Operational experience, business thinking, technology and research—connected to build better organisations.
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One story. Several connected chapters.
A personal platform built around experience, curiosity and evidence.
Current research
Beyond AI Adoption
Why similar AI tools produce different organisational outcomes.
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My research examines why organisations using similar AI technologies often achieve very different outcomes. The difference is rarely explained by the tool alone.
The problem behind the title
AI adoption is often measured through access, implementation or usage. Those measures say little about whether the organisation is learning, changing decisions or creating sustainable value.
What I am exploring
The study focuses on leadership capability, organisational readiness, organisational learning, dynamic capabilities, absorptive capacity, innovation capability and knowledge sharing within UK SMEs.
Current position
The Research Proposal and conceptual framework are complete enough to guide further development. The next stage is strengthening the literature base and preparing the work for empirical testing and publication.
Research journey
The journey is part of the evidence
Notes, milestones and learning shared openly.
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This platform documents the development of my thinking, not only polished outcomes. That includes questions, revisions, unsuccessful applications and the gradual strengthening of a research direction.
Why document the process?
Research rarely develops in a straight line. Recording the process makes it possible to see which observations shaped the model, which assumptions changed and how practical experience became a researchable question.
Milestones already reached
First Class BSc, MBA with Distinction, Research Proposal, ORCID, Google Scholar profile, Capability-to-Value Model, Working Paper No. 1 and a growing LinkedIn Research Series.
What comes next
First academic publication, continued doctoral applications, research collaboration and eventual empirical validation of the model.
Working papers
From idea to publication
A transparent pathway from early thinking to formal research.
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Working Paper No. 1 is not yet a published article. It is a completed conceptual manuscript currently being strengthened for submission.
Working title
Beyond AI Adoption: Organisational Capabilities for Sustainable Value Creation in UK SMEs.
Contribution
The paper introduces the Capability-to-Value Model, which positions organisational capability between AI adoption and sustainable business value.
Publication pathway
The immediate priorities are a stronger academic evidence base, clearer positioning in the UK SME literature and preparation for the first formal publication opportunity.
Personal insights
Thinking before publication
Short professional posts connecting experience, AI and organisational questions.
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The Research Journal contains personal reflections shared before peer-reviewed publication. These posts are not presented as proven academic findings.
What the posts do
They capture the questions that repeatedly appear while I read, write and compare research with practical organisational experience.
Current themes
When AI is “good enough,” why organisations create different value from similar tools, the limits of endless optimisation, and the continuing importance of leadership and human judgement.
From post to paper
Some ideas will remain reflections. Others may later become propositions, working papers or formal publications after they have been properly researched and tested.
Future vision
From platform to practical impact
Research, collaboration, consultancy and future job creation.
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The long-term ambition is wider than earning a qualification. I want the research to support better organisational decisions and useful, responsible AI adoption.
Professional impact
The platform supports remote and international career opportunities in operations, project support, business transformation and AI-enabled organisational development.
Research impact
The aim is to develop evidence, models and practical guidance that can help SMEs move beyond experimentation.
Long-term vision
Research collaboration, consultancy, practical tools, a future research or strategy lab and, over time, projects capable of creating opportunities and employment for others.
