"How about this one...
Situation:
In my previous Organization, I was PM of Financial services- Business Loans. I was building the user journey and end to end process. We were in middle of development and I got one more product to work on - BNPL (Buy Now Pay Later).
Tasks:
I was asked to provide the roadmap , rough wireframes, guess estimates (No of engineers required) and by when we can ship the MVP. Need not to mention but as startups always have resource constrains and tight deadli"
Veronica S. - "How about this one...
Situation:
In my previous Organization, I was PM of Financial services- Business Loans. I was building the user journey and end to end process. We were in middle of development and I got one more product to work on - BNPL (Buy Now Pay Later).
Tasks:
I was asked to provide the roadmap , rough wireframes, guess estimates (No of engineers required) and by when we can ship the MVP. Need not to mention but as startups always have resource constrains and tight deadli"See full answer
"Credibility is very important for success of any team. And it is something that takes time to build, but if i am inheriting a team that i did not build, i would spend dedicated time to understand team structure, dynamics and skill levels for every team member. Domain knowledge and experience are other important factors i would learn about each team member. In regular meetings i would introduce the culture of openness and respect where team members feel free to bring in ideas and constructive fee"
Kanwarpreet S. - "Credibility is very important for success of any team. And it is something that takes time to build, but if i am inheriting a team that i did not build, i would spend dedicated time to understand team structure, dynamics and skill levels for every team member. Domain knowledge and experience are other important factors i would learn about each team member. In regular meetings i would introduce the culture of openness and respect where team members feel free to bring in ideas and constructive fee"See full answer
"
Last year, we were in the midst of a critical project to develop a new machine learning-driven risk analytics platform. This platform was intended to provide real-time risk assessments and predictive insights to enhance our trading strategies. However, midway through the project, our project lead unexpectedly had to take an extended leave of absence due to a personal emergency. This left the team without clear leadership during a crucial phase of the project.
Stepping into the Leadership R"
Scott S. - "
Last year, we were in the midst of a critical project to develop a new machine learning-driven risk analytics platform. This platform was intended to provide real-time risk assessments and predictive insights to enhance our trading strategies. However, midway through the project, our project lead unexpectedly had to take an extended leave of absence due to a personal emergency. This left the team without clear leadership during a crucial phase of the project.
Stepping into the Leadership R"See full answer
Product Manager
Behavioral
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"Might be good to have also explained how the engineer wasn't aware of th expedition process that you as a PM were able to identify when you spoke to the PM from the team that was providing the API, was it just a simple of case of not having access to information that you were able to help surface ?"
Yogi S. - "Might be good to have also explained how the engineer wasn't aware of th expedition process that you as a PM were able to identify when you spoke to the PM from the team that was providing the API, was it just a simple of case of not having access to information that you were able to help surface ?"See full answer
"While interning at Numerix Analytics, I was working on a campaign analysis project where I used customer engagement data to recommend which email subject lines performed best. Based on open rate data from the past two campaigns, I concluded that short, curiosity-based subject lines were outperforming more direct ones. I recommended using that style for the next major campaign. The marketing team followed my recommendation. However, the open and click-through rates for the next campaign dropped s"
Dhruv M. - "While interning at Numerix Analytics, I was working on a campaign analysis project where I used customer engagement data to recommend which email subject lines performed best. Based on open rate data from the past two campaigns, I concluded that short, curiosity-based subject lines were outperforming more direct ones. I recommended using that style for the next major campaign. The marketing team followed my recommendation. However, the open and click-through rates for the next campaign dropped s"See full answer
"In order to earn team members trust you need to show -
1- You need to show them you trust them. Treat others the way you wanted to be treated.
2- Do what you say. Keep commitments.
3- Listen
4- Admit when you make mistakes
5- Consistently make good decisions
"
Ritu G. - "In order to earn team members trust you need to show -
1- You need to show them you trust them. Treat others the way you wanted to be treated.
2- Do what you say. Keep commitments.
3- Listen
4- Admit when you make mistakes
5- Consistently make good decisions
"See full answer
"Let me tell you about a time when my manager was on a two week PTO and I was building the post-MVP roadmap for a newly launched product.
Being a SaaS platform for supporting restaurants, I'd led the conception, planning, development and launch of the MVP for an online ordering solution for diners in restaurants. After the launch of the MVP, our original plan was to build features which supported table-service restaurants like keeping an open tab. But while looking at the data, I realized that a"
Singer29 - "Let me tell you about a time when my manager was on a two week PTO and I was building the post-MVP roadmap for a newly launched product.
Being a SaaS platform for supporting restaurants, I'd led the conception, planning, development and launch of the MVP for an online ordering solution for diners in restaurants. After the launch of the MVP, our original plan was to build features which supported table-service restaurants like keeping an open tab. But while looking at the data, I realized that a"See full answer
"I started asking some questions regarding the constrains of the system:
An antena is emitting a signal that says if the tagged device was out of the room where the interview was happening.
I was able to decide which would be the schema for the Antena's message.
The antena is sending the info of multiple users.
The system doesn't need to push notification to the users when the user left the device behind.
Upon reflection, this is what I recollected doing.
I propuse the json schema a"
Eduardo C. - "I started asking some questions regarding the constrains of the system:
An antena is emitting a signal that says if the tagged device was out of the room where the interview was happening.
I was able to decide which would be the schema for the Antena's message.
The antena is sending the info of multiple users.
The system doesn't need to push notification to the users when the user left the device behind.
Upon reflection, this is what I recollected doing.
I propuse the json schema a"See full answer
"It would have been more interesting to focus on the system design rather than the Trie DS, Interviewee could have just mentioned the Trie and passed to things more important.
Interviewee should have focused on the factors on which he wants to scale the API servers, popularity of the query parts ? region may be ? A hash of many factors ?
Caches should have definitely be discussed, Cache eviction policies, Cache invalidation managements...
Interviewee should have mentioned which kind of API pro"
Aymen D. - "It would have been more interesting to focus on the system design rather than the Trie DS, Interviewee could have just mentioned the Trie and passed to things more important.
Interviewee should have focused on the factors on which he wants to scale the API servers, popularity of the query parts ? region may be ? A hash of many factors ?
Caches should have definitely be discussed, Cache eviction policies, Cache invalidation managements...
Interviewee should have mentioned which kind of API pro"See full answer
"· Listen both sides and without any bias. Support or focus on the problem rather than person. Take necessary steps in case there is middle ground its well and good if both parties agree. If not be honest and support the person who is correct. Ultimate goal is to be useful for overall project and company rather individual satisfaction. The approach should be fit into overall team goal."
BePostive - "· Listen both sides and without any bias. Support or focus on the problem rather than person. Take necessary steps in case there is middle ground its well and good if both parties agree. If not be honest and support the person who is correct. Ultimate goal is to be useful for overall project and company rather individual satisfaction. The approach should be fit into overall team goal."See full answer
"Explained the charts with using
Scatter Plot with Size and Color Encoding
X-axis: Ride duration (in minutes).
Y-axis: Total fare (in dollars).
Point size: Encodes the star rating (e.g., larger points for higher ratings).
Point color: Indicates whether the rating is favorable (green) or unfavorable (red).
Heatmap for Correlation Analysis
Why: Heatmaps are ideal for quickly identifying patterns and correlations between variables.
How:
Create a heatmap matrix where rows represent ride durat"
Saisandeep M. - "Explained the charts with using
Scatter Plot with Size and Color Encoding
X-axis: Ride duration (in minutes).
Y-axis: Total fare (in dollars).
Point size: Encodes the star rating (e.g., larger points for higher ratings).
Point color: Indicates whether the rating is favorable (green) or unfavorable (red).
Heatmap for Correlation Analysis
Why: Heatmaps are ideal for quickly identifying patterns and correlations between variables.
How:
Create a heatmap matrix where rows represent ride durat"See full answer
"We will not always have all the required data to make a decision quickly. We need to work with ambiguity effectively by tying up the available facts with intuition."
Sankar S. - "We will not always have all the required data to make a decision quickly. We need to work with ambiguity effectively by tying up the available facts with intuition."See full answer
"Explained in STAR format one of the project situation where I had originally approved problem with different design which was correct approach that time. But as the project progressed that approach needed revision. Emphasized on facts why original approach was taken with points. Also focused tail end of discussion on learnings out of situation and how you end up deploying better solution from that learning."
Vijay P. - "Explained in STAR format one of the project situation where I had originally approved problem with different design which was correct approach that time. But as the project progressed that approach needed revision. Emphasized on facts why original approach was taken with points. Also focused tail end of discussion on learnings out of situation and how you end up deploying better solution from that learning."See full answer
"Situation:
Was given negative feedback about an aspect of my communications. The person said it made them worried because of the brevity and the format of some messages. (Their worry was that a longer negative message was coming)
Task(s):
Reflected on feedback about my communication style.
Acknowledged the point.
Assumed best intentions on the part of the person giving the feedback
Saw things from the other person's point of view
Action(s):
In private - Apologised to the person wh"
Hans - "Situation:
Was given negative feedback about an aspect of my communications. The person said it made them worried because of the brevity and the format of some messages. (Their worry was that a longer negative message was coming)
Task(s):
Reflected on feedback about my communication style.
Acknowledged the point.
Assumed best intentions on the part of the person giving the feedback
Saw things from the other person's point of view
Action(s):
In private - Apologised to the person wh"See full answer
"Context:
While working as a Senior Systems Engineer at Indra on a project for BBVA, I was primarily responsible for building ETLs and optimizing data pipelines using Spark and Scala.
Action:
During a critical deployment phase, our QA lead had to leave unexpectedly due to a personal emergency. With no one available to manage testing coordination, I volunteered to step in — even though it wasn’t my formal responsibility. I quickly reviewed the test cases, communicated with stakeholders, an"
Otto yhoda A. - "Context:
While working as a Senior Systems Engineer at Indra on a project for BBVA, I was primarily responsible for building ETLs and optimizing data pipelines using Spark and Scala.
Action:
During a critical deployment phase, our QA lead had to leave unexpectedly due to a personal emergency. With no one available to manage testing coordination, I volunteered to step in — even though it wasn’t my formal responsibility. I quickly reviewed the test cases, communicated with stakeholders, an"See full answer