Every research discipline develops its own language.

The Research Lexicon brings together the core concepts, definitions, and analytical terminology developed and used throughout the research programmes of g² Insight Lab.

The Lexicon supports consistency, transparency, and scholarly discussion across the Institute's work in philosophy of inquiry, investigative reasoning, and complex human systems, including methodologies such as Forensic STEM™.

As the Institute's research develops, definitions may be revised, expanded, or refined to reflect ongoing investigation, publication, and critical evaluation.

A

Authority

Definition

An individual, organisation, institution, or system recognised as possessing the legitimate capacity to make decisions, establish rules, exercise responsibility, or impose consequences within a defined context.

Purpose

Provides the reference point for understanding decision-making, governance, accountability, and responsibility within human systems.

Related Terms

Behaviour • Consequence • Decision • Governance • Human System

Assumption

Definition

A proposition accepted as true, either explicitly or implicitly, in the absence of complete verification. Assumptions may guide reasoning but remain open to examination, revision, or rejection as further evidence becomes available.

Purpose

Recognises that all inquiry begins with assumptions. Making assumptions explicit supports transparency, critical reasoning, and the evaluation of conclusions.

Related Terms

Evidence • Hypothesis • Inference • Knowledge • Uncertainty

Analysis

Definition

The systematic examination of observations, evidence, or information to identify patterns, relationships, structures, or explanations relevant to a research question or investigation.

Purpose

Transforms organised evidence into meaningful findings through structured reasoning while maintaining transparency and methodological consistency.

Related Terms

Evidence • Observation • Pattern • Reconstruction • Reasoning

Accountability

Definition

The obligation of an individual, organisation, institution, or authority to justify decisions, actions, or omissions and to accept responsibility for their consequences.

Purpose

Supports transparent governance by linking authority with responsibility and enabling decisions to be evaluated against evidence and stated objectives.

Related Terms

Authority • Consequence • Decision • Governance • Responsibility

Autonomy

Definition

The capacity of an individual, group, organisation, or system to make and act upon decisions independently, without undue external control, coercion, or constraint.

Purpose

Provides a foundation for understanding agency, influence, dependency, and decision-making within complex human systems.

Related Terms

Authority • Behaviour • Behavioural Currency™ • Autonomy Literacy™ • Human System

Autonomy Literacy™

Definition

A Research Instrument™ developed by g² Insight Lab for identifying, interpreting, and evaluating autonomy, influence, dependency, and control within complex human systems.

Purpose

Supports the systematic examination of how autonomy is acquired, constrained, exchanged, or lost across interacting human systems.

Related Terms

Autonomy • Behavioural Currency™ • Forensic STEM™ • Human System • Reconstruction

B

Behaviour

Definition

Any observable action, omission, decision, communication, or interaction performed by an individual, group, organisation, or system. Within g² Insight Lab, behaviour is treated as observable evidence from which underlying structures and system dynamics may be investigated.

Purpose

Provides the primary observable evidence from which investigation, reconstruction, and evaluation begin.

Related Terms

Behavioural Audit Chain™ • Complex Human System • Observation • Pattern • Reconstruction

Behavioural Audit Chain™

Definition

A Research Instrument™ developed by g² Insight Lab that systematically reconstructs behaviour by examining the sequence of actions, decisions, interactions, and events within a human system. Rather than assessing isolated behaviours, it analyses how behaviours connect over time to reveal underlying structures, influences, and system dynamics.

Purpose

Supports the reconstruction of complex human systems by organising behavioural evidence into a coherent sequence for analysis and evaluation.

Related Terms

Behaviour • Forensic STEM™ • Pattern Literacy™ • Reconstruction • System Mapping

Behavioural Currency™

Definition

A Research Instrument™ developed by g² Insight Lab that examines how behaviours function as exchanges within human systems. Rather than viewing behaviour solely as action, Behavioural Currency™ considers how behaviours may acquire, transfer, preserve, or influence value within relationships, organisations, and institutions.

Purpose

Supports the investigation of influence, dependency, reciprocity, incentives, and control within complex human systems.

Related Terms

Autonomy • Autonomy Literacy™ • Behaviour • Human System • Seven Worlds™

Bias

Definition

A systematic tendency to favour particular interpretations, decisions, or conclusions over others. Bias may arise from cognitive processes, organisational practices, cultural influences, incentives, or methodological limitations.

Purpose

Recognises potential influences on reasoning and supports transparent evaluation of evidence and conclusions.

Related Terms

Assumption • Evidence • Inference • Observation • Uncertainty

Burden of Proof

Definition

The responsibility to provide sufficient evidence to support a claim, conclusion, or decision. The level of evidence required depends upon the context, standards, and potential consequences associated with the claim.

Purpose

Provides a principle for evaluating whether conclusions are adequately supported by available evidence.

Related Terms

Evidence • Reasoning • Uncertainty • Procedural Coherence™

Behavioural Pattern

Definition

A recurring or meaningful arrangement of behaviours observed across time, contexts, or interactions. Behavioural patterns may indicate underlying structures, relationships, or system characteristics that warrant further investigation.

Purpose

Supports the identification of recurring structures that inform reconstruction and explanation within complex human systems.

Related Terms

Behaviour • Pattern • Pattern Literacy™ • Reconstruction • Structure

C

Case Study

Definition

A detailed examination of a specific event, situation, individual, organisation, or system used to investigate complex questions, evaluate evidence, or illustrate methodological application.

Purpose

Provides a structured means of applying research methods to real-world situations while generating insights that may inform broader understanding.

Related Terms

Evidence • Forensic STEM™ • Reconstruction • Research Programme • Working Paper

Certainty

Definition

The degree of confidence that a conclusion accurately reflects reality, based upon the quality, quantity, and consistency of available evidence. Certainty should always remain proportionate to the evidence supporting it.

Purpose

Supports transparent reasoning by distinguishing confidence from fact and encouraging conclusions that reflect evidential limitations.

Related Terms

Evidence • Procedural Coherence™ • Reasoning • Uncertainty

Claim

Definition

A statement, proposition, or assertion that is presented as true and is capable of being examined, supported, challenged, or refined through evidence and reasoning.

Purpose

Provides the starting point for investigation by identifying propositions requiring evaluation.

Related Terms

Evidence • Hypothesis • Reasoning • Uncertainty

Coherence

Definition

The degree to which observations, evidence, reasoning, decisions, and conclusions remain logically consistent with one another. Within g² Insight Lab, coherence is considered a fundamental criterion for evaluating the quality and integrity of explanations.

Purpose

Supports the evaluation of whether conclusions remain consistent with the available evidence and the reasoning used to reach them.

Related Terms

Evidence • Procedural Coherence™ • Reasoning • Reconstruction

Collaboration

Definition

The process by which individuals, disciplines, organisations, or institutions work together to investigate questions, develop knowledge, or achieve shared research objectives.

Purpose

Recognises that complex problems often require multiple perspectives and areas of expertise.

Related Terms

Institute • Research Programme • Scientific Reasoning

Complex Human System

Definition

A dynamic network of interacting individuals, groups, organisations, institutions, environments, rules, and resources whose collective behaviour gives rise to outcomes that cannot be fully understood by examining individual components in isolation.

Purpose

Defines the primary object of investigation within g² Insight Lab's research into human systems.

Related Terms

Behaviour • Human System • Interaction • Structure • System

Consequence

Definition

The outcome or effect resulting from a decision, action, omission, or interaction within a human system. Consequences may be intended or unintended and may occur immediately or emerge over time.

Purpose

Supports the evaluation of how decisions influence system behaviour and whether outcomes remain proportionate to the evidence and reasoning that preceded them.

Related Terms

Authority • Decision • Evidence • Procedural Coherence™

Context

Definition

The circumstances, conditions, relationships, history, environment, and constraints within which behaviour, evidence, or events occur. Context provides the background necessary for meaningful interpretation.

Purpose

Ensures observations and evidence are interpreted within the system from which they arise rather than in isolation.

Related Terms

Environment • Evidence • Human System • Observation • Reconstruction

Critical Thinking

Definition

The disciplined process of analysing information, evaluating evidence, identifying assumptions, considering alternative explanations, and forming reasoned conclusions through logical and reflective inquiry.

Purpose

Supports rigorous investigation by encouraging transparent, evidence-informed reasoning and reducing the influence of unsupported assumptions.

Related Terms

Analysis • Assumption • Evidence • Inference • Reasoning

D

Data

Definition

Recorded observations, measurements, documents, artefacts, or other forms of information collected for the purpose of investigation, analysis, or research. Data become meaningful through interpretation within an appropriate context.

Purpose

Provides the raw material from which evidence, analysis, and knowledge are developed.

Related Terms

Analysis • Evidence • Observation • Interpretation

Data Governance

Definition

The framework of policies, standards, responsibilities, and procedures that ensures research data are collected, managed, stored, accessed, and used ethically, securely, and consistently.

Purpose

Supports research integrity by promoting responsible stewardship of information throughout the research lifecycle.

Related Terms

Documentation • Ethics • Governance • Research Standards

Decision

Definition

A deliberate selection between alternative courses of action made by an individual, organisation, institution, or authority.

Purpose

Provides a focal point for understanding how evidence, reasoning, and judgement influence actions and their consequences within human systems.

Related Terms

Authority • Consequence • Evidence • Judgement

Documentation

Definition

The systematic recording of observations, evidence, methods, procedures, decisions, and findings to ensure transparency, reproducibility, and accountability in research and investigation.

Purpose

Creates a reliable record that supports verification, review, and future research.

Related Terms

Data • Evidence • Governance • Research Protocol • Version Control

Dynamic System

Definition

A system whose behaviour changes over time through interactions between its components and its surrounding environment. Dynamic systems often exhibit feedback, adaptation, and emergent behaviour.

Purpose

Recognises that human systems are not static but evolve as relationships, decisions, and conditions change.

Related Terms

Complex Human System • Interaction • Structure • System

Decision-Making

Definition

The process through which individuals, groups, organisations, or institutions evaluate information, consider alternatives, and select a course of action.

Purpose

Provides a framework for examining how choices are made and how evidence, reasoning, incentives, and uncertainty shape outcomes.

Related Terms

Decision • Evidence • Judgement • Reasoning • Uncertainty

Discipline

Definition

A recognised field of study characterised by a distinct body of knowledge, methods, standards, and scholarly practices through which research and understanding are advanced.

Purpose

Provides a framework for organising knowledge while recognising that many complex questions benefit from interdisciplinary investigation.

Related Terms

Inquiry • Methodology • Research • Scientific Reasoning

Discovery

Definition

The process of generating new knowledge, insights, relationships, or explanations through systematic observation, investigation, and reasoning.

Purpose

Represents a central aim of research by extending understanding beyond existing knowledge.

Related Terms

Evidence • Inquiry • Knowledge • Research Programme

E

Education

Definition

The structured process of developing knowledge, understanding, skills, and critical thinking through teaching, learning, research, and scholarly engagement.

Purpose

Supports the advancement and dissemination of knowledge while preparing individuals to investigate, evaluate, and contribute to their chosen fields of inquiry.

Related Terms

Knowledge • Research • Research Programme • Scientific Reasoning

Emergence

Definition

The process by which complex patterns, behaviours, or properties arise through interactions between components of a system, producing outcomes that cannot be fully explained by examining individual parts alone.

Purpose

Recognises that many characteristics of complex human systems arise from interactions rather than isolated individuals or events.

Related Terms

Complex Human System • Interaction • Pattern • Structure • System

Empirical

Definition

Based upon direct observation, measurement, experience, or evidence rather than assumption, intuition, or speculation.

Purpose

Emphasises the importance of grounding research and investigation in observable evidence.

Related Terms

Evidence • Observation • Scientific Reasoning

Environment

Definition

The physical, social, organisational, cultural, legal, technological, or economic conditions within which individuals and systems operate.

Purpose

Recognises that behaviour and system outcomes are shaped not only by internal characteristics but also by external conditions.

Related Terms

Complex Human System • Context • Interaction • Structure

Ethics

Definition

The principles and standards that guide responsible conduct in research, investigation, decision-making, and professional practice.

Purpose

Supports integrity, fairness, transparency, and respect throughout the research process.

Related Terms

Governance • Research Handbook • Research Standards • Responsibility

Evaluation

Definition

The systematic assessment of evidence, methods, reasoning, findings, or outcomes against defined criteria, standards, or objectives.

Purpose

Supports informed judgement by determining the quality, coherence, validity, or effectiveness of research and investigative work.

Related Terms

Analysis • Coherence • Evidence • Reasoning

Evidence

Definition

Information, observations, records, artefacts, testimony, or data that may be examined to support, challenge, or refine explanations, claims, or conclusions.

Purpose

Forms the foundation of rigorous inquiry by providing the basis upon which observations are interpreted, hypotheses are tested, and conclusions are reached.

Related Terms

Analysis • Observation • Reconstruction • Uncertainty

Explanation

Definition

A reasoned account that describes how and why observed events, behaviours, relationships, or outcomes occurred, grounded in available evidence and logical reasoning.

Purpose

Provides coherent understanding by connecting observations into an evidence-based account that remains open to refinement as new evidence emerges.

Related Terms

Evidence • Hypothesis • Reconstruction • Reasoning

Experiment

Definition

A systematic procedure in which conditions are intentionally varied or controlled to investigate relationships, test hypotheses, or evaluate explanations.

Purpose

Provides a method for generating evidence and examining causal relationships through structured investigation.

Related Terms

Empirical • Evidence • Hypothesis • Scientific Reasoning

Evidence Box

Definition
A structured exercise that encourages learners to identify, organise, and evaluate the evidence supporting a particular observation, explanation, or conclusion.

Purpose
Promotes evidence-based reasoning and transparent justification.

Related Terms
Evidence • Observation • Verification • Ground Truth

F

Fact

Definition

A statement or proposition that is supported by reliable evidence and accepted as true within the limits of current knowledge. Facts may be refined or expanded as new evidence emerges.

Purpose

Distinguishes evidence-based knowledge from opinion, assumption, or speculation while recognising that scientific understanding develops over time.

Related Terms

Evidence • Knowledge • Observation • Uncertainty

Failure Mode

Definition

A specific way in which a process, decision, relationship, organisation, or system fails to function as intended, resulting in undesirable outcomes or reduced system integrity.

Purpose

Supports the identification of weaknesses within complex human systems and informs opportunities for improvement.

Related Terms

Coherence • Reconstruction • Structure • System

Failure Mode Analysis

Definition

The systematic identification and evaluation of how and why failures occur within a human system. Failure Mode Analysis examines the interactions, conditions, and structures that contribute to system breakdown rather than attributing failure solely to individual actions.

Purpose

Supports the evaluation of system integrity by identifying vulnerabilities, contributing factors, and opportunities for improvement.

Related Terms

Failure Mode • Procedural Coherence™ • Reconstruction • System

Findings

Definition

The evidence-based observations, results, or conclusions generated through research or investigation.

Purpose

Communicates the outcomes of inquiry in a clear, transparent, and reproducible manner.

Related Terms

Analysis • Evidence • Research • Working Paper

Framework

Definition

A structured set of concepts, principles, or processes that provides a foundation for understanding, investigating, or addressing a particular subject or problem.

Purpose

Supports consistency by organising research and investigation around a coherent structure.

Related Terms

Methodology • Research Programme • Scientific Reasoning

Forensic STEM™

Definition

The flagship methodology of g² Insight Lab for investigating and reconstructing complex human systems. Forensic STEM™ integrates structured observation, evidence assembly, system mapping, pattern reconstruction, coherence testing, failure mode analysis, and evidence-based recommendations to investigate how human systems function and why particular outcomes occur.

Purpose

Provides a transparent and systematic methodology for reconstructing complex human systems and evaluating the coherence between evidence, reasoning, decisions, and consequences.

Related Terms

Behavioural Audit Chain™ • Failure Mode Analysis • Pattern Literacy™ • Procedural Coherence™ • Reconstruction • System Mapping

Falsifiability

Definition

The principle that a claim, hypothesis, or explanation should be capable of being tested in a way that could show it to be false if it is incorrect.

Purpose

Supports rigorous inquiry by ensuring that explanations remain open to testing, refinement, and revision rather than being immune to evidence.

Related Terms

Evidence • Hypothesis • Scientific Reasoning • Uncertainty

Feedback

Definition

Information or effects generated within a system that influence subsequent behaviour, decisions, or outcomes. Feedback may reinforce existing patterns or contribute to change within the system.

Purpose

Recognises that human systems continually adapt through the consequences of previous actions and interactions.

Related Terms

Behaviour • Dynamic System • Emergence • Interaction • System

Foundations of Inquiry

Definition
The introductory programme within g² Academy that develops the fundamental habits, concepts, and skills required for thoughtful observation, questioning, evidence evaluation, and inquiry.

Purpose
Provides learners with the conceptual foundation required before progressing to more advanced investigative reasoning.

Related Terms
Inquiry • Observation • Evidence • Investigative Reasoning

G

Generalisation

Definition

A conclusion or principle inferred from specific observations, evidence, or findings that is intended to apply more broadly. Generalisations should remain proportionate to the quality, quantity, and representativeness of the supporting evidence.

Purpose

Supports the development of broader understanding while encouraging appropriate caution when extending conclusions beyond the available evidence.

Related Terms

Evidence • Hypothesis • Reasoning • Uncertainty

Governance

Definition

The structures, principles, policies, responsibilities, and processes through which an organisation, institution, or system is directed, managed, and held accountable.

Purpose

Provides the framework that supports transparency, consistency, accountability, and integrity within research and organisational practice.

Related Terms

Accountability • Authority • Research Handbook • Research Protocol • Research Standards

Goal

Definition

A defined outcome or objective that guides the direction of a project, investigation, research programme, or organisation.

Purpose

Provides focus by establishing the intended purpose or desired outcome of an activity.

Related Terms

Decision • Evaluation • Research Programme • Strategy

Guidance

Definition

Recommendations, advice, or explanatory information intended to support consistent understanding or application of principles, methods, or procedures.

Purpose

Promotes consistency while recognising that guidance informs judgement rather than replacing it.

Related Terms

Governance • Methodology • Research Handbook • Research Standards

Good Practice

Definition

Methods, behaviours, or procedures that are widely recognised as effective, responsible, and appropriate for achieving high standards within a particular field or discipline.

Purpose

Supports quality, consistency, and continual improvement in research and professional practice.

Related Terms

Ethics • Governance • Research Standards • Scientific Reasoning

g² Insight Lab

Definition

An independent research institute dedicated to advancing knowledge through the study of philosophy of inquiry, investigative reasoning, and complex human systems. The Institute develops, tests, teaches, and applies original methodologies, research instruments, and educational resources to support rigorous investigation and evidence-based understanding.

Purpose

Provides the organisational home for the Institute's research programmes, publications, educational activities, and the ongoing development of Forensic STEM™.

Related Terms

Education • Forensic STEM™ • Institute • Research Programme

Ground Truth

Definition

Information, observations, or measurements that are treated as the most reliable available reference against which interpretations, models, or conclusions may be compared or evaluated.

Purpose

Supports the validation of explanations by providing a dependable point of comparison wherever possible.

Related Terms

Evidence • Observation • Validation • Verification

g² Academy

Definition
The educational division of g² Insight Lab responsible for translating research into structured learning through courses, programmes, professional development, educational resources, and public learning experiences.

Purpose
Provides pathways that enable learners to develop knowledge, investigative reasoning, and inquiry skills throughout life.

Related Terms
g² Insight Lab • g² Kids • Education • Programme • Curriculum

g² Kids

Definition
The children's educational imprint of g² Insight Lab, dedicated to inspiring curiosity through stories, activities, characters, educational resources, and playful inquiry experiences.

Purpose
Encourages children to develop habits of curiosity, observation, creativity, kindness, and exploration that support lifelong learning.

Related Terms
Curiosity • Young Investigators • Storybooks • Activities • Inquiry

H

Human Behaviour

Definition

The observable actions, decisions, communications, interactions, and omissions of individuals or groups within particular contexts and environments. Human behaviour is influenced by biological, psychological, social, cultural, organisational, and environmental factors.

Purpose

Provides the observable foundation from which patterns, relationships, and system dynamics may be investigated.

Related Terms

Behaviour • Complex Human System • Observation • Pattern

Human System

Definition

A system composed of people, relationships, roles, rules, institutions, resources, and interactions that collectively influence behaviour and produce outcomes. Human systems may exist at any scale, from families and organisations to governments and societies.

Purpose

Provides the fundamental unit of investigation within g² Insight Lab's research into complex human systems.

Related Terms

Behaviour • Complex Human System • Interaction • Structure • System

Hypothesis

Definition

A proposed explanation or prediction that is capable of being examined, tested, supported, challenged, or refined through observation, evidence, and reasoning.

Purpose

Provides a structured starting point for investigation while remaining open to revision as evidence develops.

Related Terms

Claim • Evidence • Falsifiability • Reasoning

Holistic Analysis

Definition

An approach to investigation that considers the interactions and relationships between multiple components of a system rather than examining individual elements in isolation.

Purpose

Supports a more complete understanding of complex human systems by recognising that system behaviour emerges from interconnected structures and processes.

Related Terms

Complex Human System • Context • Emergence • System

Hierarchy

Definition

A structured arrangement of roles, responsibilities, authority, or relationships within a system, organisation, or institution.

Purpose

Supports the understanding of how authority, decision-making, communication, and accountability are distributed within human systems.

Related Terms

Authority • Governance • Human System • Role

Human Factors

Definition

The study of how human capabilities, limitations, behaviours, and interactions influence performance, decision-making, safety, and outcomes within systems.

Purpose

Recognises that understanding people is essential to understanding how systems function, adapt, and sometimes fail.

Related Terms

Behaviour • Decision-Making • Environment • System

Heuristic

Definition

A practical reasoning strategy or mental shortcut used to make judgements or decisions efficiently when complete information or certainty is unavailable. While heuristics can support effective decision-making, they may also contribute to systematic bias or error.

Purpose

Supports the study of investigative reasoning by recognising how people reason under conditions of uncertainty.

Related Terms

Bias • Decision-Making • Judgement • Reasoning • Uncertainty

Human-Centred Research

Definition

An approach to research that places people, their experiences, behaviours, interactions, and environments at the centre of investigation, recognising that human systems are shaped by both individual and collective influences.

Purpose

Ensures that research into complex systems remains grounded in the realities of human experience while maintaining rigorous standards of evidence and reasoning.

Related Terms

Complex Human System • Human Behaviour • Inquiry • Research Programme

I

Inference

Definition

The process of drawing a logical conclusion from available observations, evidence, or established knowledge. Inferences extend beyond what is directly observed and should remain proportionate to the strength and quality of the supporting evidence.

Purpose

Supports investigation by enabling researchers to develop evidence-based explanations while recognising the distinction between observation and interpretation.

Related Terms

Analysis • Evidence • Hypothesis • Reasoning • Uncertainty

Information

Definition

Data, observations, or communications that have been organised or interpreted in a way that provides meaning or supports understanding.

Purpose

Acts as the bridge between raw data and evidence-based knowledge.

Related Terms

Data • Evidence • Interpretation • Knowledge

Inquiry

Definition

The systematic process of asking questions, gathering evidence, evaluating information, and developing reasoned explanations in pursuit of understanding or knowledge.

Purpose

Provides the intellectual foundation for research, investigation, and scientific reasoning.

Related Terms

Evidence • Philosophy of Inquiry • Reasoning • Research

Institute

Definition

An organisation established to advance knowledge through research, education, scholarship, and the dissemination of evidence-based understanding within one or more fields of study.

Purpose

Provides the organisational structure through which research programmes, publications, educational activities, and scholarly collaboration are developed and maintained.

Related Terms

Education • Governance • g² Insight Lab • Research Programme

Integrity

Definition

The quality of being honest, transparent, consistent, and accountable in the conduct of research, investigation, and decision-making.

Purpose

Supports trust in research by ensuring that methods, evidence, and conclusions are presented accurately and without deliberate distortion.

Related Terms

Ethics • Governance • Research Standards • Transparency

Interaction

Definition

The reciprocal influence, communication, or exchange that occurs between individuals, groups, organisations, institutions, or other components within a system.

Purpose

Recognises that system behaviour emerges through relationships and exchanges rather than isolated actions.

Related Terms

Behaviour • Complex Human System • Human System • System

Interpretation

Definition

The process of assigning meaning to observations, evidence, or information through reasoned analysis and contextual understanding.

Purpose

Transforms evidence into understanding while recognising that multiple interpretations may be possible depending on the available evidence.

Related Terms

Analysis • Evidence • Inference • Observation

Investigative Reasoning

Definition

The process by which individuals gather, evaluate, integrate, and interpret evidence to reconstruct events, explain system behaviour, or resolve questions under conditions of uncertainty. Within g² Insight Lab, Investigative Reasoning is studied as a field of inquiry concerned with how humans investigate complex systems across domains.

Purpose

Provides one of the Institute's three principal areas of research, examining the cognitive processes and methods through which investigations are conducted.

Related Terms

Forensic STEM™ • Inquiry • Pattern Literacy™ • Philosophy of Inquiry • Reconstruction

Investigation

Definition

A structured process of examining evidence, observations, and information to answer questions, reconstruct events, evaluate explanations, or improve understanding.

Purpose

Provides the practical application of inquiry through systematic examination of evidence.

Related Terms

Evidence • Inquiry • Investigative Reasoning • Reconstruction

Inquiry Ladder

Definition
A structured learning model that illustrates progressive development in inquiry, from foundational curiosity through increasingly sophisticated investigation, reasoning, professional practice, and research.

Purpose
Provides learners with a clear pathway for educational progression across g² Academy.

Related Terms
Foundations of Inquiry • Investigative Reasoning • Forensic STEM™ • Research Fellowship

Inquiry Portfolio

Definition
A personal collection of completed learning activities, observations, reflections, investigations, and exercises produced throughout participation in g² Academy programmes.

Purpose
Provides learners with a documented record of their intellectual development and inquiry practice over time.

Related Terms
Reflection • Learning • Programme • Assessment

J

Judgement

Definition

The process of reaching a reasoned conclusion or decision through the evaluation of evidence, reasoning, experience, and contextual understanding. Judgement should remain proportionate to the quality and limitations of the available evidence.

Purpose

Supports responsible decision-making by integrating evidence with critical reasoning while recognising uncertainty.

Related Terms

Decision • Evidence • Inference • Reasoning • Uncertainty

Journal

Definition

A scholarly publication that disseminates original research, theoretical developments, reviews, and evidence-based discussion within a recognised field of study.

Purpose

Supports the communication, evaluation, and advancement of knowledge through academic publication.

Related Terms

Peer Review • Publication • Research • Working Paper • White Paper

Journal Article

Definition

A structured scholarly paper published within an academic journal that presents original research, theoretical analysis, methodological developments, or critical review.

Purpose

Communicates research findings in a form suitable for scholarly evaluation, discussion, and citation.

Related Terms

Journal • Peer Review • Publication • Research Findings

Justification

Definition

The reasoned explanation demonstrating why a conclusion, decision, method, or action is supported by evidence, reasoning, or established principles.

Purpose

Promotes transparency by ensuring that conclusions and decisions can be understood, evaluated, and challenged where appropriate.

Related Terms

Evidence • Reasoning • Procedural Coherence™ • Transparency

Justice

Definition

The principle of fairness in the application of rules, procedures, decisions, and consequences. Within research concerning human systems, justice involves evaluating whether processes and outcomes are supported by appropriate evidence, consistent reasoning, and proportionate decision-making.

Purpose

Provides an important evaluative concept when examining the integrity and fairness of human systems.

Related Terms

Authority • Consequence • Governance • Procedural Coherence™

Joint Inquiry

Definition

A collaborative process in which two or more individuals, disciplines, organisations, or institutions investigate a shared question through the systematic exchange of evidence, reasoning, and expertise.

Purpose

Recognises that many complex problems are best understood through interdisciplinary and collaborative investigation.

Related Terms

Collaboration • Inquiry • Investigative Reasoning • Research Programme

K

Knowledge

Definition

Understanding that is developed through the systematic integration of evidence, reasoning, experience, and critical inquiry. Knowledge is always provisional, remaining open to refinement or revision as new evidence and better explanations emerge.

Purpose

Provides the foundation upon which research, investigation, and informed decision-making are built.

Related Terms

Evidence • Inquiry • Reasoning • Uncertainty

Knowledge Gap

Definition

An area in which existing evidence, understanding, or explanation is incomplete, insufficient, or absent, indicating the need for further investigation or research.

Purpose

Helps identify priorities for inquiry and supports the development of meaningful research questions.

Related Terms

Evidence • Inquiry • Research Programme • Uncertainty

Knowledge Transfer

Definition

The process through which knowledge, methods, findings, or innovations are communicated and applied across individuals, organisations, disciplines, or sectors.

Purpose

Supports the dissemination and practical application of research beyond its original context.

Related Terms

Education • Institute • Publication • Research

Key Finding

Definition

A principal observation or conclusion arising from research or investigation that is strongly supported by the available evidence and is considered significant to the overall understanding of the subject under study.

Purpose

Highlights the most important outcomes of research in a clear and accessible manner.

Related Terms

Evidence • Findings • Publication • Research

Knowledge Base

Definition

The collective body of established knowledge, evidence, concepts, methods, and publications that supports understanding within a particular field of study or discipline.

Purpose

Provides the intellectual foundation upon which new research and inquiry are developed.

Related Terms

Institute • Knowledge • Publication • Research Programme

Knowledge Generation

Definition

The process of producing new understanding through systematic observation, investigation, analysis, and critical reasoning.

Purpose

Recognises the primary objective of research as the creation of reliable, evidence-informed knowledge.

Related Terms

Discovery • Inquiry • Research • Scientific Reasoning

L

Learning

Definition

The process through which knowledge, understanding, skills, or capabilities are developed or refined through study, experience, observation, research, or reflection.

Purpose

Supports the continual development of individuals, organisations, and disciplines by enabling the acquisition and application of new knowledge.

Related Terms

Education • Knowledge • Research • Scientific Reasoning

Lexicon

Definition

A structured collection of defined terms used within a particular discipline, organisation, or field of study. The g² Insight Lab Research Lexicon provides the authoritative definitions of concepts, methodologies, research instruments, and institutional terminology used throughout the Institute's publications and educational materials.

Purpose

Promotes clarity, consistency, and shared understanding across the Institute's research, publications, and educational activities.

Related Terms

Forensic STEM™ • Institute • Methodology • Research

Literature

Definition

The collective body of published books, articles, reports, papers, and other scholarly works relating to a particular subject or field of study.

Purpose

Provides the existing body of knowledge upon which research questions, methodologies, and new investigations are developed.

Related Terms

Journal • Knowledge • Publication • Research

Literature Review

Definition

A systematic examination and critical evaluation of existing literature undertaken to identify current knowledge, research gaps, competing explanations, and opportunities for further investigation.

Purpose

Provides the intellectual context for research by establishing what is already known and where additional inquiry is needed.

Related Terms

Knowledge Gap • Research • Scientific Reasoning • Working Paper

Logical Reasoning

Definition

The process of drawing conclusions through structured and consistent thinking in which claims follow from evidence and established principles.

Purpose

Supports rigorous inquiry by promoting conclusions that are coherent, transparent, and proportionate to the available evidence.

Related Terms

Coherence • Evidence • Inference • Reasoning

Longitudinal Research

Definition

A research design in which observations or data are collected repeatedly over an extended period to examine change, development, or stability over time.

Purpose

Supports the investigation of dynamic processes and long-term patterns within individuals, organisations, or complex human systems.

Related Terms

Dynamic System • Pattern • Research Design • System

Limitation

Definition

A recognised constraint, uncertainty, or weakness affecting the scope, methodology, evidence, or conclusions of a research project or investigation.

Purpose

Promotes transparency by clearly identifying factors that may influence the interpretation or generalisability of findings.

Related Terms

Evidence • Generalisation • Transparency • Uncertainty

M

Method

Definition

A systematic procedure or set of steps used to collect, analyse, interpret, or evaluate information in pursuit of a defined objective.

Purpose

Provides a structured approach to carrying out research or investigation in a consistent and transparent manner.

Related Terms

Methodology • Procedure • Protocol • Research

Methodology

Definition

The overarching system of principles, concepts, and methods that explains how research or investigation should be conducted. A methodology provides the theoretical and procedural foundation that guides the selection and application of specific methods.

Purpose

Establishes a coherent framework for conducting rigorous, transparent, and reproducible inquiry.

Related Terms

Forensic STEM™ • Method • Philosophy of Inquiry • Research

Measurement

Definition

The process of determining the quantity, magnitude, frequency, duration, or characteristics of a phenomenon using defined criteria or recognised standards.

Purpose

Supports objective observation by enabling phenomena to be described and compared in a consistent manner.

Related Terms

Data • Evidence • Observation

Model

Definition

A simplified representation of a phenomenon, process, or system that is developed to explain, investigate, predict, or improve understanding of reality.

Purpose

Supports reasoning by providing a structured way to examine complex relationships and test explanations.

Related Terms

Framework • Hypothesis • System • Theory

Monitoring

Definition

The systematic observation and recording of activities, behaviours, processes, or outcomes over time in order to identify change, maintain awareness, or support evaluation.

Purpose

Provides ongoing evidence that informs analysis, decision-making, and system understanding.

Related Terms

Observation • Pattern • Research • Validation

Meta-Analysis

Definition

A statistical research method that combines the findings of multiple independent studies to produce an overall estimate of evidence relating to a particular research question.

Purpose

Strengthens understanding by synthesising evidence across studies while increasing the precision of conclusions.

Related Terms

Evidence • Literature Review • Research • Scientific Reasoning

Multidisciplinary Research

Definition

Research that draws upon knowledge, methods, or perspectives from two or more academic disciplines to investigate a shared question or problem.

Purpose

Supports a broader understanding of complex questions by incorporating expertise from multiple fields.

Related Terms

Collaboration • Discipline • Inquiry • Research Programme

Mechanism

Definition

The process, interaction, or sequence of events through which a particular outcome, behaviour, or effect is produced within a system.

Purpose

Supports explanation by identifying how observed outcomes occur rather than simply describing what happened.

Related Terms

Behaviour • Causation • Emergence • Explanation • System

Mission

Definition

A clear statement describing the enduring purpose, values, and primary objectives of an organisation or institution.

Purpose

Provides strategic direction by defining why an organisation exists and what it seeks to achieve.

Related Terms

Institute • Research Programme • Vision

N

Narrative

Definition

A structured account that describes events, experiences, or observations in a meaningful sequence. Within research and investigation, narratives provide valuable information but should be evaluated alongside other forms of evidence.

Purpose

Recognises narratives as important sources of information while distinguishing them from independently verified evidence.

Related Terms

Behaviour • Evidence • Interpretation • Observation • Reconstruction

Naturalistic Observation

Definition

A research method in which behaviours or events are observed within their normal environment without deliberate intervention by the researcher.

Purpose

Supports the collection of evidence that reflects real-world conditions and interactions.

Related Terms

Behaviour • Evidence • Observation • Research Method

Network

Definition

A collection of interconnected individuals, groups, organisations, or components whose relationships influence the behaviour and functioning of a system.

Purpose

Supports the understanding of how interactions and relationships shape outcomes within complex human systems.

Related Terms

Complex Human System • Interaction • Relationship • System

Norm

Definition

An accepted standard, expectation, or pattern of behaviour that develops within a group, organisation, institution, or society.

Purpose

Recognises that behaviour is often shaped not only by formal rules but also by shared expectations and social practices.

Related Terms

Behaviour • Culture • Governance • Human System

Null Hypothesis

Definition

A hypothesis stating that no meaningful relationship, difference, or effect exists between the variables or phenomena being investigated until sufficient evidence suggests otherwise.

Purpose

Provides a neutral starting point for empirical investigation and statistical testing.

Related Terms

Evidence • Falsifiability • Hypothesis • Scientific Reasoning

Novelty

Definition

The quality of contributing new knowledge, methods, concepts, evidence, or perspectives that meaningfully advance understanding within a field of study.

Purpose

Recognises originality as an important characteristic of high-quality research while emphasising that novelty should be supported by rigorous evidence and reasoning.

Related Terms

Discovery • Knowledge Generation • Research • Validation

Needs Assessment

Definition

A systematic process used to identify, analyse, and prioritise the needs, challenges, or opportunities within a population, organisation, or system.

Purpose

Supports informed planning by ensuring that decisions and interventions are grounded in evidence rather than assumption.

Related Terms

Analysis • Evidence • Evaluation • Research

Non-Linear System

Definition

A system in which changes in one component do not necessarily produce proportionate or predictable changes elsewhere. Small influences may produce large effects, while significant interventions may have little immediate impact.

Purpose

Recognises that complex human systems often behave in ways that cannot be understood through simple cause-and-effect relationships.

Related Terms

Complex Human System • Dynamic System • Emergence • System

O

Objectivity

Definition

The principle of conducting observation, analysis, and evaluation in a manner that seeks to minimise personal bias, unsupported assumptions, and undue influence by grounding conclusions in evidence and transparent reasoning.

Purpose

Supports trustworthy research by encouraging impartial evaluation while recognising that complete objectivity is an aspiration rather than an absolute state.

Related Terms

Bias • Evidence • Integrity • Reasoning • Transparency

Observation

Definition

The systematic process of identifying, recording, and describing phenomena, behaviours, events, interactions, or conditions without immediately drawing conclusions about their meaning or cause.

Purpose

Provides the foundation of inquiry by distinguishing what is observed from how it is later interpreted.

Related Terms

Behaviour • Evidence • Interpretation • Pattern • Reconstruction

Observation Bias

Definition

A form of bias that occurs when observations are influenced by prior expectations, assumptions, beliefs, or the methods through which information is collected or interpreted.

Purpose

Encourages researchers to recognise potential influences on observation and to adopt procedures that improve reliability and transparency.

Related Terms

Bias • Objectivity • Observation • Uncertainty

Outcome

Definition

The result, effect, or consequence arising from a process, decision, interaction, intervention, or system.

Purpose

Supports the evaluation of whether actions and decisions produce their intended effects and how those effects influence the wider system.

Related Terms

Consequence • Decision • Evaluation • System

Organisation

Definition

A structured group of individuals working together within defined roles, responsibilities, and governance arrangements to achieve shared objectives.

Purpose

Recognises organisations as important forms of human systems that may be investigated, evaluated, and understood through structured inquiry.

Related Terms

Governance • Human System • Institution • Role

Operational Definition

Definition

A precise statement describing how a concept, variable, or phenomenon will be identified, measured, or applied within a specific research project or investigation.

Purpose

Promotes consistency and reproducibility by ensuring that key concepts are used in a clearly defined and measurable way.

Related Terms

Measurement • Methodology • Research Design • Variable

Ontology

Definition

In philosophy and research, ontology concerns the nature of reality and what kinds of entities, relationships, or phenomena are understood to exist. Ontological assumptions influence how research questions are framed and how evidence is interpreted.

Purpose

Provides one of the philosophical foundations of research by making explicit the assumptions about the nature of the phenomena being investigated.

Related Terms

Epistemology • Methodology • Philosophy of Inquiry • Scientific Reasoning

Openness

Definition

A commitment to transparency in research through the clear reporting of methods, evidence, reasoning, limitations, and findings, enabling others to understand, evaluate, and build upon the work.

Purpose

Supports scientific integrity by encouraging accountability and facilitating scholarly scrutiny.

Related Terms

Documentation • Integrity • Transparency • Validation

Observation Box

Definition
A structured reflective exercise used throughout g² Academy programmes that encourages learners to record what they directly notice before interpreting or explaining it.

Purpose
Develops careful observation by separating description from interpretation.

Related Terms
Observation • Description • Evidence • Pattern Literacy™

P

Pattern

Definition

A recurring, meaningful, or identifiable arrangement of observations, behaviours, interactions, relationships, or events that provides insight into the structure or functioning of a system.

Purpose

Supports understanding by revealing regularities that may indicate underlying structures, mechanisms, or processes requiring further investigation.

Related Terms

Behaviour • Observation • Pattern Literacy™ • Reconstruction • Structure

Pattern Literacy™

Definition

A Research Instrument™ developed by g² Insight Lab for the systematic identification, interpretation, and evaluation of meaningful patterns within complex human systems. Pattern Literacy™ provides a structured approach to recognising recurring structures and relationships that support investigation and reconstruction.

Purpose

Supports the detection and interpretation of patterns that contribute to the reconstruction and understanding of complex human systems.

Related Terms

Behaviour • Behavioural Audit Chain™ • Forensic STEM™ • Pattern • Reconstruction

Peer Review

Definition

The independent evaluation of research, methods, or publications by individuals with relevant expertise before or after publication to assess quality, accuracy, originality, and scholarly contribution.

Purpose

Supports research quality through independent scrutiny and constructive evaluation.

Related Terms

Journal • Publication • Research • Validation

Philosophy of Inquiry

Definition

The study of how knowledge should be sought, evidence evaluated, uncertainty managed, and conclusions justified. It examines the principles that underpin rigorous investigation and responsible reasoning.

Purpose

Represents one of the three principal research areas of g² Insight Lab, providing the philosophical foundation for research into evidence, knowledge, and uncertainty.

Related Terms

Epistemology • Inquiry • Investigative Reasoning • Scientific Reasoning

Procedural Coherence™

Definition

A Research Instrument™ developed by g² Insight Lab for evaluating whether decisions, actions, and outcomes remain coherent with the evidence, reasoning, authority, and objectives that informed them. Procedural Coherence™ examines the consistency between process and justification rather than the motives or intentions of those involved.

Purpose

Supports transparent evaluation by assessing whether procedures remain proportionate, internally consistent, and evidence-informed.

Related Terms

Authority • Consequence • Evidence • Forensic STEM™ • Reasoning

Procedure

Definition

A defined sequence of actions or steps undertaken to complete a task, conduct research, or perform an investigation consistently and systematically.

Purpose

Supports consistency, reproducibility, and transparency in research and investigative practice.

Related Terms

Method • Methodology • Protocol • Research

Protocol

Definition

A formally documented procedure that specifies how particular activities, methods, or processes should be conducted to ensure consistency, reliability, and quality.

Purpose

Provides standardised guidance for carrying out research or investigative activities.

Related Terms

Documentation • Procedure • Research Protocol • Standards

Publication

Definition

The formal dissemination of research, findings, methods, or scholarly work through books, journals, reports, working papers, white papers, or other recognised formats.

Purpose

Supports the communication, preservation, and advancement of knowledge within the wider research community.

Related Terms

Journal • Research • White Paper • Working Paper

Principle

Definition

A fundamental proposition or guiding rule that informs reasoning, decision-making, methodology, or professional practice.

Purpose

Provides a stable foundation for consistent inquiry and the application of research methods.

Related Terms

Methodology • Philosophy of Inquiry • Scientific Reasoning

Probability

Definition

A measure of the likelihood that a particular event, outcome, or proposition will occur or be true, based on available evidence, models, or statistical reasoning.

Purpose

Supports evidence-informed reasoning by recognising degrees of likelihood rather than reducing conclusions to absolute certainty.

Related Terms

Certainty • Evidence • Uncertainty

Pattern Box

Definition
A reflective learning exercise that encourages learners to identify recurring relationships, similarities, differences, or structures emerging from multiple observations.

Purpose
Develops the habit of recognising meaningful patterns before forming explanations.

Related Terms
Pattern Literacy™ • Observation • Explanation • Behaviour

Q

Qualitative Research

Definition

A research approach that seeks to understand experiences, behaviours, meanings, relationships, and processes through the analysis of non-numerical evidence such as interviews, observations, documents, and narratives.

Purpose

Supports in-depth understanding of complex human systems by exploring context, interpretation, and lived experience.

Related Terms

Evidence • Human Behaviour • Observation • Research

Quantitative Research

Definition

A research approach that investigates phenomena through the collection and analysis of numerical data, enabling measurement, comparison, statistical analysis, and the examination of relationships between variables.

Purpose

Supports objective measurement and the testing of hypotheses through numerical evidence.

Related Terms

Data • Evidence • Measurement • Scientific Reasoning

Question

Definition

A clearly articulated enquiry that seeks to generate understanding, resolve uncertainty, or investigate a phenomenon through systematic observation, evidence, and reasoning.

Purpose

Provides the starting point for inquiry by defining the focus and direction of research or investigation.

Related Terms

Hypothesis • Inquiry • Research Question • Uncertainty

Quality Assurance

Definition

The systematic processes used to ensure that research, publications, methodologies, and institutional activities consistently meet established standards of quality, accuracy, and integrity.

Purpose

Supports confidence in the Institute's outputs by promoting consistency, reliability, and continual improvement.

Related Terms

Governance • Research Standards • Validation • Version Control

Quality

Definition

The degree to which research, evidence, methods, or publications meet recognised standards of accuracy, rigour, transparency, reliability, and scholarly integrity.

Purpose

Provides a basis for evaluating the credibility and trustworthiness of research outputs.

Related Terms

Integrity • Research Standards • Validation

Query

Definition

A specific question or request for information submitted for investigation, analysis, or clarification.

Purpose

Provides a focused point of enquiry within research, investigation, or information retrieval.

Related Terms

Inquiry • Question • Research Question

R

Reasoning

Definition

The process of drawing conclusions, making judgements, or developing explanations through the logical evaluation of evidence, observations, and established knowledge.

Purpose

Provides the intellectual process through which evidence is transformed into understanding while remaining transparent, coherent, and open to revision.

Related Terms

Evidence • Inference • Judgement • Scientific Reasoning • Uncertainty

Reconstruction

Definition

The systematic process of assembling and integrating observations, evidence, relationships, behaviours, and contextual information to develop the most coherent explanation of how events, decisions, or system behaviours occurred.

Purpose

Provides a structured means of understanding complex human systems by explaining how outcomes emerged from interacting components rather than isolated events.

Related Terms

Behavioural Audit Chain™ • Evidence • Forensic STEM™ • Pattern Literacy™ • System Reconstruction

Recommendation

Definition

An evidence-informed proposal for future action, improvement, or decision-making derived from the findings of research or investigation.

Purpose

Ensures that conclusions are translated into practical, transparent, and proportionate actions where appropriate.

Related Terms

Evaluation • Findings • Procedural Coherence™ • Reconstruction

Relationship

Definition

A connection, association, or interaction between individuals, groups, organisations, variables, or components within a system.

Purpose

Supports the understanding of how interactions contribute to system behaviour and the emergence of observable outcomes.

Related Terms

Behaviour • Interaction • Network • Structure • System

Reliability

Definition

The degree to which a method, observation, measurement, or research process produces consistent and dependable results when applied under comparable conditions.

Purpose

Supports confidence in research by promoting consistency and reducing unnecessary variation.

Related Terms

Methodology • Observation • Research Standards • Validation

Replication

Definition

The process of repeating a study, method, or investigation to determine whether similar findings can be obtained under comparable conditions.

Purpose

Strengthens confidence in research by testing the consistency and reproducibility of findings.

Related Terms

Reliability • Scientific Reasoning • Validation

Research

Definition

The systematic pursuit of knowledge through structured inquiry, observation, evidence, analysis, and reasoning to answer questions, test ideas, or develop understanding.

Purpose

Advances knowledge by producing transparent, evidence-informed explanations that contribute to scholarly understanding.

Related Terms

Evidence • Inquiry • Knowledge • Scientific Reasoning

Research Design

Definition

The overall plan that specifies how a research project will answer its research question, including the selection of methods, data sources, analytical approaches, and procedures.

Purpose

Provides a coherent structure for conducting research that is transparent, rigorous, and capable of addressing the stated objectives.

Related Terms

Method • Methodology • Research Question • Scientific Reasoning

Research Ethics

Definition

The principles and standards that govern the responsible planning, conduct, reporting, and application of research, ensuring respect for participants, integrity of evidence, and public trust.

Purpose

Protects the integrity of research and promotes responsible scholarly practice.

Related Terms

Ethics • Governance • Integrity • Research Standards

Research Instrument

Definition

A structured tool, framework, or analytical construct used to collect, organise, interpret, or evaluate information during research or investigation. Within g² Insight Lab, Research Instruments™ include original analytical constructs developed to support the application of Forensic STEM™.

Purpose

Provides practical means of implementing research methodology in a systematic and transparent manner.

Related Terms

Behavioural Audit Chain™ • Forensic STEM™ • Methodology • Pattern Literacy™

Research Programme

Definition

A coordinated body of research comprising interconnected questions, projects, publications, and activities that collectively advance understanding within a defined area of inquiry.

Purpose

Provides long-term direction for sustained investigation, knowledge generation, and scholarly development.

Related Terms

Institute • Publication • Research • Working Paper

Research Protocol

Definition

A formally documented procedure describing how a specific research activity or investigation should be conducted to ensure consistency, transparency, and reproducibility.

Purpose

Supports reliable research practice by standardising procedures and expectations.

Related Terms

Documentation • Procedure • Research Standards

Research Question

Definition

A clearly defined, answerable question that establishes the purpose, scope, and direction of a research project or investigation. A research question guides the selection of methods, evidence, and analytical approaches.

Purpose

Provides the central focus around which research is designed and conducted.

Related Terms

Hypothesis • Inquiry • Question • Research Design

Research Standards

Definition

The documented principles, expectations, and quality requirements that govern how research should be conducted, documented, reviewed, and communicated.

Purpose

Promotes consistency, integrity, and scholarly excellence across research activities.

Related Terms

Governance • Integrity • Research Handbook • Research Protocol

Responsibility

Definition

The obligation of an individual, organisation, or institution to account for decisions, actions, and their consequences within an ethical, professional, or legal framework.

Purpose

Supports accountability by linking authority with the duty to act responsibly and transparently.

Related Terms

Accountability • Authority • Consequence • Governance

Research Fellowship

Definition
The highest educational pathway within g² Academy, providing opportunities for advanced learners to contribute to original research, scholarly collaboration, and the continuing development of g² Insight Lab.

Purpose
Supports the transition from structured learning to independent research and knowledge creation.

Related Terms
Research • g² Insight Lab • Scholarship • Original Research

S

Scientific Reasoning

Definition

The process of developing, evaluating, and refining explanations through systematic observation, evidence, logical reasoning, and critical evaluation. Scientific reasoning requires conclusions to remain proportionate to the available evidence and open to revision as new evidence emerges.

Purpose

Provides the intellectual framework for rigorous inquiry and the advancement of reliable knowledge.

Related Terms

Evidence • Hypothesis • Philosophy of Inquiry • Reasoning • Uncertainty

Scientific Method

Definition

A systematic approach to investigation involving observation, question formulation, hypothesis development, evidence collection, analysis, and evaluation to improve understanding through empirical inquiry.

Purpose

Supports transparent and reproducible investigation by providing a structured process for generating and evaluating knowledge.

Related Terms

Evidence • Methodology • Observation • Scientific Reasoning

Scope

Definition

The defined boundaries of a research project, investigation, methodology, or publication, specifying what is included, excluded, and intended to be addressed.

Purpose

Provides clarity by establishing the limits and focus of inquiry.

Related Terms

Research Design • Research Question • Methodology

Seven Worlds™

Definition

A Research Instrument™ developed by g² Insight Lab that provides a structured framework for examining multiple dimensions of influence within complex human systems. Seven Worlds™ supports investigation by encouraging researchers to consider how different domains interact to shape behaviour, relationships, and system outcomes.

Purpose

Supports comprehensive system reconstruction by ensuring that investigations consider multiple interacting influences rather than relying on single-factor explanations.

Related Terms

Behavioural Currency™ • Forensic STEM™ • Human System • Reconstruction

Standard

Definition

An agreed principle, requirement, or level of quality against which research, methods, procedures, or outcomes may be evaluated.

Purpose

Supports consistency, quality, and accountability across research activities.

Related Terms

Governance • Quality Assurance • Research Standards

Strategy

Definition

A coordinated plan designed to achieve defined objectives through the effective organisation of resources, decisions, and actions.

Purpose

Provides long-term direction while supporting coherent decision-making.

Related Terms

Decision • Goal • Research Programme

Structure

Definition

The organised arrangement of components, relationships, rules, and interactions that determines how a system functions and behaves.

Purpose

Supports the understanding that observable behaviour often reflects underlying organisational or systemic arrangements rather than isolated events.

Related Terms

Behaviour • Pattern • Reconstruction • System

Subjectivity

Definition

The influence of personal experiences, beliefs, values, perspectives, or interpretations on how information is understood or evaluated. Subjectivity is an inherent aspect of human reasoning and should be recognised and managed through transparent research practices.

Purpose

Encourages researchers to acknowledge the role of personal perspective while striving for evidence-informed reasoning.

Related Terms

Bias • Objectivity • Reasoning • Transparency

System

Definition

A collection of interconnected components whose interactions produce behaviours, properties, or outcomes that cannot be fully understood by examining individual components in isolation.

Purpose

Provides one of the Institute's most fundamental concepts by recognising that relationships and interactions shape observable outcomes.

Related Terms

Complex Human System • Interaction • Structure • System Behaviour

System Behaviour

Definition

The observable actions, responses, patterns, and outcomes produced by the interactions of components within a system over time.

Purpose

Supports investigation by distinguishing between individual behaviour and the behaviour that emerges from the system as a whole.

Related Terms

Behaviour • Emergence • Pattern • System

System Mapping

Definition

A core stage of the Forensic STEM™ methodology involving the structured identification and representation of the components, relationships, interactions, influences, and boundaries of a human system prior to reconstruction.

Purpose

Supports accurate reconstruction by providing a clear representation of the system under investigation.

Related Terms

Forensic STEM™ • Human System • Reconstruction • Structure

System Reconstruction

Definition

A core stage of the Forensic STEM™ methodology in which observations, evidence, relationships, behaviours, and contextual information are integrated to reconstruct the structure and functioning of a complex human system. The objective is to develop the most coherent evidence-based explanation of how the system produced the observed outcomes.

Purpose

Provides the central analytical process through which complex human systems are understood, evaluated, and explained.

Related Terms

Behavioural Audit Chain™ • Forensic STEM™ • Pattern Literacy™ • Procedural Coherence™ • Reconstruction

Systems Thinking

Definition

An approach to understanding phenomena by examining the relationships, interactions, feedback, and structures that shape the behaviour of systems rather than focusing solely on individual components.

Purpose

Encourages holistic investigation by recognising that many outcomes emerge from the interaction of multiple factors within a system.

Related Terms

Complex Human System • Emergence • Structure • System

T

Theory

Definition

A coherent and well-supported explanation of a phenomenon that integrates evidence, reasoning, and established knowledge to explain how and why particular observations or relationships occur.

Purpose

Provides an explanatory framework that supports understanding, prediction, and further investigation.

Related Terms

Evidence • Explanation • Hypothesis • Model • Scientific Reasoning

Transparency

Definition

The principle of openly documenting methods, evidence, reasoning, decisions, assumptions, limitations, and findings so that research and investigation can be understood, evaluated, and, where appropriate, replicated.

Purpose

Supports trust, accountability, and scholarly integrity by making the research process visible and open to scrutiny.

Related Terms

Documentation • Integrity • Openness • Research Standards

Testability

Definition

The characteristic of a claim, hypothesis, method, or explanation that allows it to be examined through observation, evidence, or systematic investigation.

Purpose

Supports rigorous inquiry by ensuring that ideas remain open to evaluation, refinement, and potential revision.

Related Terms

Evidence • Falsifiability • Hypothesis • Scientific Reasoning

Thematic Analysis

Definition

A qualitative research method used to identify, analyse, and interpret recurring themes or patterns within qualitative data such as interviews, documents, or observations.

Purpose

Supports the systematic analysis of qualitative evidence while maintaining transparency and consistency.

Related Terms

Pattern • Qualitative Research • Research Method

Traceability

Definition

The ability to follow evidence, observations, decisions, methods, and conclusions through each stage of an investigation or research process.

Purpose

Supports transparency and accountability by enabling others to understand how conclusions were reached.

Related Terms

Documentation • Evidence • Reconstruction • Transparency

Triangulation

Definition

A research strategy that strengthens findings by examining a question using multiple sources of evidence, methods, perspectives, or investigators.

Purpose

Improves confidence in research findings by reducing reliance on any single source of evidence or interpretation.

Related Terms

Evidence • Investigation • Qualitative Research • Validation

Trustworthiness

Definition

The overall credibility, dependability, and integrity of research, supported through transparent methods, appropriate evidence, coherent reasoning, and clear reporting.

Purpose

Provides a basis for judging the confidence that may reasonably be placed in research findings and conclusions.

Related Terms

Integrity • Reliability • Transparency • Validation

Typology

Definition

A systematic classification of concepts, behaviours, systems, or phenomena into categories based on shared characteristics or defining features.

Purpose

Supports understanding by organising complex information into meaningful and consistent classifications.

Related Terms

Classification • Framework • Pattern • System

Technology

Definition

The application of scientific knowledge, methods, and tools to develop practical solutions, systems, products, or processes that address human needs or problems.

Purpose

Recognises technology as both a subject of investigation and a component of many complex human systems.

Related Terms

Engineering • Innovation • Scientific Reasoning • System

U

Uncertainty

Definition

The degree to which available evidence, observations, or knowledge are incomplete, ambiguous, conflicting, or insufficient to support a definitive conclusion. Uncertainty is an inherent characteristic of inquiry and should be recognised, communicated, and managed rather than ignored or concealed.

Purpose

Promotes responsible reasoning by encouraging conclusions that remain proportionate to the strength and limitations of the available evidence.

Related Terms

Certainty • Evidence • Knowledge • Reasoning • Scientific Reasoning

Understanding

Definition

A coherent appreciation of how evidence, concepts, relationships, or systems fit together to explain a phenomenon or answer a question.

Purpose

Represents the primary objective of inquiry by transforming information into meaningful knowledge.

Related Terms

Explanation • Knowledge • Learning • Reasoning

Unit of Analysis

Definition

The primary entity being examined within a research project or investigation, such as an individual, group, organisation, institution, event, relationship, or system.

Purpose

Provides clarity by defining precisely what is being investigated.

Related Terms

Research Design • Scope • System

Utility

Definition

The practical usefulness or applicability of research, methods, findings, or knowledge in supporting understanding, decision-making, or problem-solving.

Purpose

Recognises that research may contribute not only to knowledge but also to practical improvement.

Related Terms

Application • Research • Recommendation

Universality

Definition

The extent to which a concept, principle, method, or finding can reasonably be applied across different contexts, populations, or systems while remaining supported by evidence.

Purpose

Encourages careful consideration of whether conclusions extend beyond the specific circumstances in which they were developed.

Related Terms

Generalisation • Knowledge • Scientific Reasoning • Validation

Unintended Consequence

Definition

An outcome that arises from a decision, action, policy, or intervention but was neither anticipated nor intended by those responsible for it.

Purpose

Recognises that complex human systems often produce effects beyond those originally expected, making comprehensive evaluation essential.

Related Terms

Consequence • Decision • Emergence • Human System • System

Unbiased Observation

Definition

Observation conducted with the intention of accurately recording what is present while minimising the influence of personal expectations, assumptions, or preferences.

Purpose

Supports reliable evidence collection by encouraging disciplined observation before interpretation.

Related Terms

Bias • Objectivity • Observation • Transparency

V

Validation

Definition

The process of determining whether a method, instrument, model, explanation, or conclusion is supported by appropriate evidence and performs as intended within its stated purpose and scope.

Purpose

Supports confidence in research by demonstrating that conclusions and methods are evidence-informed, appropriate, and fit for purpose.

Related Terms

Evidence • Reliability • Scientific Reasoning • Verification

Validity

Definition

The extent to which a method, measurement, instrument, or conclusion accurately represents or measures what it is intended to investigate.

Purpose

Ensures that research findings and interpretations are appropriate to the questions being examined.

Related Terms

Measurement • Reliability • Research Design • Validation

Variable

Definition

Any characteristic, condition, behaviour, or factor that may differ, change, or be measured within a research project or investigation.

Purpose

Provides a means of identifying and examining differences, relationships, or influences within research.

Related Terms

Measurement • Observation • Research Design

Verification

Definition

The process of confirming the accuracy, authenticity, consistency, or completeness of information, evidence, methods, or findings through independent examination or comparison.

Purpose

Strengthens confidence in research by ensuring that information and conclusions are supported by reliable evidence.

Related Terms

Documentation • Evidence • Transparency • Validation

Version Control

Definition

The systematic management of revisions to research documents, publications, methodologies, protocols, and other institutional materials through the recording of version numbers, dates, and significant changes.

Purpose

Supports transparency, traceability, and the integrity of the Institute's evolving body of work.

Related Terms

Documentation • Governance • Research Standards • Transparency

Viewpoint

Definition

A particular perspective or position from which evidence, events, or phenomena are observed or interpreted. Different viewpoints may contribute valuable insights while remaining subject to critical evaluation.

Purpose

Recognises that multiple perspectives can enrich understanding without replacing the need for evidence-based reasoning.

Related Terms

Interpretation • Objectivity • Subjectivity • Transparency

Vision

Definition

A statement describing the long-term aspiration or desired future state that guides the strategic direction and development of an organisation or research programme.

Purpose

Provides enduring direction by articulating what an organisation ultimately seeks to achieve.

Related Terms

Institute • Mission • Research Programme • Strategy

Vulnerability

Definition

A characteristic or condition that increases the likelihood that an individual, organisation, process, or system may experience harm, failure, disruption, or adverse outcomes under particular circumstances.

Purpose

Supports the understanding of risk and resilience within complex human systems by identifying factors that may reduce system robustness.

Related Terms

Failure Mode • Human System • Risk • System

W

White Paper

Definition

A formal publication that presents a structured analysis of a specific issue, concept, methodology, or proposal. White papers typically synthesise evidence, reasoning, and recommendations to inform understanding, policy, or professional practice.

Purpose

Communicates mature research, theoretical developments, or strategic proposals in a rigorous and accessible format.

Related Terms

Publication • Research • Working Paper

Working Paper

Definition

A preliminary research publication used to present developing ideas, methods, analyses, or findings before formal publication or broader scholarly review. Working papers encourage discussion, refinement, and further investigation.

Purpose

Supports the progressive development of research by enabling ideas to be shared, evaluated, and improved.

Related Terms

Publication • Research • White Paper

Workflow

Definition

The organised sequence of activities, decisions, and processes undertaken to complete a research project, investigation, or institutional task.

Purpose

Promotes efficiency, consistency, and transparency by defining how work progresses from initiation to completion.

Related Terms

Method • Procedure • Research Protocol

Worldview

Definition

The underlying assumptions, beliefs, and perspectives through which individuals or groups understand and interpret reality. Worldviews influence how questions are framed, evidence is interpreted, and conclusions are reached.

Purpose

Recognises that inquiry is shaped by philosophical and cultural perspectives while emphasising the importance of transparent reasoning and evidence.

Related Terms

Bias • Philosophy of Inquiry • Subjectivity • Transparency

Working Hypothesis

Definition

A provisional explanation or guiding idea used to direct investigation while remaining open to testing, refinement, or rejection as evidence develops.

Purpose

Supports exploratory research by providing a tentative framework for inquiry without assuming it to be correct.

Related Terms

Evidence • Hypothesis • Investigation • Research Question

Weight of Evidence

Definition

The overall strength of support for a claim, explanation, or conclusion based on the collective quality, quantity, consistency, and relevance of the available evidence, rather than on any single piece of evidence in isolation.

Purpose

Supports balanced reasoning by encouraging conclusions that reflect the totality of the available evidence.

Related Terms

Certainty • Evidence • Reasoning • Validation

Witness Account

Definition

A description of events, observations, or experiences provided by an individual. Within research and investigation, witness accounts constitute a form of evidence that should be evaluated alongside other available sources of information.

Purpose

Recognises personal accounts as valuable evidence while acknowledging that they are subject to interpretation, memory, perspective, and corroboration.

Related Terms

Evidence • Narrative • Observation • Reconstruction

X

Xenophobia

Definition

Prejudice, fear, or hostility directed towards individuals or groups perceived as foreign or unfamiliar. Xenophobia may influence behaviour, decision-making, institutional practices, and the functioning of human systems.

Purpose

Recognises xenophobia as a social phenomenon that may be investigated within research concerning behaviour, organisations, and complex human systems.

Related Terms

Behaviour • Bias • Human System • Society

X-Axis

Definition

In graphs, charts, and other forms of data visualisation, the horizontal axis used to represent one dimension of measured information, such as time, categories, or independent variables.

Purpose

Supports the accurate presentation and interpretation of research data.

Related Terms

Data • Measurement • Variable • Visualisation

X-Variable

Definition

A conventional label often used to represent an independent or explanatory variable within mathematical, statistical, or graphical models.

Purpose

Provides a neutral notation for describing relationships between variables in quantitative research.

Related Terms

Measurement • Quantitative Research • Variable

Y

Yield

Definition

The amount, quality, or value of information, evidence, or findings produced through a research method, investigation, or analytical process.

Purpose

Supports the evaluation of research methods by considering how effectively they generate useful and reliable evidence.

Related Terms

Evidence • Findings • Method • Research

Young Person

Definition

A term commonly used in research, policy, education, and public services to refer to individuals in the transitional stage between childhood and adulthood. The precise age range varies according to legal, organisational, and research contexts.

Purpose

Provides a neutral population descriptor where age categories are relevant to research design or interpretation.

Related Terms

Human Behaviour • Population • Research Design

Year-on-Year Analysis

Definition

A method of comparing observations, measurements, or outcomes across equivalent periods in successive years to identify trends, patterns, or changes over time.

Purpose

Supports longitudinal evaluation by revealing developments that may not be apparent from a single observation period.

Related Terms

Longitudinal Research • Pattern • Trend

Young Investigators

Definition
An educational pathway within g² Academy designed for younger learners that nurtures curiosity through age-appropriate stories, activities, experiments, and guided exploration.

Purpose
Introduces inquiry as an enjoyable lifelong habit while building confidence in asking questions, noticing patterns, and exploring the surrounding world.

Related Terms
g² Kids • Curiosity • Foundations of Inquiry • Learning

Z

Zenodo

Definition

An open-access research repository used to archive, preserve, and disseminate research outputs such as working papers, white papers, datasets, reports, software, and other scholarly materials. Zenodo assigns persistent Digital Object Identifiers (DOIs) to eligible publications, supporting long-term accessibility and citation.

Purpose

Supports open scholarship by providing a permanent, citable archive for the Institute's research outputs.

Related Terms

DOI • Open Science • Publication • Research

Zero Hypothesis

Definition

An alternative term occasionally used to refer to the Null Hypothesis, representing the assumption that no statistically significant relationship or effect exists until evidence indicates otherwise.

Purpose

Provides an alternative expression encountered in some research contexts while recognising that Null Hypothesis is the preferred scientific term.

Related Terms

Hypothesis • Null Hypothesis • Scientific Reasoning

Editorial Note: The Institute adopts Null Hypothesis as its preferred terminology.

Zone of Inquiry

Definition

The defined scope or boundaries within which a particular research question, investigation, or analytical process is conducted. The zone of inquiry identifies what is included within the investigation and what lies beyond its intended scope.

Purpose

Promotes clarity by explicitly defining the limits of an investigation and reducing unnecessary expansion beyond the stated research objectives.

Related Terms

Inquiry • Research Design • Research Question • Scope

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