Current Position
Rodney H. Adams Professor at the School of Engineering and Chair of MS&E
Project Intersection
Overview
Professor Pamela Hinds has a direct relationship to the agricultural chatbot project because she is an expert in the impact of emerging technologies on teams and human collaboration, with recent investigations focused specifically on technology in farm environments. Her studies on the transition of technologies from “inert entities” to “relational agents” that maintain and coordinate social relations ground the proposal of the chatbot acting as an automated executive secretary. Hinds’ research provides the theoretical basis for understanding how technological agents (such as AIs or robots) can regulate core processes and assume coordination of tasks that once depended solely on human interaction and memory.
”Generative AI, Emerging Technology, and Organizing: Towards a theory of progressive encapsulation” (2024)
This research proposes that Generative Artificial Intelligence (Gen AI) should not be seen merely as an isolated tool, but through a relational perspective, focusing on the functions it performs and how relationships between people and organizations evolve with its use. The central term is “progressive encapsulation,” which describes the ability of AI 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 a “highly familiar” interface so that AI constitutes itself as a relational agent integrated into the natural routine of the rural producer, facilitating adoption by an audience with low tolerance for complex software
Automating 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 field coordination (voice commands about urgent demands) and transform it into formal scheduling, assuming a secretary function that organizes productive routine
Encapsulation of Administrative Management
- “AI typically encapsulates 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 spending and route data to suggest optimizations; the complexity of accounting analysis is “encapsulated” by AI, delivering to the producer only the strategic result (cash flow reports)
“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 central concept is “repair,” defined as behaviors intended to restore the negative impact that a violating behavior or process failure has on a relationship or task.
Process Regulation and Failure Mitigation
- “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 aids the functioning of the agricultural “team” by regulating the management process, mitigating the “chronic forgetfulness” of the producer that generates financial losses. The bot acts as a proactive regulator of field operations.
Alert System as Repair Mechanism
- “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.” “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 phone call in 5 minutes) function as the “repair” described by Hinds. The system intervenes in the face of the “negative trigger” of message non-reading, preventing memory failure from escalating to actual 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