• Prof. John Lee, University of Wisconsin – Madison
• Vianney Renata, University of Wisconsin – Madison

This workshop addresses the human side of Generative AI (GenAI) and how GenAI applications can transform work. GenAI may be one of the most transformative technologies of the last decade, century, or even millennium. This workshop aims to explain the technology behind the hype. The aim is to help people use GenAI to enhance personal productivity and to understand the basic elements of GenAI. To understand the AI underlying these applications, we will examine the characteristics of generative large language models and their multi-modal and agent-based variants. Participants will learn about the current state of GenAI, the underlying principles of large language models, model fine-tuning, and effective prompt engineering techniques. Participants will learn the language that describes GenAI that is needed to communicate in multidisciplinary design teams. These characteristics of AI define a new design material, which introduces new ethical and human considerations.

We will address these considerations when using AI for personal productivity and when creating human-centered AI applications. We will offer human-AI interaction design principles collected from recent GenAI papers and long-standing human-automation design principles. We will also explore the safety, ethical, and economic implications of GenAI for individuals, communities, and society. The workshop has eight discussion-based modules: 1) The hype and consequences of generative AI and large language models (LLMs), 3) human-centered GenAI systems, 4) prompt engineering, 5) LLMs in spreadsheets, 6) development AI applications in R, and 7) AI workflow and agent-based AI, 8) safety, ethics, and economics of AI. Hands-on activities with AI applications and coding will augment these discussions.

Participants will learn new techniques such as Retrieval Augmented Generation (RAG) and then implement using R and LLM APIs. Workshop participants will create a conversational application using LLM APIs and RAG to interact with a set of documents of participants' choice. No prior knowledge or expertise is required, but some experience with R is helpful. Participants should bring a laptop with R and RStudio installed. Instructors will assist with setup. This workshop welcomes all interested individuals to learn, discuss, and develop GenAI applications to build their experience with this transformative technology.

• Prof. Edmond Ramly, Indiana University
• Prof. Nicole Werner, Vanderbilt University Medical Center
• Prof. Richard Holden, Indiana University
• Prof. Rupa Valdez, University of Virginia
• Prof. Mustafa Ozkaynak, University of Colorado
• Dr. Reid Parks, Indiana University

This workshop introduces the fundamentals of implementation science and their applications for human factors to augment the human-centered design of sustainable sociotechnical system interventions. This highly successful workshop, first offered at HFES/ASPIRE 2024 is returning by popular demand, building on positive participant-reported results to offer a refined version of the workshop. In pre-post participant surveys, self-assessed ability to design for implementation across 8 competencies increased from 33% (20% to 70% range) to 95% (82% to 100% range). Attendees at the 2024 workshop reflected: “Great workshop! Made me think a lot!” “It left me with a wide toolset” “Set a high bar for the rest of the conference!”

Using human factors case studies, we will introduce the three most established implementation science frameworks, and how they fit with human factors research and practice. Participants will begin with the end in mind, targeting successful implementation outcomes by applying the RE-AIM framework to understand and analyze the Reach, Effectiveness, Adoption, Implementation fidelity and cost, and Maintenance of an intervention of their choice. Then, participants will be able to assess implementation determinants by applying the CFIR – Consolidated Framework for Implementation Research to analyze the contextual factors that may be barriers or facilitators of success in achieving intended implementation outcomes. Finally, participants will be able to create and apply implementation processes with implementation strategies to overcome barriers and promote facilitators using by applying the ERIC – Expert Recommendations for Implementing Change framework to analyze, evaluate, and create a tailored implementation blueprint.

This workshop was developed by the Design and Implementation Sciences Program (Director, Prof. Edmond Ramly; Manager, Dr. Reid Parks), the Center for Health by Design (Co-Director, Prof. Rich Holden), and refined in collaboration with Prof. Nicole Werner, Prof. Rupa Valdez, and Prof. Mustafa Ozkaynak.

Target Audience: HF/E Students, Researchers, and Practitioners; Clinicians Welcome! Materials: Participants will benefit from bringing a laptop or tablet and an intervention for their past or upcoming work at any stage of the design lifecycle!

• Dr. Hanna Barton, University of Wisconsin – Madison
• Dr. Dan Nathan-Roberts, San Jose State University
• Dr. Michelle Robertson, Northeastern University
• Dr. Edmond Ramly, Indiana University
• Amy Graske, Froedtert Health

This workshop will introduce participants to the wide world of macroergonomics. A foundational skill of any Human Factors and Ergonomics professional, as recognized by Board of Certification in Professional Ergonomics (BCPE), is understanding and applying macroergonomics principles. Participants need no prior experience with macroergonomics to attend this workshop. The workshop will cover foundational macroergonomics and sociotechnical systems models and methods, targeted case studies in applying macroergonomics to various domains, and will include a hands-on, small-group activity in applying macroergonomic approaches to the analysis and design of systems that are of interest to the participants. Participants will be mentored by a diverse team of HFE practitioners with experience applying macroergonomics in a variety of industries and settings.

• Thomas Watkins, 3Leaf

Expand your design skillset by learning to visualize data for optimal communication. Many prominent data visualization experts believe that our society is not yet living in an “Information Age” but is still stuck in a “Data Age.” The technology for amassing data is quickly advancing, yet the skillsets and methods for making sense of this data remain less developed. We constantly hear excitement over concepts like “Big Data” but with little advancement in providing equally ‘Big Insights.’

Fortunately, a steadily growing community of ‘data sense-makers’ is passionate about transforming raw numbers into visual enlightenment. It is both an art and a science. Sadly, there are very few UX professionals in the data visualization community. User experience is arguably the perfect field to contend with these unique challenges, yet it remains surprisingly absent. This workshop intends to help change that.

• Dr. Gary Klein, ShadowBox LLC
• John Schmitt, ShadowBox, LLC

Insights are critical in many professional domains. Insights enable people to identify leverage points, discover opportunities, and notice threats. However, people are given little guidance about how to foster insights. Worse, popular advice generally neglects insights entirely. At the organizational level, priority is given to avoiding mistakes even at the cost of inhibiting discoveries.

This workshop is designed to help participants put into practice the lessons we learned from a naturalistic study of insights — a very different perspective than the controlled laboratory tasks that dominate the research field to date.

The workshop will cover: The different forms of insight, the weaknesses of standard advice, four general tactics for gaining insights, and principles for countering organizational practices that inhibit insights.

Participants will have the opportunity practice with the general tactics on topics that are relevant to their professional activities.

Participants will also learn to assess their own organizational structure for features that can promote or interfere with insights, and will identify some opportunities for organizational improvement.

No background is needed. This workshop is designed for a general audience.

No materials are needed. Participants might want to do a read ahead with G. Klein (2013) Seeing what others don't: The remarkable ways we gain insights. New York: PublicAffairs. However, this readahead is not necessary for participating in the workshop.