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

GOOD STRATEGY

~ DATA, INFORMATION & KNOWLEDGE

GOOD STRATEGY

Category Archives: Masterclass

Masterclass from Martyn Rhisiart Jones

Masterclass: What Are Surrogate Keys? – 2026/02/04

04 Wed Feb 2026

Posted by Martyn Jones in data mesh, data science, Data Supply Framework, Data Warehouse, Data Warehousing, Inform, educate and entertain., information, Information Supply Framework, Knowledge, knowledge management, Martyn Jones, Masterclass

≈ Leave a comment

Tags

AI, Behavioural Economics, Martyn Jones, modelling


Martyn Rhisiart Jones, Madrid, 4th February 2026.

Introduction

In data modelling and database design, keys play a fundamental role in uniquely identifying records and defining relationships between tables. One of the most widely used types of keys, especially in analytical systems and data warehouses, is the surrogate key.

A surrogate key is an artificial, system-generated identifier assigned to a record in a table. It is typically used as the primary key. It has no business meaning or semantic relationship to the real-world entity it represents. Common implementations include auto-incrementing integers or globally unique identifiers (GUIDs).

Surrogate keys exist purely to serve the needs of the database system: performance, stability, and simplicity.

Continue reading →

Masterclass: Ask the Data, Information and Knowledge Expert

03 Tue Feb 2026

Posted by Martyn Jones in data mesh, data science, Data Supply Framework, Data Warehouse, Data Warehousing, Inform, educate and entertain., information, Information Supply Framework, Knowledge, knowledge management, Martyn Jones, Masterclass

≈ Leave a comment

Tags

AI, Artificial Intelligence, fiction, technology, writing


Masterclass: Here’s Martyn!

Martyn Rhisiart Jones and the Goodstrat editorial team, Madrid, 3rd February 2026

Introduction

The following is the redacted transcript of a conversation between the distinguished Sir Afilonius Rex of Cambriano Energy and the cordial Martyn Rhisiart Jones of goodstrat.com.

The informal session took place before an invited audience at the Welsh Academy’s alternative summer conference of July 2023 and featured a lively question-and-answer session with audience input.

According to our reliable sources, “The BBC, RTE and RTVE broadcast the session.”

Continue reading →

Requirements – Building the Data Warehouse – Part II

01 Sun Feb 2026

Posted by Martyn Jones in Data Mart, Data Supply Framework, Data Warehouse, Data Warehousing, DW 3.0, EDW, Inform, educate and entertain., Masterclass

≈ Leave a comment

Tags

Masterclass


The Good Strat Masterclasses

Masterclass Mode Engaged

Martyn Rhisiart Jones

Madrid, Sunday 1st February 2026

PART I

PART II

Continue reading →

Justifying Business Data Requirements – 2026/01/11

11 Sun Jan 2026

Posted by Martyn Jones in Inform, educate and entertain., Masterclass

≈ Leave a comment

Tags

AI, Artificial Intelligence, Business, business-data, chatgpt, justification, requirements-gathering, technology


Justify Your Data Needs

Martyn Rhisiart Jones

Oxford University, Sunday 11th January 2026

Should All Business Data Requirements Be Justified in Business Terms?

A Pseudo-Debate

Motion: All business data requirements must be justified in business terms. Potential business utility should be a deciding factor in whether they are fulfilled.

For the Motion: Sir Afilonius Rex
Against the Motion: Martyn Rhisiart Jones

Continue reading →

A Brief History of Data Warehousing – 2026/01/07

10 Sat Jan 2026

Posted by Martyn Jones in Masterclass, Snippet

≈ Leave a comment

Tags

art, Behavioural Economics, Business Enablement, Information and Technology, Information Technology, internet, Marketing, photography, technology


Martyn Rhisiart Jones

Madrid, 7th January 2026

The origins of data warehousing are often pinned to the late 1980s, when the term “business data warehouse” first appeared in an influential IBM Systems Journal article by researchers Barry Devlin and Paul Murphy. I was based in Birmingham at that time, and I also wrote a similar foundational document on Information Centres for Sperry Univac.
Yet, as with many technological breakthroughs, the story is far richer and older than the conventional narrative suggests. The foundational components of what we now recognise as a data warehouse were quietly taking shape as early as the 1960s, driven by the need to organise, integrate, and analyse growing volumes of business information in an era of punch cards, magnetic tape, and the first mainframes.

Continue reading →

A brief introduction to Knowledge Management

14 Sat Feb 2015

Posted by Martyn Jones in Analytics, Big Data, Consider this, Good Strat, Good Strategy, Martyn Jones, Martyn Richard Jones, Masterclass, statistics

≈ Leave a comment

Tags

Big Data, Consider this, data management, information manageemnt, knowledge management


A helpful slideset that is used to explain the purposes, positions and roles of Knowledge Management.

A brief introduction to Knowledge Management from Martyn Richard Jones

Enjoy! Please tell me what you think about this slide deck. Many thanks for viewing. 

Essential Principles for Effective Data Warehousing

03 Fri Oct 2014

Posted by Martyn Jones in Best principles, Business Intelligence, Masterclass, Peeves

≈ Leave a comment

Tags

Behavioural Economics, BI, Big Data, business intelligence, Business Management, business strategy, Demagogism, Dogma, enterprise data warehousing, Information and Technology, Offshoring, Organisational Autism


Written by Martyn Richard Jones

These are my principles for successful Data Warehousing and Business Intelligence. If you don’t like them, I have others. Musings on being led by the nose by experienced practitioners of charlatanry, deception and obfuscation.

Continue reading →

Strategic Data Warehousing: A Smart Approach – REMASTER 2026

17 Wed Sep 2014

Posted by Martyn Jones in Extract, Masterclass

≈ Leave a comment

Tags

business analysis, business intelligence, Business Management, enterprise data warehousing, Goal Setting, Information Technology, IT Strategy, Organisational Autism, Requirements management, Strategy


HERE WE ARE!

Extract taken from the draft work-in-progress provisionally titled Assess! Choose! Act! Data Warehousing and Strategy by Martyn Jones 

It’s a fantastically chic restaurant. It’s one of the best, if not the best in town. It’s Catalan or Basque, for sure. A group of twelve people sit at a round table. Silver service, starched white linen, spotless polished lead crystal glass, the works. There is even a minimalist arrangement of seasonal flowers. The owner of the exquisite restaurant walks across to the table, accompanied by one of her impeccably uniformed staff, who holds a notepad and pen in readiness; “Good afternoon, and, what would our esteemed ladies and gentlemen like today?” she asks.

Confused? If you haven’t seen this before then you should be. So just read on fellow traveller.

Continue reading →

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

Join 639 other subscribers.

Top posts

  • Understanding the Data Warehouse Dilemma - 2026/02/07
  • The Risks of Using Databricks for Data Warehousing
  • Consider this: Did Big Data Kill The Statistician? 2026
  • The Madness of Brexit
  • Consider this: Big Data is not Data Warehousing
  • Brexit is Bullshit
  • The Hadoop Honeymoon is Over
  • Bullshit at the Data Lakehouse
  • DELE C2 - Diploma in Spanish
  • Main cause of IT project failure? – Big Data Informs… 2026 Revamp

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

Recent articles

  • Data Warehouse Action: Big Business Drivers Feb 11, 2026
  • FOLKS! Big Data is not Data Warehousing – 2026/01/29 Feb 11, 2026
  • Fixing the Data Warehouse – 2026/02/10 Feb 10, 2026
  • The Risks of Using Databricks for Data Warehousing Feb 9, 2026
  • Big Data With Bigger Smiles – The Chef’s Choice – 2026/01/28 Feb 8, 2026
  • Agile at Scale is Bullshit by Design – Remastered and Revisited – 2026/01/27 Feb 7, 2026
  • What Every CEO Needs to Know About Big Data – Revisited – 2026/01/26 Feb 7, 2026

Hours & Info

Spain
+34 692 376 698
martyn.jones@martyn.es
Lunch: 13:30pm - 14:30pm
Dinner: M-Th 20:00pm - 21:00pm, Fri-Sat:21:00pm - 22:00pm

The Stats

  • 117,462 hits

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
  • Data Warehouse Action: Big Business Drivers
  • FOLKS! Big Data is not Data Warehousing – 2026/01/29
  • Fixing the Data Warehouse – 2026/02/10
  • The Risks of Using Databricks for Data Warehousing
  • Big Data With Bigger Smiles – The Chef’s Choice – 2026/01/28

Top Good Strat Posts & Pages

  • Understanding the Data Warehouse Dilemma - 2026/02/07
  • The Risks of Using Databricks for Data Warehousing
  • Consider this: Did Big Data Kill The Statistician? 2026
  • The Madness of Brexit
  • Consider this: Big Data is not Data Warehousing
  • Brexit is Bullshit
  • The Hadoop Honeymoon is Over
  • Bullshit at the Data Lakehouse
  • DELE C2 - Diploma in Spanish
  • Main cause of IT project failure? – Big Data Informs… 2026 Revamp

Good strat tag cloud

AI All Data Analytics Artificial Intelligence Behavioural Economics BI Big Data bigdata blog books bullshit Business business analysis Business Enablement business intelligence Business Management business strategy chatgpt cloud Consider this data data integration data management data science Data Warehouse Data Warehousing Demagogism digital-marketing Dogma Donald Trump enterprise data warehousing espanol EU fe fiction gaza goodstart good start Good Strat goodstrat Good Strategy hamas history 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 Poetry Politics Russia Spain statistics Strategy technology trump USA Wales 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
  • Masterclass
  • 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
  • PPE
  • 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 137 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
 

Loading Comments...
 

    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