II.
LibraryProcess overview
Reference · livelib-process:operations--demand-forecasting
demand-forecasting overview
Demand Forecasting and Analysis process for generating accurate demand predictions. Combines statistical methods, market intelligence, and collaborative inputs to produce actionable demand forecasts across multiple time horizons.
Attributes
displayName
demand-forecasting
description
Demand Forecasting and Analysis process for generating accurate demand predictions.
Combines statistical methods, market intelligence, and collaborative inputs to
produce actionable demand forecasts across multiple time horizons.
libraryPath
library/specializations/domains/business/operations/demand-forecasting.js
specialization
operations
example
// Input
{
organizationContext: { industry: "retail", businessModel: "omni-channel", demandPatterns: ["seasonal", "promotional", "trend"] },
historicalData: { salesHistory: [...], promotionHistory: [...], eventHistory: [...] },
marketData: { economicIndicators: {...}, competitorActivity: {...}, marketTrends: {...} },
forecastScope: { products: ["Category-A", "Category-B"], timeHorizons: ["weekly", "monthly", "quarterly"], granularity: "SKU" },
forecastingPolicy: { methods: ["exponential-smoothing", "regression", "ML"], accuracy: {...}, reviewCycles: ["weekly", "monthly"] }
}
usesAgents
- data-quality-analyst
- pattern-analyst
- causal-analyst
- statistical-forecaster
- ml-forecaster
- market-intelligence-integrator
- promotional-modeler
- new-product-forecaster
- forecast-reconciler
- confidence-analyst
- accuracy-analyst
- insights-generator
Outgoing edges
lib_applies_to_domain1
- domain:operations·DomainOperations
lib_belongs_to_specialization1
- specialization:operations·SpecializationOperations
lib_implements_workflow2
- workflow:vendor-onboarding·WorkflowVendor Onboarding
- workflow:vendor-evaluation·WorkflowVendor Evaluation
lib_involves_role2
- role:operations-analyst·RoleOperations Analyst
- role:procurement-manager·RoleProcurement Manager
lib_requires_skill_area2
- skill-area:organizational-design·SkillAreaOrganizational Design
- skill-area:stakeholder-management·SkillAreaStakeholder Management
Incoming edges
None.