Here is an excerpt from yesterday’s post: The Hansen Fit Score: Practitioner Assessment:
Companies with a Higher Hansen Fit Score Alignment than IMD Center Innovator Rank
- Unilever plc: Ranks 1st in Hansen Fit Score but 3rd in Innovators. This is due to Unilever’s advanced agent-based orchestration, adaptive workflows, and strong data integration, which are core to the Hansen model, even if their innovation recognition is slightly lower.
- Procter & Gamble Co.: Ranks 2nd in Hansen Fit Score but 4th in Innovators. P&G’s deep investment in agent-based and strand commonality-driven procurement gives it a higher Hansen alignment than its innovation rank suggests.
- Colgate-Palmolive Co.: Ranks 3rd in Hansen Fit Score but 6th in Innovators. Their focus on adaptive, data-driven procurement and strong human-AI collaboration boosts their Hansen score.
- Estée Lauder Companies: Ranks 5th in Hansen Fit Score but 13th in Innovators. Estée Lauder’s early adoption of agent-based models and strand commonality for global supply chain agility is not fully reflected in their innovation ranking.
Why am I resharing an excerpt of a post from yesterday with you today? Three words: today’s earlier post!
Read the earlier post and ask yourself this one question: Do you think that it is mere providence that Sol Rashidi happened to be SVP, Chief Analytics Officer for Estee Lauder, and the fact that Estee Lauder ranked number 5 out of 21 companies in using the Hansen Fit Score? Is it a fluke that they moved up from being number 13 on IMD’s Center for Future Readiness 2025 Top Innovators list?
- What About The Previous 10 Years of Sol’s Executive Career – How Would Those Companies Be Rated Using The Hansen Fit Score?
- Is There A Linked And Progressive Pathway To Estée Lauder’s Success?
MERCK
Based on the available information and Hansen’s risk management framework criteria, Merck would be rated as follows using the Hansen Fit Score:
Conclusion
Merck would receive a Moderate overall Hansen Fit Score. While exhibiting advanced risk governance structures, the absence of Hansen’s core innovations—particularly Strand Commonality data integration and agent-based modeling—limits alignment with the framework’s predictive capabilities. The company’s risk management remains reactive rather than proactively simulation-driven as defined by Hansen’s gold standard.
SONY MUSIC ENTERTAINMENT
Based on the available information, Sony Music Entertainment would receive a Moderate Hansen Fit Score, reflecting solid operational foundations but limited adoption of Hansen’s core predictive methodologies. The assessment breaks down as follows:
Conclusion
Sony Music Entertainment exhibits strong operational and technological foundations but has not adopted Hansen’s signature innovations (Strand Commonality, agent-based modeling). This results in a Moderate Hansen Fit Score, with substantial upside potential through deeper integration of predictive methodologies.
ROYAL CARIBBEAN INTERNATIONAL
Based on the available information, Royal Caribbean International would likely receive a Moderate to High Hansen Fit Score. This assessment reflects robust operational alignment, advanced risk management frameworks, and a strong commitment to innovation and safety; however, there is limited evidence of full adoption of Hansen’s predictive, agent-based, and strand commonality methodologies.
Conclusion
Royal Caribbean International would be rated as “Moderate to High” on the Hansen Fit Score.
The company excels in operational alignment, proactive safety, and innovation, and is moving toward best-in-class risk management through strategic partnerships and technology adoption. However, the absence of explicit agent-based modeling, strand commonality analytics, and unified quantitative fit scoring prevents it from reaching the highest Hansen alignment tier. With further integration of predictive, AI-driven methodologies, Royal Caribbean could move into the top tier of Hansen-aligned organizations.
Estée Lauder: Hansen Fit Score Assessment (2025) REVISITED)
Estée Lauder ranks 5th globally on the 2025 Hansen Fit Score, reflecting strong alignment with the framework’s criteria and a high degree of digital procurement maturity. Here’s a detailed breakdown based on the Hansen Fit Score dimensions:
Conclusion
Estée Lauder is rated as “High” on the Hansen Fit Score, ranking 5th globally in 2025.
The company’s early adoption of agent-based, strand commonality, and simulation-based approaches—combined with strong operational alignment and quantitative metrics—places it among the top global practitioners for ProcureTech transformation and risk management
Sol Rashidi’s Evolution and Strategic Alignment at AWS
Sol Rashidi’s Evolution and Strategic Alignment at AWS
Career Evolution: From Enterprise Leadership to AWS
Sol Rashidi’s roles as Chief Data and Analytics Officer at Sony Music Entertainment, Royal Caribbean International, Merck, and Estée Lauder directly shaped her perspective on the Metaprise, Agent-based, and Strand Commonality models. Her experiences revealed:
- Operational Challenges: At Merck and Sony Music, she encountered siloed data and reactive risk management, limiting predictive capabilities despite advanced analytics tools.
- Predictive Gaps: At Royal Caribbean, she observed strong operational alignment but minimal agent-based simulation or cross-data integration, hindering proactive disruption forecasting.
- High-Performance Example: At Estée Lauder (ranked 5th in Hansen Fit Score), she implemented agent-based modeling and strand commonality, achieving high predictive accuracy and quantifiable business value.
These roles highlighted a critical pattern: strategy without execution maturity leads to “perpetual POC purgatory”. This insight drove her to develop a practical framework prioritizing criticality vs. complexity over theoretical business value.
2025 Strategic Approach at AWS
As AWS Head of Technology for Startups (North America), Rashidi’s approach synthesizes her enterprise lessons into startup-focused principles:
- Execution Over Theory: Startups must prioritize “high criticality + low complexity” use cases first (e.g., automating customer service before predictive supply chains) to avoid deployment failures.
- Data Tiering: Emphasize “good-ish” data (e.g., e-commerce logs, opt-in/out metrics) over perfection, enabling faster MVP deployment.
- AI Rebranding: Frame AI as automated, augmented, or anticipatory intelligence—not “artificial”—to align stakeholder expectations.
- Ecosystem Integration: Leverage AWS’s infrastructure to build Metaprise-ready architectures that connect startups with partners, suppliers, and customers for real-time collaboration.
This strategy directly applies Hansen’s core models:
- Strand Commonality: Startups integrate disparate data streams (e.g., user behavior + supply chain) for early risk detection.
- Agent-Based Modeling: Deploy autonomous AI agents for dynamic negotiation and adaptation.
- Metaprise: Foster cross-ecosystem agility, mirroring Estée Lauder’s procurement transformation [Previous Answer].
Alignment with Jeff Bezos and Amazon’s AI Vision
Rashidi’s approach aligns with Jeff Bezos’ principles and Amazon’s AI strategy:
- Bezos’ Pragmatism: His view that “if you enjoy half of your work, that’s a home run “mirrors Rashidi’s focus on executable progress over perfection. Both reject theoretical idealism in favor of incremental, high-impact wins.
- Amazon’s AI Infrastructure: Bezos dedicates 95% of his Amazon time to AI, including a supercomputer for multimodal models. This infrastructure enables the agent-based, data-integrated frameworks Rashidi advocates for startups.
- Hansen Fit Score Resonance: Amazon’s AI strategy exemplifies high Hansen alignment:
- Predictive Modeling: 1,000+ AI applications using agent-based simulation.
- Operational Alignment: AI embedded in core business functions.
- Quantitative Metrics: Measurable ROI from AI deployments.
Rashidi’s startup guidance at AWS thus extends Amazon’s ethos: scale AI through practical, secure, and ecosystem-driven execution, ensuring startups avoid the pitfalls she witnessed in enterprises.
Conclusion
Sol Rashidi’s enterprise tenure refined her advocacy for the Metaprise, Agent-based, and Strand Commonality models, culminating in a startup strategy emphasizing executional pragmatism. At AWS, she enables founders to deploy AI with Amazon’s scalability and Bezos’ results-driven ethos—turning Hansen’s theoretical gold standard into actionable reality.
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Estée Lauder You Say . . . Hmmmmm
Posted on June 19, 2025
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Here is an excerpt from yesterday’s post: The Hansen Fit Score: Practitioner Assessment:
Companies with a Higher Hansen Fit Score Alignment than IMD Center Innovator Rank
Why am I resharing an excerpt of a post from yesterday with you today? Three words: today’s earlier post!
Read the earlier post and ask yourself this one question: Do you think that it is mere providence that Sol Rashidi happened to be SVP, Chief Analytics Officer for Estee Lauder, and the fact that Estee Lauder ranked number 5 out of 21 companies in using the Hansen Fit Score? Is it a fluke that they moved up from being number 13 on IMD’s Center for Future Readiness 2025 Top Innovators list?
MERCK
Based on the available information and Hansen’s risk management framework criteria, Merck would be rated as follows using the Hansen Fit Score:
Conclusion
Merck would receive a Moderate overall Hansen Fit Score. While exhibiting advanced risk governance structures, the absence of Hansen’s core innovations—particularly Strand Commonality data integration and agent-based modeling—limits alignment with the framework’s predictive capabilities. The company’s risk management remains reactive rather than proactively simulation-driven as defined by Hansen’s gold standard.
SONY MUSIC ENTERTAINMENT
Based on the available information, Sony Music Entertainment would receive a Moderate Hansen Fit Score, reflecting solid operational foundations but limited adoption of Hansen’s core predictive methodologies. The assessment breaks down as follows:
Conclusion
Sony Music Entertainment exhibits strong operational and technological foundations but has not adopted Hansen’s signature innovations (Strand Commonality, agent-based modeling). This results in a Moderate Hansen Fit Score, with substantial upside potential through deeper integration of predictive methodologies.
ROYAL CARIBBEAN INTERNATIONAL
Based on the available information, Royal Caribbean International would likely receive a Moderate to High Hansen Fit Score. This assessment reflects robust operational alignment, advanced risk management frameworks, and a strong commitment to innovation and safety; however, there is limited evidence of full adoption of Hansen’s predictive, agent-based, and strand commonality methodologies.
Conclusion
Royal Caribbean International would be rated as “Moderate to High” on the Hansen Fit Score.
The company excels in operational alignment, proactive safety, and innovation, and is moving toward best-in-class risk management through strategic partnerships and technology adoption. However, the absence of explicit agent-based modeling, strand commonality analytics, and unified quantitative fit scoring prevents it from reaching the highest Hansen alignment tier. With further integration of predictive, AI-driven methodologies, Royal Caribbean could move into the top tier of Hansen-aligned organizations.
Estée Lauder: Hansen Fit Score Assessment (2025) REVISITED)
Estée Lauder ranks 5th globally on the 2025 Hansen Fit Score, reflecting strong alignment with the framework’s criteria and a high degree of digital procurement maturity. Here’s a detailed breakdown based on the Hansen Fit Score dimensions:
Conclusion
Estée Lauder is rated as “High” on the Hansen Fit Score, ranking 5th globally in 2025.
The company’s early adoption of agent-based, strand commonality, and simulation-based approaches—combined with strong operational alignment and quantitative metrics—places it among the top global practitioners for ProcureTech transformation and risk management
Sol Rashidi’s Evolution and Strategic Alignment at AWS
Sol Rashidi’s Evolution and Strategic Alignment at AWS
Career Evolution: From Enterprise Leadership to AWS
Sol Rashidi’s roles as Chief Data and Analytics Officer at Sony Music Entertainment, Royal Caribbean International, Merck, and Estée Lauder directly shaped her perspective on the Metaprise, Agent-based, and Strand Commonality models. Her experiences revealed:
These roles highlighted a critical pattern: strategy without execution maturity leads to “perpetual POC purgatory”. This insight drove her to develop a practical framework prioritizing criticality vs. complexity over theoretical business value.
2025 Strategic Approach at AWS
As AWS Head of Technology for Startups (North America), Rashidi’s approach synthesizes her enterprise lessons into startup-focused principles:
This strategy directly applies Hansen’s core models:
Alignment with Jeff Bezos and Amazon’s AI Vision
Rashidi’s approach aligns with Jeff Bezos’ principles and Amazon’s AI strategy:
Rashidi’s startup guidance at AWS thus extends Amazon’s ethos: scale AI through practical, secure, and ecosystem-driven execution, ensuring startups avoid the pitfalls she witnessed in enterprises.
Conclusion
Sol Rashidi’s enterprise tenure refined her advocacy for the Metaprise, Agent-based, and Strand Commonality models, culminating in a startup strategy emphasizing executional pragmatism. At AWS, she enables founders to deploy AI with Amazon’s scalability and Bezos’ results-driven ethos—turning Hansen’s theoretical gold standard into actionable reality.
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