Version v1.0

The Matrix Loop — diagram & data-source list (v1.0)

Khanderi, Roshan

Description

Figure 1. The Matrix Loop framework. Actions from the prescriptive stage generate new data that re-enter the descriptive stage, enabling continuous learning and control.This dataset contains the final diagram (SVG/PNG) and a CSV listing public data sources referenced in the white paper “The Matrix Loop: A Cyclical Analytics Framework for Proactive Demand Management in Healthcare — An Instrumental Case Study of NHS Operations (NextDoc Labs, 2025).”

Citations (0)

Mentions (0)

Metrics

Dataset Index

1.4

FAIR Score

88%

Citations

2

Mentions

0

Metrics Over Time

Publication Details

DOI

Publisher

Zenodo

License

Creative Commons Attribution 4.0 International

© 2025 Roshan Khanderi.

Assigned Domain

Subfield

Computer Vision and Pattern Recognition

Field

Computer Science

Domain

Physical Sciences

Confidence Score

50%

Source

Scholar Data Model

Keywords

NHS, healthcare analytics, SARIMA, demand management, supply chain, prescriptive analytics

Normalization Factors

FT

52.88

CTw

1.00

MTw

1.00