1265310 research-article2024 GCQXXX10.1177/00169862241265310Gifted Child QuarterlySnyder et al. Registered Report Context-Dependent Social Comparison and Imposter Phenomenon: An Experimental Vignette Approach Gifted Child Quarterly 2024, Vol. 68(4) 264­–278 © 2024 National Association for Gifted Children Article reuse guidelines: sagepub.com/journals-permissions https://doi.org/10.1177/00169862241265310 DOI: 10.1177/00169862241265310 journals.sagepub.com/home/gcq Kate E. Snyder1 , Maxwell I. Bartley1, and Allison Fowler2 Abstract Recent research into imposter phenomenon, or internal feelings of questioning competence, has shifted away from conceptua­ lizing the feeling as an individual characteristic that requires an individual solution toward instead examining the role of context. We used a 2 (Generational Status: First Generation vs. Continuing Generation) × 3 (Environment: Classroom vs. Peer vs. Administration) × 2 (Social Comparison: Present vs. Absent) experimental vignette design. Overall, we found that, for both firstand continuing-generation students, social comparison messages differentially impacted imposter feelings depending on context, with the most elevated levels in social comparison messages from administrators and peers. Findings contribute to a better understanding of structural conditions that exacerbate or lessen imposter feelings at highly selective post-secondary institutions. Keywords ANOVA/MANOVA, experimental design, beliefs, college students, social/emotional I have challenged fate to chess and am now attempting to keep all my confidence from puddling in my boots. What if I’m the only one betting on myself because everyone but me can see I am not suited to play at all? ―Mackenzi Lee, The Lady’s Guide to Petticoats and Piracy At times, successes can be difficult to internalize and acknowledge, especially in academic settings (Ibrahim et al., 2023). Despite studying, working hard, and achieving any number of goals or accolades, many successful individuals attribute their success to external factors rather than acknowledging their intellectual capacity. If these feelings are persistent and accompanied by feelings of fraudulence, it can be understood as imposter phenomenon. Imposter phenomenon occurs when an individual chronically credits success to sources external to themselves. An estimated 70% of people report experiencing imposter phenomenon at some point in their lives (Sakulku & Alexander, 2011), even in adolescence (Caselman et al., 2006) and among faculty (Vaughn et al., 2020), and it can lead to numerous detrimental consequences and psychological distress (Parkman, 2016). Recently, discussion of imposter phenomenon has shifted away from conceptualizing the feeling as an individual characteristic that requires an individual solution toward considering the context as the source of the problem; in other words, it is not an individual problem but a structural problem1 (Chrousos & Mentis, 2020; Mullangi & Jagsi, 2019; Yang & Gentry, 2022). There is a lack of research that specifically explores how interactions with others in different academic settings may lead to higher or lower levels of imposter feelings. The question then shifts from asking who is most likely to experience imposter feelings to the types of contexts that may elicit imposter feelings differently for distinct groups of individuals. Understanding the influence of these factors will help determine if certain environments and conditions promote imposter phenomenon feelings; ultimately, these findings can be used to restructure contexts with the goal of minimizing imposter feelings. Theoretical Background Social Cognitive Theory (Bandura, 1989) posits that human behavior is driven by personal, environmental, and behavioral factors. Personal factors include goals, beliefs, emotions, selfevaluation, self-efficacy, and cognition. Environmental factors include social models, instruction, and feedback. Behavioral factors include effort, persistence, and achievement. Together, 1 Bates College, Lewiston, ME, USA Spalding University, Louisville, KY, USA 2 Corresponding Author: Kate E. Snyder, Department of Psychology, Bates College, Pettengill Hall, Lewiston, ME 04240-6020, USA. Email: kate.snyder@aspeninstitute.org Snyder et al. these factors interact with each other and motivate human behavior. Understanding this model helps inform our understanding of academic outcomes and motivation within academic settings (Schunk & DiBenedetto, 2020). The model of triadic reciprocity in Social Cognitive Theory is built on the idea that the three main factors of person, environment, and behavior are always in reciprocal interaction. If a student has high confidence (person factor) including the belief that they can execute the behaviors necessary to achieve a certain outcome, they are more likely to engage in behaviors linked to academic success, such as setting goals and studying (e.g., Prat-Sala & Redford, 2010). These behaviors and feelings are influenced by environmental factors, such as the way in which information is presented and feedback from instructors (Schunk & DiBenedetto, 2020). When exploring something like imposter phenomenon feelings (person), the presence of social comparison (environment), and the setting where this comparison occurs (environment) are important factors to consider due to the reciprocal nature of behaviors, environments, and personal processes (French et al., 2008). Using Social Cognitive Theory as a grounding framework, we aim to investigate how environments impact imposter feelings among undergraduates at an elite institution. Triadic reciprocity may reveal why environments can have such an important impact on something, such as imposter phenomenon. If the environments students find themselves in promote higher levels of imposter phenomenon, students may feel incompetent and out of place. This may, in turn, influence behavioral factors, such as withdrawal, leading to a feedback loop of academic stress and self-doubt linked to imposter phenomenon (Parkman, 2016). As illustrated in Figure 1, we are targeting one aspect of these reciprocal interactions by testing the influence of social comparison-infused environments on imposter feelings, particularly for first-generation students. In this way, we are exploring the link between environment and person with a focus on how different components of environments in college can influence students’ imposter feelings, dependent on personal characteristics, such as first-generation college student status. Imposter Phenomenon: Person Factors Triadic reciprocation provides a framework for broadly understanding imposter phenomenon (person) by considering antecedents (environment) and consequences (behavior). In the section below, we provide a review of imposter phenomenon beliefs in relation to other person characteristics, including academic talent and college generational status. Imposter phenomenon was a concept first named by Clance and Imes (1978) to describe highly successful women who felt intellectually unqualified and inadequate. These feelings persisted despite ample evidence that suggested otherwise. Often, individuals who experience 265 Figure 1. Conceptual Model of Triadic Reciprocation for Current Study. imposter phenomenon fear that they will be exposed as a fraud and deem themselves unworthy of the praise and recognition they receive for their accomplishments. Selfdeclared imposters attribute their success to good luck, chance, or error rather than intelligence and skill (Clance & Imes, 1978). These initial findings led to a body of research dedicated to understanding the prevalence and impact of imposter phenomenon. Imposter phenomenon may be more common among academically talented students (Lee et al., 2021), including women at the tenured professor level of academia (Vaughn et al., 2020), and can lead to psychological distress (Henning et al., 1998; Wang et al., 2019) and academic self-sabotage (Want & Kleitman, 2006). Perfectionism can be understood as rigorous self-evaluation and the tendency to set high standards for oneself. Students who report high levels of perfectionism also report high levels of imposter phenomenon (Dudău, 2014; Lee et al., 2021; Parkman, 2016). Often, perfectionism can be adaptive if these high standards increase pressure to perform and work hard but they become maladaptive when they undermine perceived ability and confidence. Perfectionists may set standards that are too high and when those standards are not met or exceeded, they may become overly critical of their performance (Wang et al., 2019). Specific factors of perfectionism, such as doubting one’s ability to perform at the expected level, fear of making mistakes, and perceived high standards of others sustain feelings of imposter phenomenon (Pannhausen et al., 2020). In addition, imposter phenomenon is positively correlated with perfectionistic feelings, such as seeking validation from others, being sensitive to criticism, and over-analysis of less than perfect results (Dudău, 2014). Specifically, socially prescribed perfectionism occurs when individuals believe that other people have high expectations of them. This is often accompanied by fear that they will be unable to live up to these expectations. Socially prescribed perfectionism has been correlated with negative 266 evaluations of social comparison and has been significantly correlated with depression (Wyatt & Gilbert, 1998) and imposter phenomenon (Lee et al., 2021). Socially prescribed perfectionism and imposter phenomenon share a common thread of self-doubt and inadequacy. If students feel they need to set high standards to maintain good academic standing and live up to expectations placed on them, they may be unable to achieve these standards which can lead to negative emotions of imposter phenomenon. They may experience feelings of fraudulence and fear that others will recognize them as an imposter. Students who are academically talented may be more likely to experience imposter phenomenon (Lee et al., 2021); higher levels of imposter phenomenon were found among undergraduates enrolled in honors programs when compared with the larger undergraduate population, leading the authors to suggest that students who are in competitive programs or enrolled in highly selective schools may be more likely to experience feelings of imposter phenomenon. These contexts tend to be more competitive due to the nature of selective programs. It is not yet known, however, if this heightened competition is exacerbated within specific environments on campus. For example, students may be aware of the competitive nature of a school in specific environments, such as the classroom or an administration setting (e.g., hearing messages from the college president about the prestigious accomplishments of attending students). These settings may remind students of the high caliber of their peers whereas situations outside of these settings, such as a casual social interaction with their peers, may not have the same effect. Exploration into the nuance of competitive environments is therefore an intriguing area of investigation for imposter phenomenon. Clance and Imes focused specifically on successful women, but experiencing imposter phenomenon is not limited to any particular demographic (Clark et al., 2014; Cokley et al., 2013). However, gender, race, ethnicity, and other identity markers may impact pervasiveness of imposter phenomenon (Cokley et al., 2013), including first-generation status in higher education (Canning et al., 2020; Jackson et al., 2022; Peteet et al., 2015). High rates of imposter phenomenon have been found in many college populations and extend to faculty, staff, and students (Parkman, 2016). These feelings are influenced by several factors, including perfectionism (Lee et al., 2021; Pannhausen et al., 2020; Wang et al., 2019), academic talent (Lee et al., 2021), and perceived classroom competition (Canning et al., 2020). Understanding the factors that influence imposter phenomenon may help explain how certain environments foster or diminish these feelings. Environmental Factors in Imposter Phenomenon Research stemming from Social Cognitive Theory has long demonstrated the importance of examining environmental influences on person-related factors, including motivation and more. For example, competitive environments Gifted Child Quarterly 68(4) detrimentally impact confidence, mental health, and learning (Canning et al., 2020; Cokley et al., 2013). These types of environments can encourage students to compare themselves with their peers and pit students against each other. In these settings, students gauge their success and competence by comparing themselves with other students rather than focusing on their own accomplishments (Canning et al., 2020). Classroom competition can lead to feelings of fraudulence and self-doubt, both components of imposter phenomenon. High levels of competition positively correlate with anxiety, depression (Posselt & Lipson, 2016), and self-doubt (Cokley et al., 2013). Using an experience sampling method, researchers observed that daily feelings of class competition in STEM (Science, Technology, Engineering, and Mathematics) courses were related to daily imposter feelings, especially among first-generation students (Canning et al., 2020), highlighting how personal factors interact with environments in shaping fluctuations in imposter feelings. The created environment within classrooms can also lead to imposter feelings. For example, classroom goal structure places emphasis on differences among students and only showcases the work of the highest achievers in the classroom. This type of classroom structure has been shown to lead to higher levels of academic self-sabotage (Urdan, 2004). In addition, classroom environments that focus on competing for grades can increase performance in a small portion of students while decreasing performance in other students. In these competitive classrooms, students report more disruptive behaviors and cheating (Meece et al., 2006). Returning to the triadic model of reciprocity (Bandura, 1978), environments, behaviors, and personal processes are always in interaction with each other. If the prevalence of imposter phenomenon is to be prevented in academic settings, environmental influences must be considered. In undergraduate institutions, classroom competition may not be limited to the classroom space. Among adolescents at a college preparatory high school, competition was seen as toxic and detrimental whereas comparison was seen as a healthy behavior (Rizza & Reis, 2001). Students reported that the nature of competition pitted students against each other while comparison was used to gauge relative success (Rizza & Reis, 2001). However, the line between comparison and competition can be difficult to determine. Certain students may perceive specific behaviors as healthy comparison whereas other students may perceive this behavior as competition and react negatively (person-related influences on environment). Distinctions between students’ intelligence and academic success are made in settings outside of the classroom. These comparisons can occur in casual conversations, students often ask other students how they did on various assignments. They may share other results, such as test scores, including results from standardized tests, such as the American College Test (ACT) or SAT (Rizza & Reis, 2001). Depending on how this interaction is perceived, it may determine the consequences of said comparison. Conversely, Snyder et al. perceiving support from peers is associated with lower imposter feelings among adolescents (Caselman et al., 2006), suggesting that peers can both contribute to and protect against imposter feelings (Yang & Gentry, 2023). Environments may be considered as containing social comparison to varying degrees, and social comparison between students may come from several different sources. Students may feel pressured to compare themselves with others by teachers, other students, or even the institution they attend. When students believe that they outperform their peers they typically feel better than those who feel they underperform their peers (Strickhouser & Zell, 2015). Social comparison can increase anxiety in individuals who believe they are lower scoring than their peers and often reduce effort when forced to compete (Bedard & Fischer, 2019). When students believe they are less competent than their peers at a task it can hinder cognitive engagement and reduce effective learning (Micari & Drane, 2011). This social competition may lead to similar psychological distress associated with competitive classroom environments. Constant pressure to perform and achieve can be detrimental; imposter phenomenon feelings are positively correlated with increased levels of depression (McGregor et al., 2008; Posselt & Lipson, 2016), anxiety (Cokley et al., 2013; Posselt & Lipson, 2016), psychological distress (Henning et al., 1998), and minoritized student status stress; understood as the additional stressors minority students face related to racism, discrimination, traumatic stress, educational hegemony, insensitive comments, and questions of belonging (Cokley et al., 2013). Pressures to perform are unique environmental factors that impact both behavioral and personal factors, and may lead to increased likelihood of imposter phenomenon. Little research has been done on how different environments impact imposter phenomenon and if sources of competition and comparison matter. The undergraduate setting is an important area to focus on due to the prevalence of imposter phenomenon in higher education and the numerous ways competition and comparison can persist in this environment (Parkman, 2016). Institutions of higher education are typically competitive in nature and may foster negative social comparison between students (Dijkstra et al., 2008). As college degrees become a requirement for many entry-level jobs, colleges and universities have become even more competitive (Brankovic et al., 2018). Degrees from elite universities have become even more desirable (Killgore, 2009). Highly selective colleges may deny more than 90% of applicants (Shemmassian, 2021), potentially leading to competitive environments at those schools. Environments can influence and exacerbate feelings of inadequacy in students who may already have seeds of self-doubt, which can in turn lead to negative consequences associated with perceived competition and imposter phenomenon. Exploration into how specific environments at a selective institution impact prevalence and nature of imposter phenomenon may reveal how these 267 environments can be better suited for students and prevent this harmful phenomenon. Current Study When environments become more competitive, students may be more likely to experience imposter phenomenon and highly selective schools may especially contain pockets of environments in which imposter phenomenon feelings are more likely. The competitive nature of an elite school can become pervasive, leading to it being present in multiple environments within an institution (Rizza & Reis, 2001). Viewed within this context framework, the question changes from “who is most likely to experience imposter feelings” to “how do student characteristics interact with features of context to shape imposter feelings?” In this way, we are testing the Environment to Person link of triadic reciprocation within Social Cognitive Theory. In this study, we explored how the presence of competition and social comparison impact imposter feelings in different environments at a highly selective liberal arts college, and how these effects may be intensified among first-generation students compared with continuing generation students. We built on prior phenomenological inquiry into the lives of talented first-generation college students (e.g., Hébert, 2018) by exploring how environmental context may differentially impact imposter feelings based on generational status. Following research by Canning et al. (2020), we examined imposter feelings through a context-dependent, state lens (vs. a more stable, trait lens). We used a mixed design with both a between-subjects factor (generational status) and within-subjects factors (higher education setting and presence of social comparison). Within this experimental vignette design, participants were asked to imagine various scenarios where social comparison is either made salient or not to understand how perceived competitive status impacted imposter phenomenon feelings across different environments. The within-subjects component of the design allowed us to manipulate environmental conditions and social comparison while maintaining a consistent perspective through a singular participant. Each vignette was specifically written for this study with an intention of creating an imagined experience for the participants. Three environments were used in this study: classroom, peer, and administration. Using these different environments, we examined how imposter phenomenon feelings are impacted by various environments and sources. We used a 2 (Generational Status: First Generation, Continuing Generation) × 3 (Environment: Classroom, Peer, Administration) × 2 (Social Comparison: Present, Absent) experimental vignette mixed design. Generational status served as the between-subjects variable and both environment and social comparison served as within-subjects variables. We asked if the presence of social comparison interacted with academic settings to intensify imposter 268 feelings in certain contexts, and if this effect would be intensified among first-generation students compared with continuing-generation students. Our hypotheses were as follows: Hypothesis 1: We hypothesized a statistically significant main effect of social comparison, such that, imposter phenomenon feelings would be higher when social comparison is present compared with when social comparison is absent. Hypothesis 2: In addition, we predicted a statistically significant Environment × Social Comparison interaction, such that, when social comparison is present, imposter phenomenon would be highest in peer and administration environments, compared with classroom environments. The peer environment in which this occurs may exacerbate these feelings because the source of social comparison is direct from peers. As in social and classroom settings, the administration and admission teams play an essential role in the perceived competitiveness of a college. In a formal setting where awareness of competition comes from the college itself, students may feel a sense of inadequacy or alienation from the institution. If the college brings attention to the excellence of its students, some students may feel unqualified to be a part of the institution and report high levels of imposter feeling. Hypothesis 3: Finally, we drew from prior findings (Canning et al., 2020) in hypothesizing a statistically significant three-way interaction, such that, the aforementioned interaction pattern (Hypothesis 2) would be stronger among first-generation students compared with continuing-generation students. In other words, we expected that social comparison environments would elicit strongest imposter feelings among first-generation students compared with continuing-generation students. Method2 Participants Data were collected from undergraduate students at an elite small liberal arts institution in New England in the United States during the Winter 2023 semester. Acceptance rate for the 2022–2023 class was 13.7% (Bates College Office of Institutional Research, Analysis, and Planning, 2022), making it highly selective. The institution has held a testoptional admissions policy for decades but provides information on SAT and ACT scores for students who choose to submit when applying; the interquartile range for those scores describes an ACT composite of 32 to 33, SAT Evidence-based Reading and Writing of 710 to 745, and SAT Mathematics of 720 to 760. Participants were recruited from psychology courses as part of the departmental participant pool and through other means, including flyers posted around campus and email Gifted Child Quarterly 68(4) listservs. In addition, participants were given the choice to receive psychology course credit for their participation or be entered into a raffle to win one of several gift cards to a popular local bakery. For the past several admitted classes to this institution, the percentage of students identifying as firstgeneration has held steady at approximately 12% (Bates College 2020, 2021, 2022); accordingly, we intentionally attempted to over-sample from this population by posting targeted flyers and posting recruitment materials to particular email listservs. The following inclusion criteria were used: enrollment as a full-time student at the college and at least 18 years of age, passing the manipulation check question, and responding “yes” to the question asking for a commitment to provide thoughtful responses. Based on previous research using commitment requests (Geisen, 2022), this type of commitment request has an approximate 5% failure rate; accordingly, we accounted for this in our sample size recruitment plan. Previously collected pilot data (Bartley, 2022) served as an approximate estimate of effect size for the current study. We collected data from 37 undergraduates at this institution using similar vignettes and a similar, single-item indicator of imposter feelings from the Clance Imposter Phenomenon Scale (Chrisman et al., 1995): “I would be afraid that people important to me would find out that I’m not as capable as they think I am.” We observed a statistically significant Setting × Social Comparison interaction, F(2, 72) = 16.92, p < .001, ηp2 = 0.32. For the current study, we used G*Power Version 3.1.9.7 (Faul et al., 2007) to conduct an a priori power analysis to determine the necessary sample size for the current study. Instead of relying on the moderate effect size from the pilot study, we opted to use a more conservative effect size estimate of Cohen’s f = .1 to ensure an adequately large sample. To detect a small effect, the required sample size for our analysis is 216 participants. To meet this requirement and to conservatively account for the anticipated 5% failure rate, we planned to recruit 250 participants with a stated stopping rule of ceasing data collection when Qualtrics reported 250 completed participant responses. Nearing the end of the term and after exhausting numerous recruitment efforts, including Psychology Department participant pool, flyers posted around campus, announcements in institution-wide emails, postings in relevant student email listservs, and tabling events at the dining hall, we deviated from our pre-registered planned sample size of 250 by 2%, closing recruitment with 245 completed responses. Of the 72 participants who began the survey but did not complete it, the average length of progress through the survey was 18.5% completion, with just over half of the non-complete participants (n = 39) exiting the survey after the informed consent page. Of the 245 participants with a recorded completion in Qualtrics, we excluded two participants for selecting “I can’t promise either way” to the commitment check question in which participants were asked to promise to provide Snyder et al. 269 Table 1. Language Used in Vignettes. Environment Social comparison Classroom Present Classroom Absent Peer Present Peer Absent Administration Present Administration Absent Text of vignette As you settle into your seat for the first class at Bates College, you turn your attention toward your new professor. They begin to review key points from the syllabus and start to talk about how the course will be structured. You listen closely. The professor explains that some assignments will be graded on a curve. This means your grade will partially depend on how well other students in the class perform It is the start of your first semester at Bates College. You choose where to sit and the class begins. Your new professor is beginning to review key points from the syllabus. The professor begins to discuss how the class is structured, so you listen carefully. The professor states that it is their hope each student will come to find the course content interesting and relevant for their lives You are sitting in a common room with a few of your new friends one fall afternoon during your first semester at Bates College. The conversation eventually turns toward high school experiences. Everyone begins to share something about themselves from high school. One friend in the group mentions that they were valedictorian. Another friend chimes in by sharing their SAT scores. A third friend shares the number of Advanced Placement courses they took It’s an autumn afternoon during your first year at Bates College. You are sitting in a common room with some new friends. One friend puts on a sweatshirt and makes a comment about the seasonal weather. Another friend mentions the leaves beginning to change and notes how pretty the scenery is during this time of year. You look out the window and notice all of the vibrant colors in the trees. It’s time for the new student orientation event at Bates College. The next speaker is [President], the president of Bates College. She takes the podium to welcome all first-year students and their families. As part of her welcome message, she begins to list the accomplishments of your fellow classmates. Your peers in the incoming class are national chess champions, founders of nonprofit organizations, and published authors. You see other students smiling as their accomplishments are noted You are sitting in the Bates new student orientation event. The president of Bates College, [President], takes the podium to welcome all of the first-year students and their families. She begins to speak. She begins to explain the fascinating history of buildings on campus. You learn that one particular building was constructed in 1917. The building used to be the primary dining hall for the college thoughtful answers to all questions, leaving 243 participants (9.9% first generation). Following the predetermined manipulation check rules approved in Stage 1, the total number of participants was reduced from 243 to 143. The final sample of 143 participants (Mage = 19.8, SDage = 1.37) contained representation across class years (39.9% first year, 23.1% sophomore, 16.8% junior, 20.3% senior). The 13 first-generation students represented 9.1% of the final sample, close to the 12% first-generation rate of the college. Most of the sample self-identified as White (63.4%) and also included participants who identified as Black or African American (2.8%), Hispanic or Latino/a (4.9%), and Asian (6.3%). A substantial number of students listed specific identities not captured by broad categories (e.g., multiracial, Chinese, Italian). Self-reported grade point average (GPA) for the sample was relatively high (M = 3.71, SD = .35).3 Measures and Materials Each of the six vignettes was written specifically for this study and is included in Table 1. Vignettes were written to highlight the three environments (classroom, peer, and administration) at the institution where academic competition may exist. We manipulated the social comparison nature of each environment by highlighting specific direct comparisons with other students. Each setting focused on student comparisons from a different source, either from a professor (classroom condition), peers in a social setting (social con­ dition), or the school’s administration (administration condition). Vignettes were written from the perspective of a first-year student who is not yet established in the college environment and may be still learning the norms at the college. Each vignette was between 69 and 76 words in length. Imposter Feelings. Following each vignette, participants were asked to report on imagined feelings of imposter phenomenon using a measure described in the work of Canning et al. (2020), which was adapted from an earlier scale developed by Leary et al. (2000). Canning and colleagues used the measure to examine daily fluctuations in imposter feelings for STEM courses. To link stated feelings of imposter phenomenon with our vignettes, participants were asked to imagine how they would feel in the specific scenario using the item stem, “In this situation, I would feel . . .” A sample item reads, “In this situation, I would feel . . . like people might find out that I am not as capable as they think I am.” The full set of items is displayed in Table 2. Each of the four items was measured on a 6-point Likert-type scale, phrased for this study, such that, higher ratings reflected stronger feelings of imagined imposter phenomenon (1 = strongly disagree, 2 = agree, 3 = somewhat agree, 4 = somewhat disagree, 5 = disagree, 6 = strongly disagree). Canning 270 Table 2. Items in State Imposter Phenomenon Scale. . . . people might find out that I am not as capable as they think I am . . . my successes were due to some kind of luck . . . afraid others would discover how much knowledge or ability I really lack . . . like an “imposter” Note. All items are preceded by the stem, “In this scenario, I would feel . . .” et al. (2020) reported good evidence of internal consistency reliability (α = .86) among college students in a study designed to examine daily changes in imposter feelings due to classroom environments. For all six vignette scenarios, we averaged the four items together to create composite measures of state imposter phenomenon feelings for that specific scenario, resulting in six measures of contextually influenced imposter feelings. To account for any item-level missing data, scale scores were created by averaging all non-missing items, a technique known as available item analysis (Parent, 2013). We set a tolerance level of 25%, such that, participants must have responded to at least three of the four items for their scale score to be created for that scenario. Higher scores indicate greater presence of imposter feelings while lower scores indicate a weaker presence of imposter feelings. Using Omega total as an indicator of internal consistency reliability (McNeish, 2018), observed internal consistency across the six vignettes was strong, ranging from .84 (classroom setting, social comparison present) to .92 (peer setting, social comparison present). Manipulation Check. A manipulation check question served as a measure of both quality control and construct validity for the social comparison variable. Participants were given brief, one-sentence descriptions of all six scenarios and asked to indicate which of those are settings in which people are likely to compare themselves with others. Failing to identify the three scenarios with social comparison present is considered a manipulation check failure. The text of the question is shown below with social comparison options highlighted in italics. Order of the options was randomized for each participant: From the list on the left, check the box if the setting describes a situation in which people would generally be inclined to compare themselves to others. (President [Last Name] describes accomplishments of the incoming class; President [Last Name] explains the history of a building; A professor explains that grading will be done using a curve; A professor explains their hope for students to find the course content interesting; A group of friends discuss the autumn leaves; A group of friends share their high school achievements). Difficulty of manipulation check questions varied, ranging from 95% of participants correctly identifying “a group of friends discuss the autumn leaves” as not being a situation Gifted Child Quarterly 68(4) in which people would generally be inclined to compare themselves with others, to 71% of participants correctly selecting “a professor explains that grading will be done on a curve” as such a situation. Per our Stage 1 protocol plan, all selections must be correct for participants’ data to be included; therefore, any participants not passing all mani­ pulation check questions correctly were omitted from the analysis sample. Demographics. The following demographic data were collected4: class year, age, race, ethnicity, overall GPA, and firstgeneration college status. We asked about generational status using an item from Canning et al. (2020): “Are you first in your family to attend college?” (yes, no). Asking the students to report their status captures their perceptions of being first or continuing generation. All other demographic questions, except first-generation status, included an open-ended response to ensure all students were able to communicate relevant identity markers (DeCuir-Gunby & Schutz, 2014). Procedure We used Qualtrics, a virtual survey platform, to conduct the study. Each participant was first asked to provide informed consent. Participants were informed that the research project was focused on studying how undergraduates feel in different college settings. The survey began with a question asking participants to commit to providing thoughtful responses (e.g., DeBell, 2022). After reporting demographic data, participants were instructed to take one minute to imagine themselves as a first-semester student on the college campus. They were asked to write about what they were thinking, feeling, and doing during that semester, and encouraged to write a minimum of 25 words; generally, participants wrote more than this (M = 41.2 words). Next, participants were provided with instructions on the remainder of the survey and informed they would be shown a series of hypothetical scenarios that would imagine them to report on how they would feel in each situation. Instructions for each vignette repeatedly reminded participants to think about their responses to the questions (measuring imposter phenomenon) in relation to that specific situation. We used the randomization tool on Qualtrics for the purpose of counter­ balancing vignettes to minimize order effects, ensuring that vignettes from the same setting (e.g., administration) were not shown directly adjacent. All counterbalancing conditions were evenly distributed through randomization, suggesting effective counterbalancing. The survey concluded with manipulation check questions and a question asking students to share thoughts on what they think the study was designed to test. After completion, participants were debriefed and offered the opportunity to receive psychology course credit or enter the raffle. The raffle was the more popular option, with 59.4% of the sample choosing this method of compensation. The Institutional Review Board of Bates College [study identifier Snyder et al. # EC3_22_01] deemed this study to be exempt under Category 104(d)(3)(i)—Benign Behavioral Interventions. Results We used Jamovi (2022), Version 2.3.28, to conduct analyses, with data processing completed in SPSS. A one-way analysis of variance (ANOVA) revealed a marginally significant difference in GPA by generational status, F(1,13) = 4.36, p = .06, such that, continuing-generation students reported somewhat higher GPA (M = 3.73, SD = .32) compared with first-generation students (M = 3.44, SD = .13). Per our Stage 1 protocol, our alpha cutoff value for including GPA in the full model was .05; therefore, we did not include GPA as a covariate. We examined statistical assumptions prior to conducting the analyses. Mauchly’s test of sphericity revealed a violated assumption for the Environment × Social Comparison interaction (p = .02), leading us to adopt the Greenhouse-Geisser correction for this interaction effect. Levene’s test of homogeneity of variances revealed violations for only two of the six cells: peers–social comparison absent (p = .01) and administration–social comparison present (p = .01). Our overall research question asked if participants would imagine heightened levels of imposter feelings when social comparison messaging was present, but that these levels would vary across contexts. Accordingly, all hypotheses were tested using a 2 (Generation) × 2 (Social Comparison) × 3 (Environment) mixed ANOVA. We hypothesized a main effect of social comparison (Hypothesis 1), qualified by a two-way Environment × Social Comparison interaction, such that, when social comparison is present, imposter phenomenon would be highest in peer and administration environments, compared with classroom environments (Hypothesis 2). In addition, we hypothesized that the twoway Environment × Social Comparison interaction would be qualified by a statistically significant Generation × Environment × Social Comparison three-way interaction, such that, social comparison in those certain contexts would result in greater imposter feelings for first-generation students compared with continuing-generation students. The main effect of social comparison (Hypothesis 1) was supported, F(1,141) = 81.58, p < .001, ηp2 = .37, such that, imposter feelings were substantially stronger when social comparison messaging was present (M = 3.82, SE = .17) than when it was absent (M = 2.35, SE = .12). In Hypothesis 2, we predicted this main effect would be further qualified by an Environment × Social Comparison interaction, whereby the effect of social comparison messaging would vary across contexts. This hypothesis was supported, F(1.93, 271.76) = 15.23, p < .001, ηp2 = .01, suggesting that the effect of social comparison messaging varies across contexts (see Figure 2). Table 3 provides an overview of estimated marginal means, standard errors, and 95% confidence intervals across all conditions. 271 We probed this interaction through post hoc comparisons using a Bonferroni correction. Social comparison messaging by professors (stating that students’ grades would depend on how well they performed relative to peers) elevated feelings of imposter phenomenon compared with a more benign messaging from professors that their hope was for students to find the material interesting, t(141) = 4.08, pBonferroni < .001. Imposter feelings in the neutral classroom context were not statistically significantly different from those in the neutral administration context, t(141) = 2.0, ns, but were higher than those in the neutral peer context, t(141) = 3.78, pBonferroni < .003. Phrased differently, classroom and administration contexts seem to inherently promote imposter feelings even with more neutral messaging, at least compared with neutral peer contexts. The effect of social comparison messaging also varied across contexts. Although students perceived the same amount of imposter feelings from social comparison messaging in the peer context (friends sharing GPA and standardized test scores) and administration context (the president highlighting the accomplishments of the incoming class, t[141] = −2.02, ns), social comparison messaging in the classroom context resulted in weaker imposter feelings relative to both the peer context with social comparison, t(141) = −3.16, pBonferroni < .029, and the administration context with social comparison, t(141) = −4.73, pBonferroni < .001. This effect is generally consistent with our original hypothesis. Our proposed three-way interaction (Hypothesis 3), such that, the two-way Environment × Social Comparison interaction would be moderated by generational status, was not supported, F(2,282) = .32, p = .72, ηp2 = .002. In other words, we did not observe evidence for the hypothesis that first- and continuing-generation students’ imposter feelings would be differentially impacted by the interaction of environments and social comparison messaging. Given the relatively small cell size for first-generation students, however, this finding should not be interpreted as strong evidence for lack of an effect. Discussion The current study aligns with contemporary efforts to move beyond prior paradigms of imposter phenomenon as a “syndrome” in which the problem is posited to be located within an individual (Chrousos & Mentis, 2020; Mullangi & Jagsi, 2019; Yang & Gentry, 2023). In contrast, we take the view that imposter phenomenon is sensitive to features of the context, and that the solutions will likely be structural, not individual. Drawing from Bandura’s (1989) social cognitive model of triadic reciprocation in which personal, cognitive, and behavioral factors are in constant interaction, we hypothesized that student-level characteristics, such as generational status would interact with features of the environment to promote or lessen imposter feelings. Our selection of three common contexts (peer, administration, and 272 Gifted Child Quarterly 68(4) Figure 2. Estimated Marginal Means (Environment × Social Comparison). Note. Imposter feelings are on a 1 to 5 scale with higher scores reflecting stronger feelings of state imposter phenomenon. Error bars are 95% confidence intervals. Table 3. Estimated Marginal Means—Social Comparison × Environment. 95% confidence interval Social comparison Environment M (SE) Lower Upper Present Classroom Peer Admission Classroom Peer Admission 3.40 (.18) 3.88 (.20) 4.18 (.20) 2.68 (.16) 2.05 (.13) 2.32 (.16) 3.04 3.48 3.79 2.36 1.80 2.00 3.75 4.29 4.56 3.00 2.30 2.65 Absent Note. We report estimated marginal means and standard errors. classroom) represents common settings in which students find themselves, and each context can vary in the level of social comparison messaging present. As proposed by Social Cognitive Theory, student behaviors are simultaneously influenced by, and reciprocally related to, environments and student beliefs (Schunk & DiBenedetto, 2020), making imposter phenomenon feelings a potentially critical link between students’ interactions with various college settings and later actions (French et al., 2008). Although we had posited a three-way interaction between generational status, environment, and social comparison messaging, this was not supported by the data. Instead, a hypothesized two-way interaction between environment and social comparison emerged, such that, the effect of social comparison messages was moderated by the setting in which students experienced it. Specifically, certain contexts with social comparison messaging (peers and administration) were perceived as more likely to promote imposter feelings than other contexts with social comparison messaging (classrooms). Research by Rizza and Reis (2001) suggests that students can acknowledge the differences between comparison and competition and view the two phenomena as inherently different. However, interpretation of comparison is not uniform across students. Some students may be more likely to respond negatively to this comparison. Curiously, not all neutral contexts were perceived as equal; classroom and administration contexts with no social comparison messaging still induced more imposter feelings compared with the peer context with no social comparison messaging. Theoretical Implications Findings from the current study make several theoretical contributions. First, fluctuations in imagined imposter feelings speak to the critical need to reframe imposter phenomenon as an individual stable trait toward an experience that can be shaped by contextual features (e.g., Canning et al., 2020; Rosenthal et al., 2021). This is not to say that imposter phenomenon does not have stable features; in fact, prior research finds imposter phenomenon to be quite correlated with aspects of personality (Bernard et al., 2002; Ross et al., 2001; Ross & Krukowski, 2003). However, viewing the Snyder et al. construct of imposter phenomenon solely from this personality framework ignores the role of context in shaping fluctuating feelings that may, over time, stabilize into a more crystallized imposter phenomenon. Drawing from the notion of triadic reciprocation within Social Cognitive Theory will be a helpful framework for future research investigating this development. Second, findings from our study take a more nuanced approach to considering the role of contexts in shaping imposter phenomenon by moving beyond general tendencies to engage in social comparison (e.g., Jensen & Deemer, 2020) to examining how different environments infused with social comparison messaging may elicit varying levels of imposter feelings, as similarly encouraged by others as a critical direction for future research (Lee et al., 2021). However, this point does require us to distinguish between environments with messaging containing elements of social comparison, as we have done in the current study, and social comparison as a behavior (i.e., as outlined in Social Comparison Theory; Festinger, 1954; Wood, 1989). A recent meta-analytic review synthesizing six decades of social comparison research documented a general tendency for individuals to engage in upward comparison effects when a comparison was available, in other words, choosing to compare with people of greater ability, even though such comparison generally led to decreases in personal ability appraisals (Gerber et al., 2018). Therefore, although it seems reasonable to assume social comparison behaviors would likely follow from contexts infused with the potential for social comparison (a professor grading on a curve, a college administrator highlighting incoming class accomplishments, and peers sharing standardized test scores), further investigation into individual differences underlying this environment to behavior link would be fruitful in more carefully disentangling message content and likelihood to engage in social comparison behavior. It was interesting to observe relatively lower levels of imposter phenomenon feelings among the three vignettes with social comparison, such that, social comparison messaging from a professor (that students would be graded on a curve) seemed to have less of an impact than similar messaging from peers and college administration. Bold claims about imposter phenomenon and professor social comparison messaging from the broader literature include the following: “Grading on a curve likely exacerbates imposter syndrome because law students naturally begin to compare themselves to their peers whom they will compete with for grades, class rankings, and—in some instances—jobs” (Grenardo, 2022, p. 374); and while this messaging did result in greater imposter feelings compared with three contexts without social comparison messages, it was still less than hearing social comparison messages from peers and administration. It is possible that hearing social comparison messaging in classroom contexts is more commonplace to students at highly selective institutions and thus less impactful. The undergraduate institution where this research took place does 273 not require students to submit standardized test scores with their application. Nonetheless, students may still use these test scores to compare themselves with other students, perhaps in an effort to size themselves up relative to peers. Or, this difference may reflect a local dominance effect, such that, comparing oneself against a smaller group is more impactful than a similar comparison within a larger group (Alicke et al., 2010; Zell & Alicke, 2009). Social comparison messaging within a peer setting, then, may lead to high levels of imposter phenomenon and may exert a negative impact on self-worth and academic confidence (Canning et al., 2020; Cokley et al., 2013; Posselt & Lipson, 2016). A careful examination of the “neutral” contexts in the current study also reveals an interesting pattern; students do not seem to interpret a seemingly benign message from professors as truly innocuous, and felt greater imposter feelings hearing a professor describe their hopes for students to find the material interesting than hearing friends discuss the weather. This seems to suggest that students, at least those at highly selective institutions, may perceive an inherent comparative essence in classrooms regardless of the messaging that is given by faculty. If this is the case, this poses a potential challenge for faculty who aim to create inclusive classroom spaces, in that they may need to overcome this inherent bias. Further inquiry into the role of authority figures in inducing social comparison (i.e., rather than examining social status of the comparison target [e.g., Locke, 2003] considering social status in who conveys a comparative message) and imposter feelings, alongside other contextual features may prove fruitful in better understanding situations likely to induce or intensify imposter feelings. The finding of intensified imposter feelings in peer and administration contexts is intriguing, particularly given substantial research documenting adolescents’ heightened sensitivity to peer presence and social feedback (Albert et al., 2013; Eccles et al., 1997; Silva et al., 2016). This seems especially true given the relatively high self-reported GPA of students in the participant sample, suggesting an alreadycapable group. Following the earlier line of thought about students perceiving some contexts as more naturally social comparative, it is possible that students may not expect to hear direct social comparison messaging from friends in a social situation or from the administration at a welcome event. Alternatively, it may be that students perceive being “found out” by peers or discovering “I don’t belong” as a greater threat than a potential poor course grade. Educational Implications Situated within the assumption that context shapes imposter phenomenon and with evidence from our experimental vignette design that social comparison messaging in particular contexts is especially likely to promote imagined feelings of imposter phenomenon, several educational implications follow from our findings. First, the finding that imposter 274 feelings were strongest when social comparison messages came from peers and administration (even compared with social comparison messages from faculty) speaks to the need to pay attention to how imposter phenomenon can manifest in these arguably under-studied contexts. Like calls for inclusive teaching practices to create supportive environments (e.g., Canning et al., 2020; Lee et al., 2021), administrators also have a responsibility to be mindful of how language can impact students’ sense of themselves as capable and belonging. The administration–social comparison present vignette used in this study used language adapted from the institution’s website (Bates College, 2020, 2021, 2022). When first-year students arrive at the institution, they are welcomed as a class and learn about their classmates’ accomplishments; this information is some of the first impressions that students have about their new peers. Although likely intended as inspiring, language, such as “. . . this is another impressively multi-talented Bates class. Crossing the quad this fall you might pass a student who . . . coauthored an important astronomy research paper on exoplanets that contributed to the 2019 Nobel Prize in physics . . .” (Bates College, 2020) has the potential to induce imposter phenomenon. This institution is certainly not alone in this practice. For example, the University of North Carolina at Chapel Hill uses similar language on their admissions website in which they highlight how many students in the incoming class rank first in their high school class, among other accomplishments (UNC Undergraduate Admissions, 2022). Finally, the conceptual shift in moving from imposter phenomenon as a personal characteristic to one that may be induced by environments (Chrousos & Mentis, 2020; Mullangi & Jagsi, 2019; Yang & Gentry, 2022) holds implications for educators, counselors, and administrators. Rather than viewing imposter phenomenon as something that is the responsibility of a student to overcome (including college counseling centers inviting students to “combat” or “conquer” their imposter feelings), it may be more helpful to recast a new perspective; that faculty, administration, staff, and students all have power to shape environments within institutions. Within the idea that students experience an institution “one interaction at a time” (Vick, 2023), institutional cultures are created collaboratively. Changes in reframing institutional cultural practices around social comparison would likely have positive effects on the mental health and well-being of faculty, staff, and students (Parkman, 2016), especially given that even faculty experience imposter phenomenon (Vaughn et al., 2020). This shift in perspective encourages educators to move from “fixing” a student toward shifting a culture. Limitations and Future Directions Findings from the current study must be considered within the context of the design and population, including the institutional context of highly selective colleges. Although Gifted Child Quarterly 68(4) stronger in internal validity, which addresses prior calls to investigate causality in imposter phenomenon among highly capable students in elite contexts (Lee et al., 2021), the use of an experimental vignette design naturally reduces ecological validity, such that, students were asked to imagine themselves in hypothetical scenarios rather than experience environments firsthand. These vignettes were created by the third author based on lived experience with each of the scenarios, increasing the likelihood the scenarios felt realistic to the participants. As noted previously, future research would also benefit from more targeted examination of if and how participants engage in social comparison behaviors following exposure to vignettes containing scenarios in which social comparison is a likely possibility. Overall, findings from the current study are important to consider within the contextual features of both the participant demographics and contextual features of the institution. The overrepresentation of first-year students in the sample is perhaps a strength in that the first-year college vignettes may have felt more salient. Reductions in the sample size due to stringent manipulation check criteria may have also shaped the characteristics of the final sample of participants retained for analysis, perhaps by omitting students who perceived any classroom setting as inducing feelings of social comparison. Although gender was not a planned analysis variable, the omission of gender in the demographic questionnaire due to experimenter error did not allow us to describe the sample with regard to gender composition, which should be considered a limitation given the origins of imposter phenomenon research as a highly gendered phenomenon (e.g., Clance & Imes, 1978). Relatedly, a more thorough incorporation of race into the study’s design would better allow for a direct test of how race and ethnicity interact with social comparison messages across different contexts in higher education (Meadhbh Murray et al., 2022). The majority of participants in our sample identified as White, reflecting the nature of a predominantly white institution and providing a caveat to the conclusions drawn from the findings, such that, these patterns may not generalize toward more diverse samples. It will be particularly interesting to pursue inquiry into the contextual forces shaping imposter phenomenon from a race-reimagined framework (DeCuir-Gunby & Schutz, 2014), similar to calls from sociology to consider the uneven social and emotional labor of marginalized students in exclusionary environments as contributing to imposter phenomenon (Meadhbh Murray et al., 2022), findings pertaining to “hypervisibility” and imposter phenomenon among first-generation women of color entering college (Jackson et al., 2022), and the reality that imposter phenomenon as a construct and subsequent measures were derived from the experiences of White women and thus deeply shaped by whiteness (Chakraverty, 2022). QuantCrit is a useful tool for researchers in gifted education to better understand how experiences, such as imposter phenomenon are not colorblind constructs but rather, deeply entangled with race (Priddie & Renbarger, 2023). Snyder et al. Finally, the relatively low number of first-generation students in the sample, despite targeted efforts to oversample from this population, likely affected statistical power for the test of the three-way interaction effect. Although it is still correct to conclude the pattern of findings did not differ by generational status, we urge caution in extrapolating to make stronger conclusions given the relatively low number of first-generation students in the sample. Clearly, additional inquiry into contextual messaging, social comparison behaviors, and imposter phenomenon with first-generation college students is needed. Further research in this realm, particularly qualitative in nature, would benefit from targeted consideration of how first-generation students may perceive, react to, or even be protected from harmful impacts of upward social comparisons given internal resources from lived experiences (e.g., perceiving their social class backgrounds as an asset vs. weakness; Stephens et al., 2015). Conclusion By shifting the focus of imposter phenomenon research from the individual to the context, we leveraged an experimental vignette design to examine if comparison-based messages impacted imposter feelings differently depending on context (classroom, peer, and administration settings), and if these effects varied based on students’ generational status in college. Overall, we found that, for both firstand continuing-generation students, social comparison messages differentially impacted imposter feelings depending on context, with the most elevated levels resulting from social comparison messages from administrators and peers. These findings are a step toward a richer understanding of structural features that may lessen or exacerbate imposter feelings at highly selective post-secondary institutions. Acknowledgments The authors are grateful to Todd Kahan for his Qualtrics insights and to Brian Pfohl for his wizardry with Qualtrics and SPSS. Declaration of Conflicting Interests The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article. Funding The author(s) disclosed receipt of the following financial support for the research, authorship, and/or publication of this article: Funding for this study was provided by the Bates College Department of Psychology. Open Science Disclosure Statement The data analyzed in this study are available for purposes of reproducing the results at https://osf.io/ac57q/?view_only=f9721 12efd7e4403832c2d5397a9e553. The link contains the code used 275 to generate the findings reported in the article and may be used for purposes of reproducing the results or replicating the study. The link also contains the newly created, unique materials used to conduct the research that are available for purposes of replicating the procedure. ORCID iD Kate E. Snyder https://orcid.org/0000-0003-2563-9452 Notes 1. 2. 3. 4. For this reason, we were intentional in our use of the term “imposter phenomenon” versus the original term, “imposter syndrome” as the latter suggests that it is a deficit inherent to the individual. All study materials may be accessed through the Open Science Framework: https://osf.io/ac57q/?view_only=f972112efd7e44 03832c2d5397a9e553. 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(2023). *Striving to excel in STEM: Insights from underrepresented, minoritized graduate students with high academic ability. Gifted Child Quarterly, 67(2), 110–136. https://doi.org/10.1177/00169862221119208 Zell, E., & Alicke, M. D. (2009). Contextual neglect, self-evaluation, and the frog-pond effect. Journal of Personality and Social Psychology, 97(3), 467–482. https://doi.org/10.1037/ a0015453 Author Biographies Kate E. Snyder earned her MA and PhD in Developmental Psychology from Duke University. In her research program, she focuses on understanding the role of achievement motivation in the development of academic underachievement, particularly among academically gifted students. Her research has been published Gifted Child Quarterly 68(4) in Gifted Child Quarterly, Journal of Educational Psychology, Educational Psychologist, and many other outlets. She is currently a Senior Curriculum Manager at the Aspen Institute College Excellence Program where she develops curriculum for transformational reform and leadership initiatives. Maxwell I. Bartley is a graduate of Bates College, double majoring in both Psychology and Rhetoric, Film, and Screen Studies. During college, he worked in the Bates College Office of Admission as a Senior Fellow. He is currently a Senior Admissions Counselor at the University of Chicago. Allison Fowler, PhD, is an assistant professor and undergraduate program director at the School of Professional Psychology at Spalding University. She earned her Doctorate in Educational Psychology, Measurement, and Evaluation from the University of Louisville. Her lab (DREAM TEAM) involves collaboration with both graduate and undergraduate students in research related to achievement motivation and educational psychology broadly. She teaches coursework in developmental psychology, statistics, and research methods. Manuscript received: December 8, 2022; Final revision received: March 29, 2024; Accepted: April 20, 2024.
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