Top 10 Best Learning Analytics Software of 2026

Civitas Learning is a leading learning analytics platform tailored for higher education institutions, empowering educators with predictive insights to improve student retention and success. It integrates data from student information systems, LMS platforms, and other sources to deliver real-time dashboards, early warning signals, and personalized intervention recommendations. By leveraging advanced machine learning models, Civitas helps identify at-risk students and measures the impact of support strategies on outcomes like persistence and graduation rates.

HelioCampus is a robust learning analytics platform tailored for higher education, enabling institutions to aggregate data from LMS, SIS, and other sources for real-time insights into student performance and engagement. It offers predictive analytics to identify at-risk students, customizable dashboards for faculty and administrators, and tools for course evaluations and accreditation reporting. The software emphasizes actionable intelligence to drive student success, retention, and instructional improvements.

Starfish by Hobsons is a student success platform designed for higher education institutions, utilizing learning analytics to identify at-risk students and drive retention efforts. It aggregates data from LMS, SIS, and other sources to provide early alerts, progress tracking, and intervention tools for faculty and advisors. The software offers customizable dashboards, predictive analytics, and communication features to foster data-informed decision-making and improve graduation rates.

Watermark Insights is a robust learning analytics platform tailored for higher education, enabling institutions to assess student learning outcomes, manage accreditation processes, and visualize program effectiveness through data-driven dashboards. It integrates direct and indirect assessment measures, customizable rubrics, and e-portfolios to track longitudinal student performance and curriculum alignment. The software supports compliance with standards like ABET, HLC, and CAEP by automating reporting and providing actionable insights for continuous improvement.

Blackboard Analytics is a comprehensive learning analytics platform integrated with Blackboard Learn, enabling educators and administrators to track student engagement, performance, and progress through interactive dashboards and reports. It leverages data from LMS activities, grades, and interactions to provide predictive insights, such as identifying at-risk students and forecasting retention rates. The tool supports data-driven decision-making to improve course design, intervention strategies, and overall institutional outcomes.

Canvas by Instructure is a leading learning management system (LMS) with integrated Learning Analytics tools that deliver actionable insights into student engagement, performance trends, and course effectiveness. Features like New Analytics provide customizable dashboards, real-time data visualizations, and predictive risk indicators to help educators identify at-risk students and refine instructional strategies. While not a standalone analytics platform, its seamless embedding within the LMS ecosystem makes it highly effective for institutions seeking unified learning data management.

Brightspace by D2L is a robust learning management system (LMS) with integrated learning analytics tools designed to help educators track student progress and engagement. Its Intelligent Insights feature leverages AI and machine learning to provide predictive analytics, identifying at-risk students and offering actionable recommendations. The platform delivers customizable dashboards, real-time data visualization, and performance metrics to support data-driven instructional decisions in educational settings.

Echo360 is a leading learning analytics platform focused on capturing lectures, delivering interactive video content, and providing actionable insights into student engagement. It enables educators to track video views, quiz participation, note-taking, and attendance through intuitive dashboards and heatmaps. The tool integrates seamlessly with LMS platforms like Canvas and Blackboard, helping institutions optimize teaching strategies based on data-driven feedback.

Watershed is a robust Learning Record Store (LRS) and analytics platform designed specifically for capturing, storing, and analyzing xAPI data from diverse learning experiences across LMS, authoring tools, and custom activities. It empowers L&D teams with customizable dashboards, advanced reporting, and predictive insights to measure learning effectiveness and business impact. By correlating learning data with HR and business metrics, Watershed helps organizations demonstrate ROI on training programs.

Learning Locker is an open-source Learning Record Store (LRS) that captures, stores, and processes xAPI (Experience API) data to enable comprehensive learning analytics. It allows organizations to track learner interactions across diverse platforms, generate reports, and visualize engagement metrics through customizable dashboards. The platform supports integration with LMS, authoring tools, and other xAPI-compliant systems for a unified view of learning experiences.