Rita Sengupta presents two projects for Small Planet Foods: 1) Developing new product guidelines to formalize criteria for new product launches, and 2) A benchmarking analysis comparing key Small Planet Foods categories to internal analogs to help inform margin goals. For project 1, Rita outlines proposed new product guidelines covering metrics like volume, incrementality, gross margin, and incremental profit. For project 2, Rita analyzes Cascadian Farm Cinnamon Crunch cereal versus a similar product to identify differences in trade practices, material costs, manufacturing, and logistics that impact gross margin. The analysis finds opportunities in manufacturing through co-production and logistics through volume forecasting and distribution structure.
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How and What is Collaborative Planning Forecasting Replenishment (CPFR)? What are the benefits of CPFR to Walmart? How does Walmart achieves its Customer Service and Fulfills order in timely manner.
Colgate Palmolive Company: The Precision Toothbrushnimish dubey
This is the Harvard Business Review case study. It is regarding the launch of new technologically superior toothbrush "Colgate Precision". Right from the U.S Market analysis to Positioning, Branding and communication strategies are discussed.
Collaborative Planning Forecasting Replenishment at WalmartDanish Ali Syed
How and What is Collaborative Planning Forecasting Replenishment (CPFR)? What are the benefits of CPFR to Walmart? How does Walmart achieves its Customer Service and Fulfills order in timely manner.
This project charter guide covers everything you need to know about the project charter. It is based on the free template you can download here: http://project-charter-template.casual.pm/
The Speedinvest Network Effects team shares proven tips to help founders of online marketplace startups improve their pitch decks and increase their chances of receiving VC funding. The information is tailored specifically to pre-seed, Seed and Growth startups.
Adventures in Business Analytics – Optimization and the Organization Garry, s...Tin Ho
Adventures in Business
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and the Organization
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This project charter guide covers everything you need to know about the project charter. It is based on the free template you can download here: http://project-charter-template.casual.pm/
The Speedinvest Network Effects team shares proven tips to help founders of online marketplace startups improve their pitch decks and increase their chances of receiving VC funding. The information is tailored specifically to pre-seed, Seed and Growth startups.
Adventures in Business Analytics – Optimization and the Organization Garry, s...Tin Ho
Adventures in Business
Analytics – Optimization
and the Organization
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One thing everyone can agree on is that the “new buyer’s journey” is changing how customers buy everything from cars to firewalls. The traditional roles of sales and marketing are changing like never before. Add the complexity of selling through an indirect channel and things can start to feel pretty complicated. The good news is that there are practical approaches that help align channel marketing and sales to help smooth these seemingly troubled waters.
[DSC Europe 22] Using AI to solve complex business problems: optimizing markd...DataScienceConferenc1
Lockdowns during the Covid-19 pandemic created huge inventory surpluses across the fashion industry. Seasonal markdowns are a standard strategy to deal with dead inventory, but established markdown practices provided diminishing returns amidst the compounding surplus. Fashion companies needed to make markdowns more effective, but developing new processes wasn’t easy: reticketing costs, branding requirements, and logistical constraints traditionally require complex business rules that constrain impact. A prescriptive approach that automatically determined intelligent discount strategies by combining elasticity demand and forecast modeling with linear programming made optimal markdowns feasible— and delivered critical turnover without sacrificing margin.
As Europe's leading economic powerhouse and the fourth-largest hashtag#economy globally, Germany stands at the forefront of innovation and industrial might. Renowned for its precision engineering and high-tech sectors, Germany's economic structure is heavily supported by a robust service industry, accounting for approximately 68% of its GDP. This economic clout and strategic geopolitical stance position Germany as a focal point in the global cyber threat landscape.
In the face of escalating global tensions, particularly those emanating from geopolitical disputes with nations like hashtag#Russia and hashtag#China, hashtag#Germany has witnessed a significant uptick in targeted cyber operations. Our analysis indicates a marked increase in hashtag#cyberattack sophistication aimed at critical infrastructure and key industrial sectors. These attacks range from ransomware campaigns to hashtag#AdvancedPersistentThreats (hashtag#APTs), threatening national security and business integrity.
🔑 Key findings include:
🔍 Increased frequency and complexity of cyber threats.
🔍 Escalation of state-sponsored and criminally motivated cyber operations.
🔍 Active dark web exchanges of malicious tools and tactics.
Our comprehensive report delves into these challenges, using a blend of open-source and proprietary data collection techniques. By monitoring activity on critical networks and analyzing attack patterns, our team provides a detailed overview of the threats facing German entities.
This report aims to equip stakeholders across public and private sectors with the knowledge to enhance their defensive strategies, reduce exposure to cyber risks, and reinforce Germany's resilience against cyber threats.
Adjusting primitives for graph : SHORT REPORT / NOTESSubhajit Sahu
Graph algorithms, like PageRank Compressed Sparse Row (CSR) is an adjacency-list based graph representation that is
Multiply with different modes (map)
1. Performance of sequential execution based vs OpenMP based vector multiply.
2. Comparing various launch configs for CUDA based vector multiply.
Sum with different storage types (reduce)
1. Performance of vector element sum using float vs bfloat16 as the storage type.
Sum with different modes (reduce)
1. Performance of sequential execution based vs OpenMP based vector element sum.
2. Performance of memcpy vs in-place based CUDA based vector element sum.
3. Comparing various launch configs for CUDA based vector element sum (memcpy).
4. Comparing various launch configs for CUDA based vector element sum (in-place).
Sum with in-place strategies of CUDA mode (reduce)
1. Comparing various launch configs for CUDA based vector element sum (in-place).
Explore our comprehensive data analysis project presentation on predicting product ad campaign performance. Learn how data-driven insights can optimize your marketing strategies and enhance campaign effectiveness. Perfect for professionals and students looking to understand the power of data analysis in advertising. for more details visit: https://bostoninstituteofanalytics.org/data-science-and-artificial-intelligence/
Chatty Kathy - UNC Bootcamp Final Project Presentation - Final Version - 5.23...John Andrews
SlideShare Description for "Chatty Kathy - UNC Bootcamp Final Project Presentation"
Title: Chatty Kathy: Enhancing Physical Activity Among Older Adults
Description:
Discover how Chatty Kathy, an innovative project developed at the UNC Bootcamp, aims to tackle the challenge of low physical activity among older adults. Our AI-driven solution uses peer interaction to boost and sustain exercise levels, significantly improving health outcomes. This presentation covers our problem statement, the rationale behind Chatty Kathy, synthetic data and persona creation, model performance metrics, a visual demonstration of the project, and potential future developments. Join us for an insightful Q&A session to explore the potential of this groundbreaking project.
Project Team: Jay Requarth, Jana Avery, John Andrews, Dr. Dick Davis II, Nee Buntoum, Nam Yeongjin & Mat Nicholas
Levelwise PageRank with Loop-Based Dead End Handling Strategy : SHORT REPORT ...Subhajit Sahu
Abstract — Levelwise PageRank is an alternative method of PageRank computation which decomposes the input graph into a directed acyclic block-graph of strongly connected components, and processes them in topological order, one level at a time. This enables calculation for ranks in a distributed fashion without per-iteration communication, unlike the standard method where all vertices are processed in each iteration. It however comes with a precondition of the absence of dead ends in the input graph. Here, the native non-distributed performance of Levelwise PageRank was compared against Monolithic PageRank on a CPU as well as a GPU. To ensure a fair comparison, Monolithic PageRank was also performed on a graph where vertices were split by components. Results indicate that Levelwise PageRank is about as fast as Monolithic PageRank on the CPU, but quite a bit slower on the GPU. Slowdown on the GPU is likely caused by a large submission of small workloads, and expected to be non-issue when the computation is performed on massive graphs.
3. Who is Rita Sengupta?
Oklahoma City, OK
Washington University
in St. Louis
Biking & Yoga
Enthusiast
Guitarist
Avid Instagrammer
4. Project Overview
Project 1:
New Product Guidelines
Background Deliverables
• Operates with a
philosophy around
new product
guidelines
• No clearly
formalized criteria
• Create and publish
guidelines for each
type of new
product launch
• Gain buy-in from all
stakeholders
Project 2:
Benchmarking Analysis
Background Deliverables
• Several SPF
categories have
internal GMI
analogs
• Identify analogs
• Deliver cost
comparison analysis
to help inform
margin goals in
divisional LRP
6. Data Gathering
Discuss current
process with
SPF
Benchmark
against
USRO divisions
Analyze New
Product
Performance
Align with
cross-functional
teams
Create
Guidelines
Objective:
Develop and Publish
New Product
Guidelines for SPF
7. SPF Guidelines vs. other USRO Divisions
Division
Incrementality
(%)
Gross Margin*
Incremental
Profit
Club Specific In & Outs
*sustaining gross margin
8. New Product Performance vs. Gate Documentation
F13 Volume (EQCs) RNS (ex. NIFDA) GM% (ex. NIFDA + TSU)
Actual vs. Gate Actual vs. Gate Actual vs. Gate
Actual vs. Line/BU
Avg.
CF Ancient Grains
CF Berry Cobbler
LB Uber
CF Crunchy
Large standard deviation of new product performance
9. Proposed New Product Guidelines for Standard Innovation
Line
Extensions
Brand
Expansions
New
Platform
Process/Deliverable
Volume (Total/No. of SKUs) Charter-Gate 3:
Quantify as necessary
Incrementality > 30% > 70% > 70% + Charter
Total RNS
Gate 1-3:
Quantify based on volume
Gross Margin (ex. NIFDA)
≥ PNL Average ≥ BU Average
≥ Division
Average
Charter:
Define guideline
Gate 1:
accretive/neutral/
dilutive vs. guideline
Gate 2-3:
Quantify and compare to
guideline
See BU specific reference points
Incremental Profit* Year 1 > 0 Year 1 + 2 > 0 Gate 1-2
Test and Startup Costs Input estimate and determine if it’s within budget Gate 1
*Incremental Profit = (Gross Margin/EQC*Incremental Volume) – Test & Startup Costs – NIFDA – Depreciation
10. Proposed New Product Guidelines for Standard Innovation
Line
Extensions
Brand
Expansions
New
Platform
Process/Deliverable
Volume (Total/No. of SKUs) Charter-Gate 3:
Update as necessary
Incrementality > 30% > 70% > 70% + Charter
Total RNS
Gate 1-3:
Quantify based on volume
Gross Margin (ex. NIFDA)
≥ PNL Average ≥ BU Average
≥ Division
Average
Charter:
Define guideline
Gate 1:
accretive/neutral/
dilutive vs. guideline
Gate 2-3:
Quantify and compare to
guideline
See BU specific reference points
Incremental Profit* Year 1 > 0 Year 1 + 2 > 0 Gate 1-2
Test and Startup Costs Input estimate and determine if it’s within budget Gate 1
*Incremental Profit = (Gross Margin/EQC*Incremental Volume) – Test & Startup Costs – NIFDA – Depreciation
11. What Should
Happen
Clear objectives,
vision
Match customer need
with feasibility
What Actually
Happens
Reactive launches, no
portfolio strategy
Assess feasibility after
committing
Gap
Lack of standards,
alignment (for
portfolio strategy)
Need to balance push
& pull of new product
requests (requires
preparation)
Current State of SPF Customer Exclusives
12. Proposed Framework for Customer Exclusives
Strategic Purpose
Volume
Commitment
Timeline
Other
Considerations?
Incremental Gain Strategic Customer
• Minimum run
requirement
• Ship 100% of
commitment?
Define appropriate:
• Lead time
• Exclusivity Period
Should Sales region
be liable for:
• Special pack?
• Unshipped
volume
commitment?
• Fire sale / DD?
Define strategic
benefit:
• Profit driven?
• Increase
distribution?
• Strategic
customers by
brand
13. Other Considerations and Next Steps
Do the new guidelines support the Project Warhol initiative?
Ensure that guidelines are not hurdles
Does this address the issues identified at the Focused Improvement?
Enforce post-launch analysis
Gate 4: In-Market Review
15. Objective and Agenda
Help inform SPF’s long-run margin goals in the upcoming divisional LRP
Key SPF Categories Case Study
Areas of
Opportunity
16. Breakdown of Key Categories in SPF
Cereal and
Granola
72%
Snack Bars
12%
Frozen
Vegetables
9%
Frozen
Fruit
5%
Volume (EQC) of each Business
Unit in SPF
Cascadian
Farm
43%
Muir Glen
16%
Food
Should
Taste Good
20%
Larabar
21%
Volume (EQC) of each Category
in Cascadian Farm
17. Case Study: CTC vs. CF Cinnamon Crunch (GM/oz)
CTC GM/oz. Net Sales Trade + Coupon Total Materials Total
Manufacturing
Total Logistics CF Cinnamon
Crunch GM/oz.
18. Key Differences in Trade
CTC GM/oz. Net Sales Trade + Coupon Total Materials Total
Manufacturing
Total Logistics CF Cinnamon
Crunch GM/oz.
KEY DIFFERENCES:
• CTC is traded more frequently
(8 times/year vs. 4 times/year)
• CTC has deeper discounts
• Big G varies trade strategy by brand
and size of product
19. Key Differences in Material Cost
KEY DIFFERENCE:
• Higher costs of premium
CTC GM/oz. Net Sales Trade + Coupon Total Materials Total
Manufacturing
Total Logistics CF Cinnamon
Crunch GM/oz.
organic ingredients
20. Key Differences in Manufacturing Cost
CTC GM/oz. Net Sales Trade + Coupon Total Materials Total
Manufacturing
Total Logistics CF Cinnamon
Crunch GM/oz.
KEY DIFFERENCE:
• GMI owned plants vs. External
Supply Chain
AREA OF OPPORTUNITY:
• Co-production with GMI plants
21. Key Differences in Logistics Cost
CTC GM/oz. Net Sales Trade + Coupon Total Materials Total
Manufacturing
Total Logistics CF Cinnamon
Crunch GM/oz.
KEY DIFFERENCES:
• Big G—scale drives more efficient use
of CSF network
• SPF—products flow through more CSFs
22. Case Study: Key Takeaways
CTC GM/oz. Net Sales Trade + Coupon Total Materials Total
Manufacturing
Total Logistics CF Cinnamon
Crunch GM/oz.
1. CF prices for premium ingredients
2. Areas of opportunity:
Manufacturing
Co-production with internal plants
Logistics
Tighten volume forecasting
Evaluate structure
23. Next Steps
Share insights and areas of opportunities for other analogs to
Cascadian Farm brand team
Transition analysis to finance team for divisional LRP
24. THANK YOU!
Jeff Siemon, Eileen Anderson, Kethan Pradhan, Meggie Wittorf,
Andrew Nymo, Nathan McCurren, Haylee Remark, Jessica Lee,
Danielle Bagge, Brian McIntosh, Chad Ries, Brianna Menning,
Alicia Beerman, Joffrey Wilson, Peter Roose, Allen Gerten,
Onaisa Husain, Kristin Witt, Ryan Flanagan, Jessica Britton,
Jennifer Kaplan, and the FRIT team!
25. Questions?
NPG Benchmarking Analysis
New Product Performance
Standard Innovation Guidelines
Customer Exclusive Framework
Key SPF Categories
CF Case Study
Main Takeaways
28. Volume
Frozen Frontier New Product Guidelines
Incrementality
(to Division)
Gross Margin
(Sustaining)
New
Platform
Brand
Expansion
Line
Extension
Club & All
Other*
≥ 70%
Cumulative
Profit
(Incremental)
> Division
Retail
Target
≥ 50% ≥ 30% ≥ 70%
> BU
Retail
Target
> PNL
Retail
Target
* All Other includes Small Format, DD&D
Adjust for
Club
Profitable
< 30
Months
Profitable
< 12
Months
Capital IRR 20%
Breakeven
Launch Yr
Profitable
< 24
Months
29. New
Platforms
Brand
Expansion
Line Extension
Club
(New/Rotational)
Retail In/Outs
GM% 40% 40%
35% OR line
accretive
25%
35% OR line
accretive, incl.
write-offs
Gross RNS $5MM $3MM $5MM $1MM $1.5MM
IRR% 20%
EBIT
Breakeven
Year
Year 3 Year 2 Year 1 Year 1 Year 1
Supporting Model to Hit Hurdles
New
Platforms
Brand
Expansion
Line Extension
Club
(New/Rotational)
Retail In/Outs
Gross Volume 250 150 250 50 75
Marketing
Spend (Year 1&2
Combined)
$2,000 $500 $ - $ - $-
Incrementality 75% 60% 50% 80% 60%
Capital $833 $ 333 $50 $50 $ 50
30. Pillsbury New Product Guidelines
STRATEGY:
Innovate with larger and highly incremental new products that
will drive share and profit growth
Line
Extension
New Platform
Brand
Expansion
> 80% > 60%
Incremental > 40%
Net Sales
Per SKU
> 40% > 30% > 40% > 30%
IRR ( 5yr life)
and within at least 90% of products impacted by steal
> Category
Margins impacted
by steal*
> 20%
Gross Margin
% (Sustaining)
> $6MM > $8MM > $6MM > $8MM > $6MM
Net Sales Gross Margin
Club/Channel
Permanent
Distribution
>$2MM
Gap to Retail <
13%
Financials must be
approved by business
teams
31. Template for Average BU Margins
CASCADIAN FARM LARABAR MUIR GLEN FOOD SHOULD TASTE GOOD
Category GM % Club GM% Category GM % Club GM% Category GM % Club GM% Category GM % Club GM%
Cereals Core Tomatoes Tortilla
Granola ALT Diced Kettle Cooked
Cereal Uber Fire Roasted Crackers
Granola Bars Jocalat Whole BU Average
Chewy BU Average Crushed and Ground
Crunchy Pasta Sauce
Frozen Fruit Salsas
Frozen Vegetables Soups
Boxed Pastes
Bagged Ketchup
Blends BU Average
Frozen Potatoes
Fruit Spreads
Concentrates
Relish
BU Average
Business Unit GM %
Cascadian Farm
Larabar
Muir Glen
FSTG
DIVISION AVERAGE 30%
Back
32. Brand Strategic Customers
Club (Costco)
Natural Channel (WFM)
Retail (Target)
WFM
Ahold
Publix
Kroger
W-M
Publix
Kroger
WFM
Club (Costco)
Natural (WFM, Sprout)
Target
Back
33. Brand Minimum Runs
Production: 700 cases
Packaging: 9,000-12,000 cases
Production: 20,000 cases/SKU
No packaging limit
CF Granola: 17,500 cases
CF Cereal: 13,500 cases
Bars: 6,000-7,000
Packaging: 10,000 prints – bars
(individual film or box) or cereal
Min. Actual Cases/production run:
Fresca SUS- 1,350
Fresca MPK- 2,160
Uber SUS- 3,500
Uber MPK- 5,200
Min. Pouches/order: 660,00
Min. Caddy’s/order: 12,000
Back
34. Summary of Other Analogs
CASE STUDY: CF Cinnamon Crunch
CEREAL
FROZEN
VEGETABLES
SNACK
BARS
CF Honey Nut O’s
CF Multigrain Squares
CF Broccoli & Carrots
CF Mixed Vegetables
CF Crunchy Oats n Honey
CF Chewy Chocolate Chip
Editor's Notes
-Explain why those three divisions
-Tie NP Performance back to NP guidelines (to see how current guidelines were working)
-At SPF we “talk” about incremental profit/breakeven, club, and in & outs no formal guidelines though
-Go through criteria, four launches, key takeaway
-Don’t need to spend time ticking through each launch (Jeff—Uber)
-Volume and RNS are boxes which can be “checked” or “filled in”
-Under the assumption that both finance and marketing will be using the guidelines
-Incremental Profit: change Year 1 > 0 based on analysis, all launches were negative
-Test & Startup: based on analyzed four launches, the number vary by both brand and type of launch…maybe go with the latter option?
(i.e. Uber (BE) $3000, CF Crunchy (LE) $5000-$11,000 and Ancient Grains (LE) $19,000 Vanilla Almond Cereal (LE) $28,000
-All Channel (ex. Club)
-Volume and RNS are boxes which can be “checked” or “filled in”
-Under the assumption that both finance and marketing will be using the guidelines
-Incremental Profit: change Year 1 > 0 based on analysis, all launches were negative
-Test & Startup: based on analyzed four launches, the number vary by both brand and type of launch…maybe go with the latter option?
(i.e. Uber (BE) $3000, CF Crunchy (LE) $5000-$11,000 and Ancient Grains (LE) $19,000 Vanilla Almond Cereal (LE) $28,000
-All Channel (ex. Club)
-”yes, and…”
-at SPF, CE are becoming more frequent and there is a greater need to do them faster (**what is the % of CE? And breakdown of customers asking for exclusives—WFM/Kroger/Target?)
-saw this as an extra opportunity – divisional issue addressed in the FI
-make the columns more “action statements/steps”
Condense objectives
Help inform SPF’s long-run margin goals in the upcoming divisional LRP
-Change title
Key takeaway: price primarily for materials (not accounting as much for mfg/logistics?)