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10 Feb 2026

JMAC Info

The Will for Digital Transformation (dX): The Significance of the Lowercase 'd'

The JMAC dX team deliberately writes 'dX' with a lowercase 'd'. There is a significant reason behind this choice.

Principle-Based Approach: Restoring Manufacturing Excellence through Smart Data Management.

The global manufacturing industry stands at a historical turning point. We face a combination of major challenges: serious labour shortages, the fundamental restructuring of global supply chains, and the crucial need for Green Transformation (GX). In our quest for the next horizon of growth, 'Digital' is everywhere. Yet, as we embark upon 2026, JMAC--having walked the factory floors and shared the sweat of transformation alongside our clients--proposes a stronger, focused resolve.

1. The Philosophy of the Lowercase 'd'

Digital technology has matured; Generative AI is now a key element in our toolkit. However, technology alone is ineffective if the underlying organisational structure remains stuck. In April 2025, JMAC established the 'dX Consulting Business Division'. We intentionally retain the lowercase 'd'. It signifies our strong belief that 'Digital' is merely a catalyst; the true main players are the deeply rooted traditions and the human will to 'Transform' (X). We prioritise the 'Transformation' over the 'Digital'.

2. Data Can Be Poison or Power: Stop Creating 'Digital Waste'.

The pursuit of 'Data-Driven Management' via Big Data and AI agents is often praised as a corporate 'Moonshot'. Many manufacturers are currently racing to become 'AI-Ready'. Whilst this promises accelerated decision-making, it presents a silent, harmful risk: the accumulation of 'Digital Industrial Waste'. Without a sophisticated exit strategy, companies are merely piling up unorganised data debris.

3. The Burden of Data Debris: A Financial Forecast

Research indicates an alarming trajectory. In 2005, data management costs accounted for roughly 10-15% of IT budgets. By 2025, this has increased dramatically twelvefold. If this uncoordinated accumulation continues, by 2030, maintaining legacy data could consume over 50% of IT expenditure. There is an unfavourable scenario where 'defensive costs'--the mere preservation of useless information--*cannibalize the 'offensive investment' required for future innovation. 

4. The Smart Data Management: Trimming the Digital Fat

Unused data is not merely a financial liability; an impact to the environment. The energy consumption of data centres makes inactive/ineffective data a 'Carbon Debt' that threatens ESG ratings. The manufacturers of tomorrow require not just the technology of collection, but the discipline of smart data management.

We advocate for:

      Identifying and Eliminating Inactive Data: Defining and eliminating information that has remained untouched for over a year and holds no value for AI training. 

      Lean Life-cycle Management: Ensuring data storage remains efficient/effective  through rigorous rules from creation to disposal.

      Purpose-Driven Acquisition: Architecting data strategies backwards from the desired 'Transformation' (X).

5. A Manifesto for the Transformed Leader

To navigate this digital era, JMAC proposes: Three Foundational Minds:

●       Prioritise 'X' over 'd': Shift the management dialogue from 'Which tool shall we adopt?' to 'How will this redefine our operations?'

●       Value Vitality over Volume: Invest in high-accuracy, real-time factual data from the shop floor rather than high-volume useless digital debris**.

●       Accelerate Learning through Calculated Failure: Foster a culture where prototypes are a rapid cycle to extract insights from errors.

The JMAC Identity

We are neither IT vendors nor producers of ornamental reports. We are architects of transformation who run alongside you in the actual work place until results are achieved. With the inherent DNA of Kaizen--the continuous pursuit of waste elimination--into the digital era, we shall resurrect a 'Digitally Armed Manufacturing' that continues its global lead. Digital is the catalyst. Transformation (X) is the objective.



Dai Mohri

General Manager of dX Consulting Business Division 

JMA Consultants Inc. (JMAC)

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