The Data Gap in Academic Operations: What Comes Next

Few higher ed leaders will disagree that decisions should be guided by data and administrators frequently point to data-informed strategies as essential for improving efficiency, allocating resources, and supporting student success. However, translating that philosophy into everyday operational decisions is not always straightforward.

According to a survey by AACRAO, around 40% of respondents at least somewhat disagreed with the statement that their institution effectively uses data to support curriculum management, catalog administration, and classroom space management. The gap between aspiration and practice reveals an opportunity for institutions looking to improve how academic operations support both institutional efficiency and student progress.

Strengthening Data Accessibility

Many institutions already possess large amounts of data, yet access to that information often remains limited. Staff frequently report that obtaining data requires significant time and effort, which discourages regular analysis. In some cases, teams acknowledge that even basic use of available data would represent meaningful progress.

Improved access can change this dynamic. When departments gain visibility into information such as classroom utilization, course demand, and program performance, leaders can make more informed decisions about scheduling, catalog updates, and space allocation. Clear access also allows multiple units to work from the same information and strengthens coordination across academic operations.

Data Use for Course Scheduling and Meeting Student Demand

Course scheduling plays an important role in whether students can access the classes they need. Many institutions use enrollment data, waitlists, and program requirements to guide decisions about course offerings, sections, and timing. Some scheduling offices also review past class sizes and enrollment trends to recommend adjustments to section offerings.

However, institutions often acknowledge that scheduling decisions still rely heavily on historical patterns or faculty preference. Greater use of forward-looking data helps shift the focus toward student demand. Institutions can review program enrollment, advisement reports, and degree audit data to determine which courses students must complete in upcoming terms.

With stronger data use, institutions can monitor section capacity for high-demand courses, align course offerings with enrollment projections, and optimize faculty and classroom resources to meet student demand. These insights allow institutions to schedule courses when students need them rather than relying solely on historical scheduling practices.

Technology Acquisition to Expand Data Use

Technology plays an important role in how institutions manage the complex processes that support academic programs. Many teams rely on manual processes or disconnected systems to manage course scheduling, classroom space, and curriculum updates. These limitations often make it difficult to gather and apply data consistently.

Modern technology solutions can streamline these processes through automated workflows and integrated systems. Platforms that support curriculum management, catalog administration, scheduling, and space management within a single environment allow institutions to evaluate data more holistically and coordinate decisions across departments. When institutions adopt technology that supports these functions together, academic operations teams gain the ability to manage resources more strategically and respond more effectively to institutional and student needs.

Institutions across higher education recognize the value of data-informed decisions, yet many struggle to fully use the data they already have. By improving data access, applying it to course scheduling and demand planning, and investing in supportive technology, institutions can build more proactive academic operations that better support efficiency and student progress.