This article discusses how each of the papers in this special issue explored some combination of subject, audience, and data scientist perspectives with an eye toward helping students situate their relationship to data. Specifically, within the data scientist perspective, the papers examined a variety of ways in which students can relate to data…

Students, families, colleges, and lawmakers need clearer information on postsecondary outcomes to make informed decisions. By leveraging data available at institutions and federal agencies, a nationwide student-level data network (SLDN) would close information gaps that persist in our higher education landscape to answer critical questions about…

Data-driven decision making is central to improving success of children. Actualizing the use of data is challenging when addressing the social, emotional, and behavioral needs of children across different types of early childhood programs (i.e., early childhood special education, early childhood family education, Head Start, and childcare).…

Colleges and universities are running out of closet space. With the amount of data predicted to grow 800 percent by 2016, higher education faces a desperate race to develop strategies to store and manage the tidal wave of information. Unfortunately, many IT departments, particularly those in the public sector, have flatlining budgets--and no money…

Alignment between K-12 education and the workforce is critical because jobs are changing. Students must be prepared not only for the jobs of today but also for the jobs of the future. Securely linking data between state K-12 and workforce data systems can create a bridge between these agencies as they develop shared career readiness goals for…

Educational agencies and institutions increasingly collect and maintain large amounts of data about students in order to provide educational services. Some data, like students' transcript information, may need to be preserved indefinitely. Other student information will need to be preserved for a prescribed period of time to comply with legal or…

School business administrators have long recognized the need for a workable data recovery plan regardless of cause. Yet many have not reassessed their current data backup and recovery capabilities, perhaps because they have not experienced a catastrophic failure. There are three reasons school business administrators may not realize or recognize…

Identifying academic misdemeanours and actual applied effort in student assessments involving practical work can be problematic. For instance, it can be difficult to assess the actual effort that a student applied, the sequence and method applied, and whether there was any form of collusion or collaboration. In this paper we propose a system of…

There was a time when school districts showed little interest in storing or backing up their data to remote servers. Nothing seemed less secure than handing off data to someone else. But in the last few years the buzz around cloud storage has grown louder, and the idea that data backup could be provided as a service has begun to gain traction in…

There are described methods used to minimize data files dimension. There are defined indicators for measuring size of files and databases. The storage optimization process is based on selecting from a multitude of data storage models the one that satisfies the propose problem objective, maximization or minimization of the optimum criterion that is…

What's the worst thing that can happen to your computer? Worse than a hard disk crash, virus infection, spam assault, denial-of-service attack, hacker take-over, fire, flood, or other human, mechanical or natural disaster is a faulty backup when you really need it. If the computer blows up, as long as your data is backed up securely, you can…

These days, "data-driven decision making" is on every school district's buzzword bingo game board. Accountability pressures and lean budgets make translating data into information a major focus of school systems that are trying to improve district outcomes in all areas. As such, data warehousing has become an essential district tool. Historically…

School systems face many decisions in developing and maintaining learning environments that create success for all students. From district operations to the classroom, district leaders implement solutions and take action based on the information they have at hand. While there is no shortage of data, turning that data into useful information is as…

Business intelligence derived from data warehousing and data mining has become one of the most strategic management tools today, providing organizations with long-term competitive advantages. Business school curriculums and popular database textbooks cover data warehousing, but the examples and problem sets typically are small and unrealistic. The…

S. R. Ranganathan's five laws of library science, originally published in 1931, provide the basis for reflections on current trends in academic libraries.