I have tried to keep this very simple, structured and practical, how would associate analyst in a meeting would explain (might have some missing points and more upgradations can be done to the approaches used).

1. The Problem, to cut logistics/ops from 18% under 15% of revenue:

Logistics/operations cost = 18% of revenue, measure where the 18% comes from (SKU, channel, geography, carrier, packaging, returns).

Target = <15% of revenue

This means we need to cut 17% of current logistics cost (or grow revenue faster than costs), run quick operational fixes that return 5–12% savings.

Invest in tech (TMS/WMS + route optimization + demand forecasts) to lock in medium/long term savings.

2. Internal Data to Analyse

To figure out the 18% we will start with the following:

Revenue & Orders Data

Revenue per order, Average order value (AOV), Order volume trends

Logistics Cost Data

Cost per order, Cost per shipment (last mile, courier, packaging, returns)

Carrier-wise costs

Warehouse & Operations Data

Picking/packing times, Storage costs, Packaging material usage

Returns Data

Return rates, processing cost, Reasons for returns

Delivery Data

Zones with high cost per delivery

Failed deliveries/reattempts

Carrier performance & contracts

Per route rates, minimums, SLA penalties

Customer behaviour & cancellations

Time of day, day of week, promo vs non-promo

Forecasts & seasonality

Historical demand patterns, lead times

3. Simple Approaches to Reduce from 18% to 15%

Measure

Build a dashboard (PowerBI or Tableau) to track: Logistics cost per order, Cost per region, Cost per order = Total Logistics Cost, Cost per kg and cost per km, % of revenue spent on logistics weekly/monthly

Find Inefficiencies

Identify highcost zones: explore local warehousing or partner couriers

Check packaging: too much weight cost?

Revenue Side Fixes

Raise average order value (bundled offers, free shipping threshold)

Improve delivery reliability: higher repeat purchases will grow the faster than increasing logistics cost

Apply Tech Solutions

Route Optimization Tools (e.g., FarEye, Locus, OR-Tools): reduce distance & failed deliveries

Warehouse Management System (WMS): automate picking/packing, reduce errors

Carrier Management: use AI to auto-select cheapest/best courier per order

Data-driven Forecasting: better predict the demand and accordingly allocate the stock closer to customers will reduce last mile cost

Analytics on Returns: identify SKUs with high returns and fix product/UX issues

Use SQL/Python: to calculate different metrics and identify top 5 expensive cities

Create a customer nudge: Add ₹200 more to get free shipping

Enforce packaging rules & right-size boxes

Tool: Create rules in WMS or script that selects box by SKU pair and dimensions % orders paying the actual weight and box-utilisation rate.

Implement automated packaging suggestions in WMS (choose right-size box).

Impact: reduce weight fees, packaging cost with est. 3–7% logistics saving.

Reduce return rates with better product info.

Improve product dimensions, images, size charts on site, add: “is this returnable nudges”

Cost per return by reason with % of recoverable value from it.

4. Technology stack suggestions (lightweight + scalable)

Data & BI (Snowflake, Looker/PowerBI): For maintaining central data warehouse and making dashboards.

Execution systems: OMS → WMS → TMS. If budget constrained, start with TMS add-on or SaaS route-optimizer (Routific, OptimoRoute) and integrate later.

Optimization & ML: Python, OR-Tools for vehicle routing & LP, scheduling algorithms.

Automation: RPA for invoice reconciliation, for automated carrier selection.

The situations taken here are not actual situations but taken from different case study assignments (can stimulate real world communications) and done with the help of approaches in the materials (mixed though process with the help of AI tools as well).

Situation 1:

Write an email to a client who is unhappy about a missed deadline. How would you respond professionally while maintaining the relationship.

Solution (email body):

Dear Client

I sincerely apologise for the delay in delivering the project. We understand how important timelines are for business like yours and we sincerely regret to miss the deadline and any impact it had on your operations.

Our primary goal has always been to support your business with the highest level of dedication and reliability. The team has identified the bottlenecks and implemented corrective measures to ensure any work for this project will be completed before the deadline. We have revised the project plan, and the updated delivery date is only after a few days of the original date. We will also be sharing progress updates with you very soon. Over the past few months, we have been proud of the results we have achieved together and keep building on the momentum with the remaining parts of the project.

Your project is very important to us. Please be assured meeting your expectations is our top priority and we are committed to recover and gain as much as we can to overcome the lost time, build the project with our full zeal and confidence.

Thank you for your understanding and I would be happy to arrange a call at your earliest convenience to any though or discussion you want to have and listen to any additional concerns you may have.

Situation 2:

We’ve given you a timeline for a design project due in 10 days. On Day 4, you realise the designer hasn’t even started. What do you do?

Solution:

My focus here would be more on internal communication with the team and updating some parts of the project plan in a concise and simple manner.

1. Immediate checking with the designer:

I will first ask the designer in a friendly way why work has not been started yet, I noticed you are not able to start on the project yet. Is there anything I can help you with:

• Waiting for files or information?
• workload, clarity, resource management?
• Unsure about the deadline?

2. Making a new plan on some parts of project if it goes out of track:

Now that the project is 4 days behind, the original plan may or may not work. I will work with the designer to figure out what things can be achieved in the remaining days, what design components need to be done faster. Will communicate and try to assess together if the delay can affect the work or any deadline.

I will go to my manager with the problem and a few possible solutions:

• Can we simplify and deliver a simpler version of the design?
• Can we get any outside help from another designer, If the designer cannot deliver, bringing in another resource can be considered?
• Do we need to ask for a few more days, parallel tasks or additional support?
• Identify the earliest possible completion date and compare it with the original deadline.

3. Update Everyone:

Daily meetings or quick syncs calls until the project comes back on track.

If deadline can still be met, alarming the client is not a good option, will just ensure stronger internal communication and project tracking.

I will immediately update my manager on the situation and a proposed new plan. After a solution is decided, the stakeholders will be given a clear heads up about any changes to the timeline or deliverable.

For the rest of the project, I will do a quick daily check in with the designer to make sure we stay on our new track and do not miss any deadline.

Situation 3:

You are handling a project for a client who is highly process-driven, requests frequent updates, and expects full visibility into every aspect of the execution. The client often asks for detailed documentation, wants to be looped in on every decision, and tends to micromanage timelines and output. Proactively communicate in a way that builds trust and reassurance.

Solution:

To proactively communicate in a way that builds trust and reassurance who is a highly involved client. As a project manager/associate I will first focus on creating structured, to the point pointers for the client. This could include setting up a consistent stack of updates, such as daily updates or twice-weekly status emails tailored to the client’s micromanagement for information. Trying to look for the solutions and will anticipate questions before they are asked by sharing dashboards, progress trackers, and concise summaries with clear action items, blockers and next steps. Looking for the right solution which involves the blend of all the things by using tools like Notion, Google Sheets which can offer live visibility without requiring the client to request updates constantly. This will build transparency helps reduce anxiety and builds confidence that the project is in control.

Equally important would be establishing a narrative that balances transparency with guidance. I will frame updates not just as raw data, but as a story what happened, why the solution, next phases, positioning the progress as a thoughtful navigation, not just a status report for the client. When the client wants to be involved in every decision, I will try to channel the client’s curiosity by offering curated options and recommendations rather than asking open-ended questions. Listening carefully to them while acknowledging the problem and providing the relevant potential solutions. For example, instead of asking “What should we do?”, I will give the answer like: “Here are three feasible paths, with pros and cons, the team recommends option B based on our goals.” This approach respects the client’s need for control while subtly reinforcing my role and the team’s control as a reliable partner who can be trusted with execution.

Situation 4:

You’ve been delivering great results for a client, and everything has been going well. However, since digital businesses rely on multiple teams and systems, the client’s website experienced a one-day outage, leading to significant revenue loss. Although this issue was outside your control, the client is extremely unhappy and is considering ending the contract with you. Write a professional and reassuring email to the client addressing their concerns.

Solution (email body):

I hope you’re doing well. I wanted to take a moment to acknowledge the recent website outage of your digital business and the disruption it caused to your business. We understand how critical it is for a digital business like yours, and we sincerely regret the impact this incident had on your operations.

While the outage was caused by factors beyond our immediate control and not a result of any action taken by our team, we take your concerns very seriously. Our primary goal has always been to support your business with the highest level of dedication and reliability. Please know that we are already working closely with the relevant teams to understand what went wrong and ensure that the website can be recovered as fast as possible and having preventive safeguards in place for any future occurrences.

Over the past few months, we’ve been proud of the results we’ve helped deliver and the strong progress we’ve made together. We remain fully committed and are confident that, with continued collaboration, we can navigate through this and keep building on the momentum we’ve created with the project.

If it helps, I’d be happy to arrange a call at your earliest convenience to walk about the situation, share the preventive measures and listen to any additional concerns you may have. Thank you for your continued partnership and trust.

Regards

The Task is to use LinkedIn to identify 5 Senior Staff Professionals based on the following brief:

Criteria:

• Must be working at a Series A, B, or C startup
• Company must be headquartered in Gurugram/Delhi
• Title should be one of the following (or similar): Chief Product Officer, Head of Product, VP of Product
• The company should ideally have 100–500 employees

Instructions:

1. Understand the Brief
   Read through the criteria carefully. If needed, do a quick research to identify what qualifies as a Series A, B, C startup, and how product orgs are typically structured.
2. Search Smart
   Use LinkedIn search feature and identify 5 unique individuals across 5 different companies that best fit the criteria above.
3. Submit Your Findings
   Share the LinkedIn profile URLs of the five shortlisted people below

Here’s a step-by-step guide to help you find the right senior product professionals on LinkedIn according to the given brief:

🎯 Objective:

Find 5 senior staff product professionals (CPO, VP of Product, Head of Product) at Series A/B/C startups based in Gurugram, with 100–500 employees.

✅ Step-by-Step Guide:

Step 1: Understand the Key Criteria

Before you start searching, break down the criteria:

• Startup Stage: Series A, B, or C funded.
• Location: Headquarters in Gurugram.
• Title: Chief Product Officer, Head of Product, VP of Product (or similar).
• Company Size: 100 to 500 employees.

Step 2: Start with LinkedIn Advanced Search

1. Go to LinkedIn.
2. Use the Search Bar at the top. Type “Chief Product Officer”, “VP of Product”, or “Head of Product”.
3. Hit Enter, then apply filters.

Step 3: Apply Relevant Filters

Once search results appear, use the following filters:

• Location: Select Gurugram, Delhi/New Delhi, India.
• Current Company: Use this cautiously. Don’t filter too strictly, might want variety.
• Industry: Optional — could use “Internet”, “Information Technology”, “Software”, etc.
• Title: Make sure the title matches the roles targeting.

Step 4: Vet the Companies

Once the professional is found, click into their profile and check the following:

1. Go to their company’s LinkedIn page.
2. Check the company size, should be 100–500 employees.
3. Scroll to the “About” section to see if it’s headquartered in Gurugram.
4. Check if the company is a Series A/B/C startup.

• How to verify?
• Use Crunchbase, Tracxn, or just Google: Company Name + Series A/B/C funding.

Step 5: Shortlist the Right Profiles

Once a profile and company check all the boxes:

• Copy their LinkedIn profile URL.
• Make sure the companies do not repeat and pick professionals from different companies.

🛠 Bonus Search Tips: Use Boolean Search in LinkedIn

(“Chief Product Officer” OR “VP of Product” OR “Head of Product”) AND “Gurugram”

• Look at product-focused venture capital portfolios (e.g., Accel, Sequoia India) to identify Series A, B, C startups.
• Use tools like RocketReach or Hunter.io if need contact info (optional).

Mckinsey program: problem solving case assignment

Step 1

The first step in this assignment is defining the problem clearly for all stakeholders involved. Pushing for a SMART problem question can have a profound impact on problem solving, clarifying the challenge and defining what it really means to address it.

Using the information provided in the brief from the mayor, concisely define what must be resolved.

Question 1 of 5

What is the Key Problem Statement? (Write it down, starting with ‘How can the city of Hustleton…’)

Key problem statement:

How can the city of hustleton become traffic free especially during rush hours and can solve few of cities traffic issues so that the residents can commute from one place to another in a short possible time (around 30 mins).

Specific: There are too many cars on the road, during rush hours it takes city residents an average of 60 minutes to commute to work, whether going for work or going from one place to another for different activities and they are getting frustrated because of the traffic issues.

Measurable: The travelling time should be reduced to 30 minutes or so, the traffic should be moveable, and the residents are not irritated or frustrated at rush hours.

Action oriented: How the traffic time be reduced so that the traffic gets reduced day after day or say more moveable, we want to bring the average commute time to 30 minutes.

Relevant: The relevant/main issues must be solved based on the priority where everyone agrees to have a common say about the things experienced during the traffic hours.

Time bound: 5 years to achieve a traffic free city during rush hours and solve some of the most relevant/frustrating issues.

Step 2:

The second step in this assignment is identifying a list of potential issues that if resolved, will likely lead to solving the problem.

This can be done by taking the problem statement defined in the previous step and breaking it down into three smaller issues. For example, if you were solving the problem of ‘How can I increase the amount of money I save at the end of the month?’ one of the smaller issues you might identify is ‘How can I reduce the amount of money I spend?’ and another one could be ‘How can I make more money?’.

Now let’s apply this to the traffic problem. Doing the issue tree is a very iterative process. This will need to go back and forth and try a few different ways to get it exactly right.

Question 2 of 5

Write down the first issue (Issue A). Structure your sentence starting with ‘How can we…’. Then break it further down in 2 smaller issues you could resolve which are sub-issue A1 and sub-issue A2.

A.

How can we build a better Infrastructure which include all the transportation infrastructure issues: proper traffic lights, maintenance of lanes, divider, footpath, potholes, street lights, more space around the main circle/parts of the city and all the management part of the roads. Everything that makes people to drive freely without worrying about the factors causing traffic and all those related stuffs because the authorities can take care of that.

A.1

No proper traffic police facilities if any situation arrives/accident/congestion/construction work there no proper means/half means for them to solve the situation or manage the traffic as soon as possible. It can also refer to having a traffic workforce that is well trained for any traffic problem.

A.2

All major cities have a convergence point where almost all the traffic meets coming from different directions, sometimes that point is at the entrance of the city, sometimes all the highway traffic passes from inside the city (because no proper bypass is there), while sometimes it’s itself in the city as all the traffic coming at one point from other directions/parts of the city and that point becomes one of the main traffic congestion point, everyone suffers from that. So divergence is important there should be alternate roads/routes/bypasses for the highway traffic and proper route management and road infrastructure inside the city.

Question 3 of 5

Write down the second issue (Issue B). Structure your sentences consistently starting with ‘How can we …’. Then break it further down in 2 smaller issues you could resolve which are sub-issue B1 and sub-issue B2.

B.

By seeing at the data provided by mayor department it is clear that the public transport usage has been dropped to 20% over the years and it is evident from the facts that personal vehicles are often and mostly used by the residents of the city.

B.1

There is an analogy that I would like to draw: if 10 people take their personal vehicles, there will be 10 cars on the road but if the same 10 people take a carpool involving 4 people in one car, then there would be 4 cars less on the road, also if the same 10 people take public transport they will be accommodated in one bus.

There are no shared taxis or carpool options as residents do not prefer that option or they might not be aware or do not want to admit that such mode of transport can be used in favour of reducing the traffic issues of the city.

There are options of affordable public transport (like buses) but there is no preference given to them due to variety of reasons like: less frequency of buses/metro, no fixed timings/buses are late and not on time, only main parts/district areas are covered, becomes difficulty in finding the right spots.

B.2

The over ground rail covers parts of the city however only in one direction and outside of the city, not to all parts. There are a lot of stops, it takes longer to arrive at the destination.

The underground metro is not spacious and it assumed that only the middle class can travel in metro, not all class of people (there is a mindset problem among the rich). Trains get very crowded during rush hours. Coverage is limited to central/main parts of the city so people have to look for other options which may or may not be suitable to them.

Make the right chances to public transport and the route coverage based on the genuine customer feedback who frequently travel by that particular mode of transport.

Question 4 of 5

Finally, write down the third issue (Issue C). Structure your sentences consistently starting with ‘How can we …’. Then break it further down in 2 smaller issues you could resolve which are sub-issue C1 and sub-issue C2.

C.

How can be better manage cabs/booking apps and taxis facility.

C.1

Today everyone knows how to book cabs/taxi on apps the residents feels that public transport is not convenient, less facility, frequency, no of buses/metro timings as well. Hence, reliance on apps for booking or taking roadside taxis is preferred over public transport like bus or underground metro.

C.2

While the taxis are expensive but it serves the mood of the passengers well, as passengers are picked up and drop to their desired location, finding them is easy as compared to any public transport moreover they can be efficient as well and people require them to be by paying the price.

Usage of private taxes are increased even if it’s a bit expensive, which means people don’t trust much on taking public transport. They can book cabs or take private taxis.

Step 3:

The third step in this assignment is prioritizing two sub-issues that should be analyzed more deeply by the mayor’s team. When completing the 2x2 Prioritization Matrix, which sub-issues would be categorize as ‘High Impact — High Feasibility’?

To do that, should consider all the sub-issues above with in the previous step (A1, A2, B1, B2, C1 and C2). Compare them to each other, and ask ‘Which of these are likely to be the most feasible/ easy to solve and at the same time have the biggest impact on the key problem statement’?

Question 5 of 5

Write down the 2 sub-issues you would place in the ‘High Impact — High Feasibility’ quadrant of the prioritization matrix.

My 2 issues which are most impactful when solved and a feasible solution, High Impact — High Feasibility are:

A, A1

B, B1/B2

Complete a short assignment based on Project Management approach as an associate (APM), how to make sure the client understands the problem and the team planning the project & make a structured approach to client to answer any of his/her asks and needs, especially when dealing with challenging situations.

Situation 1:

You are handling a project for a client who is highly process-driven, requests frequent updates, and expects full visibility into every aspect of the execution. The client often asks for detailed documentation, wants to be looped in on every decision, and tends to micromanage timelines and output. Proactively communicate in a way that builds trust and reassurance.

Solution:

To proactively communicate in a way that builds trust and reassurance who is a highly involved client. As a project manager/associate I will first focus on creating structured, to the point pointers for the client. This could include setting up a consistent stack of updates, such as daily updates or twice-weekly status emails tailored to the client’s micromanagement for information. Trying to look for the solutions and will anticipate questions before they are asked by sharing dashboards, progress trackers, and concise summaries with clear action items, blockers and next steps. Looking for the right solution which involves the blend of all the things by using tools like Notion, Google Sheets which can offer live visibility without requiring the client to request updates constantly. This will build transparency helps reduce anxiety and builds confidence that the project is in control.

Equally important would be establishing a narrative that balances transparency with reassurance. I will frame updates not just as raw data, but as a story what happened, why the solution, next phases, positioning the progress as a thoughtful navigation, not just a status report. When the client wants to be involved in every decision, I will try to channel the client’s curiosity by offering curated options and recommendations rather than asking open-ended questions. Listening carefully to them while acknowledging the problem and providing the relevant potential solutions. For example, instead of asking “What should we do?”, I will give the answer like: “Here are three feasible paths, with pros and cons, the team recommends option B based on our goals.” This approach respects the client’s need for control while subtly reinforcing my role and the team’s control as a reliable partner who can be trusted with execution.

Situation 2:

You’ve been delivering great results for a client, and everything has been going well. However, since digital businesses rely on multiple teams and systems, the client’s website experienced a one-day outage, leading to significant revenue loss. Although this issue was outside your control, the client is extremely unhappy and is considering ending the contract with you. Write a professional and reassuring email to the client addressing their concerns.

Solution (email body):

I hope you’re doing well. I wanted to take a moment to acknowledge the recent website outage of your digital business and the disruption it caused to your business. We understand how critical it is for a digital business like yours, and we sincerely regret the impact this incident had on your operations.

While the outage was caused by factors beyond our immediate control and not a result of any action taken by our team, we take your concerns very seriously. Our primary goal has always been to support your business with the highest level of dedication and reliability. Please know that we are already working closely with the relevant teams to understand what went wrong and ensure that the website can be recovered as soon as possible and having preventive safeguards in place for any future occurrences.

Over the past few months, we’ve been proud of the results we’ve helped deliver and the strong progress we’ve made together. We remain fully committed and are confident that, with continued collaboration, we can navigate through this and keep building on the momentum we’ve created with the project.

If it helps, I’d be happy to arrange a call at your earliest convenience to walk about the situation, share the preventive measures being implemented, and listen to any additional concerns you may have.

Thank you for your continued partnership and trust.

Problem Statement

Assume you are in charge of the companies scheduling team. You have a team of 2 college interns Raj and Laxmi who can help you with scheduling.

INPUT

Every day, our 100 partner companies reach out to you with over 500 interview scheduling requests in total. They simply give you their calendly and expect that you will take care of scheduling end-to-end.

PS: The candidates have already agreed to be interviewed by the specific company a few days back when we checked with them. You now have to simply schedule.

OUTPUT

1. You will have to make sure that the candidate schedules the interview via the calendly, You can call/email/whatsapp the candidate to ensure that they do so.
2. 80% of interviews should get scheduled within 24 hrs (scheduling should happen within 24 hrs, interview can happen later as well)
3. Can you break down a problem statement into smaller units, Can you think of all edge cases

PRODUCT

Create ToDo Steps, Workflow Philosophy with SOP’s for Raj and Laxmi which they can follow almost blindly and achieve their output goals.

• You can make as many assumptions as you want.
• You can divide work for Raj and Laxmi in whatever ways you want.
• Assume real-world situations. Maybe candidate doesn’t open email, or maybe they don’t use whatsapp, or maybe they don’t respond to calls — anything can happen. Or even that the candidate can forget about scheduling via calendly even after agreeing to do so.
• Also, remember that Raj and Laxmi are college interns and might not be great at figuring things out. You have to make their processes really straightforward.

Creating Assumptions and Workflows

ASSUMPTIONS

Volume & SLA:

• 500+ interview scheduling requests per weekday.
• 80% must be scheduled within 24 hours of request receipt.

Resources:

• Only Raj and Laxmi to handle scheduling.
• They are not experienced, the steps must be crystal clear.

Stakeholders:

• Companies share Calendly links for interviews.
• Candidates have already opted in to be interviewed.
• Candidate contact details (email, phone, WhatsApp) are available.

Tech Stack Assumed:

• Google Sheets + Gmail + WhatsApp Web + a CRM (Optional).

Candidate Behaviour:

• May not respond to email.
• May not pick up calls.
• May forget to schedule even after agreeing.

Workflow Philosophy

Every task must:

• Have a clear owner (Raj/Laxmi).
• Be time-boxed (e.g., Step 1 must be done in the first 2 hours).
• Include a fail-safe (e.g., escalate if unresponsive after 3 tries).
• Be trackable on a central dashboard (Google Sheet).

Task:

Raj: Download daily interview requests, Divide requests (250 each), First contact: Email + WhatsApp, Final escalation & reporting, Maintain tracking sheet (owner: raj)

Laxmi: Divide requests (250 each), First contact: Email + WhatsApp, Follow-ups (calls/WA reminders)

Common (Both): Divide requests (250 each), First contact: Email + WhatsApp, Follow-ups (calls/WA reminders)

Daily Workflow for Raj and Laxmi

A Step-by-Step Playbook:

Start of Day (9:00 AM)

• Open assigned sheet.
• Filter interviews added in the last 24 hours.

Initial Contact/First Attempt (9:00–11:00 AM)

• Email candidate with Calendly link.

For each candidate

1. Send this email:

Subject: Action Needed: Schedule Interview with [Company Name]
Hi [Name], you’ve been shortlisted for an interview with [Company]. Please use this Calendly link to pick a time: [Calendly link].
Please do it within the next 12 hours to ensure priority. Let us know once done.

2. Send WhatsApp message:

Hey [Name], you’ve been selected for an interview with [Company]! Please book your slot using this link: [Calendly]. Let me know once done

Second Attempt (11:00 AM–1:00 PM)

• If no response, WhatsApp the candidate.
• Mark status as “WhatsApp Sent”.

Third Attempt (2:00–4:00 PM)

• If still no response, call the candidate.
• Mark status as “Call Attempted”.

Final Reminder (4:00–5:00 PM)

• Send a reminder email or WhatsApp.
• Mark status as “Final Reminder Sent”.

End of Day (5:00–6:00 PM)

• Update status: Scheduled / Pending / Escalated.

Review (Raj)

• Review escalation of needed cases.

Step n/(Optional)

If still no response, update status to:

• “Failed to Schedule” (reason if any)
• Or “Scheduled” if Calendly shows a booking

Send final report (scheduled vs not scheduled) to your lead.

EDGE CASES & HOW TO HANDLE:

Scenario: With Solution (Respectively)

1. Candidate doesn’t use WhatsApp
2. Candidate says “link not working”
3. Candidate ghosted after agreeing
4. Raj or Laxmi is absent
5. Calendly doesn’t show confirmation

Solution: (Respectively, above)

1. Use only email + call
2. Validate Calendly link. If broken, escalate to manager
3. Remind every 4 hrs; mark as escalation after 12 hrs
4. Sheet is self-explanatory; other intern can pick up the sheet
5. Ask candidate for screenshot or verify with Calendly if possible

OUTPUT EXPECTATIONS:

• Raj and Laxmi will process 200-250 candidates each per day.
• The follow-up cycle ensures that each candidate gets:
• 1 Email, 2 WhatsApp, 2 Call attempts
• This guarantees at least 80% scheduling within 24 hrs.

When planning next month’s inventory for a pet care brand, firstly need to look at a combination of internal performance metrics, market conditions and secondly all the operational/stock factors of the brand’s products.

Here are some key factors to consider:

1. Historical Sales Data

• Past Sales Trends: Analyse previous months sales data, pattern, or fluctuations. This includes best-sellers, slow-moving items, and seasonal peaks.
• Product Turnover: Identify how quickly products which are fast-moving are sold, to determine reorder versus slow-moving items so as to avoid overstock.
• Year-Over-Year Comparisons: Use data from previous years to predict seasonal changes.

2. Market Trends & Consumer Behaviour

• Seasonality: Certain pet products (e.g., grooming items in summer, winter pet wear, nutrition) may see increased demand during season for specific products.
• Consumer Trends: Monitor changes in consumer preferences. Track trends in pet nutrition or eco-friendly products.
• Competitor Activity: Monitor competitor's offerings or promotions as this might shift consumer choices (stay UpToDate of the customer choices)

3. Promotional & Marketing Plans

• Upcoming Promotions/Campaigns: Incorporate any sales events, discounts, marketing campaigns or promotions scheduled for the next month. These can significantly boost demand.
• New Product Launches: Include any plans to introduce new products, with targeted advertising and social media marketing, as well as if required the discontinuation of older products.

4. Supplier & Logistics Factors

• Supply Times: Assess supply time and reliability. Longer times require earlier orders and necessary in stock.
• Supply Chain Stability: Consider any potential delays or disruptions affecting product availability.
• Order Quantity (Minimum): Factor in supplier order quantities and packaging constraints to optimize ordering.

5. Financial & Economic Factors

• Budget Constraints: Ensure inventory aligns with budget considerations with sales projection and balance investing.
• Cost Fluctuations: monitor any anticipated price changes in raw materials or finished goods which can change margins.
• Storage & Handling: Consider warehouse capacity and any special storage needs.
• Regulatory Changes: Stay informed about any new regulations impacting the pet products.

6. Internal Operational Factors

• Warehouse Capacity: Consider having storage limitations and that there is no overstocking of unnecessary items.
• Return Rates & Damages: Factor in previous/historical data on returns and product damages to adjust your stock levels of some specific items.
• Technology & Data Systems: Utilize data, forecasting and point-of-sale analysis and techniques to make more accurate predictions.

Summary

In essence, successful inventory planning requires blending of both quantitative data (historical sales, lead times, budget constraints) with decision making (market insights/trends, consumer behaviour, promotional plans). This approach helps ensure the products are well-stocked to meet customer demand while avoiding the damages maybe caused of overstocking or any inventory problems.

Give a Guesstimate about how many Kirana stores are there in Delhi NCR Explain about the best approaches to get this number.

To Make a Quick Guesstimate:

1. Population of Delhi NCR: 46 million (including Delhi NCR regions).

2. Average Household Size: 4 people per household — 11.5 million households.

3. Households per Kirana Store: Assume each kirana store serves 150–200 households.

4. Total Kirana Stores: 11.5 million households / 200
57,500 kirana stores.

So, a good guesstimate is 50,000 to 75,000 kirana stores in Delhi NCR.

Adjusting for Commercial & Large Market Areas:

If we also account for wholesale & market areas (like Sadar Bazar, Chandni Chowk, etc.) with a higher density of stores.

With an adjustment factor of +15–20% gives us a final estimate of Approx. 85,000 kirana stores in Delhi NCR.

Best Approach/Methods to get more accurate number

Government & Industry Reports: Look at FSSAI registrations, retail association reports, or industry surveys. Also look for reports from market research firms or industry associations that focus on the retail sector in India.

Government Data: Check with local municipal corporations or government departments for any available data on registered small businesses

Supplier & FMCG Data: FMCG distributors usually track how many kirana stores they supply to in different regions.

Online Databases & Maps: Google Maps, Justdial, or business directories can help estimate store density in sample areas.

Sample Area assumption: Count kirana stores in a few sample neighbourhoods, then envision a figure based on total urban and semi-urban areas.

Collaboration with Retail Associations: Partner with local retail associations or kirana store federations/associations to get meaningful insights and data.

Use of Technology: Utilize data analytics, forecasting techniques to estimate the number of stores based on population density and commercial activity.

Competitor deep dive: research a new competitor that just entered the market the founder needs a summary of their strengths and weakness by Wednesday

Social media buzz: draft engaging social media posts announcing the new partnership these need to be ready for review by tom

Investor outreach: find the contact information for 10 potential investors for the next funding round the founder needs this list by friday

Report roundup: a crucial industry report just come out summarize the key findings and implications for kirana club by the end of the week

Meeting prep: prepare a presentation for the founders meeting with a major fmcg cxo on Thursday afternoon

How would you prioritize this task and why: list the task in order of priority (1,3,2,5,4,6) And provide a short explaining of the chosen arrangement

Here is how I would prioritize each task (short explanation) based on urgency and impact:

Social Media Buzz (Due: Tuesday) — This needs to be ready for review by tomorrow, it has the earliest deadline (tomorrow) which makes it the most urgent task. Social media engagement is crucial for brand image, and delays could impact the partnership announcement for the brand.

Competitor Deep Dive (Due: Wednesday) — Researching a new competitor is important for strategic positioning. This should be started early to allow enough time for detailed research and analysis.

Meeting Prep (Due: Thursday) — Preparing the founder’s meeting with a major FMCG CXO for a high-stakes meeting requires careful attention. Since the meeting is on Thursday afternoon, the presentation requires careful preparation and should be prioritized to ensure it is polished and ready. It should be completed in advance to allow for founder review.

Investor Outreach (Due: Friday) — While finding information for 10 potential investors is critical, this task is more research-based, it can be worked on after the more immediate tasks are completed and can be done progressively over the week.

Report Roundup (Due: End of Week) — Summarizing the key findings, implications of the company's report are valuable but not as time-sensitive as other tasks. So It can be made and presented once the more urgent tasks are completed.

Task 1: You are a Junior Project Manager and are assigned to work on a project to develop a CRM system for a small business.

Identify and list the key stakeholders involved in this project

Develop set of questions to conduct an interview with the business owner to gather requirements for the crm system. Aim to understand processes, user needs and any specific functionalities required.

Based on the information gathered, create a requirements document that includes project overview, stakeholder information, user requirements, functional requirements, non-functional requirements, any assumptions or constraints

Key Stakeholders

1. Business Owner: The primary decision-maker and key point of contact.

2. Project Manager: Responsible for project planning and execution.

3. Customer Support and Sales Team: End-users who will use the CRM to manage customer interactions. Users of the CRM system for handling queries, complaints, and feedback.

4. IT Manager (if applicable): The tech team responsible for the system, technical integration and maintenance

5. CRM Development Team: Project managers, developers, and testers.

6. External Customers: Beneficiaries of improved business processes, Indirect stakeholders whose data and interactions will be managed by the CRM.

Interview Questions for the Business Owner

Business Goals and Objectives:

· What are the primary objectives for implementing a CRM system

· How do you define success for this project

Business Processes and Workflows:

· Can you walk me through your current customer acquisition and customer management process

· What are the main challenges in your current workflow

· Do you have specific processes for handling leads, sales, and customer support

User Needs:

· Who will be the primary users of the CRM system and what are their primary tasks

· Are there any particular features you consider essential for your team

· Are there specific pain points your team faces in managing customer relationships

Security and Compliance:

· Are there any regulatory or compliance requirements the CRM must meet

· What are your thoughts on handling the data privacy and security of the CRM System

Budget and Timeline:

· What is the estimated budget you have allocated for this project

· Any specific timelines or milestones that you want to meet

Functionalities and Features:

· Do you need the CRM to integrate with any existing tools or systems (e.g., email, accounting software, any other CRM tools)

· What specific functionalities or features do you need in the CRM (e.g., lead tracking, reporting, automation)

· What kind of reporting and analytics capabilities are you looking for in the software

· Do you require any automation features (e.g., automated follow-ups, reminders etc.)

Specific / Non-Functional Requirements:

· How important is data security and privacy for your business

· Do you have any specific requirements for system availability and uptime

· Are there any custom workflows or processes that need to be incorporated

· Do you need mobile access or any specific device compatibility to the CRM system

Requirements Document

Project Overview

• Project Name: XYZ’s (Business) CRM System Development
• Objective: To implement a CRM system that streamlines customer relationship management, improves team productivity and enhances customer experience.
• Scope of the project: The CRM system will include modules for lead management, sales tracking, customer support, reporting and integration with existing tools.

User Requirements

• Easy-to-use interface for non-technical users and Mobile access for on-the-go usage.
• Integration with existing email, accounting systems. Automation for repetitive tasks (e.g., follow-up emails).
• Centralized customer database with access controls.
• Reporting dashboards with customizable metrics, Customizable reporting and analytics.
• Automation of routine tasks (e.g., follow-ups, reminders).

Functional Requirements

• Contact management: Store and manage customer information, capture, categorize, and track leads. Visualize sales progress and manage deals.
• Customer Support: Ticketing system for handling queries and issues.
• Marketing Integration: Campaign management and performance tracking.
• Analytics and Reporting: Generate insights on customer behaviour and team performance.
• Integration: Seamless integration with email and accounting software, Sync with the financial and accounting tools.

Non-Functional Requirements

• Performance: System should handle up to [X] concurrent users. Responsive and fast
• Scalability: Must support future growth and additional features. Business growth
• Security: Ensure data encryption, user authentication, and role-based access.

Assumptions and Constraints

• The CRM system will be cloud-based. The business will provide timely feedback during the development process.
• Budget constraints may limit the scope of custom features and a timeline of 6 months for completed delivery
• The system must comply with relevant data protection regulations.

All the Stakeholder information to be added including:

Business Owner Name, Project Manager working on the project, The Sales Team, Customer Support Team, IT Manager of the project, CRM Vendor/Developer, Customers who are the Indirect stakeholders.