In today's digital world, higher education institutions collect and use more data than ever. However, institutional silos create barriers for stakeholders who need data for daily operations and strategy. This article presents a vision of a unified, collaborative future for data governance and actionable steps stakeholders can take.

There are nearly 1 million credentials in the United States that students and workers can take advantage of, but how information about these credentials is collected and communicated is oftentimes inconsistent and hard to access. In February, we invited a group of postsecondary and workforce development experts to consider how policymakers can…

Purpose: The critical incident technique (CIT) is widely used in many disciplines; however, scholars have acknowledged challenges associated with analyzing qualitative data when using this technique. Therefore, the purpose of this article is to address the data analysis issues that have been raised by introducing some different contemporary ways…

"The State of Career Technical Education: Credentials of Value" report draws on a 2024 national scan of state practices, a 50-state survey, and interviews with state leaders to gather insights and strategies for improving the identification, validation, incentivization, and data collection related to credentials that support learners'…

Workforce planning is prevalent and recognized as a good strategic practice in many organizations. However, business students may have little experience with workforce planning or workforce analytics. The purpose of this article is to present a workforce planning exercise for use in a face-to-face or online classroom setting. In this exercise,…

Responsible Operations is intended to help chart library community engagement with data science, machine learning, and artificial intelligence (AI) and was developed in partnership with an advisory group and a landscape group comprised of more than 70 librarians and professionals from universities, libraries, museums, archives, and other…

Opportunity America received a grant from Lumina Foundation to conduct a national research study of community colleges' credit and noncredit occupational education programs and their relationships with employers. Opportunity America contracted with Wilder Research to manage data collection and analysis for the study. The purpose of this study was…

Investing in community college workforce training is a central part of the Biden administration's agenda for improving the lives of American families. Now more than ever, as the nation's economy enters a post-pandemic period of significant organizational and technological change, community colleges are well-situated to help millions of low-income…

Graduate medical education (GME) is critical to the career development of individual physicians, to the functioning of many teaching institutions, and to the production of our physician workforce. However, recent reports have called for substantial reform of GME. The current lack of established GME outcome measures limits our ability to assess the…

Given that work-based learning (WBL) can -- and should be -- a key driver of student career readiness in these efforts, it is essential that all states have a robust work-based learning continuum of experiences and exposure that spans K-16. WBL is an essential element of career and technical education (CTE), and ExcelinEd's CTE Playbook series…

Comprehensive data are essential to answer questions from prospective students, parents, and private and public entities about the cost of college and students' return on investment, as well as to demonstrate how colleges and universities are helping to prepare the future workforce. An evolutionary data-collection process, efforts to improve the…

The Certification Data Exchange Project (CDEP) was launched in 2012 to provide a model for sharing industry-recognized credential attainment data. Increasingly, employers and education leaders are recognizing the value of industry credentials to verify the knowledge, skills and abilities that students bring to the workforce. As states take steps…

There are several factors that contribute to the shrinking supply of teachers. Fewer individuals are pursuing teaching as a career; in the United States, for example, teacher education enrollments plunged 35% between 2009 and 2014 (Berry & Shields, 2017). In direct relation to the decrease in students entering preservice teaching, fewer…

This report examines the structural divide between for-credit and noncredit postsecondary education and the problems it presents for people seeking better jobs with higher pay. It highlights innovative ways that some community colleges are trying to bridge the gap nationally--creating more seamless pathways between credit and noncredit…

Scientific thinking and understanding are essential for all people navigating the world, not just for scientists and other science, technology, engineering and mathematics (STEM) professionals. Knowledge of science and the practice of scientific thinking are essential components of a fully functioning democracy. Science is also crucial for the…