Can you provide an example of a time when you used data-driven decision-making to achieve success?
Medium
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Google, Amazon, Meta
Can you provide an example of a time when you used data-driven decision-making to achieve success?
Medium
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Amazon, Google, Microsoft
How did you manage a product roadmap in your previous role?
Medium
Behavioral
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Amazon, Google, Microsoft
How did you manage a product roadmap in your previous role?
Medium
Behavioral
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Google, Microsoft, Amazon
What is a current tech trend to watch and why?
Easy
Hypothetical
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Google, Microsoft, Amazon
What is a current tech trend to watch and why?
Easy
Hypothetical
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Amazon, Google, Meta
What is the best product idea you've ever developed as a Product Manager, and what was the worst idea you implemented?
Medium
Behavioral
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Amazon, Google, Meta
What is the best product idea you've ever developed as a Product Manager, and what was the worst idea you implemented?
Medium
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Google, Microsoft, Amazon
Can you describe a time when you had to decline a project or idea?
Medium
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Google, Microsoft, Amazon
Can you describe a time when you had to decline a project or idea?
Medium
Behavioral
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Amazon, Google, Microsoft
What new feature would you suggest for Amazon, and which metrics would you use to evaluate its success?
Medium
Hypothetical
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Amazon, Google, Microsoft
What new feature would you suggest for Amazon, and which metrics would you use to evaluate its success?
Medium
Hypothetical
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Google, Amazon, Meta
Can you describe your process for managing a feature from conception to launch?
Medium
Behavioral
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Google, Amazon, Meta
Can you describe your process for managing a feature from conception to launch?
Medium
Behavioral
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Amazon, Google, Microsoft
Can you describe a specific instance where you utilized data to inform a product decision?
Medium
Behavioral
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Amazon, Google, Microsoft
Can you describe a specific instance where you utilized data to inform a product decision?
Medium
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Google, Amazon, Meta
Can you describe a situation where you had to make a decision in a highly ambiguous environment?
Medium
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Google, Amazon, Meta
Can you describe a situation where you had to make a decision in a highly ambiguous environment?
Medium
Behavioral
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Amazon, Google, Microsoft
Describe a company known for excellent customer service. What practices contribute to their success?
Medium
Behavioral
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Amazon, Google, Microsoft
Describe a company known for excellent customer service. What practices contribute to their success?
Medium
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Google, Meta, Amazon
As the merchandise producer for the upcoming NBA championships, how would you decide what items to create and in what quantities to ensure fans are adequately outfitted, regardless of the winning team?
Medium
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Google, Meta, Amazon
As the merchandise producer for the upcoming NBA championships, how would you decide what items to create and in what quantities to ensure fans are adequately outfitted, regardless of the winning team?
Medium
Hypothetical
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Uber, Google, Amazon
Why do you think there are more Uber drop-offs than pick-ups at the airport, and what changes would you implement in the product to address this imbalance?
Medium
Case
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Asked at
Uber, Google, Amazon
Why do you think there are more Uber drop-offs than pick-ups at the airport, and what changes would you implement in the product to address this imbalance?
Medium
Case
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Asked at
Google, Amazon, Microsoft
Describe a product you used today. What did you like about it, and what improvements would you suggest?
Medium
Behavioral
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Google, Amazon, Microsoft
Describe a product you used today. What did you like about it, and what improvements would you suggest?
Medium
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Google, Amazon, Meta
Can you provide a recent example of a competitive strategy implemented by a company and share your perspective on its effectiveness?
Medium
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Google, Amazon, Meta
Can you provide a recent example of a competitive strategy implemented by a company and share your perspective on its effectiveness?
Medium
Behavioral
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Amazon, Google, Microsoft
What support do you need from your manager to succeed in a product management role?
Medium
Behavioral
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Amazon, Google, Microsoft
What support do you need from your manager to succeed in a product management role?
Medium
Behavioral
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Google, Meta, Amazon
What inputs do you consider when creating a product roadmap?
Medium
Hypothetical
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Google, Meta, Amazon
What inputs do you consider when creating a product roadmap?
Medium
Hypothetical
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Amazon, Google, Microsoft
Can you share your mentoring experience in training product managers on the technical aspects of the business?
Medium
Behavioral
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Amazon, Google, Microsoft
Can you share your mentoring experience in training product managers on the technical aspects of the business?
Medium
Behavioral
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Asked at
Google, Amazon, Meta
What are your favorite products and why? If you were the Product Manager for one of them, what improvements would you suggest and why?
Medium
Behavioral
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Asked at
Google, Amazon, Meta
What are your favorite products and why? If you were the Product Manager for one of them, what improvements would you suggest and why?
Medium
Behavioral
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Asked at
Amazon, Google, Microsoft
What are effective communication strategies for engaging with senior management?
Medium
Behavioral
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Amazon, Google, Microsoft
What are effective communication strategies for engaging with senior management?
Medium
Behavioral
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Google, Meta, Amazon
What key components should be included in a competitive analysis?
Medium
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Google, Meta, Amazon
What key components should be included in a competitive analysis?
Medium
Hypothetical
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Asked at
Amazon, Google, Microsoft
What are the main conflicts between development and business teams, and how have you successfully resolved them in your previous roles?
Hard
Behavioral
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Asked at
Amazon, Google, Microsoft
What are the main conflicts between development and business teams, and how have you successfully resolved them in your previous roles?
Hard
Behavioral
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Google, Amazon, Meta
What key qualities define an effective Product Manager?
Medium
Behavioral
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Google, Amazon, Meta
What key qualities define an effective Product Manager?
Medium
Behavioral
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Amazon, Google, Microsoft
Can you describe the use cases you have worked on in your previous roles?
Medium
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Amazon, Google, Microsoft
Can you describe the use cases you have worked on in your previous roles?
Medium
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Google, Amazon, Microsoft
What variable costs are involved in shipping physical products to customers?
Medium
Technical
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Asked at
Google, Amazon, Microsoft
What variable costs are involved in shipping physical products to customers?
Medium
Technical
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Amazon, Google, Meta
What are your two primary principles for effective product management?
Medium
Behavioral
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Amazon, Google, Meta
What are your two primary principles for effective product management?
Medium
Behavioral
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Google, Amazon, Microsoft
What are your preferred methods for conducting customer research?
Medium
Behavioral
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Google, Amazon, Microsoft
What are your preferred methods for conducting customer research?
Medium
Behavioral
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Amazon, Google, Meta
What parts of Product Management do you find least engaging?
Medium
Behavioral
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Amazon, Google, Meta
What parts of Product Management do you find least engaging?
Medium
Behavioral
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Google, Microsoft, Amazon
What aspects of Product Management excite you the most?
Medium
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Google, Microsoft, Amazon
What aspects of Product Management excite you the most?
Medium
Behavioral
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Amazon, Google, Meta
What interests you most about this project: our product or our company?
Medium
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Amazon, Google, Meta
What interests you most about this project: our product or our company?
Medium
Behavioral
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Google, Microsoft, Amazon
What improvements would you suggest for our product, and what is your reasoning behind them?
Medium
Behavioral
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Google, Microsoft, Amazon
What improvements would you suggest for our product, and what is your reasoning behind them?
Medium
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Amazon, Google, Meta
What key factors would you consider when developing a mobile app?
Medium
Hypothetical
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Amazon, Google, Meta
What key factors would you consider when developing a mobile app?
Medium
Hypothetical
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Amazon, Google, Netflix
How can you write a function to identify the missing integer in an array containing numbers from 1 to n?
Medium
Coding
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Amazon, Google, Netflix
How can you write a function to identify the missing integer in an array containing numbers from 1 to n?
Medium
Coding
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Netflix, Microsoft, Amazon
Write a function to calculate the number of distinct ways to construct a specified string
Medium
Coding
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Netflix, Microsoft, Amazon
Write a function to calculate the number of distinct ways to construct a specified string
Medium
Coding
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Amazon
Write a function to execute an inorder traversal of a binary tree
Medium
Coding
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Amazon
Write a function to execute an inorder traversal of a binary tree
Medium
Coding
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Apple, Intel, Amazon
How would you implement a function to perform integer division without using the division operator?
Hard
Coding
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Apple, Intel, Amazon
How would you implement a function to perform integer division without using the division operator?
Hard
Coding
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Amazon, Netflix, Apple
Write a function to solve the job scheduling problem that maximizes profit
Hard
Coding
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Amazon, Netflix, Apple
Write a function to solve the job scheduling problem that maximizes profit
Hard
Coding
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IBM, Amazon
How would you implement a function to find the maximum product of a contiguous subarray in an array of integers?
Hard
Coding
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IBM, Amazon
How would you implement a function to find the maximum product of a contiguous subarray in an array of integers?
Hard
Coding
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Asked at
Google, Amazon
How would you implement a function to solve the Russian doll envelopes problem?
Hard
Coding
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Google, Amazon
How would you implement a function to solve the Russian doll envelopes problem?
Hard
Coding
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Asked at
Amazon, Google, Netflix
How can you write an efficient program to swap odd and even bits in an integer, minimizing the number of instructions used (e.g., swapping bit 0 with bit 1, bit 2 with bit 3, etc.)?
Hard
Coding
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Asked at
Amazon, Google, Netflix
How can you write an efficient program to swap odd and even bits in an integer, minimizing the number of instructions used (e.g., swapping bit 0 with bit 1, bit 2 with bit 3, etc.)?
Hard
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Netflix, Tesla, Amazon
How would you implement an algorithm to detect a cycle in a linked list?
Hard
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How would you implement an algorithm to detect a cycle in a linked list?
Hard
Coding
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How would you write an algorithm to evaluate a postfix expression?
Hard
Coding
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How would you write an algorithm to evaluate a postfix expression?
Hard
Coding
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Describe an algorithm to determine the minimum spanning tree of a given graph
Hard
Technical
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Describe an algorithm to determine the minimum spanning tree of a given graph
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Technical
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How would you implement an algorithm to merge two binary heaps efficiently?
Hard
Technical
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How would you implement an algorithm to merge two binary heaps efficiently?
Hard
Technical
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How would you design an algorithm to efficiently solve the N-Queens problem?
Hard
Coding
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How would you design an algorithm to efficiently solve the N-Queens problem?
Hard
Coding
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How would you merge k sorted linked lists into a single sorted linked list?
Medium
Coding
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How would you merge k sorted linked lists into a single sorted linked list?
Medium
Coding
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What does the code `((n & (n-1)) == 0)` do?
Medium
Technical
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What does the code `((n & (n-1)) == 0)` do?
Medium
Technical
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Why is digital marketing essential for modern businesses?
Medium
Hypothetical
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Why is digital marketing essential for modern businesses?
Medium
Hypothetical
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Why is omnichannel marketing important?
Medium
Hypothetical
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Why is omnichannel marketing important?
Medium
Hypothetical
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How has marketing evolved in the digital age?
Medium
Behavioral
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How has marketing evolved in the digital age?
Medium
Behavioral
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What challenges do businesses face in multi-channel marketing, and how can they effectively address these challenges?
Medium
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What challenges do businesses face in multi-channel marketing, and how can they effectively address these challenges?
Medium
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What distinguishes performance marketing from traditional marketing?
Medium
Hypothetical
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What distinguishes performance marketing from traditional marketing?
Medium
Hypothetical
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What is affiliate marketing, and what are its key benefits?
Medium
Technical
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What is affiliate marketing, and what are its key benefits?
Medium
Technical
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What is programmatic advertising and how is it transforming the marketing landscape?
Medium
Hypothetical
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What is programmatic advertising and how is it transforming the marketing landscape?
Medium
Hypothetical
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How has e-commerce influenced marketing strategies?
Medium
Hypothetical
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How has e-commerce influenced marketing strategies?
Medium
Hypothetical
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How does voice search impact digital marketing strategies?
Medium
Hypothetical
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How does voice search impact digital marketing strategies?
Medium
Hypothetical
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Can you describe a recent challenging problem you faced and the steps you took to solve it?
Medium
Behavioral
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Can you describe a recent challenging problem you faced and the steps you took to solve it?
Medium
Behavioral
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How can you write a function to determine the minimum number of jumps required to reach the end of an array?
Medium
Coding
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How can you write a function to determine the minimum number of jumps required to reach the end of an array?
Medium
Coding
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How would you implement an algorithm to generate all valid combinations of n pairs of parentheses?
Hard
Coding
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How would you implement an algorithm to generate all valid combinations of n pairs of parentheses?
Hard
Coding
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How would you implement an algorithm to solve the minimum window substring problem?
Hard
Coding
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How would you implement an algorithm to solve the minimum window substring problem?
Hard
Coding
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How would you implement an algorithm to solve the N-Queens problem?
Hard
Coding
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How would you implement an algorithm to solve the N-Queens problem?
Hard
Coding
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How would you implement a genetic algorithm to solve the traveling salesman problem?
Hard
Technical
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How would you implement a genetic algorithm to solve the traveling salesman problem?
Hard
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How do you write a function to determine the maximum width of a binary tree?
Medium
Coding
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How do you write a function to determine the maximum width of a binary tree?
Medium
Coding
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How do you write a function to determine if one binary tree is a subtree of another binary tree?
Medium
Coding
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How do you write a function to determine if one binary tree is a subtree of another binary tree?
Medium
Coding
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How do you write a function to validate a Sudoku solution?
Medium
Coding
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How do you write a function to validate a Sudoku solution?
Medium
Coding
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How can you write a function to check if a given number is a power of three?
Medium
Coding
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How can you write a function to check if a given number is a power of three?
Medium
Coding
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How would you write a function to find all paths in a binary tree that equal a specified sum?
Hard
Coding
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How would you write a function to find all paths in a binary tree that equal a specified sum?
Hard
Coding
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Write a function to calculate the distance between two nodes in a binary tree
Medium
Coding
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Write a function to calculate the distance between two nodes in a binary tree
Medium
Coding
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How do you write a function to find the k-th smallest element in a binary search tree (BST)?
Medium
Coding
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How do you write a function to find the k-th smallest element in a binary search tree (BST)?
Medium
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How would you write a function to find the k-th smallest element in a sorted matrix?
Medium
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How would you write a function to find the k-th smallest element in a sorted matrix?
Medium
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How can you write a function to calculate the minimum cost of merging stones?
Hard
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How can you write a function to calculate the minimum cost of merging stones?
Hard
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How can you write a function to determine the minimum number of deletions required to convert a string into a palindrome?
Hard
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How can you write a function to determine the minimum number of deletions required to convert a string into a palindrome?
Hard
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How can you determine if a graph is bipartite?
Medium
Technical
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How can you determine if a graph is bipartite?
Medium
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How would you modify the system to allow users to create custom rules for categorizing transactions from specific sellers, overriding default settings?
Medium
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How would you modify the system to allow users to create custom rules for categorizing transactions from specific sellers, overriding default settings?
Medium
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How would you design a file system for a new operating system?
Hard
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How would you design a file system for a new operating system?
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How would you design an effective real-time recommendation engine?
Hard
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How would you design an effective real-time recommendation engine?
Hard
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How would you design a system for real-time notifications?
Hard
Design
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How would you design a system for real-time notifications?
Hard
Design
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How would you design a system for distributed tracing management?
Hard
Design
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How would you design a system for distributed tracing management?
Hard
Design
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How would you design a real-time anomaly detection system?
Hard
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How would you design a real-time anomaly detection system?
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How would you design a real-time data classification system?
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How would you design a real-time data classification system?
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How would you design a system for real-time data enrichment?
Hard
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How would you design a system for real-time data enrichment?
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What steps would you take to design a system for real-time data reconciliation?
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What steps would you take to design a system for real-time data reconciliation?
Hard
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How would you design a system for real-time data visualization? Please outline your approach, key considerations, and any technologies you would use
Hard
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How would you design a system for real-time data visualization? Please outline your approach, key considerations, and any technologies you would use
Hard
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How would you implement API rate limiting?
Hard
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How would you implement API rate limiting?
Hard
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How do you detect a cycle in a linked list?
Medium
Technical
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How do you detect a cycle in a linked list?
Medium
Technical
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How do you approach data rebalancing in a distributed system?
Hard
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How do you approach data rebalancing in a distributed system?
Hard
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What strategies would you use to manage data replication in a distributed database?
Hard
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What strategies would you use to manage data replication in a distributed database?
Hard
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How do you manage data versioning in distributed systems?
Hard
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How do you manage data versioning in distributed systems?
Hard
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How would you address latency issues in a distributed system?
Hard
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How would you address latency issues in a distributed system?
Hard
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What strategies would you use to manage multi-tenancy in a large web application?
Hard
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What strategies would you use to manage multi-tenancy in a large web application?
Hard
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How do you manage partitioning in a distributed database?
Hard
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How do you manage partitioning in a distributed database?
Hard
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How would you address scalability challenges in a distributed system?
Hard
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How would you address scalability challenges in a distributed system?
Hard
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What steps would you take to implement an effective distributed logging system?
Hard
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What steps would you take to implement an effective distributed logging system?
Hard
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How would you design and implement a load balancer for a distributed system?
Hard
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How would you design and implement a load balancer for a distributed system?
Hard
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Amazon
What are the key security concerns in web development?
Medium
Technical
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What are the key security concerns in web development?
Medium
Technical
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How do you convert a non-negative integer (less than 2^31 - 1) into its English words representation?
Medium
Technical
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How do you convert a non-negative integer (less than 2^31 - 1) into its English words representation?
Medium
Technical
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How would you design a hash table from scratch without utilizing any built-in libraries?
Hard
Technical
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How would you design a hash table from scratch without utilizing any built-in libraries?
Hard
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How would you design an efficient method to calculate the frequency of a specific word in a book, considering the need to run this algorithm multiple times?
Medium
Technical
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Amazon, Intel, Netflix
How would you design an efficient method to calculate the frequency of a specific word in a book, considering the need to run this algorithm multiple times?
Medium
Technical
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How would you design an algorithm to find all positive integer solutions for the equation a³ + b³ = c³ + d³, where a, b, c, and d range from 1 to 1000?
Hard
Coding
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How would you design an algorithm to find all positive integer solutions for the equation a³ + b³ = c³ + d³, where a, b, c, and d range from 1 to 1000?
Hard
Coding
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Design a data structure for a Least Recently Used (LRU) cache that efficiently supports 'get' and 'put' operations
Hard
Technical
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Design a data structure for a Least Recently Used (LRU) cache that efficiently supports 'get' and 'put' operations
Hard
Technical
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How would you design and implement a stack that supports the operations: push, pop, top, and retrieving the minimum element in constant time?
Hard
Technical
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How would you design and implement a stack that supports the operations: push, pop, top, and retrieving the minimum element in constant time?
Hard
Technical
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Describe an efficient algorithm to find the maximum sum of a contiguous subarray in a given array of integers
Medium
Technical
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Describe an efficient algorithm to find the maximum sum of a contiguous subarray in a given array of integers
Medium
Technical
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How would you implement an algorithm to find the starting node of a loop in a circular linked list?
Hard
Coding
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How would you implement an algorithm to find the starting node of a loop in a circular linked list?
Hard
Coding
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How can you design an algorithm to find all permutations of a smaller string within a larger string, and print the indices of each permutation?
Medium
Coding
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How can you design an algorithm to find all permutations of a smaller string within a larger string, and print the indices of each permutation?
Medium
Coding
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How can you create a minimal height binary search tree from a sorted array of unique integers?
Medium
Coding
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How can you create a minimal height binary search tree from a sorted array of unique integers?
Medium
Coding
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Given a string s (maximum length 1000), identify the longest palindromic substring within it
Medium
Coding
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Given a string s (maximum length 1000), identify the longest palindromic substring within it
Medium
Coding
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Write a function to determine if a given string is a permutation of a palindrome, where a palindrome reads the same forwards and backwards
Medium
Coding
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Write a function to determine if a given string is a permutation of a palindrome, where a palindrome reads the same forwards and backwards
Medium
Coding
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How would you write a method to rotate an NxN image matrix by 90 degrees in place, considering each pixel is 4 bytes?
Medium
Coding
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How would you write a method to rotate an NxN image matrix by 90 degrees in place, considering each pixel is 4 bytes?
Medium
Coding
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How would you implement a function to verify if a given binary tree is a binary search tree?
Medium
Coding
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How would you implement a function to verify if a given binary tree is a binary search tree?
Medium
Coding
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How can you implement a function to determine if a graph is connected?
Medium
Technical
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Amazon
How can you implement a function to determine if a graph is connected?
Medium
Technical
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How would you implement a function to determine if a linked list is a palindrome?
Medium
Coding
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How would you implement a function to determine if a linked list is a palindrome?
Medium
Coding
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How would you implement a function to find all anagrams of a given string within a larger text?
Medium
Coding
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How would you implement a function to find all anagrams of a given string within a larger text?
Medium
Coding
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How would you implement a function to find the lowest common ancestor of two nodes in a binary tree?
Medium
Technical
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How would you implement a function to find the lowest common ancestor of two nodes in a binary tree?
Medium
Technical
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How do you implement a function for matrix multiplication?
Medium
Coding
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How do you implement a function for matrix multiplication?
Medium
Coding
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How can you determine if two binary trees are identical?
Medium
Coding
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How can you determine if two binary trees are identical?
Medium
Coding
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How would you implement a method to identify common elements in three sorted arrays?
Medium
Coding
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Microsoft, Apple, Amazon
How would you implement a method to identify common elements in three sorted arrays?
Medium
Coding
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Amazon
How would you implement a method to find the minimum path sum in a grid?
Medium
Coding
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Amazon
How would you implement a method to find the minimum path sum in a grid?
Medium
Coding
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How would you implement an algorithm to find the smallest substring in a given string that contains all the characters of another string?
Hard
Coding
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Amazon
How would you implement an algorithm to find the smallest substring in a given string that contains all the characters of another string?
Hard
Coding
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Amazon
How would you implement a method to find a specific range of values within a sorted array?
Medium
Technical
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Amazon
How would you implement a method to find a specific range of values within a sorted array?
Medium
Technical
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How would you implement a recursive function to reverse a linked list?
Medium
Coding
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How would you implement a recursive function to reverse a linked list?
Medium
Coding
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How would you implement an algorithm to add two numbers represented as linked lists?
Medium
Coding
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How would you implement an algorithm to add two numbers represented as linked lists?
Medium
Coding
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How would you implement an algorithm to determine if a binary tree is symmetric?
Medium
Technical
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How would you implement an algorithm to determine if a binary tree is symmetric?
Medium
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How would you implement an algorithm to transform a binary search tree into a greater tree?
Medium
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How would you implement an algorithm to transform a binary search tree into a greater tree?
Medium
Technical
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How would you implement an algorithm to delete a middle node from a singly linked list when given only access to that specific node?
Medium
Coding
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How would you implement an algorithm to delete a middle node from a singly linked list when given only access to that specific node?
Medium
Coding
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How would you implement an algorithm to identify all duplicate subtrees in a binary tree?
Hard
Coding
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How would you implement an algorithm to identify all duplicate subtrees in a binary tree?
Hard
Coding
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Amazon
How would you implement an algorithm to calculate the average value of each level in a binary tree?
Medium
Coding
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Amazon
How would you implement an algorithm to calculate the average value of each level in a binary tree?
Medium
Coding
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How would you implement an algorithm to find the bottom left value in a binary tree?
Medium
Coding
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How would you implement an algorithm to find the bottom left value in a binary tree?
Medium
Coding
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How would you implement an algorithm to determine the maximum number of non-overlapping events that can be attended?
Medium
Coding
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How would you implement an algorithm to determine the maximum number of non-overlapping events that can be attended?
Medium
Coding
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How would you implement an algorithm to maximize the points obtained from a set of cards?
Medium
Coding
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How would you implement an algorithm to maximize the points obtained from a set of cards?
Medium
Coding
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How would you implement an algorithm to determine the minimum cost of painting a house?
Medium
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How would you implement an algorithm to determine the minimum cost of painting a house?
Medium
Technical
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Amazon, Google
How would you implement an algorithm to determine the minimum number of arrows needed to burst all balloons in a given array?
Medium
Coding
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Amazon, Google
How would you implement an algorithm to determine the minimum number of arrows needed to burst all balloons in a given array?
Medium
Coding
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Google, Amazon, Microsoft
What is the largest budget you have managed in your previous roles?
Medium
Behavioral
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Google, Amazon, Microsoft
What is the largest budget you have managed in your previous roles?
Medium
Behavioral
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What is the probability that the first day of the month falls on a Monday?
Medium
Hypothetical
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Google, Amazon, Microsoft
What is the probability that the first day of the month falls on a Monday?
Medium
Hypothetical
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Google, Amazon, Microsoft
What strategies do you use to effectively multitask in a professional setting?
Medium
Behavioral
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Google, Amazon, Microsoft
What strategies do you use to effectively multitask in a professional setting?
Medium
Behavioral
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Google, Amazon, Microsoft
Can you describe your favorite project and what made it meaningful to you?
Easy
Behavioral
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Google, Amazon, Microsoft
Can you describe your favorite project and what made it meaningful to you?
Easy
Behavioral
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Google, Amazon, Microsoft
What metrics do you use to assess the organization's progress?
Medium
Behavioral
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Google, Amazon, Microsoft
What metrics do you use to assess the organization's progress?
Medium
Behavioral
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Can you describe the research you have conducted relevant to this position?
Medium
Behavioral
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Google, Amazon, Microsoft
Can you describe the research you have conducted relevant to this position?
Medium
Behavioral
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Google, Amazon, Microsoft
What strategies do you recommend for effectively budgeting a new project?
Medium
Behavioral
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What strategies do you recommend for effectively budgeting a new project?
Medium
Behavioral
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What are the key differences between budgeting and forecasting?
Medium
Technical
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Google, Amazon, Microsoft
What are the key differences between budgeting and forecasting?
Medium
Technical
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What is the most impressive experience listed on your resume?
Medium
Behavioral
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Google, Amazon, Microsoft
What is the most impressive experience listed on your resume?
Medium
Behavioral
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How do you prioritize and manage multiple tasks effectively?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you prioritize and manage multiple tasks effectively?
Medium
Behavioral
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Google, Amazon, Microsoft
What are your career goals for the next five years?
Medium
Behavioral
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Google, Amazon, Microsoft
What are your career goals for the next five years?
Medium
Behavioral
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Google, Amazon, Microsoft
Which is more crucial for business success: IQ or EQ?
Medium
Hypothetical
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Google, Amazon, Microsoft
Which is more crucial for business success: IQ or EQ?
Medium
Hypothetical
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Google, Amazon, Microsoft
What attracts you to this position?
Easy
Behavioral
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Google, Amazon, Microsoft
What attracts you to this position?
Easy
Behavioral
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Google, Amazon, Microsoft
What factors could lead to a high-tech company having a higher price-to-earnings (P/E) ratio compared to a grocery retailer?
Medium
Hypothetical
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Google, Amazon, Microsoft
What factors could lead to a high-tech company having a higher price-to-earnings (P/E) ratio compared to a grocery retailer?
Medium
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Amazon
How do you delete a node in a binary search tree?
Medium
Technical
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Amazon
How do you delete a node in a binary search tree?
Medium
Technical
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IBM, Amazon, Meta
How do you implement a breadth-first search (BFS) algorithm in a graph?
Medium
Technical
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IBM, Amazon, Meta
How do you implement a breadth-first search (BFS) algorithm in a graph?
Medium
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Amazon
How would you design a file-sharing system like Dropbox?
Hard
Case
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Amazon
How would you design a file-sharing system like Dropbox?
Hard
Case
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IBM, Amazon, Apple
How would you design a real-time stock price tracking and display system?
Hard
Case
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IBM, Amazon, Apple
How would you design a real-time stock price tracking and display system?
Hard
Case
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Netflix, Amazon
How would you design and implement a distributed data deduplication system?
Hard
Technical
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Netflix, Amazon
How would you design and implement a distributed data deduplication system?
Hard
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Amazon, Netflix
How would you go about implementing a distributed hash table?
Hard
Technical
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Amazon, Netflix
How would you go about implementing a distributed hash table?
Hard
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Apple, Amazon, Microsoft
How would you implement a distributed load testing tool?
Hard
Technical
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Apple, Amazon, Microsoft
How would you implement a distributed load testing tool?
Hard
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Amazon, Netflix
How would you design and implement a distributed metadata service?
Hard
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Amazon, Netflix
How would you design and implement a distributed metadata service?
Hard
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Google, Microsoft, Amazon
How would you implement a distributed service mesh in a cloud environment?
Hard
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How would you implement a distributed service mesh in a cloud environment?
Hard
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Amazon, Apple, Intel
How would you implement a distributed tracing solution in a microservices architecture?
Hard
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Amazon, Apple, Intel
How would you implement a distributed tracing solution in a microservices architecture?
Hard
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Meta, Amazon, IBM
How would you implement a priority queue?
Medium
Technical
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Meta, Amazon, IBM
How would you implement a priority queue?
Medium
Technical
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Netflix, Amazon, Microsoft
How would you design and implement a system for managing API gateways?
Hard
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Netflix, Amazon, Microsoft
How would you design and implement a system for managing API gateways?
Hard
Technical
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Amazon, Netflix, IBM
How would you reverse a linked list?
Medium
Coding
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Amazon, Netflix, IBM
How would you reverse a linked list?
Medium
Coding
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What is the difference between recursion and iteration in programming?
Medium
Technical
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Microsoft, Amazon
What is the difference between recursion and iteration in programming?
Medium
Technical
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Microsoft, Amazon
What is the process for removing the nth node from the end of a linked list?
Medium
Technical
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Microsoft, Amazon
What is the process for removing the nth node from the end of a linked list?
Medium
Technical
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Amazon
How would you merge two sorted linked lists into one sorted linked list?
Medium
Coding
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Amazon
How would you merge two sorted linked lists into one sorted linked list?
Medium
Coding
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Google, Amazon, Meta
What are the key benefits and challenges of implementing serverless architecture?
Medium
Hypothetical
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What are the key benefits and challenges of implementing serverless architecture?
Medium
Hypothetical
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Meta, Apple, Amazon
What is deadlock in operating systems, and how does it affect resource allocation?
Medium
Technical
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Meta, Apple, Amazon
What is deadlock in operating systems, and how does it affect resource allocation?
Medium
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Apple, Intel, Amazon
What is overfitting in machine learning, and how does it impact model performance?
Medium
Technical
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Apple, Intel, Amazon
What is overfitting in machine learning, and how does it impact model performance?
Medium
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Amazon, Microsoft
What is a distributed consensus protocol, and how does it function in ensuring agreement among multiple nodes in a network?
Hard
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What is a distributed consensus protocol, and how does it function in ensuring agreement among multiple nodes in a network?
Hard
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Tesla, Amazon, Apple
What is a sharded counter and how does it work in distributed systems?
Medium
Technical
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Tesla, Amazon, Apple
What is a sharded counter and how does it work in distributed systems?
Medium
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What is eventual consistency in distributed systems?
Medium
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Apple, Netflix, Amazon
What is eventual consistency in distributed systems?
Medium
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What is the significance of idempotency in distributed systems?
Medium
Technical
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What is the significance of idempotency in distributed systems?
Medium
Technical
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What is the process of topological sorting in a directed graph?
Medium
Technical
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What is the process of topological sorting in a directed graph?
Medium
Technical
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Workday, Amazon
Can you share an example of when you set a positive example for your team? What prompted you to do this, what actions did you take, and what was the outcome for your staff?
Medium
Behavioral
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Can you share an example of when you set a positive example for your team? What prompted you to do this, what actions did you take, and what was the outcome for your staff?
Medium
Behavioral
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Amazon, Adobe
Can you describe a significant decision you made that impacted others? What factors did you consider, how did you evaluate your options, and what was the outcome?
Medium
Behavioral
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Amazon, Adobe
Can you describe a significant decision you made that impacted others? What factors did you consider, how did you evaluate your options, and what was the outcome?
Medium
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Twitter, Amazon, Procter & Gamble
Can you describe a time you utilized technology to enhance a project? What steps did you take, what was the outcome, and how do you stay updated on new technology trends?
Medium
Behavioral
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Twitter, Amazon, Procter & Gamble
Can you describe a time you utilized technology to enhance a project? What steps did you take, what was the outcome, and how do you stay updated on new technology trends?
Medium
Behavioral
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Meta, Amazon, Twitter
Describe a situation where you led a team project. What was the objective, who participated, and how did you assign tasks? How did you provide feedback on their progress? What challenges did you face, and how did you address them?
Medium
Behavioral
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Meta, Amazon, Twitter
Describe a situation where you led a team project. What was the objective, who participated, and how did you assign tasks? How did you provide feedback on their progress? What challenges did you face, and how did you address them?
Medium
Behavioral
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Amazon
What key qualities do you seek in a job, and how do you envision your career in the next decade?
Easy
Behavioral
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Amazon
What key qualities do you seek in a job, and how do you envision your career in the next decade?
Easy
Behavioral
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Nike, Amazon, Spotify
What is your expected salary range for this position?
Easy
Behavioral
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Nike, Amazon, Spotify
What is your expected salary range for this position?
Easy
Behavioral
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Apple, Netflix, Amazon
What would you do with your time if you were a billionaire?
Medium
Hypothetical
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Apple, Netflix, Amazon
What would you do with your time if you were a billionaire?
Medium
Hypothetical
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Google, Amazon
Do you consider yourself more motivated by winning or by the fear of losing?
Medium
Behavioral
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Google, Amazon
Do you consider yourself more motivated by winning or by the fear of losing?
Medium
Behavioral
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Adobe, Amazon, Coca-Cola
How would you manage a situation where a new client interrupts your current meeting with another client?
Medium
Behavioral
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Adobe, Amazon, Coca-Cola
How would you manage a situation where a new client interrupts your current meeting with another client?
Medium
Behavioral
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Nike, Amazon, Meta
Describe a situation where you implemented a creative solution to a challenging problem
Medium
Behavioral
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Nike, Amazon, Meta
Describe a situation where you implemented a creative solution to a challenging problem
Medium
Behavioral
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Nike, Amazon, Salesforce
How do you respond when a team member presents a new idea?
Medium
Behavioral
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Nike, Amazon, Salesforce
How do you respond when a team member presents a new idea?
Medium
Behavioral
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Amazon, Adobe
What do you believe is essential for fostering a positive workplace culture?
Medium
Behavioral
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Amazon, Adobe
What do you believe is essential for fostering a positive workplace culture?
Medium
Behavioral
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Amazon, Uber, Google
How do you motivate team members to achieve their best performance?
Medium
Behavioral
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Amazon, Uber, Google
How do you motivate team members to achieve their best performance?
Medium
Behavioral
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Amazon, Microsoft, Slack
What are three essential qualities of effective leadership?
Easy
Behavioral
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Amazon, Microsoft, Slack
What are three essential qualities of effective leadership?
Easy
Behavioral
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Amazon, Twitter, Adobe
How would you estimate the total number of red cars in Boston?
Medium
Case
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Amazon, Twitter, Adobe
How would you estimate the total number of red cars in Boston?
Medium
Case
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Google, Amazon, Goldman Sachs
You have three identical light bulbs in a windowless room, each connected to one of three switches outside. All bulbs are currently off. You can flip any of the switches only once before entering the room to identify which switch controls which bulb. How can you determine the correct switch for each bulb?
Medium
Case
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Google, Amazon, Goldman Sachs
You have three identical light bulbs in a windowless room, each connected to one of three switches outside. All bulbs are currently off. You can flip any of the switches only once before entering the room to identify which switch controls which bulb. How can you determine the correct switch for each bulb?
Medium
Case
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Google, Microsoft, Amazon
Can you provide an example of a situation where you used logical reasoning to solve a problem?
Medium
Behavioral
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Google, Microsoft, Amazon
Can you provide an example of a situation where you used logical reasoning to solve a problem?
Medium
Behavioral
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Google, Amazon, Microsoft
What does success mean to you?
Medium
Behavioral
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Google, Amazon, Microsoft
What does success mean to you?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you manage stress during challenging situations?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you manage stress during challenging situations?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you manage organization and prioritize tasks when working on multiple projects simultaneously?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you manage organization and prioritize tasks when working on multiple projects simultaneously?
Medium
Behavioral
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Google, Amazon, Microsoft
What is your estimate of the number of hairstylists or barbers in this city, and what rationale do you use to support your estimate?
Medium
Case
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Asked at
Google, Amazon, Microsoft
What is your estimate of the number of hairstylists or barbers in this city, and what rationale do you use to support your estimate?
Medium
Case
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Asked at
Google, Amazon, Microsoft
How do you manage stress when working on challenging projects?
Medium
Behavioral
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Google, Amazon, Microsoft
How do you manage stress when working on challenging projects?
Medium
Behavioral
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Google, Amazon, Microsoft
How would you encourage staff to adopt new processes instead of relying on traditional methods?
Medium
Behavioral
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Google, Amazon, Microsoft
How would you encourage staff to adopt new processes instead of relying on traditional methods?
Medium
Behavioral
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Google, Amazon, Microsoft
What is your ideal budgeting process for our company?
Medium
Hypothetical
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Google, Amazon, Microsoft
What is your ideal budgeting process for our company?
Medium
Hypothetical
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Google, Amazon, Microsoft
As CFO of our company, what would be your top concerns?
Medium
Hypothetical
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Google, Amazon, Microsoft
As CFO of our company, what would be your top concerns?
Medium
Hypothetical
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Google, Amazon, Microsoft
How would you evaluate whether the company should continue offering a specific product or service?
Medium
Hypothetical
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Google, Amazon, Microsoft
How would you evaluate whether the company should continue offering a specific product or service?
Medium
Hypothetical
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Google, Amazon, Microsoft
How many days does it take for the pond to be half covered if a lily pad doubles in size every day and completely covers the pond on the 30th day?
Medium
Hypothetical
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Google, Amazon, Microsoft
How many days does it take for the pond to be half covered if a lily pad doubles in size every day and completely covers the pond on the 30th day?
Medium
Hypothetical
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Google, Amazon, Microsoft
What are three key challenges currently facing our company?
Medium
Hypothetical
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Google, Amazon, Microsoft
What are three key challenges currently facing our company?
Medium
Hypothetical
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Google, Amazon, Microsoft
How would you resolve a conflict between two executives in your company?
Medium
Behavioral
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Google, Amazon, Microsoft
How would you resolve a conflict between two executives in your company?
Medium
Behavioral
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Google, Amazon, Microsoft
What are stock options, and how do they work in the context of employee compensation?
Medium
Technical
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Google, Amazon, Microsoft
What are stock options, and how do they work in the context of employee compensation?
Medium
Technical
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Asked at
Amazon, Nike
Can you describe a time when you had to maintain a positive attitude and keep others calm during a crisis? Why was this important, and what actions did you take? What was the outcome?
Medium
Behavioral
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Asked at
Amazon, Nike
Can you describe a time when you had to maintain a positive attitude and keep others calm during a crisis? Why was this important, and what actions did you take? What was the outcome?
Medium
Behavioral
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Amazon, Uber
Can you describe a situation where you struggled to gain cooperation from a colleague? How did you address the challenge, and what was the outcome?
Medium
Behavioral
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Asked at
Amazon, Uber
Can you describe a situation where you struggled to gain cooperation from a colleague? How did you address the challenge, and what was the outcome?
Medium
Behavioral
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Amazon, Adobe, Tesla
Can you describe a recent situation where you had to make a quick decision? What were the reasons for the urgency, what factors did you consider, and what was the outcome?
Medium
Behavioral
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Asked at
Amazon, Adobe, Tesla
Can you describe a recent situation where you had to make a quick decision? What were the reasons for the urgency, what factors did you consider, and what was the outcome?
Medium
Behavioral
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Asked at
Uber, Amazon
Can you describe a time you successfully negotiated an agreement? What steps did you take to reach the agreement, and were both parties satisfied? What would you do differently in future negotiations?
Medium
Behavioral
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Asked at
Uber, Amazon
Can you describe a time you successfully negotiated an agreement? What steps did you take to reach the agreement, and were both parties satisfied? What would you do differently in future negotiations?
Medium
Behavioral
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Amazon, Twitter, LinkedIn
Can you share an experience where you faced a knowledge gap while working on a task or project? How did you address this challenge, and who or what resources did you seek for assistance? What was the result?
Medium
Behavioral
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Asked at
Amazon, Twitter, LinkedIn
Can you share an experience where you faced a knowledge gap while working on a task or project? How did you address this challenge, and who or what resources did you seek for assistance? What was the result?
Medium
Behavioral
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Asked at
Uber, Amazon, Microsoft
Can you describe a situation where your knowledge of the organization helped you obtain a crucial resource or support? How did you acquire this understanding, and how did you apply it? What was the outcome, and what would you change in your approach for future situations?
Hard
Behavioral
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Asked at
Uber, Amazon, Microsoft
Can you describe a situation where your knowledge of the organization helped you obtain a crucial resource or support? How did you acquire this understanding, and how did you apply it? What was the outcome, and what would you change in your approach for future situations?
Hard
Behavioral
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Asked at
Spotify, Apple, Amazon
Can you describe a situation where you had to defend an organizational decision, even if you disagreed with it? What motivated you to support that decision?
Hard
Behavioral
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Asked at
Spotify, Apple, Amazon
Can you describe a situation where you had to defend an organizational decision, even if you disagreed with it? What motivated you to support that decision?
Hard
Behavioral
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