TABLE 3.
Measure | Item | Factor loading |
---|---|---|
Academic self-efficacy for STEM | I feel confident in my ability to learn the material in my STEM courses. | 0.82 |
I am capable of learning the material in my STEM courses. | 0.86 | |
I am able to achieve my goals in my STEM courses. | 0.92 | |
I feel able to meet the challenge of performing well in my STEM courses. | 0.90 | |
Science-task self-efficacy | Generate a research question to answer | 0.69 |
Use scientific literature to guide research | 0.73 | |
Create explanations for the results of the study | 0.83 | |
Develop theories by integrating results from multiple studies | 0.82 | |
Relate results and explanations of a research project to the work of others | 0.85 | |
Use scientific language and terminology | 0.71 | |
Science identity | In general, my interest in science important part of my self-image. | 0.76 |
My interest in science is an important reflection of who I am. | 0.77 | |
I feel like I belong in the field of science. | 0.87 | |
I have a strong sense of belonging to the community of scientists. | 0.90 | |
I am a scientist. | 0.67 | |
Expectancy for STEM career | I would enjoy a career in STEM. | 0.94 |
I have good feelings about a career in STEM. | 0.91 | |
Having a STEM career would be interesting. | 0.94 | |
I would like to have a career in STEM. | 0.93 | |
Belonging to university | I can get what I need at this university. | 0.63 |
This university helps me fulfill my needs. | 0.69 | |
I feel like a member of this university. | 0.83 | |
I belong at this university. | 0.82 | |
I have a say about what goes on at this university. | 0.70 | |
People at this university are good at influencing each another. | 0.67 | |
I feel connected to this university. | 0.90 | |
I have a good bond with others at this university. | 0.77 | |
Belonging to STEM | ||
Membership | I feel that I belong to the STEM community. | 0.88 |
I consider myself a member of the STEM community. | 0.95 | |
I feel like I am part of the STEM community. | 0.96 | |
I feel a connection with the STEM community. | 0.90 | |
Acceptance | I feel like an outsider. (−) | 0.76 |
I feel accepted. | 0.88 | |
I feel respected. | 0.80 | |
I feel disregarded. (−) | 0.69 | |
I feel valued. | 0.84 | |
I feel neglected. (−) | 0.71 | |
I feel appreciated. | 0.83 | |
I feel excluded. (−) | 0.72 | |
I feel like I fit in. | 0.82 | |
I feel insignificant. (−) | 0.72 | |
Affect | I feel at ease. | 0.82 |
I feel anxious. (−) | 0.59 | |
I feel comfortable. | 0.86 | |
I feel tense. (−) | 0.66 | |
I feel nervous. (−) | 0.53 | |
I feel content. | 0.78 | |
I feel calm. | 0.72 | |
I feel inadequate. (−) | 0.67 | |
Desire to fade | I wish I could fade into the background and not be noticed. (−) | 0.84 |
I try to say as little as possible. (−) | 0.77 | |
I enjoy being an active participant. (−) | 0.62 | |
I wish I were invisible. (−) | 0.80 | |
Intention to leave STEM | I am likely to switch to a major that is NOT in a STEM field. | 0.63 |
I am likely to remain in my STEM major through to graduation or completion of my program of study. (−) | 0.82 | |
I intend to leave my science major or science related track. | 0.64 | |
I do not intend to leave my STEM major before I graduate or complete my program of study. (−) | 0.71 | |
I am not going to remain in a major or track in the STEM fields. | 0.60 | |
I am going to remain in a major or track in the STEM fields. (−) | 0.78 | |
I have considered switching majors to one that is NOT in a STEM field. | 0.60 |
aReverse-scored items are indicated by parenthetical minus signs. Model fit: χ2(1655) = 4356.87; CFI = 0.928; RMSEA = 0.046. All ps < 0.001.