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UNT research center named finalist in Innovation in Education award

Tuesday, December 16, 2025

Top horizontal, narrow-cropped photo banner of two UNT students work on their laptops at a table, focusing on their screens.

DENTON (UNT), Texas 鈥 The (CICS) at the has been named a finalist in the annual Innovation Awards, presented by and to honor innovation across the region. This year, the center is a finalist in the Innovation in Education category and is the only higher education entity represented.

鈥淲e are very excited for this award because we believe our project is something that has never been done before and will advance workforce development,鈥 said , director of the center and a professor of computer science and engineering.

Photo of UNT's Dr. Ram Dantu his students as they discuss ideas in front of a whiteboard filled with diagrams and notes.


The UNT center is nominated for its Microtranscript program, a work-skills readiness program.


CICS is an interdisciplinary group with faculty members from the , and the . Its mission is to promote education, research and service projects that strengthen cybersecurity and provide high-quality coursework for students in the field.

The project nominated for the award is called Microtranscript, a work-skills readiness tool. The program breaks down student鈥檚 coursework to highlight specific skills learned and how the student performed in each area.

鈥淣ormally, a student only has a transcript, but that doesn鈥檛 tell hiring managers if they鈥檙e proficient in a programming language or not,鈥 Dantu said. 鈥淭his breaks down their course into usable skills and scores them as beginner, intermediate and advanced.鈥

For example, a Microtranscript can take a course such as Foundations of Cybersecurity and break it into categories such as cyberterrorism, cyber-assisted crimes and federal laws and authorities. Dantu said the program will help interns in the computer science and engineering start contributing more quickly when hired.

鈥淢ost internships last around three to four months, but it takes students around that long to get up to speed,鈥 he said. 鈥淭his way they鈥檙e productive from day one and are ready to help on a small module of a larger project.鈥

Microtranscript is currently built for computer science and engineering skills, particularly in cybersecurity. Dantu said he and his graduate students working on the project use knowledge units specified by the National Security Agency to structure the program. They are also working to expand it for other engineering disciplines and biology.

鈥淭he beauty of Microtranscript is that it can be adapted for any discipline that has a national association or agency that defines certification standards,鈥 he said.

Instructors assign applicable knowledge units to the rubric for an assignment, such as a quiz. The student鈥檚 grade then translates into points towards the knowledge unit, with 100 as the highest score. In its current trial form, the microtranscript is tied to one class, but the goal is for it to follow a student through their college career, updating as they complete new courses.

鈥淚t adds a new level of trust with companies,鈥 Dantu said. 鈥淭he microtranscript is authenticated by the professor and shows that a student applicant knows the skills they say they have.鈥

The program is being piloted at UNT, the University of New Haven, Tennessee Technological University and the University of Hawaii. After the first trial concludes in 2026, Dantu said they plan to expand it in stages to 30 additional universities across the country.

The Microtranscript program is funded through a . It is part of a larger effort to modernize the DoD鈥檚 hiring and upskilling processes. The initiative uses advanced AI to assess employees鈥 skill levels and recommend suitable jobs and certificates to help them advance.

鈥淭his is all aimed at streamlining hiring while also providing clear pathways for individuals to upskill and qualify for highly specialized roles,鈥 Dantu said. 鈥淲e鈥檙e excited to get this rolled out to other universities and hopefully see it expand to other fields and government agencies.鈥

 


From 鈥 Research