This workshop is presented by members of a University of North Texas research team. First, the team will overview their experience as members of the research team and share experience in areas such as trust formation, team roles, productivity, work-life balance, faculty-students interaction, peer and faculty mentorship, dissertation preparation, and job seeking. Second, the workshop will discuss and brainstorm how this format can be implemented for organizations both with faculty-student teams and with peer-directed teams. Finally, successes and challenges are openly discussed with audience.

Global warming is the term used to describe critical environmental issues and concerns. Social media such as Twitter provides a platform for people to share information, exchange ideas, and express their opinions about current and timely issues. This study utilized contextual analysis to analyze data collected from Twitter for the hashtag "global warming" during the period 2010 & 2011. Using sentiment analysis and topic modeling, the study aimed first at assessing people's perception towards global warming issues, and second study the impact of misinformation from the standpoint of social noise on people's perception of global warming during critical environmental events. The outcome of this study helps create a better understanding of the environmental issues discussed on social media. The sentiment analysis from the data analyzed so far shows that most of the tweets were based on Twitter users' personal opinions and not science. The topic modeling results suggest that Twitter users typically tweeted when a major environmental event occurred due to global warming. Topic modeling also aids in the identification of terms that is associated with social noise. The presence of social noise suggests that misinformation does exist and spreads faster.

Building predictive models for companies often relies on inference using historical data of companies in the same industry sector. However, companies are similar across a variety of dimensions that should be leveraged in relevant prediction problems. This is particularly true for large, complex organizations which may not be well defined by a single industry and have no clear peers. To enable prediction using company information across a variety of dimensions, we create an embedding of company stocks, Stock2Vec, which can be easily added to any prediction model that applies to companies with associated stock prices. We describe the process of creating this rich vector representation from stock price fluctuations and characterize what the dimensions represent. We then conduct comprehensive experiments to evaluate this embedding in applied machine learning problems in various business contexts. Our experiment results demonstrate that the four features in the Stock2Vec embedding can readily augment existing cross-company models and enhance cross-company predictions.

This poster highlights the services provided by the UNT Media Library and the contributions of the student assistants. It was presented at the UNT Libraries' Student Snapshots Symposium held in Denton, Texas.

This poster explores the process and resources used to create subject metadata for The Chronicles of Oklahoma collection in The Gateway to Oklahoma History. The Chronicles of Oklahoma is a regional publication from the Oklahoma Historical Society that has been published since 1921. The UNT Digital Library is digitizing the back issues and making them available to the public through the digital library, The Gateway to Oklahoma History. It was presented at the UNT Libraries' 2023 Student Snapshots Symposium held in Denton, Texas and at the 2023 Texas Conference on Digital Libraries (TCDL) held May 16-18, 2023 in Austin, Texas.

This poster explores data gathered from the UNT Libraries' reference analytics from questions submitted to the libraries. It was presented at the UNT Libraries' 2023 Student Snapshots Symposium held in Denton, Texas.

This presentation shares the experiences of the author while working as a Library Services Academic Assistant that support the UNT Libraries' Access Services team. It was presented at the UNT Libraries' 2023 Student Snapshots Symposium held in Denton, Texas.

This presentation highlights the author's work digitizing 35mm slides from the Evelyn Fielder Streng Slide Collection. It was presented at the UNT Libraries' 2023 Student Snapshots Symposium held in Denton, Texas.

This poster shares the perspective of a Graduate Student Assistant on the practice of book banning. It also highlights the author's research and resources they have helped create to document and navigate this critical topic. It was presented at the UNT Libraries' 2023 Student Snapshots Symposium held in Denton, Texas.

This presentation promotes the work of student employees in the UNT Writing Center located in Willis Library. It was presented at the UNT Libraries' 2023 Student Snapshots Symposium held in Denton, Texas.

This presentation highlights the author's work with the UNT Digital Library collection for Mnemothèque Internationale des Arts Electroacoustiques (MISAME). It was presented at the UNT Libraries' 2023 Student Snapshots Symposium held in Denton, Texas.

This poster highlighting the development of machine learning model to automate part of the process of digitizing and archiving documents from the Texas State Depository Program. This particular part of the process is the sorting of documents to facilitate metadata creation. It was presented at the 2023 Texas Conference on Digital Libraries (TCDL) held May 16-18, 2023 in Austin, Texas.

Presentation detailing the customized workflow established for the creation of the Byrd Williams Family Photography Collection in the UNT Digital Library, as well as the unique problems and solutions that arose throughout the course of the project. It was presented at the 2023 Texas Conference on Digital Libraries (TCDL) held May 16-18, 2023 in Austin, Texas.

Presentation sharing the project workflows for digitizing back issues of The Chronicles of Oklahoma. It has been published since 1921, and in 2020, the Oklahoma Historical Society partnered with the UNT Digital Library to make the back issues freely available through The Gateway to Oklahoma History. It was presented at the 2023 NASIG Conference held May 22-25, 2023 in Pittsburgh, Pennsylvania.