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This research paper examines the transformative shift in the construction industry with the adoption of Construction 4.0 technologies, particularly robotics, and how these advancements impact the professional work values of construction personnel. The study employs a qualitative methodology, conducting semi-structured interviews with a diverse group of construction personnel, including both management and tradespeople, during a workshop where they interacted with construction robots. The effect of Construction 4.0 on professional work values in the construction industry has been insufficiently explored. The study provides new knowledge on the dual impacts of robot integration in construction, highlighting both the enhancement of certain professional work values and the challenges posed to others. Understanding these impacts is crucial for developing strategies that support both technological innovation and worker preparation. The study addresses the following research questions: How do construction personnel identify and describe the positive and negative impacts of robotic integration on specific professional work values? In what ways do participants perceive robots altering workplace dynamics and interpersonal relationships within the construction industry? What strategies do construction personnel suggest or foresee as necessary to mitigate the challenges posed by robotic integration? Using a qualitative research design, the study conducted semistructured interviews with construction personnel who participated in a hands-on workshop with robots. Content analysis, incorporating both inductive and deductive coding, was used to identify key patterns and categories. Limitations include the small sample size, limited demographics, and the specific context of the workshop setting. The integration of robots positively influences professional work values such as professional development, work productivity, mutual vision for work, control of work schedules, and work conditions by reducing physical strain and enhancing efficiency. Conversely, it negatively impacts values related to the interactive work environment, effective communication, sense of belonging, and job security, primarily due to reduced human interaction and fears of displacement. These findings highlight the critical need for industry leaders and educators to develop strategies that balance technological advancements with the preservation of positive work values. Comprehensive training programs, continuous professional development, and fostering an inclusive, adaptive work culture are essential. This study advances our understanding of the human side of technological integration and provides actionable recommendations for creating a balanced and resilient future workforce. 

The escalating complexity of global challenges demands a collaborative approach in scientific research that leverages diverse expertise, cultural backgrounds, and disciplines. This paper investigates communication barriers within multicultural engineering education research teams, emphasizing competent communication in fostering effective collaboration and innovation. Using Thompson's Collective Communication Competence (CCC) Model, this study explores engineering students’ experiences in a multicultural engineering education research project, aiming to identify specific challenges that hinder competent communication and propose actionable strategies for improvement. Through qualitative interviews and content analysis, the research highlights challenges in comprehensibility, team bonding, and navigating diverse disciplinary languages and cultural norms. The findings advocate for proactive measures such as early training in common language establishment, trust-building activities, and engaged reflexivity to enhance communication dynamics within multicultural research teams. 

The development of inclusive leaders is essential for the success of future engineering and our nation. Equipping students with vital leadership-enabling competencies is necessary to develop a workforce that is prepared to act ethically, and responsibly, and tackle unforeseen challenges in the future. Inclusive leaders, or leaders that are self-aware, empathetic, and prioritize diversity, equity, and inclusion in their decision-making, are essential for the forward progress of engineering. A growing body of literature highlights the numerous ways in which students may develop leadership skills outside of the classroom through involvement in out-of-class activities (e.g., internships, clubs, sports, and research experiences). Research Experiences for Undergraduates (REUs) may provide students with a unique opportunity to develop leadership-enabling competencies that will prepare them for leadership in graduate school, the engineering industry, or academia. The goal of this research was to identify how students’ engagement in an engineering education virtual REU site contributed to their development of essential leadership-enabling competencies. The research question guiding this study was ‘What inclusive leadership-enabling competencies and skills did engineering students learn and develop during an engineering education Summer REU program?’ Qualitative data was collected via weekly open-ended surveys from 9 students (7 women, 2 men) participating in an REU over 9 weeks. Participants in this study consisted of students from underrepresented groups in engineering (e.g., Black, Latinx, women, students from low SES backgrounds, or first-generation students), attending large public research universities across the United States. This study implemented mixed methods to understand what leadership competencies were occurring most frequently and how students were learning and developing these competencies. A combination of text mining for frequency (quantitative analysis) and deductive and inductive coding (qualitative analysis) was used to analyze the data. A codebook was developed based on the leadership-coupled professional competencies that engineering industry leaders identified as essential for engineers entering the workforce. Researchers also allowed for other competencies and leadership-enabling skills to emerge from the data. Findings from this work indicate that students were developing a vast amount of inclusive leadership knowledge and skills from participating in the virtual REU site. This paper highlights, through the use of word clouds and text mining software, the many leadership-enabling competencies that participants developed throughout the summer research experience (e.g., learning, communication, adaptability, self-awareness, balance, networking, etc.). Further, students were able to develop digital literacy, increased communication skills, knowledge of career pathways, intrapersonal growth, and interpersonal relations. This work offers a novel contribution to the literature in understanding how students can develop technical engineering and research skills as well as professional and leadership skills in the same space. Findings from this work help to illuminate the benefits of this virtual REU site focused on engineering education research resulting in terms of developing inclusive leadership skills. Implications for future REU programs, students interested in developing leadership skills, engineering graduate programs, academia, and industry employers are outlined. 

The objective of this paper is to evaluate the capability of an Artificial Neural Network to classify the thermal conductivity of water-glycol mixture in various concentrations. Massive training/validation/test temperature data were created by using a COMSOL model for geometry including a micropipette thermal sensor in an infinite media (i.e., water-glycol mixture) where a 500 ?s laser pulse is irradiated at the tip. The randomly generated temporal profile of the temperature dataset was then fed into a trained ANN to classify the thermal conductivity of the mixtures, whose value would be used to distinguish the glycol concentration at a sensitivity of 0.2% concentration with an accuracy of 96.5%. Training of the ANN yielded an overall classification accuracy of 99.99% after 108 epochs. 

Disabled people continue to be significantly underrepresented and marginalized in engineering. Current reports indicate that approximately 26 percent of US adults have some form of disability. Yet only 6 percent of undergraduate students enrolled in engineering programs belong to this group. Several barriers have been identified that discourage and even prohibit people with disabilities from participating in engineering including arduous accommodations processes, lack of institutional support, and negative peer, staff, and faculty attitudes. These barriers are perpetuated and reinforced by a variety of ableist sociocultural norms and definitions that rely on popularized tropes and medicalized models that influence the ways this group experiences school to become engineers. In this paper, we seek to contribute to conversations that shape understanding of disability identity and the ways it is conceptualized in engineering programs. We revisit interview data from an ongoing grounded theory exploration of professional identity formation of undergraduate civil engineering students who identify as having one or more disabilities. Through our qualitative analysis, we identified overarching themes that contribute to understanding of how participants define and integrate disability identity to form professional identities and the ways they reshape and contribute to the civil engineering field through this lens. Emergent themes include experiencing/considering disability identity as a fluid experience, as a characteristic that ‘sets you apart’, and as a medicalized symptom or condition. Findings from this work can be used by engineering educators and administrators to inform more effective academic and personal support structures to destigmatize disability and promote the participation and inclusion of students and colleagues with disabilities in engineering and in our academic and professional communities. 

As the need for civil engineers continues to grow, so too does the need to broaden participation and increase diversity in the field. While researchers in civil engineering (CE) education have identified the need for more intentional recruitment and retention of women and people of color in the civil engineering field, few studies have considered disability status in these contexts. To address this gap in the literature and enhance the recruitment and retention of minoritized groups in civil engineering, we explore the intersections of gender and disability in civil engineering to better understand why individuals choose to leave the discipline. We focus our discussion on the experiences of Sammie, Shawn, and Natalie, three white women who identify as having disabilities and are no longer enrolled in CE programs. As part of a larger, longitudinal study examining the professional identity formation of undergraduate CE students with disabilities, semi-structured interviews were conducted with each participant and analyzed using open and focused grounded theory coding techniques. Findings revealed four overarching themes that capture participants’ pathways out of civil engineering: 1) experiencing conflicts with dominant CE culture; 2) encountering barriers within the CE curriculum; 3) navigating intersecting stereotypes and compounding marginalization; and 4) leaving while remaining peripherally identified with the CE discipline. While participants’ identification with the discipline were altered, they were not eliminated; in leaving, all participants chose to pursue careers that are peripherally related to CE. These findings point to potential strategies and opportunities for supporting students who may leave the major, but do not intend to leave the profession altogether and highlight the cross-functionality of engineering workplaces not always acknowledged in academia. Overall, this work contributes to ongoing efforts to intentionally lower and remove barriers that serve to marginalize any group in civil engineering education and engineering education, broadly. 

National agencies throughout Australia and the United States (U.S.) have called for broadened participation in engineering, including participation by individuals with disabilities. However, studies demonstrate that students with disabilities are not effectively supported by university systems and cultures. This lack of support can shape how students form professional identities as they move through school and into careers. To better understand these experiences and create a more inclusive environment in engineering, we conducted a constructivist grounded theory exploration of professional identity formation in students who identify as having a disability as they study civil engineering and experience their first year of work. We conducted semi-structured interviews with 24 undergraduate civil engineering students across the U.S. and analysed them using grounded theory techniques. Navigating sociocultural expectations of disability emerged as one key theme, consisting of three strategy types: (1) neutrally satisfying expectations, (2) challenging expectations, and (3) aligning with expectations. Regardless of strategy, all participants navigated sociocultural expectations related to their studies and their disabilities. This theme highlights the ways sociocultural influences impact students’ navigation through their undergraduate civil engineering careers. These findings can be used to examine cultural barriers faced by students with disabilities to enhance their inclusion in engineering. 

Context: Within higher education, reports show that approximately 6% of Australian college students and 13% of U.S. college students have identified as having a disability to their institution of higher education. Findings from research in K-12 education report that students with disabilities often leave secondary school with lower college aspirations and are discouraged from taking engineering-related courses. Those who do enrol are often not supported effectively and must navigate physical, cultural, and bureaucratic university systems in order to access resources necessary for success in school and work. This lack of support is problematic as cognitive, developmental, mental health, and physical disabilities can markedly shape the ways in which students perceive and experience school, form professional identities, and move into the engineering workforce. However, little work has explored professional identity development within this population, specifically within a single engineering discipline such as civil engineering. Purpose: To move beyond tolerance and actively embrace students with diverse perspectives in engineering higher education, the purpose of this study is to understand the ways in which undergraduate students who experience disability form professional identities as civil engineers. Approach: Drawing on the sensitizing concepts of identity saliency, intersectionality, and social identity theory, we utilize Constructivist Grounded Theory (GT) to explore the influences of and interactions among students' disability and professional identities within civil engineering. Semi-structured interviews, each lasting approximately 90 minutes, were conducted with undergraduate civil engineering students who identified as having a disability. Here, we present our findings from the initial and focused coding phases of our GT analysis. Results: Our analyses revealed two themes warranting further exploration: 1) varying levels of disability identity saliency in relation to the development of a professional identity; and 2) conflicting colloquial and individual conceptualizations of disability. Overall, it has been observed that students' experiences with and perceptions of these themes tend to vary based on characteristics of an experienced disability. Conclusions: Students with disabilities experience college - and form professional identities - in a variety of ways. While further research is required to delineate how disability shapes college students' professional identities and vice versa, gaining an understanding of student experiences can yield insights to help us create educational spaces that better allow students with disabilities to flourish in engineering and make engineering education more inclusive.