Current Position
Professor Rodney H. Adams at the School of Engineering and Chair of the Department of MS&E
Intersection with the Project
Overview
Professor Pamela Hinds has a direct relationship with the agricultural chatbot project because she is an expert on the impact of emerging technologies on teams and human collaboration, with recent research specifically focused on technology in farm environments. Her studies on the transition from “inert entities” to “relational agents” that maintain and coordinate social relationships underpin the proposal for the chatbot to function as an automated executive secretary. Hinds’ research provides the theoretical foundation for understanding how technological agents (such as AIs or robots) can regulate core processes and assume the coordination of tasks that previously depended exclusively on human interaction and memory.
”Generative AI, Emerging Technology, and Organizing: Towards a theory of progressive encapsulation” (2024)
This article argues that Generative Artificial Intelligence (GenAI) should not be seen merely as an isolated tool, but through a relational perspective, focusing on the roles it plays and how relationships between people and organizations evolve with its use. The central term is “progressive encapsulation”, which describes AI’s ability to learn, adapt, and internalize organizational functions within a “black box”, making processes invisible to users as the system gains autonomy.
Adoption via Relational Interface
- “Instead of studying technologies as stand-alone objects, they encourage us to ‘instead focus on the relations through which technologies are constituted and through which they interact with other processes and entities around them’.” “Instead of studying technologies as stand-alone objects, they encourage us to ‘instead focus on the relations through which technologies are constituted and through which they interact with other processes and entities around them’.”
- Intersection: The project uses WhatsApp as an interface of “extremely high familiarity” so that the AI constitutes itself as a relational agent integrated into the natural routine of the rural producer, facilitating adoption by a population that has low tolerance for complex software.
Automation of Informal Coordination
- “By monitoring messaging patterns between organization members… such systems may increasingly enter the domain of informal coordination, hitherto reserved for human interaction.” “By monitoring messaging patterns between organization members… such systems may increasingly enter the domain of informal coordination, hitherto reserved for human interaction.”
- Intersection: The chatbot uses advanced audio processing to capture informal coordination in the field (voice commands for urgent demands) and transform it into formal scheduling, assuming a secretary role that organizes productive routines.
Encapsulation of Administrative Management
- “The AI typically capsulizes in a way that cannot be observed or recreated—so we can study relations and functions as input and as output, but the process for getting there is opaque (black box).” “the AI typically capsulizes in a way that cannot be observed or recreated—so we can study relations and functions as input and as output, but the process for getting there is opaque (black box).”
- Intersection: The project’s “Continuous Learning Engine” exemplifies this encapsulation by collecting data on expenses and routes to suggest optimizations; the complexity of accounting analysis is “encapsulated” by the AI, delivering only the strategic result (cash flow reports) to the producer.
”Using Robots to Moderate Team Conflict: The Case of Repairing Violations” (2015)
This research explores how technological agents (robots) can positively influence team dynamics by intervening in social processes. The key concept is “repair”, defined as behaviors aimed at restoring the negative impact that a violating behavior or process failure has on a relationship or task.
Regulation of Processes and Mitigation of Failures
- “Overall, our results provide support for the idea that robots can aid team functioning by regulating core team processes such as conflict.” “Overall, our results provide support for the idea that robots can aid team functioning by regulating core team processes such as conflict.”
- Intersection: The chatbot supports the functioning of the “agricultural team” by regulating the management process, mitigating the producer’s “chronic forgetting” that causes financial losses. The bot acts as a proactive regulator of field operations.
Alert System as a Repair Mechanism
- “Given that repairs by people reduce negative spirals… we expect that a robot responding to a negative trigger with a repair will prevent negative affect from escalating.” “Given that repairs by people reduce negative spirals and that people show a tendency to respond to robot behavior in a similar way as they do to human behavior, we expect that a robot responding to a negative trigger with a repair will prevent negative affect from escalating.”
- Intersection: The “High Priority Alerts” (message followed by a phone call within 5 minutes) function as the “repair” described by Hinds. The system intervenes in response to the “negative trigger” of non-reading, preventing memory failure from escalating into real financial loss.
Full Papers
Pamela Hinds - Generative AI, Emerging Technology, and Organizing Towards a theory of progressive encapsulation.pdf Pamela Hinds - Using Robots to Moderate Team Conflict The Case ofRepairing Violations.pdf