Cyborg Entrepreneurship

The Program

Research Programs

Four streams, organized by the question they each open onto. Use the research map to see the connections.

Knowledge Problems & Entrepreneurial Reasoning

From Algorithmic Hallucinations to Alien Minds

Addressing the Ideator's Dilemma through Entrepreneurial Work

Gen AI systems can generate extraordinarily creative ideas that often surpass human entrepreneurs — yet they also create two critical epistemic risks: algorithmic hallucinations (plausible but baseless ideas) and alien minds (breakthrough ideas from reasoning processes entrepreneurs cannot comprehend). The paper introduces the Ideator's Dilemma and develops a framework for addressing it through entrepreneurial work.

with Judy Rady, Richard A. Huntpublished

Are the Futures Computable?

Knightian Uncertainty & Artificial Intelligence

Explores the boundary between AI's extraordinary predictive capabilities and the domain of Knightian uncertainty — where four interrelated problems (actor ignorance, practical indeterminism, agentic novelty, and competitive recursion) create emergent challenges that redefine the relationship between human judgment and machine intelligence.

with Richard A. Hunt, Judy Rady, Parul Manocha, Ju Hyeong Jinpublished

The House Believes That the Entrepreneurship Field Will Remain Nothing But a Troubled Industry: Against the Motion

A Defense of Pluralism in Entrepreneurship Research

Argues against the claim that entrepreneurship is a 'troubled industry,' making the case that the field's pluralistic nature is not a deficiency but an invigorating strength — and that paradigmatic convergence is the wrong standard for judging a field organized around irreducible uncertainty.

with Richard A. Huntforthcoming

Do Androids Dream of Entrepreneurial Possibilities?

A Reply to Ramoglou et al.'s 'Artificial Intelligence Forces Us to Re-think Knightian Uncertainty'

Replies to Ramoglou et al.'s commentary on 'Are the Futures Computable?' — expanding on the epistemic challenges facing AI systems in grappling with Knightian uncertainty, and illuminating a path forward that moves beyond the false dichotomy between AI 'scoffers' and 'promoters.'

with Richard A. Hunt, Judy Rady, Parul Manocha, Ju Hyeong Jinpublished

Chance, Probability, & Uncertainty at the Edge of Human Reasoning

What is Knightian Uncertainty?

Provides a definitive conceptual clarification of Knightian uncertainty — distinguishing it from risk, ambiguity, and other forms of incomplete knowledge — and maps the boundaries of human reasoning under conditions of genuine unknowability.

with Richard A. Hunt, Judy Radypublished

Non-Probabilistic Reasoning in Navigating Entrepreneurial Uncertainty

A Psychology of Religious Faith Lens

Draws on the psychology of religious faith to illuminate how entrepreneurs use non-probabilistic reasoning to navigate genuine uncertainty — reasoning that neither reduces to intuition nor to calculation.

with Robert Pidduck, Lowell Busenitzpublished

Pivot, Persist, or Perish?

Knowledge Problems and the Extraordinarily Tight Boundary Conditions of Entrepreneurs as Scientists

Examines the extraordinarily tight boundary conditions under which the 'entrepreneur as scientist' model actually works, revealing how knowledge problems constrain the pivot-or-persist decision far more than lean startup theory acknowledges.

with Richard A. Hunt, Daniel Lerner, Katie Brownellpublished

Bridging Worlds

The Intersection of Religion and Entrepreneurship as Meaningful Heterodoxy

Examines the intersection of religion and entrepreneurship as a form of meaningful heterodoxy — where unconventional combinations of sacred and commercial logics create novel forms of value.

with Brett Smith, Ali Gümüsaypublished

Knowledge Problem (Mis)Diagnosis

and the Fate of Corporate Entrepreneurship Initiatives

Shows how misdiagnosing the type of knowledge problem facing a corporate entrepreneurship initiative leads to systematically inappropriate responses — and ultimately to initiative failure.

with Richard A. Hunt, Maximilian Stallkamp, Parul Manochapublished

Stakeholder Engagement, Knowledge Problems, and Ethical Challenges

Examines how knowledge problems create ethical challenges in stakeholder engagement — when organizations cannot know what they need to know, ethical obligations to stakeholders become fundamentally complicated.

with Ronald K. Mitchell, Robert M. Mitchell, Richard A. Hunt, Jae-Hee Leepublished

Entrepreneurial Action, Creativity, and Judgment in the Age of Artificial Intelligence

An early articulation of how artificial intelligence challenges foundational concepts in entrepreneurship theory — action, creativity, and judgment — setting the stage for the Cyborg Entrepreneurship research program.

with Richard A. Huntpublished

Uncertainty, Knowledge Problems, & Entrepreneurial Action

A Review of the Knowledge Problems Literature

Reviews the multiple research streams constituting the literature on knowledge problems to identify critical boundary conditions of uncertainty as an analytical construct — addressing nearly a century of conflicting definitions, tautological measures, and unwitting conflation with more precise constructs along the spectrum of ignorance.

with Richard A. Hunt, Jeffery S. McMullen, Saras Sarasvathypublished

To Start or Not to Start?

Ability and Outcome Expectations in the Decision to Start a New Entrepreneurial Venture

Examines how ability expectations and outcome expectations jointly influence the decision to start a new venture, revealing that these two forms of expectation operate through distinct cognitive mechanisms.

with Lowell W. Busenitz, Jonathan D. Arthurspublished

AI & Deep Tech Entrepreneurship

The Acceleration of Artificial Intelligence

Rethinking Organisation and Work in an Era of Rapid Technological Change

AI is transforming the epistemic, interactional, and institutional foundations of contemporary organizations — yet existing research often treats 'AI' as a singular construct. This paper argues that predictive, generative, agentic, and embodied systems rely on different logics and produce distinct organizational outcomes, and develops a heuristic framework for differentiating among them.

with Dominic Chalmers, Richard A. Hunt, Stella Pachidi, Kristina Potočnikpublished

From Algorithmic Hallucinations to Alien Minds

Addressing the Ideator's Dilemma through Entrepreneurial Work

Gen AI systems can generate extraordinarily creative ideas that often surpass human entrepreneurs — yet they also create two critical epistemic risks: algorithmic hallucinations (plausible but baseless ideas) and alien minds (breakthrough ideas from reasoning processes entrepreneurs cannot comprehend). The paper introduces the Ideator's Dilemma and develops a framework for addressing it through entrepreneurial work.

with Judy Rady, Richard A. Huntpublished

Digital Battlegrounds

The Power Dynamics & Governance of Contemporary Platforms

Reveals digital platforms as contested battlegrounds where stakeholder power struggles reflect and influence broader societal turbulence — from rentier capitalism and digi-serfdom to misinformation, data exploitation, and near-ungovernable algorithmic agents.

with Richard A. Hunt, Bob Nugent, Joseph Simpson, Maximilian Stallkamp, Esin Bozdagpublished

The Expectations Game

The Contingent Value of Hype as a Rhetorical Strategy in Resource Mobilization Processes among AI Startups

Analyzes 302 AI startups across 880 financing rounds to reveal an inverted U-shaped relationship between hype and investor valuations — moderate hype maximizes value, but the tipping point shifts dramatically based on factors that enhance a startup's comprehensibility and credibility.

with Judy Rady, Richard A. Hunt, Joseph Simpsonpublished

Are the Futures Computable?

Knightian Uncertainty & Artificial Intelligence

Explores the boundary between AI's extraordinary predictive capabilities and the domain of Knightian uncertainty — where four interrelated problems (actor ignorance, practical indeterminism, agentic novelty, and competitive recursion) create emergent challenges that redefine the relationship between human judgment and machine intelligence.

with Richard A. Hunt, Judy Rady, Parul Manocha, Ju Hyeong Jinpublished

Do Androids Dream of Entrepreneurial Possibilities?

A Reply to Ramoglou et al.'s 'Artificial Intelligence Forces Us to Re-think Knightian Uncertainty'

Replies to Ramoglou et al.'s commentary on 'Are the Futures Computable?' — expanding on the epistemic challenges facing AI systems in grappling with Knightian uncertainty, and illuminating a path forward that moves beyond the false dichotomy between AI 'scoffers' and 'promoters.'

with Richard A. Hunt, Judy Rady, Parul Manocha, Ju Hyeong Jinpublished

Entrepreneurial Action, Creativity, and Judgment in the Age of Artificial Intelligence

An early articulation of how artificial intelligence challenges foundational concepts in entrepreneurship theory — action, creativity, and judgment — setting the stage for the Cyborg Entrepreneurship research program.

with Richard A. Huntpublished

Resource Mobilization & Business Model Design

Black Entrepreneurship

A Multilevel Process Model of Constrained Agency Across the Business Venturing Lifecycle

Develops a multilevel process model showing how Black entrepreneurs navigate a racialized entrepreneurial context where distinct constraints — from racialized context to entrepreneurial fatigue — emerge at each of seven stages across the business venturing lifecycle, constituting a pattern of 'constrained agency' that is not the same as 'no agency.'

with Trey Lewis, Richard A. Hunt, Maurice Murphypublished

The Expectations Game

The Contingent Value of Hype as a Rhetorical Strategy in Resource Mobilization Processes among AI Startups

Analyzes 302 AI startups across 880 financing rounds to reveal an inverted U-shaped relationship between hype and investor valuations — moderate hype maximizes value, but the tipping point shifts dramatically based on factors that enhance a startup's comprehensibility and credibility.

with Judy Rady, Richard A. Hunt, Joseph Simpsonpublished

Non-Probabilistic Reasoning in Navigating Entrepreneurial Uncertainty

A Psychology of Religious Faith Lens

Draws on the psychology of religious faith to illuminate how entrepreneurs use non-probabilistic reasoning to navigate genuine uncertainty — reasoning that neither reduces to intuition nor to calculation.

with Robert Pidduck, Lowell Busenitzpublished

A Tale of Two Impacts

Entrepreneurial Action and the Gender-Related Effects of Economic Policy Uncertainty

Reveals how economic policy uncertainty has differential effects on male and female entrepreneurs, demonstrating that the macro-environment shapes entrepreneurial action through gendered pathways.

with Parul Manocha, Richard A. Hunt, Maximilian Stallkamppublished

Getting a Foot in the Door

Trade Credit Strategies and the Pursuit of Entrepreneurial Internationalisation

Examines how entrepreneurial firms use trade credit as a strategic resource for internationalization — getting a 'foot in the door' of foreign markets through supplier relationships rather than equity financing.

with Richard A. Hunt, Mathew L. Hayward, Yue Song, Maximilian Stallkamppublished

Love Can't Buy You Money

Resource Exchange on Reward-Based Crowdfunding Platforms

Investigates the dynamics of resource exchange on reward-based crowdfunding platforms, revealing that social and relational motivations cannot substitute for economic value in resource mobilization.

with Tabitha James, Wenqi Shen, Marc Junkunc, Linda Wallacepublished

Internationalization of Entrepreneurial Firms

Leveraging Real Options Reasoning through Affordable Loss Logics

Shows how entrepreneurial firms combine real options reasoning with affordable loss logics to navigate the uncertainty of international expansion — a strategy that neither framework alone can explain.

with Richard A. Hunt, Yue Song, Maximilian Stallkamppublished

When Rising Tides Lift Some Boats More Than Others

Gender-Based Differences in the External Enablement of Entrepreneurship

Examines how external enablement mechanisms for entrepreneurship have differential effects across gender, revealing that policies designed to support entrepreneurship broadly may disproportionately benefit some groups over others.

with Parul Manocha, Richard A. Hunt, Maximilian Stallkamppublished

Urban Farmers and Cowboy Coders

Re-Imagining Rural Venturing for the 21st Century

Re-imagines rural venturing for the digital age — showing how technology enables new forms of entrepreneurship that blur the urban-rural divide while creating place-based value in underserved communities.

with Richard A. Hunt, Steffen Korsgaard, Alex Naarpublished

COVID-19 and the Importance of Space in Entrepreneurship Research and Policy

Argues that COVID-19 revealed the critical importance of spatial and place-based considerations in entrepreneurship research and policy — considerations that digital-first perspectives had marginalized.

with Steffen Korsgaard, Richard A. Hunt, Mads B. Ingstruppublished

Parental Endowments versus Business Acumen

Assessing the Fate of Low-Tech, Service-Sector Spinouts

Investigates whether the success of service-sector spinouts depends more on parental endowments (resources inherited from the parent firm) or the entrepreneurial acumen of the founding team.

with Richard A. Hunt, Daniel A. Lernerpublished

Bringing It All Back Home

Corporate Renewal through Spin-ins

Introduces the concept of 'spin-ins' — the reabsorption of entrepreneurial ventures back into their parent organizations — as a mechanism of corporate renewal.

with Richard A. Hunt, Daniel Lerner, Elham Asgaripublished

A Review and Roadmap of Entrepreneurial Equity Financing

VC, CVC, Angel Investment, Crowdfunding, & Accelerators

A comprehensive review and roadmap of the entrepreneurial equity financing landscape — venture capital, corporate venture capital, angel investment, crowdfunding, and accelerators — mapping how the ecosystem has evolved and identifying critical research frontiers.

with Will Drover, Sharon Matusik, Lowell Busenitz, Aaron Anglin, Gary Dushnitskypublished

The Emergence of Dual-Identity Social Entrepreneurship

Its Boundaries and Limitations

Examines how social ventures navigate the tensions of dual identity — pursuing both social impact and financial sustainability — and maps the boundary conditions where this duality breaks down.

with Lowell W. Busenitz, Mark P. Sharfman, Jason Harkinspublished

Turning Water into Wine?

Exploring the Role of Dynamic Capabilities in Early-Stage Capitalization Processes

Investigates whether early-stage ventures can use dynamic capabilities to transform limited resources into venture capital — 'turning water into wine' — and maps the boundary conditions of this process.

with Lowell W. Busenitzpublished

Becoming the Boss

Discretion and Post-Succession Success in Family Firms

Examines how successor discretion shapes post-succession outcomes in family firms, revealing that the latitude to act independently is a critical determinant of whether successions succeed or fail.

with J. Robert Mitchell, Timothy A. Hart, Sorin Valceapublished

Factor Payments, Resource-Based Bargaining, and the Creation of Firm Wealth in Technology-Based Ventures

Examines how resource-based bargaining dynamics shape firm wealth creation in technology-based ventures, connecting resource acquisition costs to venture performance outcomes.

with Lowell W. Busenitzpublished

Perceived Institutional Ambiguity and the Choice of Organizational Form in Social Entrepreneurial Ventures

Examines how perceived institutional ambiguity influences social entrepreneurs' choices of organizational form — for-profit, nonprofit, or hybrid — revealing that ambiguity in the institutional environment is a key driver of structural decisions.

with Timothy A. Hartpublished

Methods & Infrastructure

The Acceleration of Artificial Intelligence

Rethinking Organisation and Work in an Era of Rapid Technological Change

AI is transforming the epistemic, interactional, and institutional foundations of contemporary organizations — yet existing research often treats 'AI' as a singular construct. This paper argues that predictive, generative, agentic, and embodied systems rely on different logics and produce distinct organizational outcomes, and develops a heuristic framework for differentiating among them.

with Dominic Chalmers, Richard A. Hunt, Stella Pachidi, Kristina Potočnikpublished

Digital Battlegrounds

The Power Dynamics & Governance of Contemporary Platforms

Reveals digital platforms as contested battlegrounds where stakeholder power struggles reflect and influence broader societal turbulence — from rentier capitalism and digi-serfdom to misinformation, data exploitation, and near-ungovernable algorithmic agents.

with Richard A. Hunt, Bob Nugent, Joseph Simpson, Maximilian Stallkamp, Esin Bozdagpublished

The House Believes That the Entrepreneurship Field Will Remain Nothing But a Troubled Industry: Against the Motion

A Defense of Pluralism in Entrepreneurship Research

Argues against the claim that entrepreneurship is a 'troubled industry,' making the case that the field's pluralistic nature is not a deficiency but an invigorating strength — and that paradigmatic convergence is the wrong standard for judging a field organized around irreducible uncertainty.

with Richard A. Huntforthcoming

Red Giants or Black Holes?

The Antecedent Conditions and Multi-Level Impacts of Star Performers

Sixty years of research on stars has witnessed wide-ranging conclusions about their impacts. This review develops a comprehensive framework revealing that high-achieving 'alpha-tail' individuals can function as red giants radiating value outward or black holes absorbing resources inward — and that the conditions determining which outcome prevails are identifiable across levels.

with Elham Asgari, Richard A. Hunt, Daniel A. Lerner, Mathew L. Hayward, Kip Kieferpublished

A Review and Roadmap of Entrepreneurial Equity Financing

VC, CVC, Angel Investment, Crowdfunding, & Accelerators

A comprehensive review and roadmap of the entrepreneurial equity financing landscape — venture capital, corporate venture capital, angel investment, crowdfunding, and accelerators — mapping how the ecosystem has evolved and identifying critical research frontiers.

with Will Drover, Sharon Matusik, Lowell Busenitz, Aaron Anglin, Gary Dushnitskypublished

Performance Deviations and Acquisition Premiums

The Impact of CEO Celebrity on Managerial Risk-taking

Examines how CEO celebrity status influences managerial risk-taking in acquisition decisions, showing that celebrity CEOs pay higher premiums — particularly after performance deviations.

with Sam Cho, Jonathan D. Arthurs, Jeffrey Barden, Doug Millerpublished