Business Commons^™

Explainable Ai Helps Bridge The Ai Skills Gap: Evidence From A Large Bank, Selina Carter, Jonathan Hersh

Economics Faculty Articles and Research

Advances in machine learning have created an “AI skills gap” both across and within firms. As AI becomes embedded in firm processes, it is unknown how this will impact the digital divide between workers with and without AI skills. In this paper we ask whether managers trust AI to predict consequential events, what manager characteristics are associated with increasing trust in AI predictions, and whether explainable AI (XAI) affects users’ trust in AI predictions. Partnering with a large bank, we generated AI predictions for whether a loan will be late in its final disbursement. We embedded these predictions into a …

Coming Out Ahead While Losing A Partner: The Thoroughbred Industry Stays On Course, Darcy Fudge Kamal, Cristina Nistor, Charu Sinha

Business Faculty Articles and Research

Purpose

In many industries, firms collaborate as business partners, which helps them achieve superior outcomes and ensure survival in a crisis. Business relationships help companies access limited resources, share information and build trust within the community. This paper aims to highlight the strategies that firms can use to adapt to the loss of a business partner.

Design/methodology/approach

This study considers qualitative examples from what happens when a business partner disappears in the Thoroughbred horse industry. The authors draw attention to several types of partner loss due to firm bankruptcy, owner death and strategic restructuring.

Findings

This paper proposes a framework …

How Apis Create Growth By Inverting The Firm, Seth G. Benzell, Jonathan Hersh, Marshall Van Alstyne

Economics Faculty Articles and Research

Traditional asset management strategy has emphasized building barriers to entry or closely guarding unique assets to maintain a firm’s comparative advantage. A new “Inverted Firm” paradigm, however, has emerged. Under this strategy, firms share data seeking to become platforms by opening digital services to third-parties and capturing part of their external surplus. This contrasts with a “pipeline” strategy where the firm itself creates value. This paper quantitatively estimates the effect of adopting an inverted firm strategy through the lens of Application Programming Interfaces (APIs), a key enabling technology. Using both public data and that of a private API development firm, …

Privacy Considerations For Online Advertising: A Stakeholder’S Perspective To Programmatic Advertising, Dylan A. Cooper, Taylan Yalcin, Cristina Nistor, Matthew Macrini, Ekin Pehlivan

Business Faculty Articles and Research

Purpose

Privacy considerations have become a topic with increasing interest from academics, industry leaders and regulators. In response to consumers’ privacy concerns, Google announced in 2020 that Chrome would stop supporting third-party cookies in the near future. At the same time, advertising technology companies are developing alternative solutions for online targeting and consumer privacy controls. This paper aims to explore privacy considerations related to online tracking and targeting methods used for programmatic advertising (i.e. third-party cookies, Privacy Sandbox, Unified ID 2.0) for a variety of stakeholders: consumers, AdTech platforms, advertisers and publishers.

Design/methodology/approach

This study analyzes the topic of internet …