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APEX-Agents category

AI Agents for Consumer Growth Strategy

This page showcases APEX-Agents tasks that test whether AI agents can develop consumer growth strategy, including brand growth, customer segmentation, and multi-year roadmap analysis.

CPG and beauty consulting AI Brand growth, customer segmentation, 3-year roadmap
59 Total tasks
14 Primary tasks
45 Secondary tasks

Primary tasks

14 tasks with this category as their main focus.

  1. World 135_KS_Task 1 (task_228a3fbc80844fc595cbaa725eca215b) primary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Using the State of Fashion Beauty report for June 2025: 1. Identify whether consumers are more likely to save or splurge on facial serum and brow product. 2. State the net intent percentages of consumers who are likely to save or splurge for each of those two products, rounded to the nearest full percentage. 3. Calculate the average net consumer intent percentage for each of the three main categories, including only products with a positive net consumer intent percentage. Round to one decimal point. Report which category customers are least likely to splurge on. Just write your response straight here for me.

    Expected output: message_in_console
  2. World 135_CD_01 (task_e8b80949477a401cafb325db4956e5cb) primary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Which product has the highest DTC conversion rate, defined as units sold divided by views on website across all quarters? What was its conversion rate, rounded to two decimal places? Assuming no change in website views, how many units of this product would Lumea need to sell in order to reach an average conversion rate across all products of 8.5%? Use the Q1-Q4 DTC performance files for the analysis. Return your final outputs as a message right in here.

    Expected output: message_in_console
  3. World135_SF_Task01 (task_e26a1d98d33f48729ad01e700b61d1a4) primary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Using the June State of Fashion report, identify the top benefit consumers look for when shopping for beauty in Japan and South Korea. Print out the percentage of customers from each of Japan and South Korea who rated this their top benefit, rounded to the nearest percentile. State the brand value that had the highest percentage of "Very Important" responses from the survey, and determine whether this brand value is the same as, or different from, the top benefit sought after in Japan and South Korea identified above. Treat variations in terminology as the same factor if they describe the same functional benefit or product standard. Respond with a message for me in here.

    Expected output: message_in_console
  4. SP Task 05 World 135 (task_735ca67b56da4dd78f9836536ae1845a) primary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Can you please go through the state of fashion beauty report to calculate the difference in average spend for US consumers for 2025 vs. 2023 for each of the beauty sub-categories. Do weighted average by considering mid-points of spend ranges and taking the same spend number for the highest spend bucket. Report the final spend differences in $ to one decimal place. Print your response straight here to me.

    Expected output: message_in_console
  5. Task_W135_Camille_Moingeon_5 (task_d6877e04140d411b901b04342ca94feb) primary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Using Lumea's 2025 financial report and the industry operating margin benchmarks in Lumea's beauty market analysis: 1. Identify the 75th percentile operating margin for DTC beauty brands (assuming the benchmark range represents a uniform distribution). 2. Calculate the percentage point difference between Lumea's 2030 operating margin target and the 75th percentile DTC benchmark 3. If Lumea were to operate at the 75th percentile DTC operating margin in 2030, calculate the implied operating profit and how that compares with Lumea's current 2030 target. Return all results to me as a reply right here. Express all $ values in millions to one decimal place, and round % to one decimal place.

    Expected output: message_in_console
  6. SP Task 07 World 135 (task_d5b4cc5e50b74ad68cca42cd737f1e9b) primary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    I need additional information for North America's sales for 2024, both online and In-store. Values are based on the Nielsen report and State of fashion beauty report. Assume that the US numbers split in the report on stores are same as for North America for this analysis and take base case growth rates. Use state of fashion report for the 2024 numbers. Also, I need you to forecast these numbers to 2030 based on average share split of these two channels for the last 4 years (including 2024) as a proxy. Note that the total numbers in Nielsen's report has a discrepancy and we want to use only the numbers for split on the page with 6 year historical numbers. Reply to me here with your values, rounded to the nearest million USD.

    Expected output: message_in_console
  7. Task_W135_Camille_Moingeon_3 (task_83f235c841dd4aec977576a7f8b08523) primary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Using Lumea's market sizing model, calculate the 2024 percentage share for Department Stores and DTC Sites in North America and only give me the following answers: 1. Identify the benchmark share for those 2 channels shown in Lumea's beauty market analysis. 2. Calculate the percentage-point difference for these 2 channels between the model-implied share and the benchmark share shown in Lumea's beauty market analysis. 3. Calculate the dollar delta (in $B) for Department Stores and DTC Sites between Lumea's market sizing model and the benchmark. Return all this information to me in here, with the final numeric values rounded to one decimal place.

    Expected output: message_in_console
  8. Task_W135_Camille_Moingeon_6 (task_0be9d2d5771a49a097de9e7d22fac74b) primary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Using Lumea's product portfolio datasets (Q1 through Q4), calculate the weighted yearly profit margin (%) for the Body Care category and return only the following answers: 1. The difference, in percentage points, between Lumea's weighted annual profit margin and the midpoint of the industry 2024 profit margin range for the Body Care category, shown in Lumea's market beauty analysis. 2. The absolute dollar value that this gap represents, based on annual revenue. 3. The annual profit opportunity if Lumea were to close 30% of this margin gap. Print back the answers I requested. % and % points should be rounded to one decimal place, and $ to the nearest dollar.

    Expected output: message_in_console
  9. World132_SF_Task01 (task_dbc1609bedd04467abf75b6a3528e2c8) primary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    I need to know our market share and ranking placement in Eastern Europe for our Lion's Mane Coffee/Cocoa product. Since the product is unique in the Nootropic / Focus Drink category in that market, assume our revenue (10% of the total net revenue in Eastern Europe in 2026) is equal to the TAM expansion. Return the market share as a percentage rounded to the thousandths place. Return all outputs as a message to me in here.

    Expected output: message_in_console
  10. World132_PM_Task04 (task_168d9c26180d4ad1b87d3ad7482c1982) primary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    Refer to all the market sizing files and the competitor benchmarking files. Consider only collagen, meal replacement and keto sub-categories. Using the 2025 market data provided, calculate the revised D2C market share % for each market (at combined subcategory level). Assume: Online penetration drives the addressable online TAM D2C represents a fifth of the Online TAM D2C revenue is derived from the company's current share of online market value. Report the top 3 markets with highest revised D2C market share % and their values. Round all final values to 2 decimal places. Concisely give me your reply in here.

    Expected output: message_in_console
  11. World132_PM_Task06 (task_acc3cd70bfb645b980259915903fa379) primary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    We want to assess the net opportunity scores across markets. First, compute Market_Attractiveness_Index for each market. The formula is: 0.25* Average Sustainability_Score + 0.2* Average Revenue_CAGR_23_25_% + 0.15* Average Gross_Margin_% + 0.15* Average Formulation_Complexity_Score + 0.15* Average Ecommerce_Logistics_Maturity_Score - 0.1* Average Regulatory_Complexity_Score Next, calculate each competitor's share in the market (Competitive_Share_%). The formula is: (Revenue $M-2020 of the competitor / Sum of Revenue $M-2020 for all competitors in the market)*100 Also compute Competitive_Concentration_Index and Net_Opportunity_Score for each market. Respectively, the formulas are: Sum(Competitive_Share_%^2) across all competitors. Market_Attractiveness_Index - 0.004 * Competitive_Concentration_Index Round final calculations to 2 decimal places. Now, reply a short message to me with the following: 1. Which market has the highest Net_Opportunity_Score and what is its value? 2. What is the difference between the highest and lowest Net_Opportunity_Score markets?

    Expected output: message_in_console
  12. World132_PM_Task07 (task_f33062743dc84f4abc1691a8a5f2c0ba) primary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    We need to assess the concentration of business across players. Let us remove supplements category from the analysis. Concentration of business of a player is its % share of revenue in its top 4 markets. I need to know: 1. Which player has the lowest concentration globally and what is the concentration of its business? 2. How many players have their % share in Asia lower than 50%? Exclude players that have no presence in Asia. Report all final values here to me as a message, rounding to 2 decimal places.

    Expected output: message_in_console
  13. World132_DA_Task04 (task_b308f1c02b15494db5dfecb5583eed43) primary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    Analyze market entry priorities using the Pricing Corridor Score methodology for PureLife’s Supplements strateg. Identify the Top 3 Markets with the highest Pricing Corridor Score under the weighted methodology using the following components: Price Elasticity Score (35%), Willingness‑to‑Pay Score (35%), and Cost Efficiency Score (30%). Show both the Market Name and its corresponding Score for the Top 3 Markets. Format percentages to 0.01%. Round all numbers and intermediate calculations to two decimals. Output the answers as a message right here.

    Expected output: message_in_console
  14. World132_DA_Task08 (task_5ed3c6dd4464400282ec21096513bf00) primary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    PureLife needs a validated UK market potential calculation for its vitamins and dietary supplements business. The current approach relies only on consumer behaviour metrics and overlooks the UK market’s documented growth trajectory. Using PwC’s research report shows the market is expanding faster than historical trends. Recalculate market potential by combining consumer behaviour inputs with PwC’s growth insights to provide a forward‑looking figure for strategic decisions. The final answer should be formatted to US$, rounded to 2 decimal points. Present your findings as a short reply here.

    Expected output: message_in_console

Related tasks

45 tasks that also exercise this type of work as part of a broader assignment.

  1. SP Task 02 World 128 (task_18482ca6de9943ce814d70f2f742497f) secondary
    Management Consulting · Management Consulting World 128 (world_941eba667ba842f59662864b13b0554b)

    I need to compare our results from the autonomous vehicle survey and the survey questionnaire against the attached 2025 launch targets. For these three metrics, calculate the percentage points gap between what we measured and our target: 1) What percentage of European respondents expect AVs to go mainstream within the next 5 years (inclusive of 5 years), compared to our Europe target? 2) What share of total global respondents would pay over $100 per month for AV subscriptions versus our $100+ tier target? 3) What is our high-trust percentage (scores of 4-5) compared to the consumer trust target? Please provide each answer as a reply to me in here, rounded to whole numbers.

    Expected output: message_in_console
  2. Task_W135_Camille_Moingeon_1 (task_f1aa991ebd4e47edad4a9676c0097e9a) secondary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Using the state of fashion beauty 2025 report: 1. Identify the percentage of global beauty sales in 2024 occurring through the combined channel of grocery/big box, drugstores/pharmacies and department stores, rounded to a whole number. 2. Calculate the expected relative percentage change in that combined channel's share of global beauty sales in 2030 compared to 2024, rounded to one decimal point. 3. Assuming total global beauty sales grow at 5% CAGR from 2024 to 2030 and total sales in 2024 are $593B, calculate the net dollar change in sales for this combined channel by 2030, rounded to the nearest billion. Please return your answer straight here.

    Expected output: message_in_console
  3. SP Task 04 World 135 (task_e75cacb35dc8429a895bba6aff5f8a58) secondary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Using the State of Fashion Beauty report for 2024 sales and sub-category shares, alongside the attached data for Mass Market vs. Premium share by sub-category, calculate the difference (in $M) between the North American Mass Market and Premium segments for Skincare and Fragrance. Assume North American breakdowns by sub-category and segment match those of the global benchmarks. Report values as positive if Mass Market is larger and negative if Premium is larger. Using the data from the internal financials spreadsheet, determine Lumea's North American market share of the Premium segment of each sub-category (Skincare and Fragrance). Assume North American revenue percentages are uniform across all segments, all Lumea sales are Premium, and Lumea's Skin and Body units fall under Skincare. Round currency outputs to the nearest $0.1M and round percentage outputs to the nearest 0.1%. Provide your findings to me here in a reply.

    Expected output: message_in_console
  4. Task_W135_Camille_Moingeon_4 (task_3c1d25173f094dd987651bdc31ac77cf) secondary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Using Lumea's product portfolio (Q4) file, can you calculate the weighted average Q4 gross margin (%) per product category? Percentages and percentage points should be rounded to one decimal place and $ values should be rounded to the nearest dollar. 1. Compare each percentage to the midpoint of the industry 2024 gross margin range by category (from Lumea's beauty market analysis). Report the difference in percentage points. 2. For any category where Lumea is below the industry midpoint, assume Lumea closes half of the gap to the industry midpoint and revenue stays constant. Estimate the incremental Q4 gross profit opportunity for each underperforming category. Reply back to me with your findings here.

    Expected output: message_in_console
  5. SP Task 02 Wold 135 (task_93a6a24649ce48e99b8197a38425a56b) secondary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Please use the State of Fashion Report to identify the top three regions (by global beauty retail sales market size) in 2024. Also, please provide 2019 and 2030 market size for these regions, using the base case assumptions in the report. Report the top regions by 2024 rank. Report final numerical answers in $Billions for 2019 and 2030, adhering to one decimal place. Respond to me with your findings here.

    Expected output: message_in_console
  6. World135_SF_Task03 (task_a30290ac68fb47128b1917d3fc226aba) secondary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Prepare a memo which identifies the delta (in basis points) between McKinsey (June State of Fashion report) and Lumea's (final market sizing model) 2030 projections for Global beauty sales by channel %. Match channels between Lumea and McKinsey's projections as follows: - Online_marketplace = Ecommerce - Mass_retail = Grocery / Big Box - Specialty_retail = Specialty / Mono Brands - Pharmacy = Drugstores / Pharmacy - Department_store = Department Stores Respond the information in a new Document docx. Give final answers rounded to the nearest whole number.

    Expected output: make_new_doc
  7. SP Task 01 World 135 (task_8bd0a44c2c154bb3a089f5f19c9e0a23) secondary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Calculate the projected Operating Profit contribution ($ Millions) from the Europe Growth segment from updated growth bridge charts, assuming this new revenue achieves the 2030 Operating Margin target. Also, calculate the Total Incremental Gross Profit ($ Millions) generated by the combined International Expansion, assuming these new markets achieve the 2030 Gross Margin target. We need to use the results from the Lumea Financials Report and the updated Strategic Growth Bridge (attached) from the client. Output all financial values rounded to whole numbers (no decimals). Print your answers right in here.

    Expected output: message_in_console
  8. SP Task 03 World 135 (task_618ae695767944c1bcc964105be877e0) secondary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Using the State of Fashion report and the customer survey, for the Drugstores/pharmacies, E-commerce, and Department Stores channels, return the percentage point difference between the percentage of survey respondents who ranked each channel in their top 2 channels for purchase and the 2024 global market share. When calculating the survey percentages, exclude the 18-24 age group and any non-responses. Report a positive value if the survey share value is higher than the market share value, and a negative value if the survey share value is lower than the market share value. Write back to me with what I want. Round final numbers to one decimal place.

    Expected output: message_in_console
  9. World135_KS_Task 3 (task_b039d9d896d546e8a9ab788a5a3a442f) secondary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Use the State of Fashion Beauty report for June 2025 to identify which 3 countries have the most customer engagement in live social media shopping events, measured by the percentage of customers who have ever attended a beauty live shopping show. Calculate the percentage of customers who have ever engaged in live shopping shows in these 3 countries, and then state the percentage of customers who have ever engaged in live shopping shows in the US. Round answers to the nearest whole percent and do not round any intermediate calculations Respond with your findings in a new document that you create.

    Expected output: make_new_doc
  10. Task_W135_Camille_Moingeon_2 (task_ec254105f0994f32b9f4a1f329653f79) secondary
    Management Consulting · Management Consulting World 135 (world_2f84c98bb6ca4644937fa4f47b460c57)

    Can you take a look at Lumea's 2025 financial report and the global beauty market analysis and help me double check their margin target? Specifically: a) If Lumea were to reach the midpoint of the premium-player operating margin range (instead of their 2030 target), what would their operating profit be in 2030? b) What's the delta with Lumea's 2030 operating profit target? c) How big is that delta as a % of Lumea's 2030 revenue target? Provide all your answers directly to me here as a message. Round the dollars to the nearest million and % to one decimal.

    Expected output: message_in_console
  11. World_421_ANB_01 (task_501a59d44c6846e8a6dd3ee4a9373abf) secondary
    Law · Law World 421 (world_10631647211d4c2080c5774c0ac1224e)

    We have a call tomorrow with SLL. To help me prepare, can you tell me whether SLL’s new text marketing campaign meets the strictest consent requirements of the TCPA? And is this legal standard still current? Please write out your answer to me here, including any explanations in a few paragraphs. FYI here are my background notes from the initial email they sent this week: Senior Living Lending, Inc. ("SLL") is a lender that focuses on mortgage solutions for seniors, reverse mortgages and non-traditional home equity lines of credit ("HELOC"). SLL partnered with “Fall Less,” a same-day walk-in-shower installer, on a joint marketing campaign. The companies emailed their combined subscriber lists, offering special access to a No Appraisal Needed HELOC for senior home modifications (e.g., ramps, showers). Customers who entered their mobile numbers and names also clicked a box to consent to receive promotional materials, including automated texts, from both companies. The consent form prominently stated “Not a Condition of Purchase,” displayed both brands, and noted that customers may opt out at any time. The companies received hundreds of mobile numbers from the email campaign.

    Expected output: message_in_console
  12. World421_OO_02 (task_fe573b8ce38d4a9f9642fbe7b8f11358) secondary
    Law · Law World 421 (world_10631647211d4c2080c5774c0ac1224e)

    Our client, SLL, needs to understand whether their new customer marketing initiative is legal and what risks are likely. In this initiative, SLL is creating marketing texts and sending them to customers based on the customers' fun facts. For example, an SLL client named Stori confirmed in a conversation with her loan officer that she gave her permission to receive these texts and is looking forward to receiving them. Her loan officer has the texts scheduled to go out on Fridays based on the theme of the Stori's favorite cheesecake recipe. Reply to me with a memo I can review and send to SLL about the propriety of this outreach, possible risks you foresee, and your recommendations for safeguards.

    Expected output: message_in_console
  13. World 421_OO_01 (task_8702e946cbad4a56886fcd7ea18cd5b2) secondary
    Law · Law World 421 (world_10631647211d4c2080c5774c0ac1224e)

    Our client, SLL, offers discounts to senior clients who opt into receiving texts about new products and services when they apply for loans from SLL. A prospective customer, Angie, agreed to receive marketing texts for a 10% discount on a mortgage for her crafts store and verbally told her loan officer that he may communicate updates and concessions from SLL via text. Angie is now filing a complaint against SLL for causing her to be “inundated with texts.” She claims that the discount is coercive for elders. Can you analyze the merits of Angie's complaint? Please reply to me with a short summary of your conclusions and a brief explanation in reference to the attached memo, laws, and SLL's policies (assume they were followed) in a few paragraphs.

    Expected output: message_in_console
  14. World421_AP_02 (task_a128ae61064c45b7b018d066e9838fcc) secondary
    Law · Law World 421 (world_10631647211d4c2080c5774c0ac1224e)

    We received a complaint from Barbara Smith who alleges that SLL sent eleven text messages to a cell phone number that she had placed on the National Do-Not-Call Registry and provided to her eighty-five year old mother. Her mother opted-in to receive automated promotional messages through a webform after clicking on an advertisement. Can you review all analogous cases to the issue and determine whether SLL can be held liable for sending these text messages? Please briefly explain your conclusion on SLL’s liability in one or two sentences. I would also like you to give me the three most applicable cases and their holdings. Write your answer to me here.

    Expected output: message_in_console
  15. World_421_ANB_02 (task_ed8356c4f4c146b58d2cd869924fdfe3) secondary
    Law · Law World 421 (world_10631647211d4c2080c5774c0ac1224e)

    Our client, Senior Living Lending, Inc. ("SLL") is a reverse mortgage and home equity line of credit lender. They want to implement a telemarketing program that relies heavily upon texting potential borrowers. SLL has heard that financial institutions are exempt from the Telemarketing Sales Rule ("TSR"). Reply in here, explaining whether they are exempt from the TSR.

    Expected output: message_in_console
  16. World421_TG_03 (task_b3b22cc6374e42f39cb07b5aa0a6d0f3) secondary
    Law · Law World 421 (world_10631647211d4c2080c5774c0ac1224e)

    We've just received an MRA from the CFPB for our policies and procedures, so I need your help to draft our response. Can you let me know if our Complaint Response and Regulatory Investigation Protocols fail to meet any of the examination objectives for policies and procedures that are outlined by the CFPB’s compliance management review? For each objective identified, please include an explanation in one or two sentences and note if SLL has likely addressed the objective through another document. Write your draft here as a reply.

    Expected output: message_in_console
  17. World421_TG_02 (task_0ae01f72a4e34633855686b7b0e8d455) secondary
    Law · Law World 421 (world_10631647211d4c2080c5774c0ac1224e)

    SLL received a complaint from a customer regarding our text message campaign (which promotes a reverse mortgage product to existing HELOC customers that are 62 years or older). The customer received two texts from us (SLL): 1) he received the initial text at 4:00pm EST on Monday, so he clicked the link to the application form and applied. 2) he received an Adverse Action Notice via text at 11:00pm EST the following day. The customer claims he was targeted and denied in violation of US federal laws (he didn’t specify which law). He also threatened to file a complaint with the FTC. Can you please research and determine if either of the texts sent to the customer violated any U.S. federal laws? Please send me a short response right here, analyzing the issues and identifying whether any laws were violated.

    Expected output: message_in_console
  18. World_421_ANB_03 (task_2f4081fb460f4ce79a091be3ffb64b93) secondary
    Law · Law World 421 (world_10631647211d4c2080c5774c0ac1224e)

    Senior Living Lending, Inc. ("SLL") emailed me because they are concerned that responses to their ad campaigns may fall under the Telemarketing Sales Rule (“TSR”). Can you please draft the content for a reply that I can send? Please include any relevant definitions. Write out your answer here. Here's the relevant part of their email for reference: Will the TSR requirements apply when we receive calls or texts from potential buyers in response to those print ads and online banners?

    Expected output: message_in_console
  19. World421_TG_01 (task_a40d1e957cd54f70808a1560137ad594) secondary
    Law · Law World 421 (world_10631647211d4c2080c5774c0ac1224e)

    We just received a Civil Investigative Demand from the Federal Communications Commission (“FCC”) regarding our text marketing campaign to promote our reverse mortgage product. The interrogatories indicate that we utilized an automated telephone dialing system to send text messages to 78,000 seniors without securing their express written consent in violation of the Telephone Consumer Protection Act (“TCPA”). 6,430 of those seniors opted out of text communications previously, 526 are on the Do Not Call Registry, 1000 were texted by a third-party marketing agency we hired to promote the product, and 650 were texted customers of SLL being notified of a data breach. I anticipate that we will be fined and that the fine will include both “willful or knowing” and “National Do Not Call Registry” violations. Please calculate the total maximum amount that SLL will be fined (based on the current fine amounts in December 2025) and send it back to me. Also break down the fine into its "National Do Not Call Registry" and TCPA components. If needed, round the amounts to the nearest dollar. Concisely explain your reasoning. Just print the answer straight back here.

    Expected output: message_in_console
  20. Marketing Case Studies_Task03_SC (task_f525769ab6a748e6855e03c95e4b4bd7) secondary
    Management Consulting · Management Consulting World 112.1 (world_d1b705c7393b40f9bb5e01bb63b99b91)

    Using the research found on pharma marketing and articles around competitor shifts in SG&A spend, identify key trends that Impact can apply to SG&A spend that could reduce overall costs. In particular, please note any specific competitor stats around spend reduction related to these trends, as it can help indicate the potential cost savings for Impact. Please write summary on changes in pharma marketing, as well as sub-points for specific actions they are taking and any percentage decrease in expenses amongst competitors from files. Calculate how much Impact could save if they reduce spend by the straight average of reduction across competitors in the same cost categories. Additionally, include a summary on change in real estate spend and include any percentage decrease in expenses amongst competitors from files. Also, include a calculation of how much Impact could save if it reduces spend by the straight average of reduction across competitors. Write me a message with all the info above. Round to the nearest $.

    Expected output: message_in_console
  21. World132_SF_Task05 (task_40e74d7e89d54b9ca07a5c778865c090) secondary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    Comparing the revised projections for 2026-2030, what is the change in Japanese and Global 2026 results for Gross Profit and EBITDA in both dollar and percentage terms? If the 2026 Marketing costs in the Japanese market had instead improved to $2.33M, what will the 2026 Japanese market COGS need to be in order for to limit the global percentage change in EBITDA to -5%? Round intermediate and final calculations to 4 decimal places. Return all outputs as a message to me here.

    Expected output: message_in_console
  22. World132_DA_Task07 (task_9e9514d5f4914c8fabe9734b242aed3a) secondary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    Using the McKinsey wellness report and our buyer profile analysis, recalculate Supplement pricing with two factors only: Vitamins and Supplements preference and increased spending. Apply as multipliers to base the current recommended base premium %. Show the new recommended price The final answer should be formatted to US$, rounded to 2 decimal points. Write it out here.

    Expected output: message_in_console
  23. World132_PM_Task03 (task_0f43cdc217ae4d1b87a2023800167f74) secondary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    We want to assess PureLife's 2025 potential global revenue. Assume the following about the 10 markets (Australia, Brazil, China, Japan, Eastern Europe, Germany, India, Mexico, UAE, UK): - PureLife acquires Global Leader C, but Global Leader C shuts down its Snacks business. - Global leader A shuts down business in Asia and PureLife captures 15% of its share in other geographies. - PureLife captures 80% share of Global leader B in Functional Drinks and Supplements. - HealthMax and Global Wellness double business in Europe - PureLife captures 25% of their share in Europe. - PureLife captures 5% of Niche Startups and Long tail in Brazil and China. PureLife only operates in the USA currently with a market share of 65%. Global leader B's revenue in the US in 12% higher than its revenue in Asia. Global Leader A's revenue in the USA is one third of its revenue in the UK. HealthMax's revenue in the USA is half of its Germany revenue. Assume that "global" means 10 markets + USA, UAE is in Asia, and that TAM is sum of revenue of all players operating in the market. Round all final values to 2 decimal places but do not round intermediate calculations. 1. What is the global market share of Global Leader A? 2. What is the global market share of Global Leader B? 3. What is the global market share of HealthMax International? 4. Who is the Global Leader in the world? Write your response to me here with answers to these 4 questions.

    Expected output: message_in_console
  24. World132_SF_Task03 (task_3f5efb251f4c45199512b7e4085c7b50) secondary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    What is the impact on the forecasted 2027 EBITDA in Brazil if we reallocate half of a 20% savings on ingredients towards increasing our marketing spend? We want to achieve a 10% bump in sales. If the result in Brazil is better than +4.583%, run the same scenario in Japan's forecast. Round all inputs, intermediate and final calculations to 4 decimal places. Return all your final outputs to me here as a message.

    Expected output: message_in_console
  25. W132_Task01_DA (task_1ecba15d0ac14cb6bb0ebb5b372b2a89) secondary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    Calculate and report the following metrics: 1. The Overall Vitamins Purchase Intent Score for each buyer segment. 2. The buyer segment with the highest average purchase intent score for Vitamins 3. The Vitamin Purchase Intent Index 4. Whether the Vitamin Purchase Intent Index Rating is desirable or undesirable Vitamin Purchase Intent Index is a composite metric calculated as: Average of Vitamins Purchase Intent Score across all segments × Segment Weight (i.e., Average of Population Size of buyer segment with highest purchase intent score for Vitamins × Average of Loyalty Score of buyer segment with highest purchase intent score for Vitamins) x PureLife Awareness Factor (i.e., Survey Respondents who said ‘Definitely yes’ or ‘Probably yes’ to trying PureLife divided by total Survey Respondents who have heard about PureLife). Vitamin Purchase Intent Index Rating is determined as: Vitamin Purchase Intent Index of >=8 is considered 'Desirable' other wise is considered 'Undesirable'. Base your analysis off the survey data and buyer behaviour data. Percentage values must be formatted to the nearest 0.01%. Dollar values must be formatted as US$ with 2 decimal places All other number calculations should be formatted to two decimals. Post your answer straight here.

    Expected output: message_in_console
  26. World 132_PM_Task02 (task_4ab23f273c9f4e0a89684c3703302e25) secondary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    Let us assess average price points of sub-categories in 2027 across these 7 markets - Australia, China, Germany, India, Mexico, UAE and UK. The client has informed us of some errors in the data. TAM - 2020 Value is actually TAM - 2022 Value. TAM - 2025 Volume is actually TAM - 2023 Volume. Let's use historic CAGRs for TAM Value and TAM Volume to calculate 2027 TAM Value and Volume respectively. Average price point ($M/ton) can be calculated by using TAM Value ($M) and TAM Volume (tons). Consider all values for Australia, China, Germany, India, Mexico, UAE and UK put together. Round off all final values to 2 decimal places. Report the following in a short reply to me: (1) What % of sub-categories have an average price greater than or equal to $300K/ton (2) Which sub-category has the highest average price? (3) Which sub-category has the lowest average price? (4) What is the difference between highest and lowest average price sub-categories?

    Expected output: message_in_console
  27. World132_DA_Task03 (task_63dbfbfa09ea47ea839c99343129196a) secondary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    Re-evaluate market entry priorities using the revised weightings for Buyer Profile Score. Identify the Top 3 Markets with the highest Revised Buyer Profile Score under the revised weighting methodology using the weighting - buyer intent (35%), loyalty (25%), brand awareness (15%) and price willingness (25%). Give both the Market Name and its corresponding score for the top 3 Markets. Final numbers should be formatted to two decimals. Print your reply in here with your findings.

    Expected output: message_in_console
  28. World132_DA_Task06 (task_dba8f191077f4c8a9348139b11c44ce6) secondary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    Analyse category consumption patterns and market penetration using the Category Penetration Score methodology for PureLife’s portfolio strategy. Present the cumulative penetration score for each category under the weighted methodology using the following components: Consumption Frequency Score (35%), Household Penetration Score (35%), and Buyer Loyalty Score (30%). Final calculations should be rounded to two decimals. Give me your response here.

    Expected output: message_in_console
  29. World132_DA_Task05 (task_3e7800abdba24ed5bbc956024114d229) secondary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    Analyse market cost efficiency using the Cost Structure Score methodology for PureLife’s Vitamins strategy: - Calculate the Total Cost Structure Score for each market under the weighted methodology using the following components: Import Cost Score (35%), Distribution Cost Score (35%), and Total Cost Load Score (30%). - Show the country with the highest cumulative cost structure score and the country with the lowest cumulative cost structure score, with each entry showing the market name and corresponding score side by side (e.g., China – 3.81). Format percentages to 0.01%. Round all numbers and intermediate calculations to two decimals. Output the answer in here.

    Expected output: message_in_console
  30. World132_SF_Task04 (task_3d664fce59f541528e5e9b7cef207774) secondary
    Management Consulting · Management Consulting World 132 (world_d5110661c46c42a6bb952e6f6bd89967)

    Using the consumer perception data and pricing details from the buyer profile, determine how many survey respondents in each market have never heard of PureLife and are willing to pay more than a 30% premium above average price for trusted brands. Give it as both a count and as a percentage by market. In which of the three surveyed markets would these customers be willing to pay more than $20 for a trusted brand? State both the market(s) and the price(s). All intermediate and final calculations should be rounded to three decimal places. Return all of the outputs to me as a message in here.

    Expected output: message_in_console
  31. World 133 GE Task 3 (task_a28da7dd7f41448d8c6ced3a2a62debe) secondary
    Management Consulting · Management Consulting World 133 (world_d6c01a12c619445f8a9dda1973432337)

    We need additional analysis for 2025 cost per activated member (CPAM) under 3 scenarios. I want you to edit the PnL workstream draft deck with this new information you'll calculate--> the 2025 CPAM ($ per activated member) for As reported, Profitable acquisition, and Industry normalized. Use the loyalty marketing memo for total 2025 CPAM and loyalty + reactivation spend, the PnL master profitability spreadsheets file for active and segment member volumes and segment , and the segment profitability assumptions spreadsheets file for segment level economics. Use marketing_benchmark.pdf for industry activation benchmarks. First, report the "as-reported CPAM" exactly as documented in the materials, corresponding to the 2025 full year projected CPAM. Second, calculate the "profitable acquisition CPAM" by focusing only on traveler segments that generate positive EBITDA per member. Allocate Summit's total 2025 loyalty and reactivation spend across segments based on each segment's share of total customer acquisition cost as calculated using the segment level numbers. Determine each segment's activated members using an assumed activation rate of 53%. Use loyalty and reactivation cost and active members to compute the the total cost per activated member across only profitable segments. Third, for the industry-normalized case, use the profitable segment scenario analysis and replace Summit's actual activation rate with the benchmark activation average from the industry data in marketing_benchmark.pdf. The benchmark activation average should include all competitors in the file and leverage midpoints for ranged values. Round all CPAM values to two decimal places for the final deck.

    Expected output: edit_existing_slide_deck
  32. World 133 EL Task 02 (task_701665df7879439b9b723ab716e1b630) secondary
    Management Consulting · Management Consulting World 133 (world_d6c01a12c619445f8a9dda1973432337)

    Using only 2024 values from IHG's annual report, tell me: 1. Calculate the room-weighted average occupancy rate for IHG across all of its hotel brands, globally. 2. Using regional occupancy rates and ADRs by brand, calculate IHG's global room-weighted average RevPAR. 3. Calculate IHG's room-weighted average RevPAR as a % of the average RevPAR for the industry, globally. ## Notes 1. Use Fee Business data where possible. 2. ADR refers to the 'Average Daily Rate'. 3. Use the definitions of RevPAR and ADR as stated in the annual report. 4. Where ADR or occupancy data for a brand is not available in a given region, assume the value for that brand is equal to the room-weighted average across all brands with available data within the relevant region. 5. Derive global RevPAR using occupancy rates and ADRs by brand, rather than the report’s stated RevPAR values by brand. Report occupancy rates as a % and RevPAR as a $ value. Report all numerical values to 1 decimal place. Do not round calculation steps. Print out the values to me in here.

    Expected output: message_in_console
  33. World 133 - NK Task #1 (task_effa0ae896284b07984dd5cc7151e10f) secondary
    Management Consulting · Management Consulting World 133 (world_d6c01a12c619445f8a9dda1973432337)

    What are the projected 2026 aggregate free night bookings for Marriott, Hilton, and Hyatt in New York, London, and Tokyo combined? Assume all of Summit's 2026P free night certificate redemptions from the PNL (in thousands) are projected to be exclusively in either New York, London, or Tokyo. What would Summit's expected free night relative market share be in each market? Provide values to one decimal place. Express RMS as a percentage. Print your reply here.

    Expected output: message_in_console
  34. World133_ln_04 (task_40c59502fc744e85a83bf87dfe8977da) secondary
    Management Consulting · Management Consulting World 133 (world_d6c01a12c619445f8a9dda1973432337)

    Give me the scores for Summit’s segments, using the Summit-Specific Survey. Your scoring system must follow these rules: - For the average satisfaction with status benefits from the file “14. Summit_Tier_Status_Experience_Raw_vtest.xlsx”, grant 1 point if it is greater than 2, grant 1 point if it has had no status loss in the past 2 years. Also grant 2 points if more than 23% of respondents in the segment have a current tier equal to "none". - Deduct 1 point if the loyalty score from the file “9. Summit_Loyalty_Outcome_Summary_Raw_vtest.xlsx” is below 2 but add 2.5 points if it's above 2. Present the results in a new one-slide deck. Give all answers rounded to one decimal point.

    Expected output: make_new_slide_deck
  35. Task 3uy1546e (task_2c27b6c0f390410aa6f561e1733faf6a) secondary
    Management Consulting · Management Consulting World 133 (world_d6c01a12c619445f8a9dda1973432337)

    Determine which years have the highest and lowest average stay lengths for Bronze Tier members. For each of those years, report the average stay length for Bronze Tier members who stayed at a Summit Express property, segmented by whether they used a co-branded credit card or not. Use the latest merged member profile data spreadsheets file and the stay & booking data spreadsheets files for the analysis. Use check-in date to determine the date of stay. Return your answers to me here, with numerical values rounded to the nearest 0.1.

    Expected output: message_in_console
  36. World133_RG_01 (task_8d7835ee0dce4b92b89ebe15540be78c) secondary
    Management Consulting · Management Consulting World 133 (world_d6c01a12c619445f8a9dda1973432337)

    Can you use the Summit's business case and provide the revised sum of net cash flow ($m) for scenarios 1, 2, and 3? Apply the scenario-specific benefits multipliers provided in the attached file to adjust the annual benefits relative to the base case, while keeping all costs unchanged. Can you make sure to round your final answers to two decimal places? Provide your answer straight here as a message.

    Expected output: message_in_console
  37. World 133 EL Task 05 (task_757aca3744044e13a8b323fe623e83ca) secondary
    Management Consulting · Management Consulting World 133 (world_d6c01a12c619445f8a9dda1973432337)

    Using 'Accor Presentation.pdf', 'Hilton Annual Report.pdf', 'Hyatt 10K.pdf', 'IHG Investor Presentation.pdf', and 'Marriott-2024-Annual-Report.pdf': 1. Calculate, for each of Summit's key competitors, the total number of available room nights in 2024. 2. Calculate the standard deviation of available room nights for Summit's key competitors. 3. Determine whether or not Summit's available room nights is at least one standard deviation above the mean of its key competitors'. Notes and Assumptions 1. Summit's key competitors are Accor, Hilton, Hyatt, IHG, and Marriott. 2. Assume Summit had 741,237 rooms as of 31 December 2024. 3. Use each competitor's latest reported room count in your analysis. 4. Assume all rooms were available every day of the year. 5. Include all owned, leased, managed, and franchised rooms as well as rooms specifically called out as "unbranded" or "strategic partner"/"exclusive partner" in the room count. For those not explicitly labeled in this fashion, use stated room totals. Output your response directly to me here, reporting the available room nights and the standard deviation of available room nights in millions. Report all numerical values to 1 decimal place.

    Expected output: message_in_console
  38. world133_ln_03 (task_15322a4e4ca744fb9bf7a9b8cace8a99) secondary
    Management Consulting · Management Consulting World 133 (world_d6c01a12c619445f8a9dda1973432337)

    Determine CAGR for total points sold over the entire covered time period from the Profit and Loss Master Profitability Workbook. Apply that growth rate to average points per member from the Member Points Summary (Balance & Expiry) Sheet to project points per member (PPM) per year, 2 years out. Assume the average in this data set is the year end 2025 average. Return the state Average PPM and CAGR of points sold for the base year and each of the two years out in a New spreadsheet. Round to two decimals.

    Expected output: make_new_sheet
  39. Task unc2be9c - EM (task_8f47fc64814943c2a782a2b8704a3ba3) secondary
    Management Consulting · Management Consulting World 133 (world_d6c01a12c619445f8a9dda1973432337)

    Was the data Ecan provided during the meeting (noted in the team sync-up from 11/21/25) on the number of members that have stayed during Q3 2025 correct? Use our data from the 11/17 stay and booking data to assess it. Report here if Ecan provided the correct data or not. If not, give the correct value.

    Expected output: message_in_console
  40. World 133 EL Task 03 (task_d01a20f9321341b39059a7629a365232) secondary
    Management Consulting · Management Consulting World 133 (world_d6c01a12c619445f8a9dda1973432337)

    Estimate the contribution (in $M) that Summit's loyalty program members will make to its 2025E Program EBITDA in $ millions. Assume that Summit's loyalty program members will contribute, as a % of 2025E Program EBITDA, an amount equal to the member-weighted average % of stays by members in the most recent financial year across Hilton, Hyatt, and Marriott. Use our profitability workbook, the 10Ks for Hilton and Hyatt, and Marriot's annual report for 2024. - If data is unavailable for any of the three competitors listed, discard that competitor in your member-weighted average % of stays by members calculation. - If a range is stated instead of an exact numerical member count (e.g. we have 'over 10 million members') use the headline value ('10 million'). Write your answers out here. Report all numerical values to 1 decimal place.

    Expected output: message_in_console
  41. World133_ln_05 (task_b95db15ad91d4883b23e79d1c1573eb1) secondary
    Management Consulting · Management Consulting World 133 (world_d6c01a12c619445f8a9dda1973432337)

    Prepare a new memo, and put it a new document file you make. I will be sending it to James Brown, CEO of Summit, on behalf of The Strategy Team. It should outline the total cost of labor for each phase of Summit’s turnaround effort based on the operational gantt RACI. Effort is calculated using 20 workdays per month and 8 hours per workday. The duration of the task “Property-level benefit alignment” must be adjusted so that its total duration equals the combined durations of all tasks beginning in Month 1. Using the same data, identify which team contributes the greatest total effort, assuming that teams tagged “R” in the RACI table generate 70% of the total effort required for each task, teams tagged "A" generate 20%, and the remainder is split evenly between remaining tag categories. Include the name of the team and the value of their total effort in the memo. Then, assuming all employees working on the turnaround effort are impacted by the launch staff training program (as outlined in the loyalty turnaround strategy) and that training only applies to these employees, calculate and state the average amount of time each employee from the most contributing team will need to dedicate to efforts where they are tagged as "R", rounded to three decimals. Assume that 50% of employees impacted by the launch of the training program belong to the most contributing team. Present values as integers unless I told you otherwise.

    Expected output: make_new_doc
  42. LawWorld417_AS_03 (task_01fef67b5576468d854319d4d8a84988) secondary
    Law · Law World 417 (world_e81842899beb4631b2e07feafb4018dd)

    As you know, “Bare Bones Decor” - Ava Kim’s limited series - is near completion. We have been collaborating with Ava on this production for months, with the understanding that Streams would retain the exclusive rights to broadcast it and then package it as an online course, with a 50/50 revenue split with Ava. This was all documented in email exchanges and in meetings with Ava’s counsel, but we have yet to draft an exclusivity contract for the work. Now that the ParaZon acquisition is on the horizon, it’s crucial that we distinguish “Bare Bones Decor” from Ava’s other non-exclusive, transferable content (as per her general talent contract). Can you draft an amendment to her talent contract that outlines Bare Bones Decor’s exclusivity arrangement? Draft it in such a way that it is incorporated into the Asset Purchase Agreement with ParaZon. We do not want to transfer our exclusive rights to Bare Bones and would like to do so without getting ParaZon involved. Just print your assessment to me here.

    Expected output: message_in_console
  43. World 420_LB_04 (task_9e919cde8791468cadce433c3c9eef09) secondary
    Law · Law World 420 (world_85a3713cd2794fdfb56e92161325a00e)

    Livyra would like to put out a simple direct-to-consumer (DTC) advertisement for Bencontra. In an effort to avoid anything that could be construed as off-label promotion, the DTC advertisement would not include details about what the drug does or who should use it. Livyra is concerned that including the brief summary of risk information described in 21 CFR 202.1(e)(1) would overemphasize risks given that the advertisement would have little or no discussion of benefits. Is the brief summary required for this advertisement? If more information is needed to answer the question, please identify what additional information is needed. Otherwise, please just give a clear "yes" or "no" response. Please consider the following sources: 1. FDA Approval Letter.pdf 2. 21 CFR 202.1.pdf

    Expected output: message_in_console
  44. W127_AH_Task6 (task_eac321b0b2e1495b85889beef2ff89a7) secondary
    Management Consulting · Management Consulting World 127 (world_2a87e5cb5583475b820be279f6f46df6)

    Pull the values for each brand's SKU share. Give them as a percentage of total SKUs, and matching the platform/application and brand name. Round percentages to two decimals. Output your results as a reply here.

    Expected output: message_in_console
  45. Law_World_423_DM_04 (task_3e4eba49c9cd4d3fa0de912ab1b1501e) secondary
    Law · Law World 423 (world_72e117e476674c6db7f16db331644d9f)

    Northstar's CEO sent me an email asking for a summary of the company’s liability under US privacy law if the incident occurred to a US customer based in Colorado. Please take the lead on drafting a high-level follow-up email to our CEO. Reply to me with it here and I'll review. In your draft email, identify the relevant sections of the Colorado Privacy Act that may have been violated and any underlying facts supporting each determination.

    Expected output: message_in_console

Public transcript

Task transcript