This dissertation explores the intersection of Geographic Information Science (GIScience) and Artificial Intelligence (AI), specifically focusing on the enhancement of 3D deep learning models by spatial principles for understanding 3D geospatial data. With the rapid advancement in geospatial technologies and the proliferation of 3D data acquisition methods, there is a growing necessity to improve the capability of AI models to interpret complex 3D geospatial data effectively. This work seeks to leverage spatial principles, particularly spatial autocorrelation, to address the challenges pertaining to 3D geospatial object detection.
The research is structured around three pivotal questions: the utility of spatial autocorrelation features for understanding 3D geospatial data, the approach to derive content-adaptive spatial autocorrelation features, and the enhancement of post-processing in the task of 3D geospatial object detection. Through a series of experiments and model developments, this dissertation demonstrates that incorporating spatial autocorrelation features, such as semivariance, significantly enhances the performance of 3D deep learning models in geospatial object detection. A novel spatial autocorrelation encoder is introduced, integrating spatial contextual features into the 3D deep learning workflow and thereby improving accuracy in detecting objects within complex urban and natural environments. Further, the dissertation delves into the challenges brought by data partitioning and sampling in large-scale 3D point clouds, as evidenced in the DeepHyd project focusing on the detection of hydraulic structures (i.e., bridge and its components). The findings highlight the critical role of spatial dependency patterns in optimizing object detection accuracy and pave the way for future improvement of the 3D deep learning frameworks.
The Context-Aware Conditional Tabular Generative Adversarial Network (CA-CTGAN) introduces an innovative architecture for the generation of synthetic tabular data, distinguished by effectively incorporating context-specific elements into its generative process. This enables the production of synthetic datasets that not only accurately reflect real-world distributions but are also tailored to specific contexts across a variety of experimental domains, including laboratory, field, natural, and clinical experiments, as well as survey research. In many cases, CA-CTGAN can generate data suitable for research purposes, potentially reducing or eliminating the need for certain real-world experiments. By utilizing Transfer Learning the model effectively identifies and exploits complex semantic relationships within the data to ensure the implementation of rigorous contextual requirements and maintains high semantic integrity. Furthermore, a novel auxiliary classifier is implemented, which includes entity embedding and multi-class multi-label capabilities, enabling the creation of enhanced datasets that strictly adhere to the specified contextual requirements. These contributions position CA-CTGAN as a remarkably versatile and efficient tool across multiple scientific disciplines. Its ability to generate high-quality, contextually relevant synthetic data not only streamlines research processes and reduces associated costs but also addresses ethical concerns in sensitive studies. Consequently, CA-CTGAN emerges as an essential resource for researchers, facilitating more ethical, cost-effective, and data-informed experimental design and decision-making.
UNDERSTANDING CONSUMERS’ INTENTION TO ACT ON SOCIAL MEDIA INFLUENCERS’ COSMETIC SURGERY RECOMMENDATIONS
(Under the direction of Dr. Jared Hansen)
A growing concern is how social media is redefining how consumers view themselves and their choices to reshape their physical bodies. There is a stream of research that indicates that attractiveness is important to people. Some studies focus on the perceived benefits of attractiveness in their authenticity. A different stream has started to look at coolness. Other studies have focused on attractiveness and envy. This research combines all of these different reasons together, comparing how they work in tandem, with a new lens of focus: consumers’ views of the attractiveness, authenticity, and coolness of the social media influencer, and how those elements in tandem, in combination with envy, impact consumers' behavioral intention to do the things (e.g., cosmetic procedures or surgeries) recommended by the influencers. Additionally, it examines if potential envy antecedents of (a) attractiveness to improve job opportunities versus (b) attractiveness to ‘fit in' vary depending on the consumer life stage. I elaborate on implications for future research related to marketing and society, marketing managerial practice, and consumer well-being.
Keywords: Instagram; social media influencer; technology acceptance model (TAM); structural equation modeling; attractiveness; authenticity; coolness; envy; fitting in; career opportunities; cosmetic surgery
This qualitative study examines how Black women mid-level leaders navigate the superwoman schema. The findings extend Woods-Giscombé’s (2010) work by exploring the schema’s impact on Black women working in mid-level leadership administrative positions at HWIs. A descriptive phenomenological study was employed to understand and describe the lived experiences of Black women mid-level leaders and how the superwoman schema impacts work, leadership style, and personal care. The research questions addressed were: (1) How do Black women mid-level higher education administrators experience the superwoman schema at HWIs?; and (2) How do Black women mid-level higher education administrators respond to the superwoman schema at HWIs? Semi-structured interviews were conducted with 10 Black
women who identified with the characteristics of the superwoman schema, worked at a HWI, and served in a mid-level leadership role. Data were analyzed utilizing Colaizzi’s seven-step descriptive, phenomenological data analysis process (Appendix F). Findings from one-on-one interviews indicate Black women mid-level leaders experience the exhaustion of misogynoir and use resistance responses focusing on their personal advocacy and joy. In relation to the superwoman schema, participants were aware of their emotions, exhausted from external pressures to succeed without the proper resources, and committed to the preservation of self and survival. There was consistent commitment to help others and preserve the Black community while also finding community for themselves.
This qualitative study examines how Black women mid-level leaders navigate the superwoman schema. The findings extend Woods-Giscombé’s (2010) work by exploring the schema’s impact on Black women working in mid-level leadership administrative positions at HWIs. A descriptive phenomenological study was employed to understand and describe the lived experiences of Black women mid-level leaders and how the superwoman schema impacts work, leadership style, and personal care. The research questions addressed were: (1) How do Black women mid-level higher education administrators experience the superwoman schema at HWIs?; and (2) How do Black women mid-level higher education administrators respond to the superwoman schema at HWIs? Semi-structured interviews were conducted with 10 Black women who identified with the characteristics of the superwoman schema, worked at a HWI, and served in a mid-level leadership role. Data were analyzed utilizing Colaizzi’s seven-step descriptive, phenomenological data analysis process (Appendix F). Findings from one-on-one interviews indicate Black women mid-level leaders experience the exhaustion of misogynoir and use resistance responses focusing on their personal advocacy and joy. In relation to the superwoman schema, participants were aware of their emotions, exhausted from external pressures to succeed without the proper resources, and committed to the preservation of self and survival. There was consistent commitment to help others and preserve the Black community while also finding community for themselves.
My research examined the association between socioeconomic status (SES) and informal versus formal care use, unmet care needs (UCN), and concordance between preferred and actual care used; exploring whether the middle class faces barriers accessing care. Each study involved a cross-sectional analysis using NHATS data. Guided by Andersen and Newman’s behavioral model of health, I explored the relationship between SES and each outcome of interest, controlling for predisposing, enabling, and need factors. Descriptive analysis characterized the sample; bivariate analysis examined the relationship between SES and each outcome of interest and associations between SES and the control variables. Logistic regression with backward elimination retained control variables with a p-value less than 0.10. Results were interpreted using adjusted odds ratios (AOR) and 95% confidence intervals (CI). The middle-SES group had decreased odds of using informal care compared to the low-SES group, but increased odds compared to the upper-SES group. The middle-SES group had increased odds of UCN compared to the low-SES group, but no significant association when compared to the upper-SES group. The middle-SES group had decreased odds of concordance between preferred care and actual care used when compared to the low-SES group, but increased odds of concordance when compared to the upper-SES group.
U.S. school achievement has been the subject of much discussion. In the case of science, technology, engineering, arts, and mathematics (STEAM), the national underperformance across the country, as well as the underrepresentation of minorities are key issues (Anderson et al., 2023; Handelsman & Smith, 2016; National Research Council, 2015; The White House, 2017). Particularly, there is a small, but growing body of research on the low numbers of Black women in STEAM, and the Black girls' STEAM pipeline. Extracurricular STEAM programs have shown some success in increasing minority STEAM participation. As such, this dissertation seeks to investigate the following research questions: RQ1: How do online extracurricular STEAM programs created for Black girls serve as a potential counterspace to increase STEAM identity? RQ2: Are there identifiable features that exist in online extracurricular STEAM programs that are important for creating a counterspace for adolescent Black girls? Through a qualitative case study, this dissertation explored Black girls’ participation in online STEAM programs. The findings of the study reveal that the extracurricular STEAM programs helped to foster STEAM identities in young Black girls. The programs also helped students build a sense of community and created a safe space for Black girls. The study provides implications and recommendations for educators and policymakers who are interested in increasing minority STEAM participation.
Acceleration is one of the best-supported interventions available to gifted education practitioners internationally. However, the acceleration program in Saudi Arabia is still inchoate and could benefit from additional revision. The purpose of this research was to explore Saudi stakeholders’ perceptions regarding their lived experiences with the acceleration program implemented by the Saudi Ministry of Education beginning in 2014. To investigate, I used a qualitative research design and a phenomenological approach. Using semi-structured interviews, 18 Saudi stakeholders were interviewed within six clusters (i.e., three clusters comprising an accelerated gifted student, their parent, and their teacher, plus another three similar clusters with non-accelerated students). Following a thematic analysis method to categorize and synthesize these stakeholders’ perceptions, this approach revealed that Saudi stakeholders believed acceleration as a program was effective for Saudi gifted students. They perceived it as a convenient option, well aligned with gifted students’ characteristics, and as an appropriate recognition of these students’ superiority and dedication. The program was seen as the best available gifted program option in the Saudi context. Participants commended the acceleration intervention for positively affecting gifted students' academic performance. They believed that it provided challenging learning materials, fulfilled academic needs, and led to high grades, intelligence quotient (IQ) scores, and national standardized test scores. They also highlighted the importance of gaining advanced skills after completion. However, stakeholders also criticized the regulations and nomination procedures for the Saudi acceleration program, stating that the procedures were vague, not transparent, and unfair in geographical and other ways. All stakeholders also described a lack of awareness and preparation among teachers, parents, and students. Differences of opinion regarding the impact of this acceleration intervention on the social and emotional status of program participants also reveals contradictions. While some positive aspects included successful adaptation, balancing old and new friendships, maturity, and improved gifted characteristics, other responses mentioned potential negative impacts like anxiety and the pressure of high expectations from the students’ community. In general, Saudi stakeholders believed that the acceleration program positively impacts gifted students' future lives by enabling them to finish school earlier and more efficiently. Successful acceleration also led to scholarships, participation in national programs, and scientific trips, benefiting both society and these gifted students. Furthermore, the discussion revealed implications for practices and policies to improve the acceleration program’s regulation and implementation. Based on these findings, several future research directions are suggested.
Busyness, or how busy someone is, has increasingly become a topic of conversation in day-to-day life. Research has previously explored how people use their time and how people perceive their available time, or lack thereof, but there is no clear answer as to why people tell others that they are busy and what it is they are trying to accomplish by doing so. Drawing on impression management research, this paper proposes that people signal to others that they are busy so that the audience has a positive impression of them. The concept of the busyness façade is introduced, which includes behaviors and verbal statements that are intentionally enacted by individuals to signal to others that they have a lot to do or limited available time. Exactly how and why people engage in this busyness façade is explored in two studies using semi-structured interviews and an online, vignette survey. Overall, evidence is found for the existence of busyness façades and a better understanding of how people display busyness is gained, but the studies are unable to identify a clear motive for why busyness façades would be used as an impression management tactic. Additional findings and research directions are discussed.