• Home
  • About
  • The Good Strategy Blog
  • Strategy
    • Data Warehousing
    • Ask Martyn
  • Must-Read Books from Martyn
  • MARTYN’S MUSIC
  • PODCASTS

GOOD STRATEGY

~ for every significant challenge

GOOD STRATEGY

Category Archives: data management

The Digital Document Lifecycle

01 Tuesday Dec 2015

Posted by Martyn Jones in data architecture, Data governance, data management, ECM, good start, Good Strat, Good Strategy, governance, Management, Martyn Jones, Martyn Richard Jones, Uncategorized

≈ Leave a comment

Tags

Content Management, ECM, Good Strat, Martyn Jones, Strategy


The Digital Document Lifecycle

MARTYN RICHARD JONES

To begin at the beginning

This is a story of the life of a digital document. Its purpose is to explain the process of analysing, designing, building, testing and delivering content rich business artefacts in today’s digital age.

Continue reading →

Big Data’s Virtuous Circus

20 Friday Mar 2015

Posted by Martyn Jones in Big Data, Consider this, data management, good start, goodstart

≈ Leave a comment

Tags

Big Data, data architecture, data management, good start, Good Strat, Good Strategy, goodstart, Martyn Jones, Martyn Richard Jones


Many people come up to me in the street and ask me what Big Data is all about. It has happened to me so many times in the past that I am convinced that it might just happen to you as well. I know sort of thing, I read the Big Data tealeaves. Nothing gets past me.

The first time a complete stranger came up to me in public and said “Hello, will you tell me what this Big Data lark is all about then?” I was lost for words, you just ask my Aunt Dolly, he can vouch for that, no problem. Later that day I read a book – it was my dad’s book – and I then decided to adopt a strategy.

Therefore, in the spirit of springtime goodwill to all men and women, I have put together this blog piece in that hope that it will enlighten, help and entertain.

What is big data?

Big Data can be characterised by the 10 Vs – yes, 10, not 4. Which, in my book, is more than enough to bring up-to-speed the average Big Data John or Jane that one meets on the street, and who naturally wish to be informed of such matters.

In layperson’s terms this a series of landmarks and pointers in the analytics space used to frame and guide the didactic aspects of Big Data.

The fundamental Vs of the Big Data canon are these:

  • Vagueness
  • Volume
  • Variety
  • Virility
  • Velocity
  • Vendible
  • Vaticination
  • Voracity
  • Vanity

So, let me now explain what each of these characteristics mean to those who might know and for those who might want to know.

Vagueness: This is perhaps the trickiest of questions to address, given the vast panorama that is cast before this incredibly complex yet easily graspable concept. But let me state this, and let there be no mistake about it. At this point in time, what makes Big Data vague is also what makes Big Data specific, explicit and certain. That is to say, in order to ‘come to an understanding’ of Big Data, it is necessary to completely embrace the dialectic of knowing the unknowable. So belief is an absolute essential element – belief and data, that is.

Volume – If there ever was a time to “pump up the volume”, we have it here with Big Data.

Big, voluminous, gorgeously rotund and infinite. Big Data is called Big Data because there is a lovely, roly-poly, likeable never-ending load of it. Its volumes can be measured in zeta-bytes, which you can be assured, is a helluva lot of data.

Variety – As they might say down my way, “variety is the spice of life, innit”. This is what makes Big Data so special. So appealing.

Because before Big Data there was absolutely no variety in anything, at all. We lived in a bland world, bereft of detail, nuance and diversity. Nothing could be measured, analysed or explained, because we lacked Big Data. We were ignorant. So ignorant and stupid that we couldn’t see the sense of putting the diapers next to the beer, or of offering three for the price of two.

Fortunately, today this is no longer the case if we don’t want it to be, and thanks to Big Data we have a veritable sensorial explosion. No longer is IT just a couple of symbols scribbled in crayon on someone’s school notebook.

Virility – Move over Smart Data, the new kid on the block is Big Data.

If Big Data were described in the manner of a religious text, it would be accompanied by a never ending narrative of begets.

So, what does that mean?

Simply stated, Big Data creates itself, in and of itself. The more Big Data you have, the more Big Data gets created. It’s like a self-fulfilling prophecy in 360 degree, high-definition, poly-faceted and all-encompassing knowing. The sort of thing that governments would pay an arm and a leg to get their mitts on.

Velocity – Velocity is of the essence. Velocity kills the competition. More velocity, less haste.

We demand that service is ‘velocious’. ‘Everything’ must be ‘now’, or it’s too late.

This means we need to be able to handle Big Data at velocity – at the speed of need.

Charles Babbage once stated (or maybe it was more than once) that “whenever the work is itself light, it becomes necessary, in order to economize time, to increase the velocity.”

But remember, we are dealing with mega-velocity here, so don’t drink and drive the Big Data Steamship, Star-ship or Mustang.

Vendible – If you can sell it, and sell it as Big Data, then it ‘is’ Big Data. If you can’t, then it’s not. The saleability of Big Data proves its existence.

So, what are the vendible aspects of Big Data?

Let’s leave that easy question for another day. But for now I can confidently state that it is used to mobilise armies of commentators, industry analysts, publicists, punters, writers, bloggers, gurus, futurologists, conference organisers, conference speakers, educators, customer relationship managers, salespeople, marketers and admen.

Vaticination – Edmund Burke is down on record as stating that “you can never plan the future by the past”. Now Burke may have been a clever person when it came to many things, but he wasn’t exactly a whiz when it came to Big Data.

There are people in the world who are in no doubt that Big Data provides the sort of visionary and predictive powers only previously obtainable through ritual sacrifice, magic potions and the casting of spells. Others are highly critical of the understatement implicit in this belief.

For many, Big Data will make the Oracle of Delphi look like a mere call centre.

This is why the power of vaticination plays a characteristically important role in the world of Big Data.

Voracity – This is based on the quasi-rationalist argument that Big Data is big and it has an omnipresent and insatiable self-fulfilling desire.

Big Data comes with an attendant requirement for hardware, even if it is a whole load of consumer hardware tacked together in a magnificent and miraculous mesh of magic.

Big Data can be characterised by voracity, but this comes hand in hand with the ‘ventripotent’ IT industry.

Veracity – The eminence of the data being captured for Big Data handling can vary significantly. The quality or lack of quality of the data naturally has the potential to impact the accuracy of analysis using that data.

Before Big Data arrived on the scene we knew nothing about Data Quality or data verification. This is why ETL and Data Cleansing tools lacked the power to effectively quality check and verify data, to ensure that any erroneous or anomalous data was rejected or flagged.

But now, with the sophistication of tools such as ‘grep’ and ‘awk’ at our disposal, we have the power in our hands to ensure nothing ‘dodgy’ gets into the analytical mix.

Vanity – In my opinion, to fully grasp the underlying and profound meaning of Big Data, it is essential for us to understand the difference between vanity and conceit. Max Counsell claimed that “Vanity is the flatterer of the soul”. Goethe characterised vanity as being “a desire for personal glory”. After an incident with an Anarchist (presumably a Big Data Anarchist), Blackadder remarked to Baldrick that “The criminal’s vanity always makes them make one tiny but fatal mistake. Theirs was to have their entire conspiracy printed and published in plain manuscript”.

That’s all folks!

So that ends the brief rundown of the defining characteristics of Big Data.

So, to summarise. That, which has passed before, necessarily divulges both the upside and downside of Big Data. By reaching out, opening up the kimono and relating the 10 Vs we are disclosing that which cannot be disclosed, exhibiting the absence of essential essence, and thereby opening up the entire field, discipline, profession, science and art to examination, questioning and ridicule.

Many thanks for reading.

Newer posts →

Enter your email address to follow this blog and receive notifications of new posts by email.

Join 635 other subscribers

Top posts

  • 2026 Tech Trends: The Rise of Hyper-Hype - 2026/01/08
  • X Is Dying In Europe: Here's Why
  • A Brief History of Data Warehousing - 2026/01/07
  • The Magical Celtic Welshness of the Number Ten - 2026/01/10
  • The Welsh Nine - 2026/01/09
  • Wales will be Wales - 2026/01/06
  • An Open Letter to Mansoor Hussain Laghari
  • Top Countries Known for Arrogance and Ignorance
  • The American Basket Case
  • Template for Blog Article

Recent Comments

Martyn Jones's avatarMartyn Jones on The BBC in Crisis: Navigating…
Martyn Jones's avatarMartyn Jones on The BBC in Crisis: Navigating…
Martyn de Tours's avatarMartyn de Tours on The Perpetual Victim: How Prof…
Tiffany's avatarTiffany on Consider this: Data Made …
Unknown's avatarThe Case for a Globa… on REVEALING WEALTH: USING BIG DA…
Follow GOOD STRATEGY on WordPress.com

Meta

  • Create account
  • Log in
  • Entries feed
  • Comments feed
  • WordPress.com

Names in the cloud

All Data Ask Martyn awareness Big Data Big Data 7s Big Data Analytics Business Intelligence business strategy Consider this dark data data architecture Data governance Data Lake data management data science Data Supply Framework Data Warehouse Data Warehousing Good Strat goodstrat Good Strategy Inform, educate and entertain. IT strategy Martyn Jones Martyn Richard Jones pig data Politics Strategy The Amazing Big Data Challenge The Big Data Contrarians

Hours & Info

Spain
+33 767 120 160
martyn.jones@martyn.es
Lunch: 13:30pm - 14:30pm
Dinner: M-Th 20:00pm - 21:00pm, Fri-Sat:21:00pm - 22:00pm

The Good Strat Archives

  • January 2026
  • December 2025
  • November 2025
  • October 2025
  • August 2025
  • July 2025
  • June 2025
  • May 2025
  • April 2025
  • March 2025
  • January 2025
  • December 2024
  • November 2024
  • October 2024
  • September 2024
  • March 2023
  • January 2022
  • December 2021
  • November 2021
  • June 2020
  • May 2020
  • April 2020
  • March 2020
  • July 2019
  • June 2019
  • May 2019
  • December 2018
  • January 2018
  • December 2017
  • October 2017
  • August 2017
  • July 2017
  • June 2017
  • May 2017
  • April 2017
  • March 2017
  • February 2017
  • January 2017
  • December 2016
  • September 2016
  • August 2016
  • May 2016
  • March 2016
  • February 2016
  • January 2016
  • December 2015
  • November 2015
  • August 2015
  • July 2015
  • June 2015
  • May 2015
  • April 2015
  • March 2015
  • February 2015
  • January 2015
  • December 2014
  • November 2014
  • October 2014
  • September 2014

The Stats

  • 112,648 hits

Recent posts

  • The Welsh Nine – 2026/01/09 January 10, 2026
  • The Magical Celtic Welshness of the Number Ten – 2026/01/10 January 10, 2026
  • 2026 Tech Trends: The Rise of Hyper-Hype – 2026/01/08 January 10, 2026
  • A Brief History of Data Warehousing – 2026/01/07 January 10, 2026
  • Template for Blog Article January 10, 2026
  • Wales will be Wales – 2026/01/06 January 10, 2026
  • The Wisdom of Three – 2026/01/03 January 9, 2026
  • Independent Wales – 2026/01/05 January 9, 2026
  • Meet the Euro Press – 2026/01/04 January 9, 2026
  • Nine Absurd AI Use Cases We Don’t Need January 9, 2026

Recent Comments

Martyn Jones's avatarMartyn Jones on The BBC in Crisis: Navigating…
Martyn Jones's avatarMartyn Jones on The BBC in Crisis: Navigating…
Martyn de Tours's avatarMartyn de Tours on The Perpetual Victim: How Prof…
Tiffany's avatarTiffany on Consider this: Data Made …
Unknown's avatarThe Case for a Globa… on REVEALING WEALTH: USING BIG DA…

Archives

Categories

  • accountability
  • advertising
  • agile
  • agile way of working
  • agile@scale
  • AI
  • All Data
  • Analytics
  • anthropology
  • Architecture
  • Artificial Intelligence
  • Ask Martyn
  • Assets
  • awareness
  • bad strategy
  • Banking
  • behaviour
  • Best principles
  • Big Data
  • Big Data 7s
  • Big Data Analytics
  • blockchain
  • Books with influence
  • Brexit
  • BS
  • business
  • Business Intelligence
  • business strategy
  • Cambriano
  • Cambridge Analytica
  • China
  • Climate Change
  • Cloud
  • code of conduct
  • Commercial Analytics
  • community
  • Condiser this
  • Conservative Party
  • consider
  • Consider this
  • Consultation
  • Creativity
  • Culture
  • dark data
  • data
  • data architecture
  • Data governance
  • data hub
  • Data Lake
  • data management
  • Data Mart
  • data mesh
  • data science
  • Data Supply Framework
  • Data Warehouse
  • Data Warehousing
  • deceit
  • deep learning
  • Democracy
  • digital transformation
  • Diplomacy
  • disinformation
  • Dogma
  • Duties
  • DW 3.0
  • ECM
  • Economics
  • EDW
  • England
  • enterprise content management
  • ethics
  • EU
  • Europe
  • European Union
  • Excellence
  • Excerpt
  • Executive
  • Extract
  • Federalism
  • films
  • Financial Industry
  • fraud
  • Freedoms
  • Globalisation
  • good start
  • Good Strat
  • Good Strategy
  • Good Strategy Radio
  • goodstart
  • goodstartegy
  • goodstrat
  • goostart
  • governance
  • hadoop
  • hdfs
  • HR
  • humour
  • India
  • influencers
  • Inform, educate and entertain.
  • informatio Supply Framework
  • information
  • Information Management
  • Information Supply Frameowrk
  • Information Supply Framework
  • Infotrends
  • Inmon
  • instruments
  • IoT
  • IT Circus
  • IT fraud
  • IT strategy
  • IT World
  • iterations
  • java
  • Knowledge
  • knowledge management
  • Labour Party
  • leadership
  • Leadership 7s
  • life
  • listening
  • literature
  • LSE
  • machine learning
  • Management
  • market forces
  • Marketing
  • Marty does
  • Martyn does
  • Martyn Jones
  • Martyn Richard Jones
  • media
  • Memory lane
  • Methodology
  • nationalism
  • nine competitive forces
  • no limits
  • Northern Ireland
  • obituary
  • Obligations
  • offshore
  • Offshoring
  • operational
  • Outsourcing
  • Oxford
  • pain
  • Parliament
  • Peeves
  • Personal Integrity Key
  • Philosophy
  • pig data
  • PIK
  • PIR
  • Plaid Cymru
  • Planning
  • poem
  • poems
  • Poetry
  • Polemic
  • political science
  • Politics
  • pomo
  • postmodern
  • POTUS
  • Process
  • Professional Networking
  • professionalism
  • project management
  • Project to Excel
  • prose
  • public
  • Public Integrity Record
  • Quiz
  • Rant
  • Referendum
  • Remain
  • RIghts
  • Risk
  • Rivalry
  • Russia
  • Ruth Davidson
  • Sales
  • satire
  • Scotland
  • Scottish National Party
  • scrum
  • sentiment analysis
  • SMILES
  • Snippet
  • SNP
  • Social
  • Social Media
  • Sociology
  • Spain
  • spoof
  • statistics
  • Stories
  • Strategy
  • structured intellectual capital
  • supply chain management
  • tactics
  • Tax avoidance
  • Tax evasion
  • TEAM
  • technology
  • The Amazing Big Data Challenge
  • The Big Data Contrarians
  • The Greens
  • The Guardian
  • The hidden wealth of nations
  • Trade
  • UK
  • Uncategorized
  • United Kingdom
  • USA
  • Value
  • Wales
  • wisdom

Meta

  • Create account
  • Log in
  • Entries feed
  • Comments feed
  • WordPress.com
Log in

Hours & Info

Martyn Richard Jones
Madrid, Spain
+34 692 376 698
martyn.jones@martyn.es
10:00 - 17:00
Follow GOOD STRATEGY on WordPress.com

Top Good Strat Posts & Pages

  • Innovative Strategies for Modern Governance
  • 2026 Tech Trends: The Rise of Hyper-Hype - 2026/01/08
  • X Is Dying In Europe: Here's Why
  • A Brief History of Data Warehousing - 2026/01/07
  • The Magical Celtic Welshness of the Number Ten - 2026/01/10
  • The Welsh Nine - 2026/01/09
  • Wales will be Wales - 2026/01/06
  • An Open Letter to Mansoor Hussain Laghari
  • Top Countries Known for Arrogance and Ignorance
  • The American Basket Case

Good strat tag cloud

1 2 3 4 AI All Data Analytics Artificial Intelligence Behavioural Economics BI Big Data bigdata blog books Business business analysis Business Enablement business intelligence Business Management business strategy chatgpt cloud Consider this data data integration data management data science Data Warehouse Demagogism digital-marketing Dogma Donald Trump enterprise data warehousing espanol EU fe fiction gaza goodstart good start Good Strat goodstrat Good Strategy hamas history ia information Information and Technology information management Information Technology israel IT Strategy jesus knowledge leadership life llm machine learning Marketing Martyn Jones Martyn Richard Jones News Offshoring Organisational Autism palestine Philosophy poesia Politics Russia Spain statistics Strategy technology trump writing

Categories

  • accountability
  • advertising
  • agile
  • agile way of working
  • agile@scale
  • AI
  • All Data
  • Analytics
  • anthropology
  • Architecture
  • Artificial Intelligence
  • Ask Martyn
  • Assets
  • awareness
  • bad strategy
  • Banking
  • behaviour
  • Best principles
  • Big Data
  • Big Data 7s
  • Big Data Analytics
  • blockchain
  • Books with influence
  • Brexit
  • BS
  • business
  • Business Intelligence
  • business strategy
  • Cambriano
  • Cambridge Analytica
  • China
  • Climate Change
  • Cloud
  • code of conduct
  • Commercial Analytics
  • community
  • Condiser this
  • Conservative Party
  • consider
  • Consider this
  • Consultation
  • Creativity
  • Culture
  • dark data
  • data
  • data architecture
  • Data governance
  • data hub
  • Data Lake
  • data management
  • Data Mart
  • data mesh
  • data science
  • Data Supply Framework
  • Data Warehouse
  • Data Warehousing
  • deceit
  • deep learning
  • Democracy
  • digital transformation
  • Diplomacy
  • disinformation
  • Dogma
  • Duties
  • DW 3.0
  • ECM
  • Economics
  • EDW
  • England
  • enterprise content management
  • ethics
  • EU
  • Europe
  • European Union
  • Excellence
  • Excerpt
  • Executive
  • Extract
  • Federalism
  • films
  • Financial Industry
  • fraud
  • Freedoms
  • Globalisation
  • good start
  • Good Strat
  • Good Strategy
  • Good Strategy Radio
  • goodstart
  • goodstartegy
  • goodstrat
  • goostart
  • governance
  • hadoop
  • hdfs
  • HR
  • humour
  • India
  • influencers
  • Inform, educate and entertain.
  • informatio Supply Framework
  • information
  • Information Management
  • Information Supply Frameowrk
  • Information Supply Framework
  • Infotrends
  • Inmon
  • instruments
  • IoT
  • IT Circus
  • IT fraud
  • IT strategy
  • IT World
  • iterations
  • java
  • Knowledge
  • knowledge management
  • Labour Party
  • leadership
  • Leadership 7s
  • life
  • listening
  • literature
  • LSE
  • machine learning
  • Management
  • market forces
  • Marketing
  • Marty does
  • Martyn does
  • Martyn Jones
  • Martyn Richard Jones
  • media
  • Memory lane
  • Methodology
  • nationalism
  • nine competitive forces
  • no limits
  • Northern Ireland
  • obituary
  • Obligations
  • offshore
  • Offshoring
  • operational
  • Outsourcing
  • Oxford
  • pain
  • Parliament
  • Peeves
  • Personal Integrity Key
  • Philosophy
  • pig data
  • PIK
  • PIR
  • Plaid Cymru
  • Planning
  • poem
  • poems
  • Poetry
  • Polemic
  • political science
  • Politics
  • pomo
  • postmodern
  • POTUS
  • Process
  • Professional Networking
  • professionalism
  • project management
  • Project to Excel
  • prose
  • public
  • Public Integrity Record
  • Quiz
  • Rant
  • Referendum
  • Remain
  • RIghts
  • Risk
  • Rivalry
  • Russia
  • Ruth Davidson
  • Sales
  • satire
  • Scotland
  • Scottish National Party
  • scrum
  • sentiment analysis
  • SMILES
  • Snippet
  • SNP
  • Social
  • Social Media
  • Sociology
  • Spain
  • spoof
  • statistics
  • Stories
  • Strategy
  • structured intellectual capital
  • supply chain management
  • tactics
  • Tax avoidance
  • Tax evasion
  • TEAM
  • technology
  • The Amazing Big Data Challenge
  • The Big Data Contrarians
  • The Greens
  • The Guardian
  • The hidden wealth of nations
  • Trade
  • UK
  • Uncategorized
  • United Kingdom
  • USA
  • Value
  • Wales
  • wisdom

Blog at WordPress.com.

  • Subscribe Subscribed
    • GOOD STRATEGY
    • Join 133 other subscribers
    • Already have a WordPress.com account? Log in now.
    • GOOD STRATEGY
    • Subscribe Subscribed
    • Sign up
    • Log in
    • Report this content
    • View site in Reader
    • Manage subscriptions
    • Collapse this bar
Privacy & Cookies: This site uses cookies. By continuing to use this website, you agree to their use.
To find out more, including how to control cookies, see here: Cookie Policy