Case Studies > Appenza Studio & Ministry of Education, Egypt: Semantic Video Content Search & Sentiment Analysis Solution

Appenza Studio & Ministry of Education, Egypt: Semantic Video Content Search & Sentiment Analysis Solution

Company Size
11-200
Region
  • Africa
  • Middle East
Country
  • Egypt
Product
  • Semantic Video and Content Search (SVACS) Solution
  • Arabic Sentiment Analysis Model
  • OCR Model
Tech Stack
  • Machine Learning
  • Natural Language Processing (NLP)
  • Speech-to-Text
  • Optical Character Recognition (OCR)
Implementation Scale
  • Enterprise-wide Deployment
Impact Metrics
  • Customer Satisfaction
  • Digital Expertise
  • Productivity Improvements
Technology Category
  • Analytics & Modeling - Machine Learning
  • Analytics & Modeling - Natural Language Processing (NLP)
  • Application Infrastructure & Middleware - Data Exchange & Integration
Applicable Industries
  • Education
Applicable Functions
  • Product Research & Development
  • Quality Assurance
Services
  • Data Science Services
  • Software Design & Engineering Services
  • System Integration
About The Customer
The client is a specialized mobile app and web development company, Appenza Studio, headquartered in Cairo, Egypt. They have a strategic presence in the UK, US, Europe, and MENA (Middle East and North Africa), and partner with both private & public organizations. Appenza is a partner to the Egyptian Ministry of Education in developing mobile learning apps that can be used by students and their wards to access the Ministry’s repository of academic material. The Ministry invests heavily in e-learning with interactive programs, virtual lessons, and electronic books. They consider education crucial to the nurturing of the future generation of Egyptians and have a rich database of academic resources.
The Challenge
Being in the business of educational technology catered to the end-user, it was essential for Appenza to listen to the voice of the customer to create an engaging and efficient learning app. However, for the development of the app itself, the large reservoir of the Ministry’s academic content needed to be accessible to users. The challenge could be categorized in two ways: Search & Discovery of Content: The Ministry of Education has an immense source of education material across a wide variety of subjects ranging from Literature to Maths. All of this data is maintained in a knowledge bank (KB) for students from Kindergarten to Higher Secondary (Grade 12) in PDFs and videos. While the content was quite rich and informative, it was nearly impossible to discover since none of it was structured by any theme or logic. There was no search facility to dive into the individual content as well. Added to this, the content was a mix of Arabic and English, which made organizing the content more difficult. Understanding User Feedback: It was imperative that Appenza understood the feedback from students and parents for the new and improved mobile app being created for the Ministry of Education, and to measure its performance on an ongoing basis. They, however, did not have the technical know-how to measure public sentiment across the country expressed in thousands of comments on different social media platforms and review websites. They needed an accurate and automated sentiment analysis especially made for Egyptian Arabic, along with an English model for gathering insights from the mined social media data.
The Solution
Upon analyzing the situation, Repustate came up with a two-step strategy: Create a semantic search solution that could analyze both Arabic and English text. Custom-build an Arabic sentiment analysis solution to capture the public sentiment around the learning app developed for the Ministry. Phase 1: Repustate realized that the fundamental problem of the Ministry of Education was having no search facility to dive into the individual PDFs and videos in the massive Knowledge Bank, in neither Arabic nor English. Repustate planned and developed a semantic search solution that allowed parents and students to access the entire KB and search for content in both languages. The Semantic Video and Content Search (SVACS) Solution captured and organized all the content, regardless of its format. In doing so, the entire collection of resources was available to the users for search and retrieval clearly identified by themes, topics, and language. Phase 2: Repustate developed a customized Arabic sentiment analysis model for Appenza. It allowed them to measure the number of social media mentions for each of the topics they wanted to analyze, as well as the public sentiment around it. This was one of the most important features of the overall solution that Repustate provided. The insights gathered from the model are what Appenza used as guidelines for improving and enhancing the features and user experience of the learning app.
Operational Impact
  • The entire repository of the Egyptian Ministry of Education is available for search and retrieval in both Arabic and English.
  • The solution turns large video archives into new content by semantically classifying and organizing the video content. Thus enabling the Ministry to leverage existing archived videos and remodel them for current use.
  • Appenza can measure the performance of the mobile app and drive continuous improvement in the user experience and design.
  • Based on aspect-themed sentiment scoring, both the Ministry and Appenza can prioritize targeted strategic future improvement in quality for parents and students.
  • Repustate’s solution has helped bridge the gap between the Ministry and the Egyptian population in the efficacy of education outreach. Through Repustate’s Arabic natural language processing model for semantic search and sentiment analysis, the Ministry caters to both its Arabic and English speaking population in a more holistic way. They are also able to nurture connections between academic institutions by giving them equal attention and levels of engagement.
Quantitative Benefit
  • The entire repository of the Egyptian Ministry of Education is now searchable in both Arabic and English.
  • The solution enables the Ministry to leverage existing archived videos and remodel them for current use.
  • Appenza can measure the performance of the mobile app and drive continuous improvement in the user experience and design.

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