Each term links to the page that explains it. Underneath are its connections: the relationships it has to other concepts, and the ones that point back to it. Together they make up the STEAM Knowledge Graph.

Analytical Chemist
A persona page for analytical chemists, highlighting how precision measurement and chemistry expertise support STEAM research. Read more: Analytical Chemist.
Primary domain Analytical Chemistry · Follows Scientific Method · Informs Control Strategy · Generates Big Data · Feeds Predictive Modeling
Analytical Chemistry
Analytical chemistry focuses on identifying, quantifying, and characterizing chemical substances with precision and accuracy. Read more: Analytical Chemistry.
Analytical Chemist primary domain this · Mathematician models this · Pharma Product Developer relies on this
Arts
Arts enables technical folks to come together and "Dare to Dream" about what can be blending all time and talent to create a useful product for their customers. Read more: Arts.
Creative Strategist primary domain this
Big Data
Explore how Big Data's five key characteristics—Volume, Velocity, Variety, Veracity, and Value—enable teams to 'Dare to Dream' about how all disciplines can resonate and shape innovative solutions. Read more: Big Data.
Analytical Chemist generates this · Data Science Lifecycle requires this · Industry 4.0 powered by this
Control Strategy
A risk-based approach to defining a control strategy using ICH QbD principles — linking knowledge space, design space, and control space. Read more: Control Strategies.
Follows Scientific Method · Standardized by QbD · Requires Knowledge Management · Informed by Predictive Modeling · Context STEAM Knowledge Graph
Analytical Chemist informs this · Pharma Product Developer produces this · S88/S95 Paper on Glass supports this · Scientific Method produces this
Creative Strategist
A persona page for creative strategists who help connect artistic insight with technical execution across STEAM disciplines. Read more: Creative Strategist.
Primary domain Arts · Applies Design Study Methodology · Shapes ux of Interoperability · Contributes to Knowledge Management · Frames questions for Ontological Semantics
Cyber-Physical Systems
Discover how Cyber-Physical Systems enable teams to 'Dare to Dream' about how all disciplines can resonate and shape intelligent solutions that merge the digital and physical worlds. Read more: Cyber-Physical Systems.
Industry 4.0 enabled by this · Systems Integration Engineer implements this
Data Science Lifecycle
The data science lifecycle enables teams to 'Dare to Dream' about how all the disciplines can resonate and shape the solution — from problem framing through model deployment and monitoring. Read more: Data Science Lifecycle.
Lifecycle of Predictive Modeling · Step in Feature Engineering · Parallel to Scientific Method · Requires Big Data
Mathematician executes this · Predictive Modeling lifecycle of this
Design Researcher
A persona page for design researchers who uncover user needs and translate them into evidence-based STEAM solutions. Read more: Design Researcher.
Primary domain Design Study Methodology · Contributes to Knowledge Management · Grounded in Ontological Semantics · Shapes Interoperability · Methodology for STEAM Knowledge Graph
Design Study Methodology
Reflecting on the seminal 2012 design study methodology paper and exploring how its principles can be reimagined to accelerate knowledge creation in our rapidly evolving world. Read more: Design Study Methodology.
Validates Knowledge Management · Grounded in Ontological Semantics · Extends Scientific Method · Methodology for STEAM Knowledge Graph
Creative Strategist applies this · Design Researcher primary domain this · Knowledge Management evolved by this · Knowledge Manager applies this · Scientific Method evolved by this · STEAM Knowledge Graph methodology this
Feature Engineering
enables teams to 'Dare to Dream' about how all the disciplines can resonate and shape the solution Read more: Feature Engineering.
Data Science Lifecycle step in this · Predictive Modeling requires this
Industry 4.0
Discover how Industrial Revolution 4.0 enables teams to 'Dare to Dream' about how all disciplines can resonate and shape solutions that transform manufacturing through five foundational technologies. Read more: Industrial Revolution 4.0.
Standardized by S88/S95 Paper on Glass · Requires Knowledge Management · Powered by Big Data · Enabled by Cyber-Physical Systems · Context STEAM Knowledge Graph
Knowledge Management context this · Pharma AI context this · S88/S95 Paper on Glass standardizes this · Systems Integration Engineer primary domain this
Interoperability
Discover how interoperability enables teams to 'Dare to Dream' about how all disciplines can resonate and shape solutions that break down silos and create unprecedented possibilities. Read more: Interoperability.
Creative Strategist shapes ux of this · Design Researcher shapes this · Systems Integration Engineer enables this
Knowledge Management
Knowledge management is the pro-active organization of information known about a subject of study in a manner that helps transfer what is known by one to another - a key revenue source that prevents duplicated effort and maximizes research impact. Read more: Knowledge Management.
Grounded in Ontological Semantics · Evolved by Design Study Methodology · Instantiates STEAM Knowledge Graph · Applies to Predictive Modeling · Context Industry 4.0
Control Strategy requires this · Creative Strategist contributes to this · Design Researcher contributes to this · Design Study Methodology validates this · Industry 4.0 requires this · Knowledge Manager primary domain this · Ontological Semantics grounded in this · Pharma AI requires this · Pharma Product Developer requires this · Predictive Modeling informs design of this · S88/S95 Paper on Glass instantiates this · Scientific Method requires this · STEAM Knowledge Graph theoretical foundation this
Knowledge Manager
A persona page for knowledge managers who structure research assets, capture insights, and keep interdisciplinary teams aligned. Read more: Knowledge Manager.
Primary domain Knowledge Management · Grounded in Ontological Semantics · Applies Design Study Methodology · Builds STEAM Knowledge Graph · Applies in S88/S95 Paper on Glass
Mathematician
A persona page for mathematicians, showing how their analytical skills connect STEAM domains and support creative problem solving. Read more: Mathematician.
Primary domain Predictive Modeling · Executes Data Science Lifecycle · Formalizes Ontological Semantics · Models Analytical Chemistry · Formalizes STEAM Knowledge Graph
Ontological Semantics
A theory of meaning in natural language and an approach to NLP that uses a constructed world model — an ontology — as a central resource for extracting, representing, and reasoning about knowledge derived from natural language texts. Read more: Ontological Semantics.
Grounded in Knowledge Management · Theoretical foundation STEAM Knowledge Graph · Applied in S88/S95 Paper on Glass · Enables Pharma AI
Creative Strategist frames questions for this · Design Researcher grounded in this · Design Study Methodology grounded in this · Knowledge Management grounded in this · Knowledge Manager grounded in this · Mathematician formalizes this · Pharma AI theoretical foundation this · S88/S95 Paper on Glass applies this · STEAM Knowledge Graph theoretical foundation this · Systems Integration Engineer standardized by this
Organic Chemistry
Organic chemistry is the study of carbon-based compounds, which form the foundation of life and countless synthetic materials. Read more: Organic Chemistry.
Theoretical Chemist models this
Pharma AI
Artificial Intelligence and Pharma — how LLMs, graph-based approaches, and machine learning are transforming pharmaceutical research and development. Read more: AI.
Theoretical foundation Ontological Semantics · Applies Predictive Modeling · Requires Knowledge Management · Graph based approach STEAM Knowledge Graph · Context Industry 4.0
Ontological Semantics enables this
Pharma Product Developer
A persona page for pharmaceutical product developers who translate scientific discoveries into safe, scalable medicines. Read more: Pharma Product Developer.
Follows Scientific Method · Produces Control Strategy · Standardized by QbD · Requires Knowledge Management · Applies Predictive Modeling · Relies on Analytical Chemistry
Predictive Modeling
Predictive modeling is an area of study to help humans leverage advanced mathematical approaches to find patterns in historical data upon which future predictions can occur. Read more: Predictive Modeling.
Lifecycle of Data Science Lifecycle · Requires Feature Engineering · Informs design of Knowledge Management · Follows Scientific Method · Formalizes STEAM Knowledge Graph
Analytical Chemist feeds this · Control Strategy informed by this · Data Science Lifecycle lifecycle of this · Knowledge Management applies to this · Mathematician primary domain this · Pharma AI applies this · Pharma Product Developer applies this · Scientific Method informs design of this · Theoretical Chemist applies this
QbD — Quality by Design
A systematic approach to pharmaceutical development, set out in ICH Q8 to Q11, that builds quality in through product and process understanding, risk management and a defined design space rather than testing it in at the end. Read more: QbD.
Control Strategy standardized by this · Pharma Product Developer standardized by this
Quantum Mechanics
The physics of matter and energy at atomic and molecular scale, where energy comes in discrete levels and particles behave as waves. It underpins spectroscopy and computational chemistry. Read more: Quantum mechanics, atomic physics, and molecular physics.
Theoretical Chemist grounded in this
S88/S95 Paper on Glass
How S88 batch control and S95 enterprise-integration ontologies align with paper-on-glass interfaces to create a unified, semantically rich manufacturing knowledge framework. Read more: Paper on Glass: Digital Process Data Capture with S88/S95 Ontology Alignment.
Applies Ontological Semantics · Standardizes Industry 4.0 · Supports Control Strategy · Instantiates Knowledge Management · Context STEAM Knowledge Graph
Industry 4.0 standardized by this · Knowledge Manager applies in this · Ontological Semantics applied in this · Systems Integration Engineer applies this
Scientific Method
Question, hypothesis, designed experiment, data, analysis and conclusion, practised in a reproducible, open and collaborative way with digital tools. Read more: Scientific Method.
Informs design of Predictive Modeling · Produces Control Strategy · Evolved by Design Study Methodology · Requires Knowledge Management
Analytical Chemist follows this · Control Strategy follows this · Data Science Lifecycle parallel to this · Design Study Methodology extends this · Pharma Product Developer follows this · Predictive Modeling follows this · Theoretical Chemist follows this
STEAM Knowledge Graph
A visual map of how Science, Technology, Engineering, Arts, and Mathematics interconnect across this site — showing nodes, edges, and the semantic relationships that form the STEAM knowledge graph. Read more: Knowledge Graph.
Theoretical foundation Knowledge Management · Theoretical foundation Ontological Semantics · Methodology Design Study Methodology
Control Strategy context this · Design Researcher methodology for this · Design Study Methodology methodology for this · Industry 4.0 context this · Knowledge Management instantiates this · Knowledge Manager builds this · Mathematician formalizes this · Ontological Semantics theoretical foundation this · Pharma AI graph based approach this · Predictive Modeling formalizes this · S88/S95 Paper on Glass context this
Systems Integration Engineer
A persona page for engineers who integrate digital systems, networks, and physical processes in Industry 4.0 environments. Read more: Systems Integration Engineer.
Primary domain Industry 4.0 · Applies S88/S95 Paper on Glass · Implements Cyber-Physical Systems · Enables Interoperability · Standardized by Ontological Semantics
Theoretical and Computational Chemistry
Theoretical and computational chemistry combines mathematical models, physics, and computer simulations to explore the behavior of molecules and chemical reactions. Read more: Theoretical and Computational Chemistry.
Theoretical Chemist primary domain this
Theoretical Chemist
A persona page for theoretical chemists who use models and simulation to predict chemical behavior and guide experimental design. Read more: Theoretical Chemist.
Primary domain Theoretical and Computational Chemistry · Applies Predictive Modeling · Grounded in Quantum Mechanics · Models Organic Chemistry · Follows Scientific Method