According to Markets and Markets, the global eLearning/LMS market size is expected to grow from USD 9.2 billion in 2018 to USD 22.4 billion by 2023, at a CAGR of 19.6%. One of the major growth drivers for the increased adoption of digital learning is the growing usage of AI and Machine Learning (ML) in LMS. Is your LMS platform ready for the future?
Learning Management System (LMS) or eLearning software has brought disruption in learning and development by breaking the barriers of time, scale and boundaries. The platforms have become a key component in imparting education & training in schools, colleges, and businesses. However, learning needs are fast changing. Today, a participant in a training program expects programs designed to his needs, competence and ability. LMS platforms need to reinvent to cater to the hyper-personalized requirements of learners.
The learning platforms are generating and collecting a vast amount of data which when processed using advanced data science technologies like AI, Machine Learning etc., can deliver insightful data intelligence to further enable effective, adaptive and personalized learning and training programs.
Is Your LMS able to provide Data Intelligence?
LMS platforms are generating a vast amount of data on learners cognitive, behavioural and social aspects. AI and Machine Learning can help you process this data to provide you with real-time, actionable data intelligence to enhance the capabilities of your eLearning or LMS software and modernize it as per new-age training methodologies and learner expectations. It can help you get deep, precise and insightful intelligence on how people are engaging with your programs to the microlevel to improve the effectiveness of your platform and help you deliver more personalized programs for higher participation and retention rates.
Data Intelligence in LMS can help you –
- Enable personalized and adaptive training.
- Optimally leverage engagement tools like gamification.
- Understand learners at a deeper level, their expectations, motivation & needs.
- Get a 360-degree view on the effectiveness of your learning programs.
- Boost engagement and retention rates.
- Enhancing the learning experience.
- Automate learning management.
- Create intuitive content as per learners needs.
How Can Qualetics Help you?
Qualetics is our on-demand Data Intelligence as a Service (DiaaS) platform that can help LMS platforms quickly embed advanced Data Analysis and Artificial Intelligence methodologies into their product in a much simpler manner than traditional methods. Solutions in the market put the onus of achieving success with implementing AI & ML solutions on the Software Developers without realizing the cost overhead it introduces. Our platform and advanced APIs allow for easy integration of insights and data-based Intelligence into your Products & Systems to better serve you and your customer needs without breaking the bank.
In order to implement a seamless solution to analyze the data captured by your LMS software, the following are key components that Qualetics offers-
Secure and stable Data Management
Qualetics has developed its proprietary data ingestion API that can transmit extremely high volumes of data. Our clients are provided with secure credentials and some specific configuration that allows data from the EHR software to be transmitted to the servers.credentials and some specific configuration that allows data from the eLearning platform to be transmitted to the servers.
Data Virtualization to store, clean and transform vast amounts of data
Data ingested through our API is stored in high volume storage after going through several stages of transformation that involves data validation and deduplication. This will provide an in-depth understanding of the intrinsic value of the captured data and transforming it information.
Data Analysis platform to identify features, build and train models
With the data securely stored in the storage layer, models that are designed and developed, specific to the incoming data structures are applied automatically to analyze the data in real-time and render the results to our output layer. Certain use cases require continuous analysis of historic data as well, which is conducted in the same system.
Data Delivery & Visualization platform
Results generated through the analysis layer are available through our dedicated customer portal which contains several features for viewing results such as filtering, sharing, subscribing to changes in data and also exporting the analyzed results into different formats, thus providing an opportunity to see hidden patterns.
In addition to a visualization platform, the portal also provides an API for developers who wish to integrate the visualizations or raw results natively into their applications. Doing so allows the developer to control the entire user experience of its users to the application features and advanced analytical results natively within a single client application.