CERP Bulletin

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Tag Archive: CERP Bulletin


Upcoming BPC Community Forum: Exploring BPCnet’s New Features and Resources


Join us on Friday, January 10, 2025, at noon ET for the next BPCnet.org BPC Community Forum, hosted by the CRA’s Center for Evaluating the Research Pipeline (CERP). This session will focus on the recent redesign of BPCnet.org and highlight its updated features. It will also provide an opportunity for the participants to provide feedback on current and future content on BPCnet.org. 

Register To Attend

Participants will learn how to navigate BPCnet.org and get an overview of the wide range of resources on the website, including tools designed to support the creation and refinement of BPC plans (e.g., guides, templates), research and data related resources, and searchable databases. The forum will also provide an opportunity for attendees to share their experiences with the platform and offer feedback on its functionality.

Registration is required to attend this Zoom event. After registering with your name and email address, you will receive an email confirmation with the Zoom link. 

The live transcript will be turned on for this BPC Community Forum. If you have any accessibility needs, please reach out to bpcinfo@cra.org.

 


This post is 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. Subscribe to the CERP newsletter bulletin by clicking here. Volunteer for Data Buddies by signing up here.

Upcoming BPC Forum on Identifying and Removing Institutional Barriers to BPC: The CIC’s 10 recommended systemic sustainable interventions and their BPC impact.


Join us for the next BPCnet.org BPC Community Forum on Friday, November 1st, at noon EST for a discussion led by Carla Brodley and Catherine Gill of the Center for Inclusive Computing (CIC) on effective ways to overcome institutional barriers found in undergraduate computing programs. 

Register To Attend

The Center for Inclusive Computing partners with universities to identify and remove the—often unintentional—barriers that prevent students from discovering and thriving in computing education. To remove these barriers, CIC Partner Schools implement evidence-based, systemic, and sustainable interventions that don’t require ongoing funding. The CIC works in partnership with 100+ universities across the country to ensure that students of any intersectional demographic identity can discover, thrive, and persist in computing. 

In this talk, the CIC will explore the most common institutional barriers found in undergraduate computing programs and the concrete actions that can be taken to remove these barriers such as handling the distribution of prior computing experience in the intro sequence, rethinking the placement of math requirements, creating interdisciplinary computing BS/BA degrees, ensuring that multi-section courses use common assessment and more. The CIC will present results for the 21 partner schools who have had 2+ years to implement changes. 

We look forward to sharing this information with the BPC community and hope to receive feedback on what systemic interventions might be missing from this list. 

Registration is required to attend this Zoom event. After registering with your name and email address, you will receive an email confirmation with the Zoom link. 

The live transcript will be turned on for this BPC Community Forum. If you have any accessibility needs, please reach out to bpcinfo@cra.org.

 


This post is 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. Subscribe to the CERP newsletter bulletin by clicking here. Volunteer for Data Buddies by signing up here.

CSGrad4US logo with a trendline chart overlayed with silhouettes of three peopleCSGrad4US logo with a trendline chart overlayed with silhouettes of three people

Most NSF CISE CSGrad4US Fellowship Participants Enroll in a PhD Program


The NSF CISE CSGrad4US Graduate Fellowship is a program aimed at increasing the number of diverse domestic PhD students in computing fields. This two-year program helps guide students through the graduate school application process and the first year of graduate school to enable a smooth transition. The Fellowship also provides three years of funding for attending graduate school. CERP has provided evaluation of the CSGrad4US program for the first two cohorts starting in 2021. Evaluation reports for the first two cohorts can be found on the CERP website and are linked below. Among the many findings about the program, CERP has identified that top motivators for why individuals participate in this program are:

  • to make an impact on society with an advanced degree
  • a desire to continue their learning
  • interest in working on advanced research projects

This post provides an update on the current status of the three cohorts of program participants. Tracking data presented in the graphic below shows that the great majority of program participants (70-80%) end up attending a doctoral program while some of the participants opt out of the academic career path after showing initial interest in working towards a graduate program.

 

Stacked bar chart showing the current status of three cohorts of CSGrad4US program participants

 

It is important to note that, given the stage that each cohort of participants are at in the process, the information regarding each cohort’s current status is slightly varied. Specifically, while fall 2021 and fall 2022 cohorts are already enrolled in their doctoral programs, the participants of the fall 2023 cohort are currently in the admissions stage and will be starting their programs within the next year. Further, cohort 3 participants from the fall 2023 mentoring program who were not admitted/did not apply to a PhD program are eligible to apply in fall 2024.

 

References:

CRA-E/CRA-WP CSGrad4US Mentoring Program: Cohort One Year One Key Finding Report

CRA-E/CRA-WP CSGrad4US Mentoring Program: Cohort One Year One Immediate Impact Evaluation Report

CRA-E/CRA-WP CSGrad4US Mentoring Program: Cohort One Year Two Immediate Impact Evaluation Report

CRA-E/CRA-WP CSGrad4US Mentoring Program: Cohort Two Year One Key Findings Report

CRA-E/CRA-WP CSGrad4US Mentoring Program: Cohort Two Year One Immediate Impact Evaluation Report

CRN Infographic: First Cohort of CSGrad4US Fellowship Candidates Seek to Make an Impact on Society with an Advanced Degree

 


This post is 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. Subscribe to the CERP newsletter & bulletin by clicking here. The funding for the CSGrad4US program is provided by the National Science Foundation under grant numbers CNS-2123180, CNS-2231962, and CNS-2313998.  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.

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General Feedback Form Release


The Center for Evaluating the Research Pipeline (CERP) is excited to announce a new feedback form that will allow participating Data Buddies departments to leave us any general feedback they have on the project as a whole.

The form is a brief survey that prompts respondents to give their thoughts on a few different aspects of the entire survey process including existing survey measures, the department reports, and any additional measures that are recommended to be added to the survey.

All current Data Buddies departments are encouraged to leave feedback they have for us at any time through our website. We will take all feedback into consideration and look to incorporate it into our future processes with the project.

If you are interested in utilizing this new feedback form, please use this link. As always, thank you for your continued support of the CRA Data Buddies Project!

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Fall 2023 Data Buddies Department Reports Release


The Center for Evaluating the Research Pipeline (CERP) is excited to announce the release of the Fall 2023 Data Buddies Department Reports to all participating departments!

This year, 138 academic departments across the United States and Canada were eligible to receive a department report. To be eligible to receive a report, departments must achieve at least 5 survey responses from students in their department.

Geographic Distribution of Data Buddies

In addition to the standard full report, departments received a characteristics report that delves into the student respondents’ academic background and demographics. New this year, participating departments were also provided with a key findings report. This was created in response to feedback from some departments for a desire for a more digestible version of the report that highlights some of the most important and interesting findings from the survey in a much-reduced format.

Key Findings Report

There were also 16 participating departments that received additional special reports that departments specifically requested from the CERP team. Departments can request up to three specialized reports that present unique data either through selecting a specific subset of students to narrow down the sample and/or modifying their comparison group. For example, departments may request a report that splits out their data by just PhD or master’s students or Domestic and International Students. Data Buddies departments request these special reports by completing this Special Report Form.

All Data Buddies reports were made accessible for departments on the Data Buddies reporting portal created by the CERP team which currently allows departments to easily access and download all of their department’s reports going back to 2021. The CERP team plans to upload reports from previous years onto the portal for access in the near future as well.

Reporting Portal

The release of the department reports also marked the release of the 2023 Data Buddies Annual Report and the release of public datasets that incorporate all response data across all departments. Both of these releases are available on the CERP Website.

Read more about the Data Buddies report release in Computing Research News.

Are you on our list? Becoming a Data Buddy is free and easy! Click here to sign up today.

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Stipends and Student Participation in Undergraduate Research


The following blog post was written by Dr. Kristi Kelly, former Senior Research Associate for CERP, and current Senior Consultant for the Clarity Social Research Group. Dr. Kelly holds her PhD in Social Psychology from the University of Minnesota.

  1. Overview

How does the provision of stipends in REUs affect undergraduate students’ participation in research? This question has been examined in several ways, although there continues to be little systematic investigation of the extent to which stipends (and their size) affect participation. The research described in this summary generally examines stipends as part of a set of factors that may influence REU participation, and it is supplemented with unpublished data from the Center for Evaluating the Research Pipeline’s (CERP) Data Buddies Survey. In addition, this review includes a broader discussion of how financial concerns may impact students’ decisions about their involvement in research.

  1. The role of stipends in promoting formal research participation

Two studies led by D.R. Economy (Economy et al., 2013; Economy et al., 2014) provide the most direct evidence of the relative importance of stipends in guiding students’ REU decision-making. In an initial study, the researchers surveyed 61 NSF REU Site participants in nine REUs throughout the United States. Respondents were presented with a list of ten items and were asked to indicate which ones were important to them when selecting research program(s) they had applied to and accepted. The most-cited factor in accepting their REU was the stipend, with 69% of respondents indicating this was an important factor. This was slightly higher than the second-most-cited response, which was the research project’s focus (64% of respondents).

In a follow-up study with a larger group of respondents and a modified survey, the researchers used a 6-point Likert scale (rather than a checklist) for measuring the degree of importance of different factors in students’ decisions to accept their REU. Results in this survey revealed that the most important factor was the research project focus (with a mean score of 5.16 out of 6, corresponding to a little above “important”), followed by the stipend (mean = 4.92, or a little below “important”) and the date of their REU offer (mean = 4.54). Across both studies, there were no differences among various student subgroups in their likelihood of indicating stipends were important for them or their ratings of how important they felt the stipend to be. Taken together, these studies underscore that the provision of a stipend may make research participation possible, as such stipends are important for students and rank highly in their decisions about participating in REUs.

In these studies, however, it is difficult to ascertain the extent to which varying stipend amounts affected students’ decisions, since the authors did not ask about this explicitly.[1] One data point that is relevant to this question looks at a comparison of the responses of students who had received one REU offer versus students with more than one offer. If those students with more than one offer rated the importance of the stipend more highly in their REU decision-making than students with only one offer, this might suggest that stipend size helped them decide between two (or more) REU sites. However, results showed that stipends were no more (or less) important for students considering multiple REU offers, relative to students with just one offer. However, other factors did appear to become more important to students when they were choosing between multiple REUs. In the first study, students with more than one REU offer were most likely to cite the date of the offer letter as an important factor in their decisions – unlike students with just one offer, and far more often than stipends. In the second study, students who were accepted into more than one NSF REU research program put greater emphasis than their peers on the importance of activities outside of the lab and on the sites being far from home when making their decisions (Economy et al., 2013; Economy et al., 2014).

An additional analysis was included in Economy and colleagues’ second study to examine those who chose an NSF REU over other research or non-research opportunities. These REU participants were asked in an open-ended format to describe why they chose the REU instead of other opportunities. Stipend-related responses were the fourth-most-named reason (cited by 23% of those respondents), after having a research experience, having a “new” experience, and the site location. The authors conclude that “the stipends that are offered need to be competitive with other academic undergraduate research programs” (Economy et al., 2014, p. 1,403). Thus, this suggests that stipends need to approximate the level of compensation offered by other experiences. Qualitative feedback from students from underrepresented backgrounds discussing their barriers to participation in undergraduate research (and engaged learning experiences more broadly) supports this as well (Finley & McNair, 2013). Notably, however, there is more theorizing than data on the impact of providing larger stipend amounts on REU selection, and this seems to focus more on inter-program competition for undergraduate participants than broadening overall access to research opportunities (e.g., Landis & Dagher, 2001; Mahmud & Xu, 2010).

  1. Data Buddies Survey data

Available data from the Data Buddies Survey (DBS) do not suggest that concerns about stipend size play an important role in students’ decisions about engaging in formal research. Across several years of data, concerns about pay are the least frequently endorsed reason for non-participation in formal research (e.g., Stout, 2018). Moreover, the percentage of undergraduates citing pay as a reason they would not participate in formal research experiences may be decreasing over time (CERP, 2021).[2]

Although a relatively small percentage of undergraduate respondents overall see low pay as a barrier to research experiences, it is still possible that specific subgroups of students are more concerned about this issue. To test this, CERP separately examined the DBS responses of several groups of students who are underrepresented in computing or who may have more financial concerns that drive their decisions about participating in research. Results from these targeted analyses show that even among these subgroups, only 10% to 15% of students report that concerns about the pay contributed to their reasons for not engaging in research.

Source: Data Buddies Survey, 2020. Center for Evaluating the Research Pipeline, Computing Research Association.

  1. Using a broader lens: Finances and decisions about extracurricular experiences

Research looking at internship decisions also supports the notion that pay issues exist but are much less of a factor than other issues when students are considering experiences outside of their regular coursework. For example, in a study asking students in an open-ended format about why they had chosen not to do internships, responses revealed that financial concerns were mentioned by only a few students, and that the most common issues were low self-efficacy and barriers related to applying and being accepted into positions (Kapoor & Gardner-McCune, 2020).

Importantly, the financial concerns described by respondents in this study – along with other research and theorizing – suggest a need for conceptions of students’ financial decision-making about research participation that go beyond considerations of the size or provision of compensation.  For example:

  • Low-income students may need to consider the fact that REU stipends are time-limited, whereas some students need to prioritize work that provides sustained, long-term earnings (Kapoor & Gardner-McCune, 2020, Russell & Dye, 2014).
  • Low-income and non-traditional students who are already working in other jobs and considering an REU may face the loss of benefits for themselves or any family members they are supporting if they choose research participation (Bangera & Brownell, 2014; Russell & Dye, 2014).
  • Students from underrepresented groups might not have the ability to relocate from their homes for a summer research position, due to family responsibilities (Bangera & Brownell, 2014).
  • For some students, acceptance of stipends for research many have implications for their financial aid packages (Hewlitt, 2018).
  1. Summary

In sum, studies suggest that students feel that the presence of a stipend is important; stipends rank higher than most other factors in selecting a research experience. At the same time, in the few studies found that investigate this issue, few students report concerns about stipends as a barrier to REU participation, a finding which is supported by CERP Data Buddies Survey results. A small amount of data and theorizing raise issues about broader financial considerations among underrepresented groups that may also play a role in students’ decisions about research participation.

  1. References

Bangera, G., & Brownell, S. E. (2014). Course-based undergraduate research experiences can make scientific research more inclusive. CBE—Life Sciences Education13(4), 602-606.

Center for Evaluating the Research Pipeline, (2021). Data Buddies Survey, Unpublished data.

Economy, D. R., Martin, J. P., & Kennedy, M. S. (2013, October). Factors influencing participants’ selection of individual REU sites. In 2013 IEEE Frontiers in Education Conference (FIE) (pp. 1257-1259). IEEE.

Economy, D. R., Sharp, J. L., Martin, J. P., & Kennedy, M. S. (2014). Factors associated with student decision-making for participation in the research experiences for undergraduates program. The International journal of engineering education30(6), 1395-1404.

Finley A., McNair T. (2013). Assessing underserved students’ engagement in high-impact practices. Washington, DC: Association of American Colleges & Universities.

Hewlett, J. A. (2018). Broadening participation in undergraduate research experiences (UREs): The expanding role of the community college. CBE—Life Sciences Education17(3), es9.

Kapoor, A., & Gardner-McCune, C. (2019, February). Understanding CS undergraduate students’ professional development through the lens of internship experiences. In Proceedings of the 50th ACM Technical Symposium on Computer Science Education (pp. 852-858).

Landis, E. N., & Dagher, H. J. (2001). Research Experiences for Undergraduates: Advanced Engineered Wood Composites.

Mahmud, S. M.  & Xu, C. Z. (2010). REU Program in Telematics and Cyber Physical Systems (TCPS): Sharing Strategies, Experience and Lessons Learned to Help Others. Retrieved from: http://webpages.eng.wayne.edu/~ad5781/PersonalData/PubPapers/ASEE_Jun10.pdf.

Russell, H., & Dye, H. (2014). Promoting REU participation from students in underrepresented groups. Involve, a Journal of Mathematics7(3), 403-411.

Stout, J. (2018). Understanding Why Many Undergraduate Students Don’t Participate in Research. Computing Research News, 30 (3).

  1. Notes

[1] The survey item in both studies was listed as “stipend.” Thus, there is some ambiguity in how respondents might have been interpreting it.

[2] 21% in 2017 and 14% in 2020. However, it should be noted that the comparability of responses is somewhat limited due to a change in which respondents answered the question in 2017 versus 2020. In 2017, all respondents who had not participated in formal research were asked for their reasons why, whereas in 2020 only respondents who had not participated in formal research and did not plan to in the future were asked those questions.

NSF logoNSF logo

Call for CSGrad4US Applications


Many who complete a bachelor’s degree in computer science, computer engineering or information science enjoy lucrative and exciting jobs in industry after graduating; however, pursuing graduate education can open new doors– and not just to a professorship at a university. The skills acquired in earning a Ph.D. prepare you to develop ideas that can benefit your research field and society, while helping to create a path to leadership positions within the tech industry.

One of the biggest challenges of getting into graduate school is finding an experienced mentor to guide you through the process: preparing the materials, researching different programs and finding funding for the right program. To help with this challenge, the U.S. National Science Foundation created the CSGrad4US Fellowship, which aims to increase the number and diversity of U.S. citizens, U.S. nationals, or U.S. permanent residents pursuing graduate research and subsequent careers in computer science and engineering. The fellowship is also an opportunity for those already working in industry or other sectors to return to academia to purse a research-based doctoral degree.

In the one-year program, CSGrad4US Fellows work with faculty mentors who help them figure out which grad program is right for them, network with other mentors and fellows, and learn how to apply to graduate schools. After enrolling in a CISE doctoral program, CSGrad4US Fellows receive a stipend of $37,000 per year for three years out of five, plus a cost-of-education allowance of $16,000 per year for those three years.

A diverse cohort of CSGrad4US fellows will be selected based on their demonstrated interest and potential to pursue a Ph.D. in one of the CISE fields: computer science, computer engineering, or information science.

Eligibility

CSGrad4US Fellowship applicants must meet the following eligibility criteria:

  • Be a U.S. citizen, national, or permanent resident;
  • Intend to apply for full-time enrollment in a research-based doctoral degree program in a CISE field no later than Fall 2025;
  • Have graduated with a bachelor’s degree before December 31, 2022;
  • have not been enrolled in any degree-granting program after January 1, 2023;
  • Have demonstrated CISE core competency;
  • Never enrolled in and have no pending application for a doctoral degree-granting program for a CISE discipline at the time of the application; and
  • Have never previously accepted a NSF Graduate Research Fellowship.

NSF seeks candidates from a broad array of backgrounds and strongly encourages women, Blacks and African Americans, Hispanics and Latinos, American Indians, Alaska Natives, Native Hawaiians, Other Pacific Islanders, and persons with disabilities to apply.

 

Timeline
The Application deadline for the CSGrad4US Graduate Fellowship is June 5, 2023, by 11:59 pm Eastern time. Please visit https://www.nsf.gov/cise/CSGrad4US/ for additional details and deadlines.

Questions?

Please contact csgrad4us@nsf.gov with any questions about the program.

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CERP Research Associate Job Opening


To apply: Please send a cover letter, resume, a recent writing sample (e.g., technical report, article), and a list of 2-3 references to employment[at]cra.org. Applications will be accepted on a rolling basis until the position is filled.

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The Computing Research Association (CRA) seeks a full-time employee to join our team as a Research Associate focusing on the program evaluation projects of the CRA Center for Evaluating the Research Pipeline (CERP). As one of CRA’s committees, the mission of CERP is to increase diversity in the field of computing research through evaluation and research. The Center provides data resources and evaluation services to the computing community. CERP’s projects also include activities that support the computing community’s efforts to broaden participation in computing by providing resources and community building opportunities. CRA currently has 24 full-time employees with headquarters in Washington, DC. CERP has six team members focusing on its various projects and this advertised position is a new opening.

The Research Associate will be responsible for the complete evaluation cycle (i.e., planning to reporting) for a selection of programs primarily focused on broadening participation in computing at the higher education level. The Research Associate will also interact with members of the computing research community to further develop awareness of CERP and its work. Creativity, attention to detail, organization, and strong verbal and written communication skills are highly desired. The ideal candidate will be a quick learner and be able to take initiative to fulfill responsibilities with a significant level of autonomy. Collaboration and teamwork are integral to this position and CRA’s core values. A willingness to broaden one’s awareness of the Computer Science and Engineering field is a must.

Specific responsibilities include (but are not limited to):

  • Conducting program evaluation at various levels (e.g., developing evaluation plans, logic models, etc.)
  • Survey management (e.g., creation, distribution, etc.)
  • Supporting data management processes
  • Analyzing data (both quantitative and qualitative)
  • Preparing technical reports and infographics
  • Communicating with CERP collaborators and affiliates (e.g., via email, at meetings, etc.)
  • Promoting CERP’s work through blog posts and presentations
  • Supporting CRA on other projects and awards as needed

Basic Qualifications:

  • Bachelor’s degree in a social science or directly related field
  • At least 4-5 years of relevant work experience
  • Proficient knowledge of statistics and social science research methods
  • Experience supporting or conducting program evaluation
  • Strong organizational skills and attention to detail
  • Excellent oral and written communication skills
  • Familiarity with statistical software programs (i.e., SPSS and/or R)
  • Proficiency in Microsoft Office Suite (specifically Word and Excel) and G Suite (Google Sheets, Google Docs)

Desired qualifications:

  • Master’s or PhD in a social science or directly related field
  • Experience with Qualtrics survey platform
  • Familiarity with database systems
  • Data visualization skills

Position details:

  • CRA headquarters is located in Washington, DC. This position can be onsite or remote.
  • This position will involve some travel to attend meetings, conferences, and workshops.
  • This position does not require heavy lifting, but occasionally may include lifting small boxes, such as travel materials or paper (e.g., no more than 10-20 lbs).
  • This position includes sitting for long periods of time in front of a computer screen.
  • Must be eligible to work in the United States.
  • CRA offers an excellent benefits package.
  • CRA is an equal-opportunity employer.

You can also view this position on LinkedIn.

New updates to the BPCnet.org Statistics & Data Hub


Recently, IPEDS released its 2020-2021 postsecondary degree completion data and CCD released its 2021-2022 K-12 enrollment data. BPCnet.org staff have updated the Statistics & Data Hub applications to include these new data releases. BPCnet.org staff are pleased to announce version 1.3.5, which includes K-12 enrollment data from 2013-2022 by race/ethnicity and sex, as well as postsecondary computing and engineering degree completions from 2011-2021 by race/ethnicity and gender. You can find the applications at the BPCnet.org Statistics & Data Hub: bpcnet.org/statistics.

Workshop Opportunity: Expanding The Agenda For Inclusive Policy, Practices, And Research Regarding Gender And Computer Science


The following information was first published by Sagefox Consulting Group.

Are you a researcher currently doing or planning to do work by, with, or for Trans and Nonbinary learners in computing? We’d love to invite you to a virtual workshop where we will collectively develop a research agenda that includes transgender and nonbinary (TNB) learners in Broadening Participation in Computing (BPC) efforts for inclusive and intersectional policy, practices, and research.

The objectives of this workshop are to:

  • Define near and long-term agenda items for intersectional research about the inclusion of TNB learners in computing for the Computing Education Research (CER) community
  • Advance our collective understanding of and ability to implement principles of intersectionality in future work
  • Highlight existing work, researchers, and thought leaders on the inclusion of TNB learners in BPC/RPP initiatives
  • Create a community where this work is valued for those doing, receiving, and being represented by this work
  • Provide participants with the opportunity to conceptualize how to expand and refine the inclusion of TNB learners as part of their current and future BPC/RPP initiatives

Pre-workshop Panel Timeline:

  • Two 90-min pre-workshop panels on Thursday, November 3rd from 5-6:30 PM EST and late November/early December.
  • Three three-hour sessions will occur on TUE, WED, & THU afternoon (EST) the week of Jan 9, 2023, OR Jan 16, 2023. Each day will last for a duration of 3 hours. All workshop activities will be conducted virtually. This workshop will require 12 hours of synchronous time commitment plus some additional asynchronous time for reading or reviewing data. We are not able to offer stipends or other financial incentives to workshop participants.

Please visit the workshop webpage to learn more and to fill out the participant interest form by September 21, 2022. Note that we are currently in the process of working with panelists and other speakers to firm up the dates for our two pre-workshop panels. This information will continue to be updated on the webpage.

You can contact Stacey Sexton, ssexton@sagefoxgroup.com with any questions about the workshop schedule, content, or required commitment.