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close the loop for Tesla storyĀ #24

@hyunjimoon

Description

@hyunjimoon

summary: I started from #12 and I recalled what my goal was: "simulation and hierarchical bayes to business school". so i expanded the scope of paper that includes two features:

  • I wish to develop a more interactive tool, that tells meaning of the new observation to each agent with specific hierarchy of prior (best usecase of simulation-based calibration in that one can plug in specific prior and see how the situation pans out before updating one's prior)
  • as strategies inform lower level functions (operations), feasibility and desirability of operations should change conditional on the choice of strategy (best usecase of hierarchical bayesian)

past relevant attempts

  1. evaluating each experiments quantitatively
    eight hypothesis evaluated by Criticality X Fidelity / Opportunity Cost for EV architecture

Data4DM/BayesSD#167


future works on bayesian workflow, experiment cost, startup operations (all translate into tesla)
Data4DM/BayesSD#159 (comment)

operational focus for each strategy

reasoning for operations

Operational Consideration Probabilistic Reasoning Relational Reasoning Social Reasoning
Facilities
- Size Capacity modeling, demand forecasting Supply chain logistics, transportation costs Workforce needs, community impact
- Location Geographic factors, transportation infrastructure Proximity to markets, supply chain efficiency Regulations, labor availability
- Focus Production efficiency, market access Integration with supply chain Community impact, workforce utilization
Capacity
- Amount Demand forecasting, production planning Supplier capabilities, production scheduling Workforce flexibility, overtime potential
- Timing Lead times, demand fluctuations Customer fulfillment, supplier delivery Workforce availability, schedule adjustments
Vertical Integration & Supplier Management
- Direction Supplier reliability, risk assessment Upstream/downstream relationships, collaboration Trust building, contract negotiation
- Extent Market volatility, technological changes Control over production, cost savings Workforce, community, external partnerships
Production Technologies & Processes
- Equipment Reliability, failure rates, maintenance costs Automation potential, system-level interactions Workforce training, safety, job displacement
- Interconnectedness Process bottlenecks, efficiency optimization Dependencies between processes Communication, collaboration
Workforce & Management
- Policies Financial impact, turnover, litigation risks Employee morale, productivity, conflict Fair wages, safe conditions, talent attraction
- Skill Levels Training program effectiveness Team performance, production efficiency Continuous learning, upskilling opportunities
Information Technologies
- Use and Investment Efficiency, productivity, ROI System integration, data sharing User adoption, change management
Supply Chain & Materials
- Logistics Inventory levels, transportation times Provider relationships, transportation optimization Delivery performance, partner collaboration
- Vendor Relations Supplier reliability, disruption risks Contract negotiation, capabilities matching Trust building, conflict resolution
Organization & Incentives
- Structure Decision-making, accountability, performance Collaboration, communication Employee morale, motivation, conflict
- Incentives Cost, complexity, unintended consequences Impact on employee behavior Alignment with goals, promotion of teamwork
Business Processes
- Product Generation Process bottlenecks, efficiency optimization Cross-functional dependencies Roles, responsibilities, collaboration
- Interfaces Impact on efficiency, data accuracy Workflow integration, information exchange User experience, training
- Vendor Development Supplier reliability, disruption risks Relationship management, delivery performance Collaboration culture, problem resolution
- Order Fulfillment Delivery times, customer satisfaction Customer relationships, service quality Customer service, issue resolution
- Other Capabilities Impact of cross-functional collaboration Departmental dependencies, potential synergies Innovation, communication, continuous improvement

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