ROICE Master Dashboard™ – AI-Driven Operations Management

ROICE Master Dashboard™

AI-Driven Operations Management for Industrial Gases – combining Supply, Cash-Flow, Monetization, and Total Cost of Ownership into one ROICE Operations Index.

Step 1 · Portfolio Context

Step 2 · Core Predictors (0–100)

Each block uses 0–100 qualitative ratings. The Dashboard calculates an individual score per predictor and an integrated ROICE Operations Index.

2.1 SupplyPredictor™ – Supply Reliability & Resilience

0 = very poor / unstable, 100 = excellent / highly resilient.

Supply Score: / 100 · Segment: ·

Awaiting assessment…

2.2 CashFlowPredictor™ – Cash-Flow Quality & Stability

0 = weak / volatile, 100 = very strong / highly predictable.

Cash-Flow Score: / 100 · Segment: ·

Awaiting assessment…

2.3 MonetizationPredictor™ – Business Model Monetization Potential

0 = purely transactional, 100 = strong BaaS / subscription / ecosystem potential.

Monetization Score: / 100 · Segment: ·

Awaiting assessment…

2.4 TCOpredictor™ – Total Cost of Ownership Quality

0 = very high cost / high risk, 100 = best-in-class TCO.

TCO Score: / 100 · Segment: ·

Awaiting assessment…

Step 3 · ROICE Operations Index

The ROICE Operations Index combines the four predictor scores. Default weights are equal (25% each) – you can adjust below.

ROICE Operations Index: / 100 · Zone: ·

Run “Calc All + ROICE Index” to see integrated result.

ROICE Index Band Zone Strategic Meaning
90–100 ROICE-90+ Champion World-class AI-driven operations – scale, license, and replicate.
75–89 ROICE Growth Zone Solid AI operating model – targeted improvements unlock ROICE-90+.
55–74 ROICE Turnaround Zone Mixed performance – focus on weakest predictor (Supply, Cash-Flow, Monetization, or TCO).
0–54 ROICE Critical Zone Operations fragile – urgent transformation program required.
ROICE Master Dashboard™ · Industrial Gas Operations · RapidKnowHow + ChatGPT · All Rights Reserved
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