2026 ASEE Annual Conference & Exposition

Four-year Summative Evaluation of REU Site Research Program in Smart Engineering and funded by NSF REU Program

Presented at NSF Grantees Poster Session II

This research Experience for Undergraduate (REU) program was conducted over four years, including a NCE (No Cost Extension) fourth year. The program trained a total of 30 Community College (CC) students, 10 per year in the field of Smart Engineering with four strands: Artificial Intelligence/Machine Learning, Smart Health, Smart Materials, and Smart Infrastructure. The program ran for 10 weeks during summer terms as non-residential program for local CC students recruited from CCs in the greater Boston area. The program activities included high-quality research at Northeastern University, a major R1 institution, participating in research of their choice by working in a research faculty member in the College of Engineering. In addition to academic research, students were mentored by research graduate students, received instructions on the transfer process from CCs to 4-year academic institutions.

This extended abstract presents a summative evaluation of the grant activities over its four years of running Northeastern University Pathways REU site. The abstract reflects on may aspects of the program including: (1) comparisons of the four cohorts demographics; (2) synopsis of the research projects conducted; (3) comparing the project formative evaluations of the four years; (4) students reflections on their experiences; (5) impact metric of how many students published professional papers and how many applied for higher education; (6) using Generative AI in the fourth and last year and how we created Chatbots to help students learn SparkFun Arduino programming of the grant activities; and (7) reflection on the overall experience for the research community to learn from if they submit REU proposals to NSF.

The four-year summative evaluation research questions include:
• What are the similarities between the four cohorts of students, including demographics, research interests, and the most popular summer activities in addition to research?
• How many students got motivated to publish and apply to transfer to 4-year education? What are the obstacles?
• What we could have better, if any, to increase the impact of the REU experience on students?
• What do participating students say about using Generative AI chatbots in their learning in the last year where Generative AI has become a mainstream in our lives?

Authors
  1. Dr. Ibrahim F. Zeid Northeastern University [biography]
Note

The full paper will be available to logged in and registered conference attendees once the conference starts on June 21, 2026, and to all visitors after the conference ends on June 24, 2026