Tag Archive: CERP Infographics

These infographics are brought to you by the CRA’s Center for Evaluating the Research Pipeline (CERP). CERP provides social science research and comparative evaluation for the computing community. To learn more about CERP, visit our website.

This material is based upon work supported by the National Science Foundation under Grant Number (CNS-1246649; DUE-1431112). Any opinions, findings, and conclusions or recommendations expressed in this material are those of the author(s) and do not necessarily reflect the views of the National Science Foundation.

CERP May 2016CERP May 2016

Education Funding for First-Generation Versus Continuing-Generation Undergraduate Students


In CERP’s annual survey of undergraduate students in computing fields, students were asked to identify the resources they are using to fund their education. They could select multiple resources. This graphic shows the distribution of responses for first-generation versus continuing-generation college students. The percentages are the number of students who selected a particular funding source out of the number of students within each group (total first-generation students = 1,076; continuing-generation students = 7,157). While first-generation students’ most frequent source of education funding comes from federal loans, continuing-generation students rely most frequently on financial support from their parents. The data also show that first-generation and continuing-generation students take out private loans, make use of their personal savings, receive scholarships and/or grants, work part- or full-time, and are supported by their spouse or partner at similar rates.

April 2016April 2016

Factors that Increase Students’ Interest in Becoming a Middle or High School Computing Teacher


CERP asked undergraduate computing majors what would increase their interest in becoming a middle or high school computing teacher. This infographic shows that financial incentive in the form of a higher teaching salary, free tuition for teacher training, and forgiven student loans were the top factors increasing students’ interest in becoming a middle or high school computing teacher. These findings provide insights into how to generate more computing educators for the K-12 school system, which is becoming increasingly important, given recent efforts to promote widespread K-12 computing education.

March 2016 infographicMarch 2016 infographic

Women More Likely Than Men to Leave Intro CS Courses Due to Teaching Style and Rigor


CERP recently collected data from Intro CS students as part of the “booming enrollments” research underway at the CRA. Within this dataset, a sample of undergraduate students (N = 50) who had recently dropped an Intro CS course reported their reasons for doing so. Women were significantly more likely than men to report they did not enjoy their Intro CS professor’s teaching style, and that the course content was too challenging, p < .05. These findings suggest that the “weed out” technique in Intro CS may have a more negative impact on women than men, and that the current “boom,” if left unchecked, has the potential to impair diversity efforts in CS.

Twice as Many CREU/DREU Students Attend Graduate School, Compared to Other REU Students


During their final year in college, a sample of undergraduate computing majors completed CERP’s annual survey for graduating students. The sample contained past participants of the CRA-W/CDC Alliance’s Collaborative Research Experiences for Undergraduates (CREU) and Distributed Research Experiences for Undergraduates (DREU), students who had completed other REUs, and students who had never completed an REU. CREU/DREU participants were significantly more likely to report plans to attend a graduate program in computing in the upcoming fall, compared to students who had completed a different REU or no REU during college, p < .05. CREU/DREU students were also more likely to report that they were entering a Ph.D. program, compared to students with other REU experiences, or no REU experience, p < .05.

Racial/ethnic Minority Students Who are CDC/CRA-W REU Participants are Particularly Likely to Apply to a Graduate Program in Computing


A sample of racial/ethnic minority undergraduate students graduating with a computing major (n = 201) reported whether they had applied to a graduate program in the fall. Students who had participated in a CDC/CRA-W REU program were significantly more likely to have applied to graduate program in computing than their peers with no undergraduate research experience (p < .05). Among students who had other research experiences and students with no research experience, there was no difference in graduate school application rates (p = .13). Importantly, this analysis controlled for students’ college GPA and parental education level, indicating that participating in a CDC/CRA-W REU program predicted applying to a computing graduate program over and above GPA and parental education level.

Shining the Spotlight on Undergraduate LGBTQ Women


CERP surveyed 101 undergraduate students majoring in a computing field who indicated that they had seriously considered changing to a non-computing major. Of those students, 7% identified as LGBTQ women, 7% identified as LGBTQ men, 27% identified as heterosexual women, and 59% identified as heterosexual men. When asked to indicate the reason they thought about changing their major. LGBTQ women were significantly more likely than their male LGBTQ and heterosexual peers to have considered leaving their major due to a low sense of belonging in computing, p < .05. These findings suggest the field of computing should take significant efforts to enhance LGBTQ women’s sense of belonging in computing.

Ph.D. recipients in computing fields are primarily non-U.S. residents in most states in the U.S.


Overall, non-US residents received 1,210 (54%) of the 2,244 computing related Ph.D. degrees awarded in the U.S. in 2013. This map illustrates that while non-U.S. residents received more than 50% of the Ph.D.s awarded in the majority of states, there was considerable variation across the states. Interestingly, a Pearson correlation test indicates that the proportion of computing Ph.D. degrees awarded to non-residents in each state was not related to the number of Ph.D. programs available in each state, r = .03, p = .83.

Where are they now?


Overwhelmingly, Grad Cohort women are employed in industry/government positions. In 2015, CERP followed up with women who had attended a CRA-W Grad Cohort Workshop between 2004 and 2012. Survey respondents (n = 371) provided the following current employment information: 70% were employed, 26% were graduate students, and 4% who were unemployed. Of those who responded that they were employed (n = 258), 64% indicated they were employed in an industry/government setting, 32% were in academia, and 4% in other settings.

Should I Stay or Should I Go?


Should I Stay or Should I Go?

Graduate students contemplate leaving their program due to problems in the academic environment and economic stressors, but stay in their program thanks to support from family, friends, and advisors

Terminal M.S. Students Who Participate in the CRA-W’s Grad Cohort Show Increased Interest in Pursuing a Ph.D.


During the spring of 2015, 63 Terminal Masters students who had participated in the CRA-W’s annual Grad Cohort mentoring event for women graduate students responded to the following: How interested are you in ultimately pursuing a PhD in a computing field? Respondents answer this question two weeks prior to and two weeks after Grad Cohort using the following scale: Not at all, A little, Somewhat, Quite a bit, Extremely.