"My approach to dealing with difficult stakeholders has always been:
Engage - Directly engage with the stakeholder, meet or chat
Listen - Listen to what they have to say, patiently.
Understand - Understand their POV, even if it is impossible at some times
Ask - Ask clarifying questions. Why? When? What?
Engage again - Keep them in the loop until there is closure
For example, we were in the final stages of a very important, strategic project for our organization. I was leading th"
Jane D. - "My approach to dealing with difficult stakeholders has always been:
Engage - Directly engage with the stakeholder, meet or chat
Listen - Listen to what they have to say, patiently.
Understand - Understand their POV, even if it is impossible at some times
Ask - Ask clarifying questions. Why? When? What?
Engage again - Keep them in the loop until there is closure
For example, we were in the final stages of a very important, strategic project for our organization. I was leading th"See full answer
"I was assigned to a project where the executive team said they wanted to "improve customer satisfaction" but provided no specific metrics, target outcomes, or scope. The initial brief was vague; they mentioned customer complaints were increasing, but hadn't quantified the problem or identified which customer segments or processes were involved. My responsibility was to lead the analysis and develop a solution; however, first, I needed to transform this ambiguous directive into a clearly defined"
Dhruv M. - "I was assigned to a project where the executive team said they wanted to "improve customer satisfaction" but provided no specific metrics, target outcomes, or scope. The initial brief was vague; they mentioned customer complaints were increasing, but hadn't quantified the problem or identified which customer segments or processes were involved. My responsibility was to lead the analysis and develop a solution; however, first, I needed to transform this ambiguous directive into a clearly defined"See full answer
"Looking into licensing data for users to match with the validity of their plans , to set up reporting okr's and metrics from the ground up and future problem sculpting for future feature additions
I developed the metrics from the existing data tables , with uniform interpretation for datasets used across teams, keeping the modifications done in alignment with the requirements of the stakeholders.
Hypotheses for licensing metrics was laid out in a defined manner where it was feasible to cherry"
Aishwarya J. - "Looking into licensing data for users to match with the validity of their plans , to set up reporting okr's and metrics from the ground up and future problem sculpting for future feature additions
I developed the metrics from the existing data tables , with uniform interpretation for datasets used across teams, keeping the modifications done in alignment with the requirements of the stakeholders.
Hypotheses for licensing metrics was laid out in a defined manner where it was feasible to cherry"See full answer
Business Analyst
Behavioral
+3 more
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"I was working for my friend building streams at venues across the Chicago land area for FGC (fighting game tournaments), I adjusted and engineered his equipment to be set up permanently that's until covid came around at least. I used OBS to give visual appearances to stream watchers. So we're talking about subscribe, follow, and donation notifications and things of that nature for viewers to know they contributed in one of those ways. I set up proper sign-up scheduling for participants to lock t"
Ayinde B. - "I was working for my friend building streams at venues across the Chicago land area for FGC (fighting game tournaments), I adjusted and engineered his equipment to be set up permanently that's until covid came around at least. I used OBS to give visual appearances to stream watchers. So we're talking about subscribe, follow, and donation notifications and things of that nature for viewers to know they contributed in one of those ways. I set up proper sign-up scheduling for participants to lock t"See full answer
"First, I want to understand why Airbnb is considering expanding into the restaurant space. Is the goal more user engagement, or unlock new monetization paths, or make the travel journey more memorable by connecting people with food?
Next, I want to define what success would look like for this expansion. That could mean high guest engagement or a boost in revenue.
Third, I will look at things like the volume of Airbnb travelers to the region, how big the dining market is, who the local competitor"
Ravindra R. - "First, I want to understand why Airbnb is considering expanding into the restaurant space. Is the goal more user engagement, or unlock new monetization paths, or make the travel journey more memorable by connecting people with food?
Next, I want to define what success would look like for this expansion. That could mean high guest engagement or a boost in revenue.
Third, I will look at things like the volume of Airbnb travelers to the region, how big the dining market is, who the local competitor"See full answer
"Clarify the Goal (What Does Success Look Like?) Asked: Why is DoorDash launching bikes for Dashers? Is it to:
Expand Dasher availability in dense urban areas?
Lower delivery times or costs?
Increase access to work for those without cars?
Each possible goal shapes the metrics differently.
Broke Metrics into Categories:
Operational Metrics
Measure how well bikes are functioning as a delivery method.
Average delivery time (bike vs car/walk)
Order completion rate for bike Dashers
On-t"
Logan S. - "Clarify the Goal (What Does Success Look Like?) Asked: Why is DoorDash launching bikes for Dashers? Is it to:
Expand Dasher availability in dense urban areas?
Lower delivery times or costs?
Increase access to work for those without cars?
Each possible goal shapes the metrics differently.
Broke Metrics into Categories:
Operational Metrics
Measure how well bikes are functioning as a delivery method.
Average delivery time (bike vs car/walk)
Order completion rate for bike Dashers
On-t"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
"Let's take Google Fitbit as the product and analyze how to identify its competitors.
1. Identify Direct Competitors (Similar Wearables & Smartwatches)
Fitbit is a fitness tracker and smartwatch brand, so direct competitors include:
Apple Watch Series (Apple)
Samsung Galaxy Watch (Samsung)
Garmin Wearables (Garmin)
Amazfit & Zepp (Huami)
Xiaomi Mi Band (Xiaomi)
These brands offer smartwatches or fitness bands with similar health-tracking features.
2. Use Launch Events for Insi"
Rajdeep J. - "Let's take Google Fitbit as the product and analyze how to identify its competitors.
1. Identify Direct Competitors (Similar Wearables & Smartwatches)
Fitbit is a fitness tracker and smartwatch brand, so direct competitors include:
Apple Watch Series (Apple)
Samsung Galaxy Watch (Samsung)
Garmin Wearables (Garmin)
Amazfit & Zepp (Huami)
Xiaomi Mi Band (Xiaomi)
These brands offer smartwatches or fitness bands with similar health-tracking features.
2. Use Launch Events for Insi"See full answer
"A 25% drop-off rate at sign-up for a new app, especially one from Meta, indicates a significant challenge in onboarding and user retention. To analyze this, consider external, internal, and product-specific factors.
Identify Potential Causes:
External Factors:Competition: Are other platforms offering a more attractive or simpler signup process?
Timing: Is there a recent major event or trend that might be influencing user behavior?
User Experience: Is the signup process clunk"
Ankit kumar S. - "A 25% drop-off rate at sign-up for a new app, especially one from Meta, indicates a significant challenge in onboarding and user retention. To analyze this, consider external, internal, and product-specific factors.
Identify Potential Causes:
External Factors:Competition: Are other platforms offering a more attractive or simpler signup process?
Timing: Is there a recent major event or trend that might be influencing user behavior?
User Experience: Is the signup process clunk"See full answer
"Situation.
Initially, my team consisted of young guys who were hired by team leaders based on hardskills. Previously, the company had just begun the transition from a process-based to a product-based approach. In the process of searching and selecting candidates, the interests of the team and the product owner were not taken into account. The candidate didn't pass a behavioral interview on soft skills. Thus, the team consisted of diverse and talented guys, but not very interested in fast wor"
Anna D. - "Situation.
Initially, my team consisted of young guys who were hired by team leaders based on hardskills. Previously, the company had just begun the transition from a process-based to a product-based approach. In the process of searching and selecting candidates, the interests of the team and the product owner were not taken into account. The candidate didn't pass a behavioral interview on soft skills. Thus, the team consisted of diverse and talented guys, but not very interested in fast wor"See full answer
"Been thinking about entering the world of data analytics? There’s no better time to get started! The Harvard Business Review named the roles of data analyst and data scientist as “the sexiest job of the 21st century.” The data analyst role was also included in Career Karma’s top tech jobs for the past three years running.In this article, we’ll talk about why becoming a da"
Ankit kumar S. - "Been thinking about entering the world of data analytics? There’s no better time to get started! The Harvard Business Review named the roles of data analyst and data scientist as “the sexiest job of the 21st century.” The data analyst role was also included in Career Karma’s top tech jobs for the past three years running.In this article, we’ll talk about why becoming a da"See full answer
"To analyze a year-over-year (YoY) slowdown in transactions, you should start by understanding the context, segmenting data, identifying potential drivers, and then formulating actionable recommendations. This involves a structured approach that includes a thorough examination of the data, both internally and externally.
Understand the Context:
Define "transactions":
What specific transactions are being analyzed (e.g., website purchases, in-store purchases, total transactions)?
Timeframe:
Sp"
Ankit kumar S. - "To analyze a year-over-year (YoY) slowdown in transactions, you should start by understanding the context, segmenting data, identifying potential drivers, and then formulating actionable recommendations. This involves a structured approach that includes a thorough examination of the data, both internally and externally.
Understand the Context:
Define "transactions":
What specific transactions are being analyzed (e.g., website purchases, in-store purchases, total transactions)?
Timeframe:
Sp"See full answer
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Contact
Interview Preparation
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Common Interview Questions
Dashboard Creation Interview Questions and Answers
Dashboard Creation Interview Questions and Answers
What is a dashboard?
Answer: A dashboard is a visual representation of key performance indicators (KPIs) and other important data, designed to provide a high-level overview of a specific area or business process. It typically uses charts, graphs, and other da"
Ankit kumar S. - " logo
Contact
Interview Preparation
Application Process
Career Advancement
Onboarding and Orientation
Common Interview Questions
Dashboard Creation Interview Questions and Answers
Dashboard Creation Interview Questions and Answers
What is a dashboard?
Answer: A dashboard is a visual representation of key performance indicators (KPIs) and other important data, designed to provide a high-level overview of a specific area or business process. It typically uses charts, graphs, and other da"See full answer
"Clarifying Questions and possible responses:
both audio and video
goals: increase engagement time among groups/communitites and not require another platform to do group call (be one-stop for communication)
region-TBD
ios/android
only available to users in a group to call users within the group
who can intitiate these calls?- only admin? or anyone?
metrics:NSM: feature engagement (C), number of calls made in a week per user (C).
PM: % of people joining the call in a group"
theproductguy - "Clarifying Questions and possible responses:
both audio and video
goals: increase engagement time among groups/communitites and not require another platform to do group call (be one-stop for communication)
region-TBD
ios/android
only available to users in a group to call users within the group
who can intitiate these calls?- only admin? or anyone?
metrics:NSM: feature engagement (C), number of calls made in a week per user (C).
PM: % of people joining the call in a group"See full answer
"Clarifying questions
Do we mean the Google Play store or Apple App store or some other app store? : Google Play Store
Do we mean to calculate the number of apps as in 2024? : yes
Are we looking at any particular data slices like in a particular country/ for a particular geography etc.? : No, I want the overall global number
And we mean to calculate total number of apps that are registered on Play Store and can be searched and accessed by a user, am i right? : Yes
Okay, here's how"
Kartikeya N. - "Clarifying questions
Do we mean the Google Play store or Apple App store or some other app store? : Google Play Store
Do we mean to calculate the number of apps as in 2024? : yes
Are we looking at any particular data slices like in a particular country/ for a particular geography etc.? : No, I want the overall global number
And we mean to calculate total number of apps that are registered on Play Store and can be searched and accessed by a user, am i right? : Yes
Okay, here's how"See full answer