"Step 1: Clarify
Before delving into the metrics, should I consider the current state of Google or when it just launched? Here, I am assuming the current state of Google.
Google is currently a company that makes approx $15) billion in Revenue and 90 % of the revenue comes from Ads. Ads are core for Google's business and Google is the major player in the market
Step 2: Goals:
The main goal is to maximize revenue through effective Google Ads campaigns. This means ensuring that the campaign"
Srilaxmi C. - "Step 1: Clarify
Before delving into the metrics, should I consider the current state of Google or when it just launched? Here, I am assuming the current state of Google.
Google is currently a company that makes approx $15) billion in Revenue and 90 % of the revenue comes from Ads. Ads are core for Google's business and Google is the major player in the market
Step 2: Goals:
The main goal is to maximize revenue through effective Google Ads campaigns. This means ensuring that the campaign"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
"To model ROI for a product launch, the first step is to define the timeline you're targeting Example 6 months post-launch, 1 year, or even 5 years.
Tip: Start with a 1-year ROI projection to estimate near-term returns, and build a 3-year projection to evaluate growth and scalability.
ROI is essentially the net return over that period:
Profit=Revenue (within timeline)−Total Cost (from project start)
Total Cost includes both fixed and variable costs incurred since t"
Himanshu G. - "To model ROI for a product launch, the first step is to define the timeline you're targeting Example 6 months post-launch, 1 year, or even 5 years.
Tip: Start with a 1-year ROI projection to estimate near-term returns, and build a 3-year projection to evaluate growth and scalability.
ROI is essentially the net return over that period:
Profit=Revenue (within timeline)−Total Cost (from project start)
Total Cost includes both fixed and variable costs incurred since t"See full answer
"I’d assess a new feature launch by first checking if it achieved the goal we set before launch, whether that’s driving engagement, monetization, or retention. I would look at adoption and usage to see if users are discovering and repeatedly using it, the impact on the main KPI we targeted, and guardrail metrics to ensure there’s no negative effect on core product health like retention, crashes, or satisfaction. Ideally I would measure this through an A/B test or phased rollout and complement the"
Madina A. - "I’d assess a new feature launch by first checking if it achieved the goal we set before launch, whether that’s driving engagement, monetization, or retention. I would look at adoption and usage to see if users are discovering and repeatedly using it, the impact on the main KPI we targeted, and guardrail metrics to ensure there’s no negative effect on core product health like retention, crashes, or satisfaction. Ideally I would measure this through an A/B test or phased rollout and complement the"See full answer
"One project that stands out involved building a customer segmentation dashboard for our marketing team using Power BI. The goal was to help them target campaigns more effectively by segmenting customers based on purchase behavior and demographics.
Early in the project, I noticed significant data quality issues in the source tables coming from our CRM system. There were missing values in key fields like customer age and region, duplicate customer IDs, and inconsistencies in how product categories"
Tim F. - "One project that stands out involved building a customer segmentation dashboard for our marketing team using Power BI. The goal was to help them target campaigns more effectively by segmenting customers based on purchase behavior and demographics.
Early in the project, I noticed significant data quality issues in the source tables coming from our CRM system. There were missing values in key fields like customer age and region, duplicate customer IDs, and inconsistencies in how product categories"See full answer
Product Analyst
Behavioral
+1 more
🧠Want an expert answer to a question? Saving questions lets us know what content to make next.
"We want sales to grow, in order to have a growth in revenue. And customer usage as well as it allows to see if our product lead more engagement from our users.
So to be able to see this overall evolution I would make a line chart for both :
Sales : with month on x-axis and sales revenue on y-axis
Customer Usage : with month on x-axis and a KPI allowing to measure customer usage (nblogins or nbsessions or nbgamesplayed, ... depending on the industry) on y-axis
Moreover, after knowing th"
Catherine T. - "We want sales to grow, in order to have a growth in revenue. And customer usage as well as it allows to see if our product lead more engagement from our users.
So to be able to see this overall evolution I would make a line chart for both :
Sales : with month on x-axis and sales revenue on y-axis
Customer Usage : with month on x-axis and a KPI allowing to measure customer usage (nblogins or nbsessions or nbgamesplayed, ... depending on the industry) on y-axis
Moreover, after knowing th"See full answer
" Not Setting up the right expectation with users so that they come prepared and plan for application. Users should be informed in advance about the document required, kind of questions they can expect and average time they are going to spend. Inform about the money too if there is an application fee.
Too many questions where users are suppose to write paragraphs
Seeking sensitive mandatory information
Reality is different from expectation setting
Too long to too much time consum"
Mohammad shahid S. - " Not Setting up the right expectation with users so that they come prepared and plan for application. Users should be informed in advance about the document required, kind of questions they can expect and average time they are going to spend. Inform about the money too if there is an application fee.
Too many questions where users are suppose to write paragraphs
Seeking sensitive mandatory information
Reality is different from expectation setting
Too long to too much time consum"See full answer
"At one of my project, I worked on a project where we needed to collect data from different sections of a large factory and deliver it to a third-party company responsible for predictive analytics on product quality and production levels. The challenge was that each department had different data types and structures, and in many cases, direct connections were restricted due to strict security policies.
My responsibility was to design and implement a solution that could gather all these heterogene"
Maryam G. - "At one of my project, I worked on a project where we needed to collect data from different sections of a large factory and deliver it to a third-party company responsible for predictive analytics on product quality and production levels. The challenge was that each department had different data types and structures, and in many cases, direct connections were restricted due to strict security policies.
My responsibility was to design and implement a solution that could gather all these heterogene"See full answer
"First, I would start by defining what growth means in the context of this new feature whether it's user acquisition, engagement, retention, or revenue.
Next, I’d identify clear KPIs that directly align with that growth goal. For example, if the feature aims to improve engagement, I’d track metrics like daily active users, session duration, or feature adoption rate.
Once the KPIs are in place, I’d run an A/B test comparing user behavior with and without the feature. This would be followed by de"
Himanshu G. - "First, I would start by defining what growth means in the context of this new feature whether it's user acquisition, engagement, retention, or revenue.
Next, I’d identify clear KPIs that directly align with that growth goal. For example, if the feature aims to improve engagement, I’d track metrics like daily active users, session duration, or feature adoption rate.
Once the KPIs are in place, I’d run an A/B test comparing user behavior with and without the feature. This would be followed by de"See full answer
"First, I’d start by checking the alignment of each idea with our core business goals. If any idea doesn't directly contribute to those goals, I’d deprioritize or eliminate it upfront.
Next, I’d use a scoring model like RICE (Reach, Impact, Confidence, Effort), especially because effort is a critical factor when resources are limited. This gives us a structured and quantifiable way to rank the ideas.
Once we have a prioritized list based on scores, I’d take it a step further and evaluate key as"
Himanshu G. - "First, I’d start by checking the alignment of each idea with our core business goals. If any idea doesn't directly contribute to those goals, I’d deprioritize or eliminate it upfront.
Next, I’d use a scoring model like RICE (Reach, Impact, Confidence, Effort), especially because effort is a critical factor when resources are limited. This gives us a structured and quantifiable way to rank the ideas.
Once we have a prioritized list based on scores, I’d take it a step further and evaluate key as"See full answer