Optimizing Student Engagement through Real-time Data Analytics

Medium Priority
Data Engineering
Higher Education
👁️17750 views
💬857 quotes
$25k - $75k
Timeline: 8-12 weeks

Our SME in the higher education sector seeks to leverage real-time data analytics to enhance student engagement and retention by implementing a robust data infrastructure. We aim to integrate various data sources, including learning management systems and student information systems, using advanced event streaming and MLOps technologies.

📋Project Details

In the competitive landscape of higher education, understanding and improving student engagement is critical. Our institution has identified a need to harness real-time data analytics to enhance student experiences and improve retention rates. This project involves the development of a scalable data engineering platform that integrates multiple data sources, such as learning management systems (LMS), student information systems (SIS), and campus activities, to provide insights into student behaviors and preferences. By implementing a data mesh architecture, we aim to decentralize data ownership and foster a culture of data democratization across departments. Key components include setting up Apache Kafka for event streaming, employing Spark for large-scale data processing, and utilizing Airflow for orchestrating complex data workflows. Tools like dbt and Snowflake will enable efficient data transformations and storage. Finally, real-time dashboards powered by technologies like Databricks and BigQuery will provide actionable insights to faculty and staff, aligning closely with our strategic goal of improving student success.

Requirements

  • Experience with data mesh architecture
  • Proficiency in event streaming technologies
  • Knowledge of real-time data processing
  • Familiarity with higher education data systems
  • Ability to create user-friendly data dashboards

🛠️Skills Required

Apache Kafka
Spark
Airflow
Snowflake
MLOps

📊Business Analysis

🎯Target Audience

University administrators, faculty, and student support services aiming to enhance student engagement and retention through data-driven insights.

⚠️Problem Statement

Traditional methods of tracking student engagement are insufficient due to delayed data processing, thereby affecting timely interventions and support.

💰Payment Readiness

Our institution recognizes the strategic importance of data-driven decision-making, driven by the need to maintain competitive enrollment rates and meet regulatory expectations for student outcomes.

🚨Consequences

Failure to address this issue could result in decreased student satisfaction, lower retention rates, and potential revenue losses due to reduced enrollment.

🔍Market Alternatives

Current alternatives include manual data aggregation and ad-hoc reporting, which are time-consuming and lack real-time insights necessary for proactive interventions.

Unique Selling Proposition

Our solution offers a cutting-edge, real-time analytics platform tailored specifically for higher education, enabling immediate insights and fostering a culture of data-driven decision-making at all institutional levels.

📈Customer Acquisition Strategy

We plan to leverage partnerships with educational technology vendors and participate in industry conferences to showcase the solution's impact on student success metrics, supported by case studies and pilot results.

Project Stats

Posted:July 21, 2025
Budget:$25,000 - $75,000
Timeline:8-12 weeks
Priority:Medium Priority
👁️Views:17750
💬Quotes:857

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