Smartlearn
Depp Learning app for help to improve the skill in critical reading in kids
Smartlearn is an app that uses artificial intelligence to help the kids to read more critically, the app will give recommendations of books and text about age, level, and preferences, for each book read the algorithm will be more personal.
after each book was read, the app will give 5 small questions and with answers not longer than 90 words, the NLP model will use this feed for improving the prediction feed to the neuronal network model. with these tools the app will recommend text and books more personal and a few tips to the kid to improve them skill.
An app is a tool for improving the skill in critical reading, these skills will help the kids to structure their own ideas about the world around them, in several studies how is say in "Fostering 21st-century literacies through a collaborative critical reading and learning analytics environment: user-perceived benefits and problematics" by Jennifer Pei-Ling Tan. In Colombia my country this skill, in general, is at a low level, in the PISA exam we were the last place, in the statal exam average score is 54,60 /100. And on average a Colombian read 2.7 books very law of America average.
The app will make easier the experience to read because will read a text about your preferences, age, and level, so, the exercise of reading will be fun and productive.
My community is a school in the capital, and the result of different exams shows the skills in critical reading are correlational with the understanding of other signatures how science, math, or foreign language.
The school and kids are working for improving these skills and let me put into practice the development of the app in the institution, it's great for helping the community in the improving of kids education.
The app could be a good app for schools and institutions public and private that wants to use the technology in pro of quality of education.
I count with volunteers, a different group of kids into the school where I work as a data scientist, the school let me use the information and apply the app to the kids to feed the app and develop this one.
The potential users are kids for institutions and schools who want use the technology to help the kids in them academical growing, the government also have different new programs in the use of Technology in the education, so, the government would be a potencial client.
- Improving learning opportunities and outcomes for learners across their lifetimes, from early childhood on (Learning)
- Concept: An idea being explored for its feasibility to build a product, service, or business model based on that idea
I'm working and studying different ways to develop the app, already have a Recommendation system for books and text, and another side a draft of the NLP model of critical reading. I chose "concept " because the project still is a potential product in design. in this stage of the project could study new and innovative ways to take the same problem and then develop a prototype in the next stage with the best information and development possible at the moment.
I have thee lucky of work in a school and they let me use their information for doing testing of future prototypes.
- A new technology
the solution is based on Natural language processing (NLP) for taking the answer from the kids and Analytics their level in critical reading, in addition, the NLP model take a library of books taken with web scraping from the internet, with more than 40000 books in the collection, the algorithm takes this texts and evaluates about parameters for feed the principal recommendation system model.
The recommendation system is designed in neuronal links embedding taking each word and assigned a value in the matrix of vectors with other libraries, then the neuronal Networks for giving a better recommendation of book or text depending on each kid.
- Artificial Intelligence / Machine Learning
- Big Data
- Colombia
for now, the app is in the design and development stage, the plan is a population of 400 kids from the school in the subjects of Spanish and English, where I will see the development of the skill fro firsthand and can document errors and changes to the app.
The effects into the school expect is the improvement of skills in critical reading and see better results in the different exams statal and institutionally, so, the app will have enough training and feed for being launch to the market.
Colombia, Bogota are communities where the reading is a practice each day more unpopular, the last year in the PISA international exam the country took the last place, and the national exam the scores in this category are just up the middle of the possible score.
The goal is to develop an app accessible for schools and people to make reading a common practice again and improve the way to understand this information, using it for new ideas.
the first goal is to use the app in the school and get better scores on all test, and evaluate the development of the kids in critical reading skills with help of the teachers.
the next year with enough feed and train in the app will show to the market, principally schools around and then the government.
the school uses MAP Growth exams for evaluating the kids each season, this exam is specially oriented to answer in a critical way. this exam will be the main measure for evaluating the achievement of development on these skills.
The second more important measure will be the governmental test score (icfes), a very important exam for applying to a University. The results in pre-icfes and the icfes will help to show the impact of the use of the app on the school compared other years. The school let me use all historical data about test scores.
the last measure but don't less important is the feedback from the teachers of the school, this feedback about the progress of the kids in them tasks that implicate critical reading will be very important for developing the models and app
Right now the project is developing in different steps, but the only one member of the team is me, so, the barriers are don't undertand completely the progress of the kids because I don't a big knowledge in the reading area.
the second bigger barrier is the design of the app, I'm a data scientist and the frontend and experience of the user are not areas where I have a lot of skills, also I'm starting to study my master, there will learn a lot and can apply all this knowledge to the app, but capacitation or courses from MIT would help a lot
right now I'm only one member of the team, I'm the backend and data scientist of the team, the school where I work let me use the student's data to build the app, but for now all responsibility of the idea, design and develop is mine
The school let me use all them informations in subjects how Spanish and English, in addition, they told me that I can do the test of the app in the school, this opportunity will give a great step in the development of the app in a future
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Industrial engineer and Data scientist