Understanding the underlying psychological constructs that affect undergraduate engineering students’ academic achievement and persistence can inform curricular and programmatic changes in engineering education, with the goal of increasing access and advancement in engineering for a diverse population of students. As part of a larger study examining student experiences in a civil engineering department undergoing curricular and cultural changes, this quantitative study investigated the relationship between goal orientation, agency, and time-oriented motivation, differences in this relationship across academic years, and potential influences from personality types. The larger project seeks to examine the motivation, identity, and sense of belonging for undergraduate civil engineering students; this paper seeks to construct a conceptual model explaining the interactive nature of some of these constructs. A previously tested and established survey that draws from multiple theories of motivation and other affective factors such as agency and identity, and that includes Big 5 personality constructs, was used to collect data from second, third-and fourth-year civil engineering students over a two-year period. Prior studies have focused on the instrument’s latent constructs with sense of belonging. However, no analysis has been conducted to examine how some of the constructs influence each other. Specific latent constructs of goal orientation, agency (students’ beliefs that their career in science or engineering can lead to positive effects on the world), FTP, and personality were selected for secondary data analysis based on theory presented in the literature about relationships between motivation, goal setting, agency, and student perceptions of their future. The sample size of respondents was 843; data cleaning and deletion of missing data (65cases; 7.7%) resulted in a final sample size of 778(92.3% of the original data). This included328 second year, 294 third year and 156 fourth year students. Statistical analyses and modeling included bivariate correlational analysis, MANOVA and MANCOVA. Results indicated significant correlation between goal orientation, agency, and time-oriented motivation. Furthermore, differences in these constructs between academic years and personality type influenced the relationship. FTP differed between sophomores and seniors, with seniors having higher scores, suggesting motivation increases as time in the program increases. Personality significantly influenced these relationships in different ways but had the strongest effect on agency. The findings that certain types of people are not only motivated to go into civil engineering but believe their major will make a difference in the world, have implications for educational practice. Results align with current literature but also shed light onto the effects of personality on time-oriented motivation and agency, expanding theory in engineering education. Further research is needed to determine if the effects of personality hold true for other engineering and science majors.
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Identity‐ based motivation: Connections between first‐year students' engineering role identities and future‐time perspectives
Research in engineering education has highlighted the importance of identity and motivation for a number of student outcomes, including persistence. However, these constructs have often been studied separately, despite theorized and demonstrated connections between students' identity and motivation in other fields.
Our study fills this gap by investigating the connections between identity and motivation. We specifically examined the connections between students' engineering role identity and future‐time perspective (FTP; a theory of human motivation) theories to understand students' interest in choosing an engineering major after their first year, which we call continuing engineering major interest.
The data came from a questionnaire distributed during Fall 2015 (
Our results show connections between students' engineering role identity and the domain‐specific constructs of FTP. Identity was fully mediated by students' FTPs, and these perspectives were important for predicting continuing major interest. Engineering role identity measures explained a combined 69% of the variance in the FTP measures, and engineering role identity and FTP measures together explained 14.2% of the variance in engineering major interest.
These findings provide empirical evidence for linking identity and motivation in studies of engineering students' career pathways. The results of this work inform how theories of identity and motivation can be used collectively in engineering education research.
- NSF-PAR ID:
- 10457071
- Publisher / Repository:
- Wiley Blackwell (John Wiley & Sons)
- Date Published:
- Journal Name:
- Journal of Engineering Education
- Volume:
- 109
- Issue:
- 3
- ISSN:
- 1069-4730
- Page Range / eLocation ID:
- p. 362-383
- Format(s):
- Medium: X
- Sponsoring Org:
- National Science Foundation
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Abstract Background To accurately measure students' science, technology, engineering and mathematics (STEM) career interest, researchers must get inside the ‘black box’ to understand students' conceptualizations of STEM careers.
Aims The aim of Study 1 was to explore whether students' conceptualizations of STEM included medical careers. The aim of Study 2 was to explore whether predictors of STEM career interest (e.g., gender and motivation) varied by STEM definition (inclusion/exclusion of medical careers).
Samples In Study 1, the sample was US college students (
N = 125) who were mostly White (80%). In Study 2, the sample was US 10th‐grade high school students (N = 455) who were mostly Black (79%).Methods In Study 1, students completed an online questionnaire. In Study 2, students completed various measures of math achievement, motivation (science and math expectancies of success, interest and importance value) and career interest with an importance.
Results In Study 1, medical careers were less often classified as STEM careers than traditional STEM careers, but more often classified as STEM than non‐STEM careers. In Study 2, science importance value was the only motivational predictor of students' STEM+Medicine career interest, and no motivation constructs predicted traditional STEM career interest. Boys expressed greater interest in traditional STEM careers, while girls expressed greater interest in STEM+Medicine careers.
Conclusions Students' conceptualizations of STEM are not binary. Thus, we recommend researchers are explicit about their definition of STEM with study participants, in their coding and in their publications.
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Measures of subject-related role identities in physics and math have been developed from research on the underlying constructs of identity in science education. The items for these measures capture three constructs of identity: students’ interest in the subject, students’ feeling of recognition by others, and students’ beliefs about their performance/competence in the subject area. In prior studies with late secondary and early post-secondary students, participants did not distinguish between performance beliefs (e.g., believing that they can do well in a particular subject) and competence beliefs (e.g., believing that they can understand a particular subject); therefore, performance/competence beliefs are measured as a single construct. These validated measures have been successful in predicting STEM career choices including physics, math, and engineering. Based on these measures of identity, literature on engineering identity, and my prior work on understanding engineering choice and belongingness through students’ science and math identities at the transition from high school to college, I developed a set of new engineering identity measures that capture and overall identification as an engineer, future engineering career identification, and students’ engineering-related interest, recognition, and performance/competence beliefs. I conducted a pilot survey of 371 first-year engineering students at three institutions within the U.S. during the spring semester of 2015. An exploratory factor analysis (EFA) was performed to examine the underlying structure of the piloted questions about students’ engineering identity. The measures loaded on three separate constructs that were consistent with the hypothesized constructs of interest, performance/competence and recognition. The developed items were used in a subsequent study deployed in the fall semester of 2015 that measured more than 2500 first-year engineering students’ attitudes and beliefs at four institutions within the U.S. The data on engineering identity measures from this second survey were analyzed using confirmatory factor analysis (CFA). The results indicated that the developed measures do extract a significant portion of the average variance in the latent constructs and the internal consistency of the measures (Cronbach’s α) falls within the acceptable and better range. The development of these items provides ways for engineering education researchers to more deeply explore the underlying self-beliefs in students’ engineering identity formation through quantitative measures with strong evidence for validity.more » « less
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When examining factors affecting student academic success, it is important to consider how these factors interact with one another. Students’ affective attributes are complex in nature; thus, research methods and analyses should holistically examine how these attributes interact, not simply as a set of distinct constructs. Prior research into engineering students’ affective attributes, in which we used a validated survey to assess student motivation, identity, goal orientation, sense of belonging, career outcome expectations, grit and personality traits, demonstrated a positive correlation between perceptions of belongingness in engineering and time spent in the program. Other prior research has examined interactions between affective attributes, for example, engineering identity as a predictor of grit (consistency of interest). However, more work is needed to examine the complex relationships between sense of belonging, engineering identity, future career outcome expectations and motivation, particularly for students in an engineering program undergoing curricular change. This paper describes a confirmatory factor analysis and structural equation model to examine how engineering identity, career outcome expectations and time-oriented motivation (specifically, students’ future time perspectives, or FTP) impact their sense of belonging in engineering, with grit (consistency of interest) as a moderator of these relationships. To conduct these analyses, we used survey data collected over two years from sophomores, juniors, and seniors enrolled in an undergraduate civil engineering program (2017-18, n=358; 2018-19, n=556). Based on descriptive statistics and initial statistical comparisons, we confirmed our prior findings that students’ sense of belonging at the course level increased with time in the program (from sophomore to senior year), and that engineering identity increased with time in the program as well. In addition, we observed that seniors had higher perceived instrumentality, a sub-construct of FTP indicating their perceived usefulness of their courses in reaching their future goals, than sophomores and juniors. We found that course belongingness and FTP have the strongest influence on belongingness compared to other affective attributes we assessed. When identity and motivation were factored in, career outcome expectations were not influential to engineering belongingness. Finally, we found that time-oriented motivation (FTP) was also a mediator of this relationship through its influence on grit (consistency of interest).more » « less
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null (Ed.)Abstract Backgrounds This study examined how developing an engineering identity through the interplay between interest, recognition, and performance/competence beliefs and establishing a sense of belonging supported women’s persistence beliefs in engineering. Persistence belief in this study is captured through women’s certainty of graduating with an engineering degree. Students’ levels of motivation, affective states, and actions are based on what students believe to be true. Data were gathered from a survey administered to engineering students at nine institutions across the USA. Only female engineering students were used in the analysis. Students were further grouped into categories based on the representation of their race/ethnicity in engineering; 121 women were identified as minoritized in engineering, and 252 were identified as part of the majority group in engineering. Structural equation modeling was used to understand how the development of an engineering identity and modes of belonging (i.e., belonging in the major and in the classroom environment) supported women’s certainty to graduate with an engineering degree. All latent constructs were examined for measurement invariance; partial measurement invariance was achieved. Equality constraints on the structural paths of the model were not enforced to allow for differences across groups. Results Seeing oneself as an engineer (i.e., internal recognition) did not support minoritized women’s certainty to persist toward degree completion, whereas this internal recognition supported majority women’s persistence. Belonging in the major and belonging in the classroom environment did not support minoritized women’s certainty to persist. Establishing a sense of belonging in the classroom environment supported majority women’s certainty to persist. Minoritized women’s persistence toward degree completion was supported by their interest in engineering and their confidence in performing well in engineering coursework. However, interest in engineering was two times more influential toward minoritized women’s persistence than their performance competence beliefs. Conclusion These findings provide educators with a nuanced understanding of how identity development and modes of belonging differentially affect women’s persistence beliefs. These findings suggest that educators need to understand the powerful influence minoritized women’s interest in engineering has on their persistence beliefs and create mechanisms to continuously reinforce interest.more » « less
