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Papers

This section provides direct access to the formal research and technical foundations of the Electric Barometer framework.

All papers are authored and maintained in the eb-papers repository. This page serves as a navigation and download index for the latest authoritative PDF builds.


Electric Barometer Ecosystem

Foundational research defining readiness-based forecast evaluation, asymmetric loss, admissibility, and governance for operational decision systems. These papers establish the core theoretical and technical primitives that underpin the Electric Barometer ecosystem.

Topic Description PDF
Forecast Readiness Framework (FRF) Establishes a unified framework for evaluating forecast performance through readiness, asymmetric loss, admissibility, and governance rather than accuracy alone. Tech · Exec
Cost-Weighted Service Loss (CWSL) Defines an asymmetric, cost-weighted loss function for evaluating forecast error relative to operational underbuild and overbuild risk. Tech · Exec
CWSL Ratio Calibration (CWSLR) Formalizes sensitivity analysis and calibration of the cost ratios governing asymmetric loss in CWSL. Tech · Exec
Hit Rate at Tolerance (HR@τ) Measures the proportion of forecasts that fall within an acceptable tolerance band, capturing operational reliability rather than magnitude of error. Tech · Exec
Tolerance Sensitivity for HR@τ (HRτ) Analyzes how tolerance selection affects acceptability rates and readiness interpretation. Tech · Exec
No-Shortfall Level (NSL) Defines a binary coverage metric indicating whether forecasts avoid operational shortfall events within a decision horizon. Tech · Exec
Underbuild Depth (UD) Quantifies the severity of forecast shortfalls conditional on a shortfall occurring. Tech · Exec
Forecast Readiness Score (FRS) Aggregates multiple readiness and reliability metrics into a single interpretable readiness signal. Tech · Exec
Forecast Admissibility Surface (FAS) Determines whether individual forecast slices are structurally admissible for modeling and control based on baseline error anatomy and support characteristics. Tech
Forecast Primitive Compatibility (FPC) Diagnoses structural incompatibility between forecast primitives and operational demand processes. Tech · Exec
Demand Quantization Compatibility (DQC) Formalizes admissibility of discrete demand, zero-demand states, and operating-hour semantics for evaluation and control. Tech · Exec
Forecast Governance Defines deterministic governance gates that enforce structural validity, readiness thresholds, and policy constraints prior to action. Tech · Exec
Readiness Adjustment Layer (RAL) Specifies a controlled post-evaluation adjustment mechanism that modifies forecasts to satisfy readiness and governance constraints under asymmetric cost. Tech · Exec

Operational Control Frameworks

Applied control frameworks that operationalize Electric Barometer primitives for specific decision environments under demand uncertainty. These frameworks consume the core ecosystem constructs to produce concrete, policy-driven decision systems.

Topic Description PDF
Limited Time Offer Readiness (LTOR) Defines a readiness-centric control framework for managing limited-time offers under demand uncertainty, linking forecasts, loss signals, and operational resolution. Tech · Exec

Notes on versions and governance

  • Download links point to the latest authoritative build produced by the release workflow (*_latest.pdf)
  • Versioned PDFs are also produced per tag and remain archived as release assets
  • Updates are deliberate, reviewable, and traceable

This ensures the Electric Barometer framework remains credible, auditable, and durable as it evolves.