My dissertation focuses on coordination around personal data and human-data interaction in a high-stakes, high-performance environment: college sports. In the last decade, wearable tracking technologies--e.g., FitBit, Garmin, Catapult, Whoop, Oura Ring--have introduced new data streams, such as heart rate and sleep measurement, which college…

With the emergence of digital credentialing and platforms to support learners and workers with entering and traversing the increasingly skill-based education and workforce ecosystem, Learning and Employment Record (LER) technologies have been identified as a promising solution for individuals to share and access their learning- and skills-data and…

The increased privatisation of educational systems is a global trend with several important implications for teachers' preparation and workforce outcomes. With many countries facing teacher shortages, retention for novice teachers is a key area of focus for educational leaders and policymakers -- yet there is a lack of evidence related to the…

Teachers' use of student data to inform instruction is commonly accepted as sound educational practice, and this data use is only likely to grow as more data, as well as more-complex data, become increasingly available to educators. However, numerous studies reveal inconsistent data use among teachers and an overall lack of the preparation and…

Learning and Employment Records (LERs) require careful, deliberate design to ensure that workers benefit from their adoption and use. If designed without the inclusion of individuals who are most marginalized in the workforce, LERs could reproduce existing inequities in the talent pipeline. Digital Promise collaborated with workers in frontline…

Adjunct faculty have become the new majority faculty on campuses across the country. There are two theories why adjunct faculty are so relied upon: cost or contingency. Some institutions may employ adjunct faculty for cost-savings reasons. In contrast, other institutions may depend on the contingent, temporary nature of the employment contracts to…

The managerial turn in academia is currently broadly discussed. Based on empirical data gathered from a sample that includes all German universities, we can give a broad and fine-grained account of this turn. What we can clearly see is that whole new categories of administrative management positions have been created over the last years.…

Survey sampling is fundamentally an applied field. The goal in this book is to put an array of tools at the fingertips of practitioners by explaining approaches long used by survey statisticians, illustrating how existing software can be used to solve survey problems, and developing some specialized software where needed. This book serves at least…

Focused on the use of teacher evaluation data, this case was designed for use in two principal licensure courses, one on data literacy and the other on supervision and personnel. The principal of Baker Middle School has been instructed by the superintendent to use data from the state's new teacher evaluation system to determine which teachers…

Having a well-qualified, effective teacher in every classroom is a cornerstone of current educational reforms. Clearly, retaining these effective teachers is critical to achieving this goal. This brief presents a strategic accountability approach to managing teacher talent retention and turnover. The brief begins with an overview of a strategic…

To address the presence or absence of school librarians in Kansas public schools, a study using analysis of covariance (ANCOVA) was designed to investigate staffing levels for library media specialists (LMSs), the label used for school librarians in licensed-personnel data in Kansas, and student achievement at the school level. Five subject areas…

This article reports on the results of research, the objective of which was to document and analyze the manner in which students relate different representations when solving problems. A total of 20 students attending their first year of university studies took part in the study. In order to design the problem, the underlying information in each…

In this paper, I use Levin and McEwan's (2001) cost feasibility approach and personnel data obtained from the Superintendent of Public Instruction to estimate the cost of providing coaching support to every newly hired principal in Washington State. Based on this descriptive analysis, I estimate that the cost to provide leadership coaching to…

The Common Core of Data (CCD) is an annual collection of public elementary and secondary education data by the National Center for Education Statistics (NCES) in the Institute of Education Sciences of the U.S. Department of Education. The data presented in this report are selected from the three nonfiscal components of the Common Core of Data…

This article examines the relationship between idiosyncratic deals and organizational commitment. In particular, it examines how two individual differences which reflect self-worth (core self-evaluations and age) moderate that relationship. We predicted that employees with feelings of high self-worth will expect and will feel entitled to these…