Real-Time Data Pipeline Implementation for Enhanced Student Engagement Insights

High Priority
Data Engineering
Education Edtech
👁️10645 views
💬660 quotes
$15k - $50k
Timeline: 8-12 weeks

We are a growing EdTech company seeking experienced data engineers to design and implement a real-time data pipeline. This project aims to enhance our ability to analyze student engagement metrics dynamically, enabling personalized learning experiences. By integrating advanced technology solutions, we strive to improve educational outcomes and stay competitive in the market.

📋Project Details

Our EdTech platform is experiencing rapid user growth, necessitating an upgrade in how we capture and analyze student engagement data. We require a scalable, real-time data pipeline that leverages modern technologies such as Apache Kafka for event streaming, Spark for processing, and Snowflake for storage and analytics. The project will focus on creating an infrastructure that seamlessly ingests data from diverse educational applications and delivers actionable insights to educators in a timely manner. By utilizing tools like Airflow for workflow management and dbt for data transformation, we aim to enhance data observability and ensure data quality across our systems. This initiative is critical to providing personalized learning experiences that can adapt to each student's needs, thus improving educational outcomes and maintaining our competitive edge in the EdTech space.

Requirements

  • Design and implement a real-time data pipeline
  • Integrate diverse data sources using Apache Kafka
  • Utilize Spark for processing and Snowflake for storage
  • Implement workflow management using Airflow
  • Ensure data quality and observability

🛠️Skills Required

Apache Kafka
Spark
Airflow
Snowflake
Data Observability

📊Business Analysis

🎯Target Audience

Educational institutions, online learning platforms, and educators seeking to enhance student engagement through personalized learning experiences.

⚠️Problem Statement

Our current data processing systems lack the capability to provide real-time insights into student engagement, limiting our ability to offer personalized learning experiences. As our user base grows, the need for dynamic data analysis becomes critical.

💰Payment Readiness

Educational institutions and platforms recognize the competitive advantage and improved learning outcomes that come from real-time analytics, making them willing to invest in technology that supports dynamic student engagement insights.

🚨Consequences

Failing to implement a real-time data pipeline will result in missed opportunities to personalize learning experiences, leading to potential student disengagement, decreased educational outcomes, and a competitive disadvantage.

🔍Market Alternatives

Traditional batch processing models and manual data analysis exist but are time-consuming and unable to provide the timely insights necessary for personalized education.

Unique Selling Proposition

Our solution provides a scalable, real-time data pipeline that integrates seamlessly with existing educational technologies, offering comprehensive insights and enhancing the personalization of learning experiences.

📈Customer Acquisition Strategy

Our go-to-market strategy includes partnerships with educational institutions and online learning platforms, leveraging our existing network and showcasing case studies highlighting improved educational outcomes through enhanced student engagement analytics.

Project Stats

Posted:July 21, 2025
Budget:$15,000 - $50,000
Timeline:8-12 weeks
Priority:High Priority
👁️Views:10645
💬Quotes:660

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