CREATE-X, Georgia Tech’s premier entrepreneurship program, kicked off its 12th Startup Launch cohort this month with a record-breaking 137 student teams and 25 faculty and research teams — totaling 318 founders. The summer-long accelerator, known for turning ideas into real-world ventures, is once again positioning Georgia Tech as a national leader in invention and startup creation.

This year’s cohort spans a wide range of industries, including artificial intelligence, defense, healthcare, gaming, sustainability, media management, agriculture tech, fashion tech, education, and more. 

“These founders are in the messy middle and that's a beautiful place to be. There’s a lot of freedom in that,” said Margaret Wagner, director of Startup Launch. “We’re all going to be in this together. It's a safe space to try new things. It’s OK if it doesn't work out because what we want founders to learn is an entrepreneurial mindset and entrepreneurial spirit — something you take with you no matter what you do after this.”

Over the next 12 weeks, teams will validate ideas, build products, and acquire customers with the help of dedicated coaches, a robust founder community, and a network of mentors and alumni. 

Raghupathy "Siva" Sivakumar, Georgia Tech’s inaugural vice president of Commercialization and the faculty founder of CREATE-X, spoke about the core of CREATE-X and what it would take for founders to succeed.

“Startup Launch is not about Georgia Tech gaining from your success. We are here just for one reason, which is to make you successful,” he said. “You need to hold yourself accountable. You need to be ambitious in terms of how big a problem you solve. You need to be emphatic that the customer matters. The successful teams are 100% behind what's going to make the lives of customers easier and better.”

In 2014, CREATE-X was co-founded by Sivakumar, Steve McLaughlin(who is now the president of The Cooper Union for the Advancement of Science and Art), and other Georgia Tech faculty, including Ray Vito, Craig Forest, and Ravi Bellamkonda (who is now the executive vice president and provost of The Ohio State University). The program received its initial major philanthropic support from Chris Klaus, a Georgia Tech alumnus and tech entrepreneur, whose gift helped launch the initiative, and , played a key role in building out the program's maker courses. Over the years, CREATE-X has continued to grow, thanks largely to the philanthropic support of alumni and foundations who believe in its mission.

In the last decade, the program has produced over 650 startups, $2.4 billion in portfolio valuation, and had eight founders named to Forbes’ 30 Under 30. Wagner shared stories of past teams who pivoted dramatically — from a glucose-monitoring pillow to a sobriety app now valued at over $350 million, and from a camping gear delivery service to a billion-dollar logistics platform. 

“We don’t know which ideas will become the next unicorns,” Wagner said. “But we’re betting on you.”

At the kickoff event, McLaughlin and Klaus were honored for their contributions to Georgia Tech’s entrepreneurial ecosystem. McLaughlin encouraged the founders through the story of CREATE-X.

“From the very beginning, we challenged CREATE-X to be a startup as well. To this day, CREATE-X has raised its own money to do this. It's a reminder of what it takes to make this happen,” he said. “This is the most difficult challenge you have ever taken. I think at the time, we were probably skeptical about whether students could do it. Now we know that you can.”

Georgia Tech President Ángel Cabrera reflected on the impact of McLaughlin, Klaus, and others who saw the vision of Georgia Tech being an entrepreneurial campus. 

“Ten years ago, this was a crazy, absurd idea,” he said. “Now, 150 teams are working on their own crazy ideas. Even though sometimes there's this idea of the entrepreneur as a loner, what you learn very quickly is entrepreneurship is a team sport.”

Klaus spoke about people collaborating and helping solve problems together. 

“I'm especially inspired by Georgia with its complex history,” he said. “It continues to be a place where peace can be envisioned and pursued. I think this recognition strengthens my commitment to building bridges, resolving conflict, and lifting up voices that seek unity. As you build your businesses, you'll be building collaborations and partnerships, and hopefully make the world a better place.”

As the summer progresses, founders will be guided by CREATE-X’s core values: experiential education, entrepreneurial confidence, and real-world impact. Wagner encouraged teams to “show up uncomfortable” and “leverage every single resource” available.

The journey will culminate at Demo Day, where teams will showcase their startups to investors, industry leaders, and the broader community. The event is free, open to the public, and promises a front-row seat to the next wave of Georgia Tech-born innovation.

Demo Day 2025 will take place on Thursday, Aug. 28, at 5 p.m., in the Exhibition Hall. For more information and to RSVP, visit the CREATE-X Demo Day Eventbrite.

Four students from Startup Lab have been selected to join the 2025 immersive cohort at South by Southwest (SXSW) in Austin, Texas. Alex Aridgides (mechanical engineering and economics), Shinhai Chen (industrial engineering), Varuni Chopra (industrial engineering), and Christie Peng (computer science) are the first Georgia Tech students to be invited to the program.

The weeklong, all-expenses-paid program offers university-affiliated innovators the chance to refine their innovations, engage in customer discovery, and network with industry leaders and peers at SXSW. The annual festival celebrates technology, film, music, education, and culture. Students participated in a competitive application process, which involved submitting applications, meeting specific evaluation criteria, and being selected by a panel of industry experts, mentors, and SXSW organizers.

Yolanda Payne, the students’ Startup Lab instructor, presented the SXSW opportunity in class.

"My goal is to be their biggest cheerleader,” she explained. “I had great teachers who helped me get to where I am today, and I strive to emulate their support. I’m always willing to guide students toward new opportunities."

She learned about the SXSW immersive cohort from Nakia Melecio, director of the National Science Foundation I-Corps Southeast Hub. The $15 million initiative crosses nine major research universities in the southern U.S. and accelerates the translation of deep tech research into commercial ventures. The hub works closely with entrepreneurial faculty, students, and researchers to equip them with the tools, networks, and support to bring their innovations to market.

Melecio plays a central role in identifying and advancing strategic opportunities for university partners and their entrepreneurial teams. “When the opportunity to participate in SXSW arose, I recognized it as an ideal platform to showcase the talent and innovation coming out of our region.”

Melecio added that Startup Lab is ideal for amplifying NSF I-Corps’ goals because of the course’s proven track record of fostering hands-on learning and commercialization readiness. “Startup Lab helps prepare students not just to think entrepreneurially, but to act on their ideas with confidence and a structured path forward. It was a natural fit for this opportunity.”

Payne says the experience students gained in Startup Lab helped prepare them for the immersive cohort. “The knowledge is being solidified by an experience you’re having in my class and the real world.”

Chopra agrees that Startup Lab teaches essential business development fundamentals and customer discovery principles, skills that are relevant to the SXSW program. She recommends the course to other students and emphasizes the value of combining engineering or technical backgrounds with entrepreneurship skills.

“We take a lot of classes that are directly related to our major, and they're very technical. But when it comes to wanting to start something of your own or even understanding how startups work, it's completely different than the rest of our coursework.”

Startup Lab is a three-credit course that focuses on evidence-based entrepreneurship. This hands-on class covers ideation, teamwork, customer discovery, minimum viable products, the business model canvas, and other topics. Students learn how to launch a startup by integrating in-class lectures with practical, out-of-class activities, including interviewing potential customers and refining their startup ideas based on real-world feedback. 

The program provides access to valuable resources, mentorship from seasoned entrepreneurs, and a supportive community to help students develop their startups. Startup Lab and NSF I-Corps are also exploring other industry showcases for student entrepreneurs like SXSW. 

Chen chose Startup Lab to pursue his entrepreneurial interests. “I knew that Georgia Tech had a really good startup culture, so I researched what they had to offer, and Startup Lab was the first step." He also noted Payne's impact as an instructor. "The best part is how much she cares about the topic. She has a lot of background knowledge and is passionate.”

Startup Lab is unique because it "de-risks the business model,” Payne says. Many entrepreneurs first build their products and then talk to potential customers. However, Startup Lab students perform customer discovery, sharing their ideas with potential end users, listening to their needs and feedback, and then building the product. 

Peng recalls a powerful moment of pitching an idea for an app to streamline MARTA operations. “I had a fun time coming up with this idea. We learned a lot about interviewing, coming up with possible solutions, and refining our idea,” she says. "Being surrounded by so many brilliant individuals at Georgia Tech makes it easy to get idea formation or networking connections you need for your idea to succeed."

Aridgides has ambitious post-program goals, envisioning creating change through entrepreneurship. "I want to start a company to change the world for the better and make a big impact. That's my life goal. I think through a company, I can achieve that."

Payne reminds students that they possess something many adults lack: time to explore different ideas. She also says Startup Lab can help students value and see their ideas in new ways. 

“They don't recognize that the product they're working on could be pursued through entrepreneurship or think of themselves as entrepreneurs. And even if they don't pursue it, it helps them in all aspects of life because business and capitalism are part of what we do every day.”

If you’re a student interested in adding entrepreneurship to your course schedule, registration for the summer and fall semesters opens on April 15. In addition to Startup Lab, students also have the opportunity to build a prototype with support through Idea to Prototype and CREATE-X Capstone Design. 

Peter Yunker boils down his advice for researchers wanting to commercialize their lab advances. 

“You can’t go it alone,” said Yunker, an associate professor of physics at Georgia Tech. 

In January, Yunker co-founded the biotechnology startup TopoDx LLC, with David Weiss, an Emory University School of Medicine researcher and director of the Emory Antibiotic Resistance Center, and Yogi Patel, a Georgia Tech alumnus with a background in business development and bioengineering. 

“Researchers often think that they have a good commercialization idea to help people, but that alone does not guarantee success,” said Yunker. “Look for partners with complementary skills who understand aspects of the commercialization process that you don’t. Find mentors with business and scientific backgrounds in the specific industry you want to enter.”

TopoDx has developed a microbial test to identify antibiotic resistance and susceptibility rapidly and accurately. Current tests produce a result in three to five days. TopoDx’s approach can gain a result within four hours. Every hour counts in treating serious infections. Delays in accurate treatment can increase antibiotic resistance, which is a global challenge, causing up to 1 million deaths a year. 

The company’s testing method was inspired by a fundamental biophysics project in Yunker’s lab. His team was interested in understanding how bacterial colonies behave. They tested white-light interferometry, a technology that can measure bacterial colonies down to the nanometer level. 

“White-light interferometry allowed us to identify changes in the topography of a colony that indicated larger changes in the volume of cells in the entire colony,” said Yunker. “We thought this might have practical applications.” 

The next step was giving research talks at meetings and looking for collaborators. “I wanted to find someone with expertise on the bacteriology side, and I was very fortunate to meet David Weiss,” Yunker said, noting his proficiency in heteroresistance, a phenomenon where a small subset of a bacterial colony resists an antibiotic. 

“If you have just one antibiotic-resistant cell in a hundred cells, it can cause treatments to fail,” said Yunker. 

The two collaborators hoped to commercialize their technology, identifying heteroresistance in microbial samples. However, they needed guidance in creating a business model. They consulted Harold Solomon, an entrepreneur with Georgia Tech VentureLab and a principal in the Quadrant-i program, a specialized program helping Georgia Tech faculty and students commercialize research.  

Solomon became a key mentor. He guided them away from an ill-advised partnership and instead introduced them to Yogi Patel, who became a co-founder and the company CEO. 

This new collaboration provided the team with an important lesson — one that Yunker passes along to other researchers looking to commercialize their discoveries. “Seek expertise outside your field, be humble about your knowledge limitations, and view collaboration as a strategic partnership,” he says.

When Patel came on board, he conducted extensive interviews with more than 15 clinical professionals.

“You need to interview end users or purchasers of whatever solution you want to build,” said Patel. “Ask them if the problem you think you may have solved is a problem with scale, with a market need.” 

Clinicians, Patel learned, did not see heteroresistance as a significant issue. Instead, the slow pace of antibiotic testing was identified as a major problem. Faster testing could allow clinicians to prescribe targeted drugs more quickly and accurately, reducing unnecessary antibiotic use and the risk of multi-resistant infections. 

With this survey information, Patel asked Yunker and Weiss to rethink how their technology could be commercialized. 

“A company must solve a real-world problem,” said Patel. “I recommended that we switch from heteroresistance to solving slow antibiotic testing. We could keep heteroresistance as something we can still do as a second or third priority.” 

TopoDx’s new technology can measure, with single-nanometer accuracy, how bacterial colonies are responding to antibiotics in real time. This method could revolutionize how antibiotics are tested and prescribed. Testing would be conducted on a countertop device about the size of a large microwave. The co-founders envision the device as eventually being used by urgent care facilities and hospitals. 

“We want to make microbial testing susceptibility accessible anywhere and everywhere,” said Patel.   

Adam Krueger, once a Ph.D. student in Yunker's lab, has continued to refine the technology. Now a post-doctoral researcher, Krueger joined TopoDx in a technical leadership role to expand the technology’s capabilities for microbiological diagnostics.

“We will keep pushing the envelope forward scientifically while we try to commercialize the accomplishments that we have already made,” Yunker said. “We hope that some fundamental studies we are doing now out of scientific curiosity could lead to further commercial applications.”

Georgia Tech faculty members and graduate students, join the Quadrant-i Startup Launch Program to commercialize your research this summer: Over 12 weeks, you'll receive comprehensive support including guidance from experienced mentors, a $10,000 commercialization grant, and $150,000 worth of in-kind services. Showcase your innovation at Demo Day, where you'll have the opportunity to present to over 1,500 attendees, including industry leaders and investors. Apply today! Applications close April 11.

As CREATE-X enters 2025, the program is more committed than ever to helping students build the future they envision. Through workshops, courses, mentorship, and support, CREATE-X provides a low-risk environment where students can tackle real-world problems and develop solutions.

So far, we have helped launch more than 650 startups by founders from over 38 majors, seen eight founders featured in the Forbes 30 Under 30 Atlanta listing this year, and generated a total portfolio valuation of over $2.4 billion. 

Startup Launch, our 12-week summer startup accelerator, continues to be a cornerstone of student entrepreneurship at Georgia Tech, and the program is expanding to accommodate additional teams. Students are encouraged to apply and can even use course projects for their startups. Teams can be in any stage of development and must have at least one Georgia Tech faculty member, alumnus, or current student. Solopreneurs are also accepted. Apply to this summer’s Startup Launch by Monday, March 17.

Benefits of Startup Launch

• Education and Mentorship: Learn from experienced entrepreneurs and business experts.
• Financial Support: Receive $5,000 in optional seed funding and $150,000 of in-kind services like legal counsel and accounting.
• Networking Opportunities: Access a rich entrepreneurial network that will last a lifetime.
• Time in Front of Investors: Participate in Demo Day, Tech’s premier startup showcase, which attracts over 1,500 attendees annually, including investors, business and government leaders, field experts, and potential customers.
• Hands-On Experience: Fully immerse yourself in the startup process and intern for yourself.
• Skill Development: Build skills and confidence that will benefit you in any career path.

Rahul Saxena, director of CREATE-X, encouraged students not to feel like they have to be 100% ready before applying.

“We have seen classroom projects and hackathon teams move on to build very successful startups, even though they weren't originally thinking about it,” he said. “Students should apply for Launch to explore the possibility of it with whatever project they are doing now. You never know what could come of it.”

CREATE-X uses rolling admissions, so apply to Startup Launch today to increase your chances of acceptance. CREATE-X believes in producing quickly, failing fast, and iterating again. The team offers feedback to all applicants and encourages them to submit, even if they’re not entirely sure about their application. A previous info session on Startup Launch and a Startup Launch sample application are available to help students prepare. Attend CREATE-X events to get insights into entrepreneurship, workshop business ideas, find teammates, and prepare your Startup Launch applications. For additional questions, email create-x@groups.gatech.edu.

Founded in 2014, CREATE-X has grown from a visionary concept into a transformative program that has empowered more than 34,000 students to launch more than 560 startups, achieving a total portfolio valuation of over $2 billion. The report, “CREATE-X: A Decade of Success,” reviews the first 10 years of impact and mission. 

CREATE-X was established to instill entrepreneurial confidence in Georgia Tech students and provide them with the knowledge, skills, and experiences needed to create their own future. From its humble beginnings with eight teams, the program has expanded to include three distinct branches: Learn, Make, and Launch. These branches cater to the multifaceted needs of entrepreneurial students, offering courses, mentorship, seed funding, and opportunities to develop and launch startups.

Through our value pillars of experiential education, entrepreneurial confidence, and real-world impact, we strive to enable our students to solve the problems they are passionate about solving. And as we look to the future, CREATE-X aims to become the nation’s top startup campus, launching 300 startups each year. 

Our commitment to nurturing student innovation and expanding entrepreneurial education remains steadfast. We invite all Georgia Tech students, faculty, alumni, and the public to join us in this exciting journey. Together, we create the future.

Download our report.

Interested in creating your own startup?

Georgia Tech students, faculty, researchers, and alumni interested in developing their own startups are encouraged to apply to CREATE-X’s Startup Launch. The program provides $5,000 in optional seed funding, $150,000 in in-kind services, mentorship, entrepreneurial workshops, networking events, and resources to help build and scale startups. The program culminates in Demo Day, where teams present their startups to potential investors. The deadline to apply for Startup Launch is March 19, 2025. Spots are limited. Apply now for a higher chance of acceptance and early feedback. 

For students interested in taking a CREATE-X course, consider exploring Startup Lab, Idea to Prototype, and CREATE-X Capstone Design. These courses can be taken in any order to fit your schedule, and they offer opportunities for funding and other resources. The deadline for applications and registrations for these courses is Jan. 6 for Spring 2025 and May 12 for Summer 2025. 

And as always, we invite you to attend our CREATE-X events. CREATE-X hosts workshops and events throughout the year, focusing on brainstorming and receiving feedback on startup ideas, networking and building a team, understanding the legal landscapes of startups, hearing founder insights, and witnessing the latest innovations at Georgia Tech. We hope to see you there.

Interested in supporting CREATE-X?

Faculty members interested in getting involved with CREATE-X can participate as teachers or mentors in various programs such as Startup Lab, CREATE-X Capstone, Idea to Prototype, and Startup Launch. Faculty can also apply for the next cohort of the Jim Pope Fellowship when it opens in the spring. For additional information or inquiries, contact the director of CREATE-X, Rahul Saxena, at rahulsaxena@gatech.edu.

For those interested in donating to or partnering with CREATE-X, your generosity and collaboration is greatly appreciated. Donations to CREATE-X can be made through Georgia Tech’s Give Campus portal. For questions and requests to collaborate, please email create-x@groups.gatech.edu.

CREATE-X appreciates the unwavering support from our community, donors, and partners. Your contributions have been instrumental in shaping the entrepreneurial landscape at Georgia Tech. 

To our students, we encourage you to continue being bold, creative, and fearless in your pursuits. CREATE-X is here to support you every step of the way, providing the resources, mentorship, and opportunities you need to turn your ideas into reality. 

Two teams tied for Best Overall projects of the Fall 2024 I2P Showcase. Over two hours, 49 teams displayed prototypes that they developed over the semester to hundreds of attendees, while judges circulated the room. The showcase is the last event of their Idea-to-Prototype (I2P) course, where Georgia Tech students earn research credit (for undergraduate students only), receive up to $500 in reimbursement for physical material expenses, and build a working product with faculty mentorship. The course is held in the spring, summer, and fall. Graduate students can also take the course, and student can take it up two times. 

As a part of the showcase, the winning team, or teams in this case, also receive a golden ticket into the CREATE-X summer startup accelerator, Startup Launch. This program provides founders with $5,000 in optional seed funding, $150,000 in in-kind services like accounting and legal services, mentorship, and entrepreneurial education, among other benefits. At the end of that experience, startup teams can present their products to investors and industry partners at Demo Day, which attracts over a thousand attendees each year.

Additionally, winners of the showcase advance directly to the semifinal round of the InVenture Prize, a faculty-led innovation competition for undergraduate students and recent BS graduates of Georgia Tech.

This semester, the first place teams were Allez Go and Soul. Team Allez Go’s founders, Adam Kulikowski and Jason Mo, created a real-time visualization system for fencing blades using infrared light and reflectors to accurately track positions during a bout. Team Soul, made up of Ashraf Mansour, Benjamin Wilson, and Michal Gregus, developed fitness-tracking soles and shoes, combining the functions of a smart scale, a workout tracker, and a diet tracker into a singular device.

Second place was awarded to Team Convexity Electronics, consisting of Calla Scotch, Levi Bloch, and Phi Cai. Convexity Electronics produces 3D-printed circuit boards that aim to be smaller, faster, and cheaper than lithography-based circuitry.

Team SuperStream, made up of solo-preneur John-Wright Stanly, took home third place. SuperStream adds video previews to URLs to increase engagement.

Read our Q&A with Team Allez Go and Soul below, and stay tuned for our interviews with the other winning teams! 

Q&As

Team AllezGo

Adam Kulikowski, Sophomores, Computer Science

Jason Mo, Sophomores, Computer Science

Why did you pursue your startup?
Kulikowski: We're both fencers. I've been fencing for 10 years, and Jason's been fencing close to 10 as well. So, fencing as a sport is really hard to view for non-fencers, and so the idea that we wanted to do is use visualizations, animations, and replays in a similar way that other kinds of sport visualization companies did.

What was the I2P course like for you all?
Mo: So, this prototype actually started over the summer. I was in Startup Lab and just did a study abroad program. During that class, they mentioned that I2P is a great opportunity, and I had this prototype already in the works.  

What surprised you about I2P?

Mo: I2P was very generous with funding; we never had any issues with using up our $500. It was just really helpful because our prototype was pretty heavy hardware.

What was your favorite part about I2P?
Mo: Our weekly meetings with Aaron Hillegass, our mentor, were always very, very insightful. I just shot him an email for I2P, hoping that we could work together on this. Sometimes we would talk about prototypes or updates. He had some really good insights, but our mentor also has a lot of industry experience and a lot of experience with his own startups. It was really fun to just ask him general questions and career advice. He was always very responsive, very supportive for us. 

Kulikowski: In addition, I really liked seeing the iterations each week. I think the weekly updates kept us accountable to do at least one small thing every week. So, it was cool to see how the ideas slowly started to formulate each week, small steps and small progresses.

What was challenging about building your prototype over the semester?
Mo: There's a lot of technical challenges. One of the things we did this semester is we changed from a 30 frames per second (FPS) camera to a camera that shoots at 120 FPS. And with that, we could detect a lot more processing power. The camera that we're using is only limited to Windows. I've been using a very old laptop, and that's sort of been a bit problematic when we're trying to do very compute intensive tasks.

What would you say to students that are interested in entrepreneurship?
Kulikowski: There are a lot of people that came by our booth, and a lot of them were freshmen students. Every one of them we told, “If you have an idea, if you're really passionate about something, I2P is a fantastic opportunity.” This semester, with the hands-off approach, really felt like you could just work on this idea, and everything was there to support you working on it. That was fantastic because it's we could take full advantage of the time, the resources, and truly flesh out this idea. I really love the support we had and how we had the bonding with the other students.

Team Soul

Ashraf Mansour, Senior, Computer Science

Benjamin Wilson, Junior, Computer Science 

Michal Gregus, Junior, Physics and Electrical Engineering 

What’s the thought behind the name?
Mansour: We're kind of bringing life through our electronics, back into the shoe, and building a better fitness tracker and a more holistic picture of human health. 

What was the showcase like for your team?
Wilson:  It was a little nerve wracking. I have full faith in our ideas and concepts, but I feel personally like we still have a long way to go for our project. I’m still satisfied with where we are now, but we never really anticipated that we we're going to win anything.

Mansour: The showcase made me realize how much faster all this moves, even compared to my expectations. We came in with a very basic prototype that we wanted to improve on, but I think the potential was enough to sell the judges in this case. Now we have a big responsibility to deliver on that potential.

What was your favorite thing about I2P Showcase?

Mansour: It really reminds you how much of a tech hub Georgia Tech really is. Seeing how entrepreneurship boosts in real time, especially at the early stages, is something that’s really awe inspiring. 

What was challenging about building your prototype over the semester?

Mansour: There are a lot of unique engineering challenges with the product that we’re building, some we anticipated and others we didn’t, but I think that speaks to the true soul of engineering. That adaptability and sense of problem solving is really important.

Wilson: I’m very grateful to have the other people that were involved in this project for brainstorming and making the design better. 

What would you say to students that are interested in entrepreneurship?

Wilson:  I definitely would encourage anyone that wants to pursue their own startup or has a new idea to just start. It’s far more efficient and far more rewarding to put your ideas out there and try. You’ll learn a lot more through that process of failing than you will contemplating.

A photo gallery from the Fall 2024 I2P Showcase can be viewed on the CREATE-X Flickr page.

CREATE-X is now accepting applications for the summer and fall semesters of the I2P course, and applications for their summer accelerator, Startup Launch. The deadline for I2P applications for Summer 2025 is May 12. The deadline for Startup Launch applications is March 19, 2025. For questions, please email create-x@groups.gatech.edu.

CREATE-X is pleased to announce the next cohort of faculty members selected for the Jim Pope Fellowship for the upcoming academic year. The program provides faculty fellows with funds and education to serve as entrepreneurial instructors, mentors, and advisors to students participating in CREATE-X, Georgia Tech's entrepreneurial learning incubator.

Each fellow receives $15,000 in discretionary funds, which can be used to seek a partial reprieve from teaching for one semester. Fellows also receive mentorship, education on evidence-based entrepreneurship through courses, and opportunities to work with students launching startups.

The new Jim Pope Fellows are:

• Adam McCallum is a translational research advocate for the Wallace H. Coulter Department of Biomedical Engineering at Georgia Tech and Emory University. His work focuses on how metals function in our bodies, utilizing synthetic ligands as chemical tools to explore the biochemistry of metals in biological systems. He collaborates with faculty members, students, and researchers in BME to promote the translation and commercialization of biomedical technologies developed at Georgia Tech and Emory while also encouraging entrepreneurship. Adam earned his Ph.D. in chemistry, with a focus on organic chemistry, from Georgia Tech. He then pursued a postdoctoral fellowship at Emory in Dennis Liotta's lab, where he conducted drug design and discovery research to develop novel therapeutics for various clinical indications.
   
• Yue Chen is an assistant professor in the Walter H. Coulter Department of Biomedical Engineering at Georgia Tech and Emory University. He also is a member of the Discovery and Developmental Therapeutics Research Program at Winship Cancer Institute. His work addresses building the scientific and technical foundations for various robotic systems and applying them in the medical field. His lab is especially interested in designing, building, modeling, and controlling robots. Among these robots are a commercial robot arm and many custom-made robots, like tube robots, tendon-driven robots, catheters, and soft robots. He received a Ph.D. in mechanical engineering from Vanderbilt University, an M.S. in mechanical engineering from Hong Kong Polytechnic University, and a B.S. in vehicle engineering from Hunan University. This year, he won the National Science Foundation CAREER Award and is developing a continuum robotic system that can efficiently perform procedures like radio frequency ablation while a patient is inside a magnetic resonance imaging scanner.
   
• Mioy Huynh is an academic professional in the School of Chemistry and Biochemistry who earned his Ph.D. in physical and computational chemistry as an NSF Graduate Research Fellow at the University of Illinois at Urbana-Champaign, where he studied proton-coupled electron transfer reactions. He has taught at Yale University, UCLA, and the Claremont Colleges. Huynh began his professional career in chemistry education as a lecturer and summer instructor at UIUC. After postdoctoral research at Boston University and the University of Wisconsin, he held lecturer positions in general and physical chemistry at Yale, UCLA, and the Claremont Colleges. 
   
• Cici McNamara is an assistant professor in the School of Economics. McNamara studied economics and English for her undergraduate studies, and then graduated from the University of Wisconsin-Madison with a Ph.D.  in economics. McNamara’s research interests are in empirical industrial organization. She studies how policies influence the demand and supply of health care and what are the impacts of resulting changes on the market and patient outcomes. She is also a health economist, and her recent work has examined the effects of financial incentives and competition on healthcare market outcomes. Her research on health care consolidation has been integrated into the Vertically Integrated Project, and she was named an AcademyHealth Rising Star in Health Economics in 2023. Among her awards and fellowships, McNamara has also presented her work at numerous conferences and seminars, including the Allied Social Science Associations Annual Meeting, the American Health Economics Conference, and the International Industrial Organization Conference.
   
• Morvarid Rahmani is an associate professor of operations management in the Scheller College of Business. She received her Ph.D. from the UCLA Anderson School of Management. She also received three master degrees, in industrial engineering, electrical engineering, and economics. Her research focuses on innovation and social sustainability, providing managers with insights to enhance work processes, drive successful innovation, and address social issues. Rahmani recently received the Best Paper Award from the journal Manufacturing & Service Operations Management (M&SOM) for her research on maximizing the social impact of nonprofit organizations on distressed individuals. She has also received the Brady Family Award for Faculty Teaching Excellence at the Scheller College of Business, the CTL/BP Faculty Teaching Excellence Award at Georgia Tech, and CIOS Student Recognition of Excellence in Teaching Award, among other awards. Rahmani is the founding chair of the Technology Innovation and Entrepreneurship (TIE) Special Interest Group (SIG) of the Manufacturing and Service Operations Management (MSOM). She has also served as the Chair of the Technology, Innovation Management and Entrepreneurship (TIMES) Section of INFORMS and as a vice president of the Product Innovation and Technology Management (PITM) College of Production and Operations Management Society (POMS). 
   
• Jud Ready: Ready is a principal research engineer and the deputy director of Innovation Initiatives for the Georgia Tech Institute for Materials. He is also the associate director of External Engagements for the Georgia Tech Institute for Matter and Systems and has been an adjunct professor in the School of Materials Science and Engineering at Georgia Tech for over 20 years. Ready has over 2,200 citations to his three dozen refereed publications and has been invited to over two dozen international conferences. He has 15 patents awarded in the United States, with many others pending. He has also served as an expert witness in criminal and civil cases, provided testimony to the Georgia State House Science and Technology Committee, and served on boards and committees. He has served as PI or co-PI for grants totaling over $20 million from various organizations, including the Army, Navy, Air Force, DARPA, NASA, NSF, NIST, industry, charitable foundations, private citizens, and the state governments of Georgia and Florida. His current research, with an emphasis on aerospace applications, focuses on energy capture, storage, and delivery enabled by nanomaterial design. His research has been included in missions to the International Space Station, low Earth orbit, and heliocentric orbit.
   
• Fan Zhang is an assistant professor in nuclear and radiological engineering and the George W. Woodruff School of Mechanical Engineering. She received her Ph.D. in nuclear engineering and an M.S. in statistics from the University of Tennessee. Her research focuses on the cybersecurity of nuclear facilities, online monitoring and fault detection using data analytics methods, instrumentation and control, and nuclear systems modeling and simulation. She has developed multiple test beds using both simulators and physical components to investigate various aspects of cybersecurity and process health management. Her research also includes AI/ML, operation optimization, digital twins, predictive maintenance, autonomous controls, robotics, and XR. Zhang is a Georgia Tech College of Engineering Cybersecurity Fellow and has received several prestigious awards. She is the recipient of the 2021 Ted Quinn Early Career Award from the American Nuclear Society for her contributions to instrumentation and control and cybersecurity. In 2022, she was awarded the inaugural Distinguished Early Career Award from the U.S. DOE Office of Nuclear Energy. Additionally, Zhang was recognized as one of UT's 2023 Volunteer 40 Under 40 and is a Grainger Foundation Frontiers of Engineering Alumni.

The Jim Pope Fellowship spans three consecutive semesters. During the fall semester, faculty fellows learn principles of evidence-based entrepreneurship by attending a workshop and shadow teaching one of the CREATE-X courses, Startup Lab, which teaches undergraduates how to examine startup ideas through customer discovery, testing hypotheses, and constructing minimum viable products. 

In the spring semester, fellows scope an entrepreneurial project to implement within their home unit, such as creating entrepreneurial assignments within an established course, hosting workshops, or developing a new course that integrates entrepreneurship. 

Once the summer semester starts, the cohort works with student startups through CREATE-X Startup Launch, serving as mentors or coaches. After completing the program, fellows spend the next two years leading CREATE-X programs.

Since its creation, the Jim Pope Fellowship has supported 25 fellows, represented 11 Georgia Tech departments, secured $1 million in funding and facilities for makerspaces, and introduced 2,500 students to entrepreneurship.

Faculty members interested in getting involved with CREATE-X can participate as teachers or mentors in various programs such as Startup Lab, CREATE-X Capstone, Idea-to-Prototype, and Startup Launch. Faculty can also apply for the next cohort of the Jim Pope Fellowship when it opens in the spring. For additional information or inquiries, contact the director of CREATE-X, Rahul Saxena, at rahulsaxena@gatech.edu.

Georgia Tech researchers have created a dataset that trains computer models to understand nuances in human speech during financial earnings calls. The dataset provides a new resource to study how public correspondence affects businesses and markets. 

SubjECTive-QA is the first human-curated dataset on question-answer pairs from earnings call transcripts (ECTs). The dataset teaches models to identify subjective features in ECTs, like clarity and cautiousness.   

The dataset lays the foundation for a new approach to identifying disinformation and misinformation caused by nuances in speech. While ECT responses can be technically true, unclear or irrelevant information can misinform stakeholders and affect their decision-making. 

Tests on White House press briefings showed that the dataset applies to other sectors with frequent question-and-answer encounters, notably politics, journalism, and sports. This increases the odds of effectively informing audiences and improving transparency across public spheres.   

The intersecting work between natural language processing and finance earned the paper acceptance to NeurIPS 2024, the 38th Annual Conference on Neural Information Processing Systems. NeurIPS is one of the world’s most prestigious conferences on artificial intelligence (AI) and machine learning (ML) research.

"SubjECTive-QA has the potential to revolutionize nowcasting predictions with enhanced clarity and relevance,” said Agam Shah, the project’s lead researcher. 

“Its nuanced analysis of qualities in executive responses, like optimism and cautiousness, deepens our understanding of economic forecasts and financial transparency."

[MICROSITE: Georgia Tech at NeurIPS 2024]

SubjECTive-QA offers a new means to evaluate financial discourse by characterizing language's subjective and multifaceted nature. This improves on traditional datasets that quantify sentiment or verify claims from financial statements.

The dataset consists of 2,747 Q&A pairs taken from 120 ECTs from companies listed on the New York Stock Exchange from 2007 to 2021. The Georgia Tech researchers annotated each response by hand based on six features for a total of 49,446 annotations.

The group evaluated answers on:

• Relevance: the speaker answered the question with appropriate details.
• Clarity: the speaker was transparent in the answer and the message conveyed.
• Optimism: the speaker answered with a positive outlook regarding future outcomes.
• Specificity: the speaker included sufficient and technical details in their answer.
• Cautiousness: the speaker answered using a conservative, risk-averse approach.
• Assertiveness: the speaker answered with certainty about the company’s events and outcomes.

The Georgia Tech group validated their dataset by training eight computer models to detect and score these six features. Test models comprised of three BERT-based pre-trained language models (PLMs), and five popular large language models (LLMs) including Llama and ChatGPT. 

All eight models scored the highest on the relevance and clarity features. This is attributed to domain-specific pretraining that enables the models to identify pertinent and understandable material.

The PLMs achieved higher scores on the clear, optimistic, specific, and cautious categories. The LLMs scored higher in assertiveness and relevance. 

In another experiment to test transferability, a PLM trained with SubjECTive-QA evaluated 65 Q&A pairs from White House press briefings and gaggles. Scores across all six features indicated models trained on the dataset could succeed in other fields outside of finance. 

"Building on these promising results, the next step for SubjECTive-QA is to enhance customer service technologies, like chatbots,” said Shah, a Ph.D. candidate studying machine learning. 

“We want to make these platforms more responsive and accurate by integrating our analysis techniques from SubjECTive-QA."

SubjECTive-QA culminated from two semesters of work through Georgia Tech’s Vertically Integrated Projects (VIP) Program. The VIP Program is an approach to higher education where undergraduate and graduate students work together on long-term project teams led by faculty. 

Undergraduate students earn academic credit and receive hands-on experience through VIP projects. The extra help advances ongoing research and gives graduate students mentorship experience.

Computer science major Huzaifa Pardawala and mathematics major Siddhant Sukhani co-led the SubjECTive-QA project with Shah. 

Fellow collaborators included Veer Kejriwal, Abhishek Pillai, Rohan Bhasin, Andrew DiBiasio, Tarun Mandapati, and Dhruv Adha. All six researchers are undergraduate students studying computer science. 

Sudheer Chava co-advises Shah and is the faculty lead of SubjECTive-QA. Chava is a professor in the Scheller College of Business and director of the M.S. in Quantitative and Computational Finance (QCF) program.

Chava is also an adjunct faculty member in the College of Computing’s School of Computational Science and Engineering (CSE).

"Leading undergraduate students through the VIP Program taught me the powerful impact of balancing freedom with guidance,” Shah said. 

“Allowing students to take the helm not only fosters their leadership skills but also enhances my own approach to mentoring, thus creating a mutually enriching educational experience.”

Presenting SubjECTive-QA at NeurIPS 2024 exposes the dataset for further use and refinement. NeurIPS is one of three primary international conferences on high-impact research in AI and ML. The conference occurs Dec. 10-15.

The SubjECTive-QA team is among the 162 Georgia Tech researchers presenting over 80 papers at NeurIPS 2024. The Georgia Tech contingent includes 46 faculty members, like Chava. These faculty represent Georgia Tech’s Colleges of Business, Computing, Engineering, and Sciences, underscoring the pertinence of AI research across domains. 

"Presenting SubjECTive-QA at prestigious venues like NeurIPS propels our research into the spotlight, drawing the attention of key players in finance and tech,” Shah said.

“The feedback we receive from this community of experts validates our approach and opens new avenues for future innovation, setting the stage for transformative applications in industry and academia.”

A new machine learning (ML) model from Georgia Tech could protect communities from diseases, better manage electricity consumption in cities, and promote business growth, all at the same time.

Researchers from the School of Computational Science and Engineering (CSE) created the Large Pre-Trained Time-Series Model (LPTM) framework. LPTM is a single foundational model that completes forecasting tasks across a broad range of domains. 

Along with performing as well or better than models purpose-built for their applications, LPTM requires 40% less data and 50% less training time than current baselines. In some cases, LPTM can be deployed without any training data.

The key to LPTM is that it is pre-trained on datasets from different industries like healthcare, transportation, and energy. The Georgia Tech group created an adaptive segmentation module to make effective use of these vastly different datasets.

The Georgia Tech researchers will present LPTM in Vancouver, British Columbia, Canada, at the 2024 Conference on Neural Information Processing Systems (NeurIPS 2024). NeurIPS is one of the world’s most prestigious conferences on artificial intelligence (AI) and ML research.

“The foundational model paradigm started with text and image, but people haven’t explored time-series tasks yet because those were considered too diverse across domains,” said B. Aditya Prakash, one of LPTM’s developers. 

“Our work is a pioneer in this new area of exploration where only few attempts have been made so far.”

[MICROSITE: Georgia Tech at NeurIPS 2024]

Foundational models are trained with data from different fields, making them powerful tools when assigned tasks. Foundational models drive GPT, DALL-E, and other popular generative AI platforms used today. LPTM is different though because it is geared toward time-series, not text and image generation.  

The Georgia Tech researchers trained LPTM on data ranging from epidemics, macroeconomics, power consumption, traffic and transportation, stock markets, and human motion and behavioral datasets.

After training, the group pitted LPTM against 17 other models to make forecasts as close to nine real-case benchmarks. LPTM performed the best on five datasets and placed second on the other four.

The nine benchmarks contained data from real-world collections. These included the spread of influenza in the U.S. and Japan, electricity, traffic, and taxi demand in New York, and financial markets.   

The competitor models were purpose-built for their fields. While each model performed well on one or two benchmarks closest to its designed purpose, the models ranked in the middle or bottom on others.

In another experiment, the Georgia Tech group tested LPTM against seven baseline models on the same nine benchmarks in zero-shot forecasting tasks. Zero-shot means the model is used out of the box and not given any specific guidance during training. LPTM outperformed every model across all benchmarks in this trial.

LPTM performed consistently as a top-runner on all nine benchmarks, demonstrating the model’s potential to achieve superior forecasting results across multiple applications with less and resources.

“Our model also goes beyond forecasting and helps accomplish other tasks,” said Prakash, an associate professor in the School of CSE. 

“Classification is a useful time-series task that allows us to understand the nature of the time-series and label whether that time-series is something we understand or is new.”

One reason traditional models are custom-built to their purpose is that fields differ in reporting frequency and trends. 

For example, epidemic data is often reported weekly and goes through seasonal peaks with occasional outbreaks. Economic data is captured quarterly and typically remains consistent and monotone over time. 

LPTM’s adaptive segmentation module allows it to overcome these timing differences across datasets. When LPTM receives a dataset, the module breaks data into segments of different sizes. Then, it scores all possible ways to segment data and chooses the easiest segment from which to learn useful patterns.

LPTM’s performance, enhanced through the innovation of adaptive segmentation, earned the model acceptance to NeurIPS 2024 for presentation. NeurIPS is one of three primary international conferences on high-impact research in AI and ML. NeurIPS 2024 occurs Dec. 10-15.

Ph.D. student Harshavardhan Kamarthi partnered with Prakash, his advisor, on LPTM. The duo are among the 162 Georgia Tech researchers presenting over 80 papers at the conference. 

Prakash is one of 46 Georgia Tech faculty with research accepted at NeurIPS 2024. Nine School of CSE faculty members, nearly one-third of the body, are authors or co-authors of 17 papers accepted at the conference. 

Along with sharing their research at NeurIPS 2024, Prakash and Kamarthi released an open-source library of foundational time-series modules that data scientists can use in their applications.

“Given the interest in AI from all walks of life, including business, social, and research and development sectors, a lot of work has been done and thousands of strong papers are submitted to the main AI conferences,” Prakash said. 

“Acceptance of our paper speaks to the quality of the work and its potential to advance foundational methodology, and we hope to share that with a larger audience.”

Georgia Tech is days away from the Fall 2024 Idea to Prototype (I2P) Showcase, set to take place on Dec. 3 at 5 p.m. in the Exhibition Hall. This event offers students a platform to present solutions built over the semester to tackle real-world problems and compete for rewards, including a golden ticket into the CREATE-X summer startup accelerator, Startup Launch. The program offers optional seed funding, workspace, entrepreneurial education, and continued mentorship to help students turn their prototypes into viable startups. Over 50 teams will present their prototypes at the showcase.

The event is open to all Georgia Tech students, faculty, staff, and the local community. Tickets are available now but are limited, so register for the I2P Showcase today. 

Each semester, students in the Idea-to-Prototype course take time out of their schedules, similar to undergraduate research, to build prototypes. Teams accepted into I2P receive a reimbursement of up to $500 for physical expenses, course credit (undergraduate students only), and mentorship from a Georgia Tech faculty member.

During the showcase, participants and judges interact with the projects and give feedback. The criteria for judging are centered on innovation and overall market and impact potential. Judges can include industry professionals, faculty members, and alumni.

Throughout I2P Showcase history, many winning projects have gone on to achieve significant success. One is CaseDocker, which provides an end-to-end workflow management system. The startup now has a user base of over 400 global clients, including Fortune 500 companies. Other winners of the showcase include a blockchain-based music application, Radiochain, a personal financial management platform, Dolfin Solutions, and an EEG monitoring device for pediatric seizure detection, NeuroChamp.

This semester, the I2P cohort includes a digital twin using individual data and AI for health screenings and early detection, an active shooter detection and tracking tool, an AR tool that turns walls into interactive canvases, a device that detects overdosages, 3D-printed circuit boards, an AI detector for digital media, and more.

Whether you're a student with a passion for entrepreneurship, a faculty member interested in the latest student innovations, or a community member looking to support local talent, the I2P Showcase is a perfect opportunity to explore student innovations, mingle, and enjoy refreshments. Register for the I2P Showcase today and join us at the Exhibition Hall for an evening of creativity and community.

Students interested in participating in I2P can do so in the spring, summer, or fall semesters. The registration process involves providing a brief description of the project, the team members involved, and the current stage of development. The deadline for applications is Jan. 6 for Spring 2025 and May 12 for Summer 2025.