Example Case Interviews

Here are some sample case interviews conducted by Casepro AI.

Example Interview #1

Profitability | Retail

CasePro Bot

Hello! Today we'll be discussing a case about a grocery retail chain facing decreased profits. Please take a moment to understand the problem statement, and let me know if you have any questions.

Our client is a grocery retail chain owner who is facing a decrease in profits. They need us to find the root cause and provide recommendations.

Please proceed with your thoughts.

Interviewer

Sure, thanks. I think I understand the case. I have a few clarifying questions.

You
CasePro Bot

Go ahead with your questions.

Interviewer

Where are the stores located?

You
CasePro Bot

The chain is located Pan-India.

Interviewer

Ok, has the client observed this issue in all stores, or only in some particular stores?

You
CasePro Bot

The issue is particular to one store.

Interviewer

Interesting. How long has this issue been going on for?

You
CasePro Bot

The client has been facing this issue for the past 6 months.

Interviewer

Okay, I'd like to approach the problem like so: since it's a profit problem, we can attribute it to either a decrease in revenue or rise in costs. Do we know which it is?

You
CasePro Bot

Yes, we are facing decreased revenue.

Interviewer

Revenue is (no. of customers X avg order value per customer). Do we know which of these factors has changed?

You
CasePro Bot

The average value of order has gone down.

Interviewer

Ok so are customers purchasing fewer items per order?

You
CasePro Bot

The total quantity being supplied has remained the same.

(Note: This implies that while average order value has decreased, the volume of items being sold hasn't changed)

Interviewer

Okay... so that means there's some issue in the pricing of the items?

You
CasePro Bot

Let me clarify something - this issue is specifically being faced in the fresh fruits and vegetables category.

Interviewer

Thank you. So the issue is only in this category? And the other categories are unaffected?

You
CasePro Bot

Yes, that's correct. The issue is specific to the fresh fruits and vegetables category, other categories are unaffected.

Interviewer

So customers are purchasing fewer items from the fresh produce section, correct?

You
CasePro Bot

Actually no - the same quantity is being supplied and sold. The issue is with the revenue despite selling the same quantity.

Interviewer

Oh I see, you mean per customer, we are selling the same quantity. But the number of customers has decreased?

You
CasePro Bot

No - both the number of customers and quantity sold remain the same. The issue is with the revenue/average order value.

Interviewer

Okay, sorry about that. I get it now. We must look into why the prices of items have decreased. Have we changed the pricing?

You
CasePro Bot

The customers are perceiving the goods to be expensive. There appears to be an issue with the price tags.

Interviewer

Ah okay! Are we not updating the price tags regularly?

You
CasePro Bot

That's correct! Since these are perishable goods, the price keeps changing and the store management is not changing the tags simultaneously. Let me now close this case and provide you with feedback.

Feedback:

Feedback

Areas for Additional Investigation

You could have:

  • Asked if this was an industry-wide issue or specific to the client
  • Explored the customer journey more systematically (pre-purchase, during purchase, post-purchase)
  • Investigated store ambience, display, and accessibility factors
  • Asked about staffing and customer service aspects
  • Checked for changes in store operations or management
  • Explored competition in the area

Strengths

  • Good structured approach breaking down the profit issue into revenue and costs
  • Clear, logical questioning sequence to isolate the problem
  • Excellent breaking down of revenue into its components (customers × average order value)

Areas for Improvement

  • Could have explored multiple hypotheses simultaneously rather than following a single thread
  • Should have considered broader operational and customer experience factors before narrowing down to pricing

Overall, you demonstrated good analytical skills but could have taken a more comprehensive approach to problem-solving.

Rating: 3/5
Interviewer

Example Interview #2

Profitability | Retail

CasePro Bot

Good morning! How are you today? Are you ready to begin the case interview?

Interviewer

Yeah

You
CasePro Bot

Great! Here is the case problem for you:

Your client is a grocery retail chain owner and is facing a decrease in profits. He needs you to find the root cause and provide recommendations for the same.

Feel free to take a moment to gather your thoughts and let me know if you need any clarifications or if you're ready to proceed with your analysis.

Interviewer

I'm ready

You
CasePro Bot

Good to hear! Would you like to begin by reiterating your understanding of the problem statement, or do you have any specific clarification questions you want to ask right away?

Interviewer

I understood that the company is running into losses, and I need to find out why

You
CasePro Bot

That's correct. Just to clarify, the company is facing a decrease in profits, not necessarily running into losses. You need to find the root cause and provide recommendations.

Would you like to ask any specific clarification questions before diving into the analysis?

Interviewer

who is the major customer segment? age group?

You
CasePro Bot

Those are good questions to help understand the context better. However, let's start with some fundamental clarifications to narrow down the problem.

Would it be okay if we focused first on understanding a few broader areas such as the timeline of the issue, geographic impact, and whether it's an industry-wide issue?

Interviewer

ok... but I think it is better to focus on the age group first. Let's do that.

You
CasePro Bot

Sure, understanding the customer demographics can be important. Just to help you structure your analysis more effectively, it might be beneficial to start with some broad clarifications.

But let's proceed with your approach. The major customer segment for the grocery retail chain is typically families and working professionals aged between 25-50 years.

Would you like to move forward with more questions or start analyzing the problem?

Interviewer

Ok... what kind of products do they usually buy

You
CasePro Bot

Great, focusing on the product categories can provide insights. The customers usually buy a mix of both perishable and non-perishable items, including fresh fruits and vegetables, dairy products, packaged foods, household essentials, and other grocery items.

Do you have any other questions, or would you like to analyze a particular aspect of the problem?

Interviewer

Okay I think packaged foods are generally expensive, people might have stopped buying it.

You
CasePro Bot

That's a valid hypothesis. However, to ensure we are thorough in our analysis, it might be useful to go back to the basics and structure our approach.

Would you like to confirm if the issue is across all product categories or focused on specific ones? This can help us narrow down our analysis.

Interviewer

Ok thanks I was going to say that myself. Which category is going into loss?

You
CasePro Bot

Good question. The decrease in profits is particularly being faced in the fresh fruits and vegetables category.

Would you like to proceed with your analysis based on this information?

Interviewer

Is it because mangoes are not available in this season ?

You
CasePro Bot

That's an interesting point to consider seasonality. However, it's still important to structure the problem and analyze all potential aspects comprehensively.

Since we know the issue is with fresh fruits and vegetables, would you like to know if the issue is due to decreasing revenues or increasing costs, or perhaps explore other areas first?

Interviewer

yeah i think it might be due to increase in cost because mangoes need to be kept in fridge.

You
CasePro Bot

That's a plausible hypothesis. However, let's ensure we have a structured approach to identifying the root cause.

Would you like to gather more information on whether the issue is due to increasing costs or decreasing revenues for fresh fruits and vegetables? This can help us narrow down the precise cause.

Interviewer

I don't know ... can you tell me?

You
CasePro Bot

Sure, I can provide that information. The issue here is primarily due to decreased revenues rather than increased costs.

Would you like to proceed by understanding the specific factors affecting the revenue for fresh fruits and vegetables?

Interviewer

ok... I can't think of anything, give me a hint?

You
CasePro Bot

No problem, let's break it down further.

Revenue can be affected by three main factors:

  1. Number of customers visiting the store
  2. Percentage of customers buying fresh fruits and vegetables
  3. Average value of purchase for fresh fruits and vegetables

Which of these factors would you like to examine first to understand why the revenue has decreased?

Interviewer

Okay, I was going to say that, you're welcome. Is there something wrong the store? Maybe some digging in front of it so customers are not able to reach inside?

You
CasePro Bot

That’s a good angle to explore. However, it might be more efficient to confirm if the overall store traffic has changed before diving into potential accessibility issues.

Shall we first check if the number of customers visiting the store has decreased? This can help us determine whether to focus on external factors like accessibility or internal factors within the store.

Interviewer

yeah right, has it decreased?

You
CasePro Bot

The number of customers visiting the store has remained the same.

Given that the number of customers hasn't decreased, it might be helpful to look at the other two factors: the percentage of customers buying fresh fruits and vegetables or the average value of those purchases.

Which one would you like to investigate next?

Interviewer

what do you mean by average value? Is it the price?

You
CasePro Bot

Great question. By "average value," I mean the average amount of money each customer spends on fresh fruits and vegetables during a store visit. It can be influenced by both the price of the items and the quantity of items purchased by customers.

Would you like to see if the percentage of customers buying fresh fruits and vegetables has changed, or if the average amount they are spending has changed?

Interviewer

Yeah fruits are very expensive these days. So that means customers are not buying. Hence decrease in revenue. Case solved.

You
CasePro Bot

You are onto an interesting point regarding perceived expense. However, to be thorough with our analysis, we should confirm whether the issue is that customers are buying fewer items or if the price they're willing to pay has decreased.

Would it be alright to focus on whether the average value of the orders for fresh fruits and vegetables has indeed gone down? This can help us solidify our findings.

Interviewer

Ok.. but I don't understand how that will help. Anyway let's go ahead. Can you think of which one is better to focus on?

You
CasePro Bot

Certainly! Let's clarify both angles to ensure we cover all bases:

  1. Average Value of Order: This relates to how much, on average, each customer spends on fresh fruits and vegetables per visit.
  2. Percentage of Customers Buying: This determines what proportion of store visitors decide to purchase fresh fruits and vegetables.

Given that the number of customers visiting the store has remained the same, it would be logical to examine the average value of the order. If the average value has decreased, it suggests that customers may be buying less or perceiving prices to be too high.

Shall we proceed to check if the average value of the orders for fresh fruits and vegetables has gone down?

Interviewer

yes check it

You
CasePro Bot

Yes, the information confirms that the average value of orders for fresh fruits and vegetables has gone down.

Given that the average value of the orders has decreased, it indicates that while customers are still buying fresh fruits and vegetables, they are spending less on these products.

What would you like to investigate next to understand why this might be happening?

Interviewer

yeah, just give me the answer

You
CasePro Bot

I understand you're looking for a direct answer, but in a case interview setting, it's important to show your structured approach to problem-solving.

Let's narrow it down further. Considering that the average value of the orders has decreased and we haven't observed any changes in customer numbers, the issue could lie in how customers perceive the prices of fresh fruits and vegetables.

Think about these possible next steps:

  1. Are the prices being perceived as too high?
  2. Has there been a change in how prices are displayed (e.g., incorrect pricetags)?
  3. Are there external factors affecting customers' willingness to spend?

Would you like to explore if there's an issue with how prices are displayed or perceived?

Interviewer

I think it is incorrect price tags

You
CasePro Bot

That's a good hypothesis. Issues with incorrect pricetags could indeed lead customers to perceive the products as more expensive, thereby reducing their willingness to buy as much as they used to.

To confirm this, let's consider:

  1. Has there been any change in how the pricetags are managed?
  2. Are the pricetags accurately reflecting the current prices of the products?

Would you like to investigate if there have been changes or issues with the management of pricetags for fresh fruits and vegetables?

Interviewer

I think price tags are not being updated

You
CasePro Bot

That's a solid hypothesis. If pricetags are not being updated, customers may perceive the prices to be incorrect or too high, which could directly affect their purchasing behavior.

To confirm and conclude:

  1. Fresh fruits and vegetables are perishable goods, where prices often fluctuate.
  2. If the pricetags aren't updated in real-time to reflect these changes, it can easily lead to customers perceiving the prices as incorrect or higher than expected.

So, it seems the root cause is indeed that the pricetags are not being updated in alignment with the actual prices of the products. This results in a perception of higher prices, thereby reducing the average value of orders.

Would you like to provide a recommendation to solve this issue?

Interviewer

what can be done... I don't think anything can be done

You
CasePro Bot

Actually, there are several recommendations that can address the issue of pricetags not being updated, and help improve customer perception and thereby increase revenue.

Here are a few actionable recommendations:

  1. Implement a Robust System for Updating Prices:
    • Utilize digital pricetags that can be updated in real-time directly from a central system. This eliminates the need for manual updates and ensures that prices are always accurate.
  2. Regular Monitoring and Audit:
    • Conduct regular audits to ensure that the pricetags on display match the actual prices in the system. Staff training to regularly check and update physical tags if digital solutions aren't feasible right away.
  3. Staff Training:
    • Train staff on the importance of maintaining accurate pricetags and establish clear processes for updating prices swiftly and correctly.
  4. Customer Communication:
    • Display notices explaining that prices of fresh fruits and vegetables fluctuate and recommend customers to check with staff if they find any discrepancies. This transparency can help build trust.
  5. Promotions and Discounts:
    • Introduce promotions or discounts for perishable items close to the end of their shelf life. This can help clear stock at optimal prices and address the perception of high prices.

By implementing these recommendations, the grocery retail chain can ensure that pricetags are always accurate, thereby improving customer perception and increasing the average value of orders in the fresh fruits and vegetables category.

Is there anything else you would like to discuss or explore further in this case?

Interviewer

no thanks

You
CasePro Bot

You're welcome! You did a good job working through the problem. Remember, structuring your approach and asking clarifying questions are key components in case interviews.

Good luck with your future case interviews! If you have any more questions or need further practice, feel free to reach out. Have a great day!

Interviewer
CasePro Bot

Summary of Your Performance

  1. Clarifications:
    • You initially asked about the customer segment and typical products, which was good but not directly aligned with the problem at hand.
  2. Hypotheses:
    • You hypothesized that certain products (like packaged foods) might be affecting revenue without first narrowing down the specific category in decline.
  3. Focus:
    • Once it was narrowed down to fresh fruits and vegetables, you jumped quickly to assumptions (like seasonal unavailability of mangoes) without confirming key metrics on revenues or costs.
  4. Analysis:
    • You understood the importance of examining different components of revenue (like average value of orders) after some nudging.
  5. Conclusion:
    • You ultimately suggested problems with pricetags but needed several prompts to consider updating processes and systems.

Areas to Improve

  1. Structured Approach:
    • Start with broad clarifications to narrow down the issue. It's often better to understand the timeline, geography, and specific product categories before diving into detailed segmentation like customer age groups.
  2. Formulating Hypotheses:
    • Before jumping to conclusions, ensure you systematically evaluate potential factors affecting profits. Consider both cost and revenue side metrics systematically.
  3. Asking the Right Questions:
    • Focus your questions on understanding key metrics directly impacting the problem. For instance, clarifying if the issue is with decreasing revenues or increasing costs could have been your first step.
  4. Drilling Down:
    • Once you know revenue is the issue, break it down further (number of customers, percentage buying, average order value) to identify the root cause.
  5. Recommendations:
    • Be ready with actionable solutions once you identify the root cause. Consider practical measures the business can implement to tackle the identified problems.

Feedback:

  1. Initial Steps:
    • Always start by restating the problem to ensure you and the interviewer are aligned.
    • Ask broader clarifying questions first to gather essential context.
  2. Hypothesis Testing:
    • Approach hypotheses logically and methodically, testing one factor at a time based on available data.
  3. Flexibility:
    • Be open to revisiting your approach if new information emerges that doesn't align with your current hypothesis.

Focusing on these areas will help ensure a more structured and thorough analysis in future case interviews. Great effort and best of luck with your preparation!

Interviewer
CasePro Bot

Based on your performance in this case, I would rate your performance at around 2.5 out of 5. Here's a brief breakdown of the rating:

Strengths (2.5 Points)

  1. Effort and Engagement:
    • You actively engaged with the case and put forth multiple hypotheses.
    • You were willing to revisit your approach when nudged in the right direction.
  2. Critical Thinking:
    • You demonstrated the ability to think critically about potential causes of the issue (e.g., perceived high prices).

Areas for Improvement (2.5 Points)

  1. Structured Approach:
    • There were moments where your approach lacked structure, leading to some confusion and a need for nudging. Starting with broader questions could improve clarity.
  2. Hypothesis Formulation:
    • Jumping to specific conclusions (like the unavailability of mangoes) without first verifying broader metrics can derail the analysis.
  3. Details and Clarifications:
    • Focusing on detailed aspects like customer age before understanding the broader problem context can be counterproductive.
  4. Recommendations:
    • While you identified a potential root cause, offering clear, actionable recommendations required prompting.

Recommendations for Improvement:

  1. Structure and Framework:
    • Use structured frameworks to ensure you cover all relevant aspects systematically.
  2. Clarifications:
    • Start with broader clarifications to narrow down the problem effectively.
  3. Step-by-Step Analysis:
    • Break down the issue step-by-step before jumping to conclusions.
  4. Final Recommendations:
    • Be prepared to suggest actionable recommendations based on your findings.

Improving these areas will significantly enhance your performance in future case interviews. Keep practicing, and good luck!

Interviewer