Behavioral Analytics

The analysis of data about students’ behaviors, such as their interactions with learning materials and ...

Course Analytics

Specific analytics focused on the effectiveness of course design, content delivery, and student interactions within ...

Efficacy Assessment

The measurement of how effective educational interventions are, using data analytics to validate teaching methods, ...

Engagement Metrics

Specific measures used to gauge how actively studentsIndividuals enrolled in educational programs who are the ...

Event Log Analysis

The method of collecting and analyzing logs of events or actions taken by studentsIndividuals enrolled ...

Factor Analysis

A statistical method used to describe variability among observed, correlated variables in terms of potentially ...

Feedback Analytics

The analysis of feedback given to studentsIndividuals enrolled in educational programs who are the primary ...

Geospatial Analysis

The use of geographic data within learning analyticsThe measurement, collection, analysis, and reporting of data ...

Granular Data

Highly detailed data collected at a fine level of detail, or with a high degree ...

Growth Modeling

Longitudinal data analysis techniques that are used to estimate growth trajectories over time, providing insights ...

Heatmaps

Graphical representations of data where individual values contained in a matrix are represented as colors, ...

Heuristic Analysis

The use of experience-based techniques for problem-solving, learning, and discovery that aid in understanding how ...

Instructor-Led Analytics

Analytics specifically tailored for instructors that provide insights into class performance, student progress, and content ...

Item Analysis

The process of examining student responses to individual test items to assess the quality and ...

Jitter Analysis

In learning analyticsThe measurement, collection, analysis, and reporting of data about learners and their contexts, ...

Journey Mapping

The process of creating a visual representation of a student’s learning journey through different touchpoints ...

Knowledge Tracing

The use of models to trace the knowledge level of learners over time, predicting their ...

Learning Analytics

The measurement, collection, analysis, and reporting of data about learners and their contexts, for purposes ...

Learning Decomposition

The process of breaking down learning activities into their constituent components to analyze which aspects ...

Longitudinal Study

Research that follows the same subjects over a period of time, collecting data at multiple ...

Metadata Analysis

The process of extracting and analyzing data about data, which can include details about data ...

Network Analysis

Examining the interactions within a network (e.g., social interactions in a learning management system) to ...

Operational Analytics

The use of analytics to improve the effectiveness and efficiency of operational processes in educational ...

Outcome Analysis

The examination of whether and to what extent predefined learning objectives or outcomes are being ...

Outlier Detection

Identifying unusual patterns or anomalies in educational data that deviate from what is expected, which ...

Predictive Analytics

The use of data, statistical algorithms, and machine learning techniques to identify the likelihood of ...

Predictor Variables

Variables that are used within learning analyticsThe measurement, collection, analysis, and reporting of data about ...

Qualitative Feedback

Non-numerical feedback that provides in-depth commentary on the quality of a student’s work, focusing on ...

Quantitative Analysis

The use of statistical, mathematical, or numerical data or computational techniques to understand or assess ...

Real-Time Analytics

The ability to use data immediately as it becomes available, enabling educators and learners to ...

Regression Analysis

A statistical method used to understand the relationship between independent (predictor) variables and a dependent ...

Sampling Bias

A bias in which certain elements of a population are systematically more likely to be ...

Scale Development

The process of creating a reliable, validated scale measuring a specific construct that is used ...

Sentiment Analysis

Analyzing the feelings (attitudes, emotions, and opinions) from written text in student feedback or communication, ...

Teaching Analytics

The use of analytic tools to measure teaching effectiveness and modify instructional strategies in real-time, ...

Time Series Analysis

A statistical technique that analyzes time-ordered data points to extract meaningful statistics and other characteristics, ...

Time-on-Task Analytics

The measurement of the actual time studentsIndividuals enrolled in educational programs who are the primary ...

Trace Data

Data automatically generated and collected as studentsIndividuals enrolled in educational programs who are the primary ...

Usage Statistics

Metrics that provide information on how frequently and in what ways learners interact with e-learningThe ...

Validation Metrics

Criteria used to assess the accuracy and usefulness of analytic models or tools within the ...

Validity in Analytics

The extent to which the tools and methods used in learning analyticsThe measurement, collection, analysis, ...

Validity Scales

Tools used to determine the truthfulness or accuracy of responses in psychological tests, ensuring the ...

Validity Study

Research conducted to confirm that an assessment accurately measures what it is intended to measure, ...

Variable Reduction

The process of reducing the number of random variables under consideration, by obtaining a set ...

Variance Analysis

A method of statistical analysis used to quantify the difference between expected and actual outcomes ...

Wearable Device Data

Data collected from wearable technology, such as smartwatches and fitness trackers, which can be used ...

Weighted Scoring

A scoring strategy where different parts of an assessment are given different weights, reflecting their ...

Well-Being Metrics

The integration of well-being indicators into educational outcomes to measure not just academic success but ...

Workflow Analytics

The examination of the workflows within educational technologies and platforms to optimize both administrative and ...

Yield Analysis

In educational assessment, a statistical analysis that examines the effectiveness of particular test items or ...

Yield Optimization

The process of analyzing learning data to maximize student outcomes by identifying the most effective ...

Yield Prediction

The use of analytic techniques to estimate the outcomes of educational interventions, such as the ...

Yield Rate

In educational assessments, it refers to the proportion of studentsIndividuals enrolled in educational programs who ...

Z-Score

A statistical measurement that describes a value’s relationship to the mean of a group of ...

Z-test

A statistical test used to determine whether two population means are different when the variances ...

Z-Test for Proportions

A statistical test used to determine whether two populations differ significantly on specific characteristics, applied ...