Research

The Risks of AI to Strategy

An article-based PhD on how generative AI reshapes strategic decision-making, and how to keep it responsible.

My PhD, “Safeguarding Responsible Strategic Decision-Making in the Age of Generative AI”, asks how generative AI reshapes strategic decisions by altering judgement, cognitive authority and responsibility, and how those changes can be governed responsibly in practice.

25risks of GenAI to strategic decision-making
451annual reports from 41 listed firms on four continents
47expert interviews
19experts in a two-round Delphi panel
212disclosures of five frontier-AI firms
1Best Paper Award, DIGEST 2026

The programme

The thesis is article-based and sits at Sheffield Business School, Sheffield Hallam University, under the direction of Professor Seun Kolade. It uses New Institutionalism to follow generative AI across three levels, and maps cognitive risk through three stages of strategic cognition: search, representation and aggregation.

IndividualHow leaders search, frame and weigh options, and whether they still own the judgement.
OrganisationHow firms disclose, govern and practise AI in strategy.
Institutional fieldHow legitimacy, regulation and capability shape what is possible, including in the Global South.

Across the articles, one finding recurs: responsibility and governance attach to what organisations can see and control, whereas GenAI’s influence and its risks arise earlier and elsewhere, in a technology controlled by others.

DIGEST 2026: Best Paper Award

May 6–7, 2026 · Sheffield Business School

Best Paper Award, Track 3: Inclusion, Equity and Digital Justice

My paper “Phronetic Leadership: A Virtue Ethics Approach to Strategic Decision-Making with Generative AI” was accepted at the DIGEST 2026 conference (Digital Transformation in Industry, Government, Education, and Society). I presented the paper, spoke on the conference panel and received the Best Paper Award for the track.

Read my post about the award

Risks: more insight, less foresight

  • More Insight, Less Foresight: Generative AI and the Narrowing of Strategic Decision-Making

    A. Pariente, D. Wagner, A. Richter · Electronic Markets

    A systematic-narrative review of 102 studies that identifies 25 risks along two dimensions: where they sit (human-cognitive, technical, institutional, organisational) and whether they are inherited, amplified or novel. Eighteen of the 25 sit in the cognitive and technical loci, upstream of choice.

    Accepted · open access

Governance: what firms disclose and what they practise

  • Architectural Decoupling

    A. Pariente, S. Kolade

    An analysis of 451 annual reports from 41 listed firms across Asia, Europe, the US and Africa (2015–2025), together with 47 expert interviews. Firms build governance into the architecture of use, while the risks originate in model architecture they do not control.

    Under review
  • Bounded Openness: Governing Transparency and Inclusion in AI-Mediated Strategy

    A. Pariente, S. Kolade, A. Richter

    212 disclosures of five frontier-AI firms (2012–2025) show how openness in strategy is bounded. The paper proposes a governance principle: open by default, close by exception, reopen by date.

    Working paper
  • ASTRA: Auditability, Scrutiny, Traceability, Resilience, Awareness

    A. Pariente

    A governance framework validated through a two-round modified Delphi with 19 experts (consensus on 32 of 39 items). The ASTRA Record is a one-page artefact that travels with a strategic decision.

    In preparation

Judgement: phronetic leadership

  • Phronetic Leadership: A Virtue Ethics Approach to Strategic Decision-Making with Generative AI

    A. Pariente · DIGEST 2026

    Three disciplines for leaders working with GenAI: own the judgement, pause before commitment, stand behind the choice.

    Conference paper · Best Paper Award[Conference]
  • Authors or Validators? Practical Wisdom and the Exercise of Agency in AI-Assisted Strategic Work

    A. Pariente

    The journal development of the DIGEST paper: when AI drafts the analysis, do leaders remain the authors of strategy, or become its validators?

    In preparation
  • From Tool to Authority

    A. Pariente

    How claims about AI shift from describing a tool to asserting its authority in organisational decisions.

    Submitted

Context: education and the Global South

  • Leading Under AI Deprivation: Generative AI and Strategic Decision-Making in the Global South

    A. Pariente · De Gruyter handbook

    Fifteen expert interviews produce a five-dimensional taxonomy of AI capability deprivation and reveal a verification-burden paradox: where capability is scarce, checking AI output costs most.

    Accepted chapter
  • AI and Primary Education Governance: The Dynamics of Strategic Narrowing

    A. Pariente

    Applies the narrowing lens to primary education policy and identifies three forms of narrowing: input, representation and legitimation.

    Under review

Work in progress is shown with its status only. Links to full texts will be added as each paper is published.