Real-Time Data Pipeline for Personalized Learning Experience

High Priority
Data Engineering
Education Edtech
πŸ‘οΈ15765 views
πŸ’¬745 quotes
$15k - $50k
Timeline: 8-12 weeks

Our EdTech company seeks to develop a robust real-time data pipeline to enhance personalized learning experiences for students. Utilizing cutting-edge technologies like Apache Kafka and Spark, the project aims to transform our data infrastructure to support real-time analytics and data observability. This initiative will enable dynamic content adaptation and improve student engagement, making our platform more competitive in the market.

πŸ“‹Project Details

Our scale-up EdTech company is committed to revolutionizing the educational experience by providing students with personalized learning paths. To achieve this, we need to upgrade our existing data infrastructure to support real-time data processing and analytics. This project involves designing and implementing a data pipeline using Apache Kafka for event streaming, Spark for real-time data processing, and Airflow for orchestrating data workflows. Our goal is to enable real-time analytics that feed into our machine learning models to adapt educational content dynamically. The solution should integrate seamlessly with our existing data warehouse (Snowflake/BigQuery) and support data mesh principles for decentralized data management. By enhancing data observability and adopting MLOps best practices, we aim to deliver an unparalleled personalized learning experience that responds to students’ needs in real-time. This project is crucial for maintaining our competitive edge and driving student engagement.

βœ…Requirements

  • β€’Experience with real-time data processing and event streaming
  • β€’Proficiency in Apache Kafka and Spark
  • β€’Knowledge of data warehouses (Snowflake/BigQuery)
  • β€’Familiarity with data mesh and MLOps
  • β€’Ability to implement data observability solutions

πŸ› οΈSkills Required

Apache Kafka
Apache Spark
Airflow
Snowflake/BigQuery
Data Engineering

πŸ“ŠBusiness Analysis

🎯Target Audience

K-12 and higher education institutions seeking adaptive learning solutions for improved student outcomes.

⚠️Problem Statement

Current educational platforms often lack the capability to provide real-time, personalized learning experiences, leading to decreased student engagement and suboptimal learning outcomes.

πŸ’°Payment Readiness

Educational institutions are increasingly pressured to adopt innovative solutions for competitive differentiation, resulting in a strong willingness to invest in technologies that enhance learning experiences.

🚨Consequences

Failing to address this need could result in losing market share to competitors who offer more adaptive and engaging educational platforms.

πŸ”Market Alternatives

Existing solutions rely heavily on batch processing and static content delivery, which fails to meet the evolving demands for real-time, personalized learning experiences.

⭐Unique Selling Proposition

Our solution leverages real-time analytics and MLOps to dynamically tailor educational content, ensuring each student receives a unique learning pathway aligned with their needs and pace.

πŸ“ˆCustomer Acquisition Strategy

We plan to engage with educational institutions through targeted marketing campaigns, showcasing case studies that highlight the improved engagement and outcomes from our personalized platform.

Project Stats

Posted:July 26, 2025
Budget:$15,000 - $50,000
Timeline:8-12 weeks
Priority:High Priority
πŸ‘οΈViews:15765
πŸ’¬Quotes:745

Interested in this project?