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📚 data logic types Information Frames data tech flows 📚

👐 C-Steer C-Serve C-Shape 👁 I-C6isr I-Jabes I-Know👐
👐 r-steer r-serve r-shape 👁 r-c6isr r-Jabes r-know👐

🔰 Contents Frame-ref ZarfTopo ZarfRegu SmartSystem ReLearn 🔰
  
🚧  Knowium P&S-ISFlw P&S-ISMtr P&S-Pltfrm Fractals Learn-I 🚧
  
🎯 Know_npk Gestium Stravity Human-cap Evo-InfoAge Learn-@2 🎯


RO-1 information, data: improving orgnsiations BI Analytics.


RO-1.1 Contents

RO-1.1.1 Looking forward - paths by seeing directions
A reference frame in mediation innovation
details systems life  shift logframe back design sdlc design data  infotypes logframe  technology logframe When the image link fails, 🔰 click here.
There is a revert to main topic in a shifting frame.
Contexts:
C-Shape mediation communication
C-Serve technology, models
I-C6isr organisational control
infotypes
techflows

Fractal focus in mediation innovation
The cosmos is full of systems and we are not good in understanding what is going on. In a ever more complex and fast changing world we are searching for more certainties and predictabilities were we would better off in understanding the choices in uncertainties and unpredictability's.
Combining:
  1. Systems Thinking, decisions, ViSM (Viable Systems Model) good regulator
  2. Lean as the instantiation of identification systems
  3. The Zachman 6*6 reference frame principles
  1. Value Stream (VaSM) Pull-Push cycle
  2. Improvement cycles : PDCA DMAIC SIAR OODA
  3. Risks and uncertainties for decisions in the now near and far future, VUCA BANI
The additional challenge with all complexities is that this is full of dualities - dichotomies.
RO-1.1.2 Local content
Reference Squad Abbrevation
RO-1 Basics getting adaptive using the 6*6 reference framework
RO-1.1 Contents contents Contents
RO-1.1.1 Looking forward - paths by seeing directions
RO-1.1.2 Local content
RO-1.1.3 Guide reading this page
RO-1.1.4 Progress
RO-1.2 Knowledge shoulders for the 6x6 RFW base6x6_02 Frame-ref
RO-1.2.1 .................................................stions
RO-1.2.2 .................................................
RO-1.2.3 .................................................nor
RO-1.2.4 .................................................ies
RO-1.3 Augmented axioms: Anatomy Physiology ZARF base6x6_03 ZarfTopo
RO-1.3.1 ..............................................e
RO-1.3.2 ..............................................ensions
RO-1.3.3 ..............................................s
RO-1.3.4 ..............................................ions
RO-1.4 Augmented axioms: Neurology Sociology ZARF base6x6_04 ZarfRegu
RO-1.4.1 ...................................
RO-1.4.2 ...................................logy: 1* dimensions
RO-1.4.3 ...................................& implications
RO-1.4.4 ...................................& implications
RO-1.5 Insight for intelligence in viable systems base6x6_05 SmartSystem
RO-1.5.1 .......................................ext
RO-1.5.2 .......................................- good regulator
RO-1.5.3 .......................................t-abstraction
RO-1.5.4 .......................................ons to clear
RO-1.6 Learning systems maturity from 6x6 RFW's base6x6_06 ReLearn
RO-1.6.1 ...............................................odel
RO-1.6.2 ...............................................s
RO-1.6.3 ...............................................nt
RO-1.6.4 ...............................................risis
RO-2 Details systems ZARF tactical 6x6 reference framework
RO-2.1 Enabling the internal understanding continuum syst6x6_01 Knowium
RO-2.1.1 ..................................................
RO-2.1.2 ...................................................ns
RO-2.1.3 ...................................................gies
RO-2.1.4 ...................................................ns
RO-2.2 Purposeful & safe information systems I syst6x6_02 P&S-ISFlw
RO-2.2.1 ................................................ons
RO-2.2.2 ................................................issions
RO-2.2.3 ................................................ns
RO-2.2.4 ................................................ssions
RO-2.3 Purposeful & safe information systems II syst6x6_03 P&S-ISMtr
RO-2.3.1 ................................................lisations
RO-2.3.2 ................................................lisations
RO-2.3.3 ................................................ions
RO-2.3.4 ................................................king
RO-2.4 Purposeful & safe working environments syst6x6_04 P&S-Pltfrm
RO-2.4.1 ....................................................ons
RO-2.4.2 ....................................................s
RO-2.4.3 ....................................................ions
RO-2.4.4 ....................................................ons
RO-2.5 System as a whole resource alignments syst6x6_05 Fractals
RO-2.5.1 ...................................................flow
RO-2.5.2 ...................................................or
RO-2.5.3 ...................................................ability
RO-2.5.4 ...................................................tion
RO-2.6 Maturity Learning systems & AI-LLM syst6x6_06 Learn-I
RO-2.6.1 ...............................................ess
RO-2.6.2 ...............................................
RO-2.6.3 ...............................................hy
RO-2.6.4 ...............................................egulator
RO-3 Recognizing reoccurring patterns and real challenges
RO-3.1 Using the understanding continuum practical agil6x6_01 Know_npk
RO-3.1.1 ....................................................rns
RO-3.1.2 .................................................... shifts
RO-3.1.3 ....................................................s
RO-3.1.4 ....................................................s
RO-3.2 Using the emergence pragnanz gestalt agil6x6_02 Gestium
RO-3.2.1 ......................................................erns
RO-3.2.2 ......................................................tions
RO-3.2.3 ......................................................ons
RO-3.2.4 ......................................................ts
RO-3.3 Using the "center of gravity" in value streams agil6x6_03 Stravity
RO-3.3.1 ..................................................atterns
RO-3.3.2 ..................................................ns
RO-3.3.3 ..................................................ons
RO-3.3.4 ..................................................ts
RO-3.4 Human Capital in systems for capabilities agil6x6_04 Human-cap
RO-3.4.1 ................................................
RO-3.4.2 ................................................implify
RO-3.4.3 ................................................ractals
RO-3.4.4 ................................................efs
RO-3.5 Changing systems information age C&C agil6x6_05 Evo-InfoAge
RO-3.5.1 ............................................s
RO-3.5.2 ............................................rgent types
RO-3.5.3 ............................................tions
RO-3.5.4 ............................................ systems
RO-3.6 Touching transcendental boundaries in learning agil6x6_06 Learn-@2
RO-3.6.1 ..................................................whole?
RO-3.6.2 ..................................................y
RO-3.6.3 ..................................................rks
RO-3.6.4 ..................................................ems

RO-1.1.3 Guide reading this page
The quest for methodlogies and practices
This page is about a mindset framework for undertanding and managing complex systems. The type of complex systems that is focussed on are the ones were humans are part of the systems and build the systems they are part of.
When a holistic approach for organisational missions and organisational improvements is wanted, starting at the technology pillar is what is commonly done. Knowing what is going on on the shop-floor (Gemba). Working into an approach for optimized systems, there is a gap in knowledge and tools.
👁 💡 The proposal to solve those gaps is "Jabes". It is About: Seeing "Jabes" as a system supporting systems the question is what system is driving Jabes? The system driving Jabes must have similarities to the one that is driving it.
👁 💡 ZARF (Zachman-Augmented Reference Frame) is a streamlined upgrade to the classic Zachman matrix. It turns a static grid into a practical, multidimensional map that guides choices, enforces clear boundaries, and adds a sense of time, so teams move methodically from idea to reality
Business intelligence - Artificial intelligence
The world of BI and Analytics is a challenging one. It is not the long-used methodology of producing administrative reports. A lot needs to get solved, it is about information for shaping change:
The issue is that is technology driven situation, where it should be:
  1. ⚙ Operational Lean processing, design thinking
  2. 📚 Doing the right things, organisation & public.
  3. 🎭 Help in underpinning decisions boardroom usage.
  4. ⚖ Being in control, being compliant in missions.
Dashboarding reporting for closed loops used in good-regulators are approaches in the attempts solving those in systems.
❗ ⚠ The fractalness in systems make it unclear who the stakeholder for some dashboarding really is. The technology drive by the market is hiding the question for who and what in the why in variety and fractals of systems.
A recurring parabal for methodlogies and practices
An often used similarity is going to the life at and on ships. The simplification is that is a clear boundary for the internal and external systems of the ship.
There are nice clear three vertical rows:
  1. The executives deciding over what to happen on the ship and the direction it should go.
  2. Space for the product - service whether it are passengers or cargo.
    How this is manged needing dedicated staff.
  3. The engines for the structure (data centre) out of sight below visibility.
    Dedicated staff operating informing and advising on decisions.
This can be set in a perspective of: Strategy, Tactical, Operational.
Another perspective could be: Far future, near future and the now.
For each of them there are however dualities and dichotomies.
There are nice clear three horizontal columns:
  1. The structure for the goal and purpose what the ship does (BPM)
  2. Managing the structure for the technology the engines (SDLC)
  3. Getting the information for informed decisisons (Analytics)
Interacting with the external systems in some controlled alignment:
  1. Information resources for getting better decisions (Data).
  2. Improving the knowledge by what is known (Meta). e.g. de product - service handling in cargo and passengers
  3. Changing the knowledge in what is not already known (Math).
    e.g. new product -service opportunities or a complete different ship.
Triangle BPM SDLC BIANL - unequal improvement lines
In a figure,
see right side

The allegory for using a ship goes on into how to mange that. Your business is a boat navigating the river of waste. (S.Angad, 2025)
What you see above water are symptoms. What's hidden below are the real problems.
what's visible real problems
Machine downtime Untrained workforce
Quality defects Forecast inaccuracy
Long changeovers Poor communication
Schedule delays Outdated processes

Most leaders focus on what's visible, but these are just rocks breaking the surface. The real problems are underwater.
Here's what I've learned after years of helping manufacturers:
👉🏾 You can't steer around every rock.
👉🏾 You have to lower the water level.

When you reduce the waste in your system, problems that were hidden suddenly become visible. That's uncomfortable. But it's necessary. Most improvement efforts fail because they treat symptoms. Real improvement lowers the water level.
treat symptoms Real improvement
Hire more inspectors for quality issues Train people to prevent quality issues
Add buffer inventory for supply problems Fix forecasting to reduce inventory needs
Work overtime for capacity constraints Improve flow to eliminate capacity constraints
Buy faster machines for throughput gaps Standardize work to reduce variation


The goal isn't to avoid problems. The goal is to see them clearly so you can solve them permanently. Your biggest competitive advantage isn't having fewer problems. It's solving problems faster than your competition. Lower the water level. Expose the rocks. Remove them one by one.

RO-1.1.4 Progress
done and currently working on:

The topics that are unique on this page
👉🏾 Explaining the patterns that are repeating seen in this.
👉🏾 use cases using the patterns for Zarf and by Zarf. Highly related in the domain context for information processing are:

RO-1.2

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RO-1.2.1 Info
butics

RO-1.3

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RO-1.3.1 Info
butics

RO-1.4

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RO-1.4.1 Info
butics

RO-1.5

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RO-1.6.1 Info
butics

RO-1.6

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RO-1.6.1 Info
butics

🔰 Contents Frame-ref ZarfTopo ZarfRegu SmartSystem ReLearn 🔰
  
🚧  Knowium P&S-ISFlw P&S-ISMtr P&S-Pltfrm Fractals Learn-I 🚧
  
🎯 Know_npk Gestium Stravity Human-cap Evo-InfoAge Learn-@2 🎯


RO-2 Details systems ZARF tactical 6x6 reference framework


RO-2.1

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RO-2.1.1 Info
butics

RO-2.2

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RO-2.2.1 Info
butics

RO-2.3

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RO-2.3.1 Info
butics

RHL-3.4

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RO-2.4.1 Info
butics

RO-2.5

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RO-2.5.1 Info
butics

RO-2.6

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RO-2.6.1 Info
butics

🎯 Know_npk Gestium Stravity Human-cap Evo-InfoAge Learn-@2 🎯
  
🚧  Knowium P&S-ISFlw P&S-ISMtr P&S-Pltfrm Fractals Learn-I 🚧
  
🔰 Contents Frame-ref ZarfTopo ZarfRegu SmartSystem ReLearn 🔰


RO-3 Details systems ZARF tactical 6x6 reference framework


RO-3.1 Analytics reporting.

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RO-3.1.1 Info
butics


dual feeling

RO-3.2 The goal of BI Analytics.

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RO-3.2.1 Info
butics

 legal

RO-3.3 Preparing data for BI Analtyics.

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RO-3.3.1 Info
butics

 legal

RO-3.4 EDW performance challenges.

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RO-3.4.1 Info
butics

handy tool

RO-3.5 Omissions in BI, Analytics reporting.

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RO-3.5.1 ETL ELT - No Transformation.
butics

 horse sense . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . .
RO-3.6.1 Info
butics


🎯 Know_npk Gestium Stravity Human-cap Evo-InfoAge Learn-@2 🎯
  
🚧  Knowium P&S-ISFlw P&S-ISMtr P&S-Pltfrm Fractals Learn-I 🚧
  
🔰 Contents Frame-ref ZarfTopo ZarfRegu SmartSystem ReLearn 🔰

© 2012,2020,2026 J.A.Karman
📚 data logic types Information Frames data tech flows 📚

🎭 Concerns & Indices Elucidation 👁 Summary Vitae 🎭