Model Perspective
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Model Perspective

Insights, knowledge, and enjoyment from a mathematical modeling researcher and educator. Hosted by Haihua Wang, a modeling instructor and author of "Clever Use of Chat for Mathematical Modeling", "Modeling: The Mathematics of Thinking", "Mathematical Modeling Practice: A Hands‑On Guide to Competitions", and co‑author of "Mathematical Modeling: Teaching Design and Cases".

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Latest from Model Perspective

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Model Perspective
Model Perspective
Feb 27, 2026 · Operations

Is Bill Gates' Apology a Rational Move? A Game-Theoretic Look at Crisis PR

The article applies a simplified game‑theoretic model to Bill Gates’ February 2026 internal apology, examining how strategic information disclosure, risk assessment, and a “cover effect” can make proactive admission of low‑risk scandals a rational crisis‑management choice.

crisis managementgame-theoryinformation-economics
0 likes · 9 min read
Is Bill Gates' Apology a Rational Move? A Game-Theoretic Look at Crisis PR
Model Perspective
Model Perspective
Feb 27, 2026 · Fundamentals

Why Humanoid Robots Aren’t the Only Answer – A Cost Modeling Perspective

The article builds a qualitative cost model that breaks down robot deployment expenses into manufacturing, environment adaptation, and data collection, showing why humanoid robots are currently the least resistant general solution while highlighting their limitations and alternative morphologies for specific scenarios.

Engineeringcost modelingdesign trade-offs
0 likes · 11 min read
Why Humanoid Robots Aren’t the Only Answer – A Cost Modeling Perspective
Model Perspective
Model Perspective
Feb 26, 2026 · Artificial Intelligence

Why DeepSeek Skipped the Chinese New Year Red‑Packet Rush: A Cost‑Benefit Analysis

The article examines DeepSeek’s decision to avoid the Chinese New Year red‑packet promotion by modeling user acquisition costs, revenue, and compute constraints, showing that limited capital and the trade‑off between inference and training resources make mass user growth financially unattractive compared to larger rivals.

AI strategyBusiness ModelDeepSeek
0 likes · 8 min read
Why DeepSeek Skipped the Chinese New Year Red‑Packet Rush: A Cost‑Benefit Analysis
Model Perspective
Model Perspective
Feb 20, 2026 · Artificial Intelligence

What Spring Festival Gala Sponsorships Reveal About China’s AI and Tech Trends

Analyzing four decades of CCTV Spring Festival Gala sponsors, the article quantifies industry shifts—from early consumer goods to today’s AI cloud, robotics, and new energy—using a custom CCTV‑SI index, and highlights how sponsorship patterns forecast market dynamics, policy impacts, and emerging technology signals.

CCTVSponsorshipindustry trends
0 likes · 23 min read
What Spring Festival Gala Sponsorships Reveal About China’s AI and Tech Trends
Model Perspective
Model Perspective
Feb 18, 2026 · Artificial Intelligence

Who Leads the Humanoid Robot Race? A Multi‑Dimensional Scoring Model Ranks the Top 30 Companies

Using a weighted five‑dimensional scoring model that blends valuation, production volume, motion control, AI capability, commercial deployment and capital strength, this analysis ranks the top 30 humanoid robot firms in 2025, revealing Chinese companies’ dominance, valuation‑delivery gaps, and the model’s inherent limitations.

AICompany RankingHumanoid Robots
0 likes · 15 min read
Who Leads the Humanoid Robot Race? A Multi‑Dimensional Scoring Model Ranks the Top 30 Companies
Model Perspective
Model Perspective
Feb 9, 2026 · Operations

How a Chinese Logistics Boss Applied Principal‑Agent Theory to Clear 1.05 M Debt

Using a principal‑agent framework, the article analyzes how a Zhengzhou logistics entrepreneur eliminated a 1.05 million‑yuan debt by sharing 50% of profits with staff, abolishing attendance checks, and restructuring incentives, supported by detailed financial calculations, Holmstrom’s theory, and practical implementation steps.

Operations Managementcase studyincentive design
0 likes · 9 min read
How a Chinese Logistics Boss Applied Principal‑Agent Theory to Clear 1.05 M Debt