{"id":2364,"date":"2023-02-01T07:01:42","date_gmt":"2023-02-01T07:01:42","guid":{"rendered":"https:\/\/www.embibe.com\/in-bn\/?post_type=positions&#038;p=2364"},"modified":"2023-03-08T16:24:51","modified_gmt":"2023-03-08T16:24:51","slug":"educational-intelligence-platform","status":"publish","type":"positions","link":"https:\/\/www.embibe.com\/in-bn\/joinus\/educational-intelligence-platform\/","title":{"rendered":"EDUCATIONAL INTELLIGENCE PLATFORM"},"content":{"rendered":"<div class=\"OpenPositionsDescription-info-content\">\n<div class=\"\">\n<p class=\"c8\"><span class=\"c1 c25\">Welcome to the future of education!<\/span><\/p>\n<p class=\"c10\"><span class=\"c1 c25\">At Embibe, we have just one mission &#8211; to truly personalise education. Because every child deserves it. This has led us to embark on this noblest of journeys to deliver life and learning outcomes for every student! Rooted in consumer behavior, we are leveraging AI to deliver personalised achievement journeys for every student.<\/span><\/p>\n<p class=\"c10\"><span class=\"c9 c20\">Embibe has traversed a long journey from a data-centric product to an AI platform. On this journey, we have realised that the most powerful teams are:\u00a0<\/span><span class=\"c22 c20\">1. Vision Led<\/span>\u00a0<span class=\"c9 c20\">\u00a0in understanding student context and obsessed with success; 2.\u00a0<\/span><span class=\"c20 c22\">Self-Organising<\/span>\u00a0<span class=\"c9 c20\">\u00a0in defining their own agenda; 3.\u00a0<\/span><span class=\"c22 c20\">Intellectually Fierce and Globally Conscious<\/span>\u00a0<span class=\"c9 c20\">\u00a0in their choices, and 4.\u00a0<\/span><span class=\"c22 c20\">Consistently Excellent<\/span>\u00a0<span class=\"c1\">\u00a0in their execution.<\/span><\/p>\n<p class=\"c10\"><span class=\"c1\">After exploring a deeply functional organisational structure in engineering, we are now evolving towards a problem-solving team structure that manifests at the platform and backend level as an agile team supporting a unified front-end and augmented by a strong Architect + Principal Engineer + Advisory Group for technical mentoring. This document outlines the problem statement and other aspects of the Educational Intelligence Platform.<\/span><\/p>\n<h4><span class=\"c3\">THE PROBLEM STATEMENT<\/span><\/h4>\n<p class=\"c10\"><span class=\"c9 c20\">We want<\/span>\u00a0<span class=\"c1\">\u00a0to build a highly scalable and low latency Educational Intelligence Platform, which can give actionable insights to students, teachers and parents to improve learning outcomes. Typically students&#8217; success is measured by how well they score in exams. At Embibe, we have identified a large number of lateral attributes that can be categorised in two buckets, academic attributes and behavioural attributes. Each student has a story and the content context of that story lends every data query a different meaning. We want to be the education intelligence platform powering real time, conversational AI access to the state of global education. This starts with parents, our school partners and scales to governments.<\/span><\/p>\n<p class=\"c10\"><span class=\"c1\">The platform will efficiently retrieve data processed with models designed around Embibe\u2019s proprietary IP.<\/span><\/p>\n<p class=\"c10\"><span class=\"c1\">We envision a real-time and efficient Educational Intelligence Platform handling TBs of data with the lowest possible cost of ownership to process academic and behavioural attributes and events on a daily basis. This platform will be built with the latest world class technologies. We also endeavour to give back to the community by open sourcing our technology for the education community outside of Embibe.<\/span><\/p>\n<h4><span class=\"c3\">THE INSPIRATION<\/span><\/h4>\n<p class=\"c10\"><span class=\"c9 c20\">We are inspired by:<\/span><\/p>\n<ul class=\"c6 lst-kix_v2tn9nkmd0t1-0 start\">\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">Real Time Analytics of Druid<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">Big Data Processing Pipeline at Uber<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">Airflow by AirBnB<\/span><\/li>\n<\/ul>\n<h4><span class=\"c3\">THE OBJECTIVES<\/span><\/h4>\n<ul class=\"c6 lst-kix_g2774vd4jbjb-0 start\">\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c9 c20\">To c<\/span>\u00a0<span class=\"c1\">apture and process \u00a0billions of academic and behavioral attribute events on a daily basis<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">To build a scalable ETL pipeline to cleanse the data to be consumed in a coherent way<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">To store and retrieve an aggregated summary of the academic and behavioral attributes<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">To designing, build and operating a data lake for all the critical data at Embibe<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">To build a scalable event processing pipeline for real-time analyses<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">To build a scalable ETL processing pipeline for the coherent analysis<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">To implement the right level of access management for different roles<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">To ensure Personal Information Protection (PIP) for students, parents, teachers, school, etc.<\/span><\/li>\n<\/ul>\n<h4><span class=\"c3\">PRODUCT MANIFESTATION OF YOUR EFFORT<\/span><\/h4>\n<ul class=\"c6 lst-kix_vmohli2vdg5l-0 start\">\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">School App Intelligence<\/span><\/li>\n<\/ul>\n<ul class=\"c6 lst-kix_vmohli2vdg5l-1 start\">\n<li class=\"c8 c27 li-bullet-0\"><span class=\"c1\">Track<\/span><\/li>\n<\/ul>\n<ul class=\"c6 lst-kix_vmohli2vdg5l-0\">\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">Students App Intelligence<\/span><\/li>\n<\/ul>\n<ul class=\"c6 lst-kix_vmohli2vdg5l-1 start\">\n<li class=\"c8 c27 li-bullet-0\"><span class=\"c1\">Timeline<\/span><\/li>\n<li class=\"c8 c27 li-bullet-0\"><span class=\"c1\">My Progress<\/span><\/li>\n<li class=\"c8 c27 li-bullet-0\"><span class=\"c1\">Concept Mastery<\/span><\/li>\n<li class=\"c8 c27 li-bullet-0\"><span class=\"c1\">Spontaneous Success Stories<\/span><\/li>\n<li class=\"c8 c27 li-bullet-0\"><span class=\"c1\">Others<\/span><\/li>\n<\/ul>\n<ul class=\"c6 lst-kix_vmohli2vdg5l-0\">\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">Internal Analytics Dashboards<\/span><\/li>\n<\/ul>\n<ul class=\"c6 lst-kix_vmohli2vdg5l-1 start\">\n<li class=\"c8 c27 li-bullet-0\"><span class=\"c9\">U<\/span>\u00a0<span class=\"c1\">sed Metrics for Company<\/span><\/li>\n<li class=\"c8 c27 li-bullet-0\"><span class=\"c1\">Content Interaction Metrics<\/span><\/li>\n<li class=\"c8 c27 li-bullet-0\"><span class=\"c1\">Others<\/span><\/li>\n<\/ul>\n<h4><span class=\"c3\">BUSINESS MANIFESTATION OF YOUR EFFORT<\/span><\/h4>\n<ul class=\"c6 lst-kix_cqz910cew1iv-0 start\">\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">Higher NPS<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">Higher Word of Mouth<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">Lower Churn<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1\">Clear Priorities<\/span><\/li>\n<\/ul>\n<h4><span class=\"c3\">METRICS YOU WILL OWN AND LIVE BY<\/span><\/h4>\n<p><a id=\"t.166d0b4a0806347b20f314fba5f8be06835cb406\"><\/a><a id=\"t.0\"><\/a><\/p>\n<table class=\"c31\">\n<tbody>\n<tr class=\"c0\">\n<td class=\"c4\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c15 c9\">METRIC NAME<\/span><\/p>\n<\/td>\n<td class=\"c4\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c15 c9\">UNIT<\/span><\/p>\n<\/td>\n<td class=\"c4\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c9 c15\">FREQUENCY<\/span><\/p>\n<\/td>\n<\/tr>\n<tr class=\"c0\">\n<td class=\"c28\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c13\"><span class=\"c1\">PROCESSING COST\/TB OF DATA<\/span><\/p>\n<p class=\"c13 c11\">\n<\/td>\n<td class=\"c28\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">USD<\/span><\/p>\n<\/td>\n<td class=\"c28\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">Monthly<\/span><\/p>\n<\/td>\n<\/tr>\n<tr class=\"c0\">\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c13\"><span class=\"c1\">99 PERCENTILE LATENCY OF THE SERVICE LAYER<\/span><\/p>\n<p class=\"c13 c11\">\n<\/td>\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">MSECS<\/span><\/p>\n<\/td>\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">Daily<\/span><\/p>\n<\/td>\n<\/tr>\n<tr class=\"c0\">\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c13\"><span class=\"c1\">ERROR RATE (500\u2019s) AT THE SERVICE LAYERS<\/span><\/p>\n<p class=\"c13 c11\">\n<\/td>\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">Percentage<\/span><\/p>\n<\/td>\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">Daily<\/span><\/p>\n<\/td>\n<\/tr>\n<tr class=\"c0\">\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c13\"><span class=\"c1\">SERVICE UPTIME<\/span><\/p>\n<p class=\"c13 c11\">\n<\/td>\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">Percentile<\/span><\/p>\n<\/td>\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">Monthly<\/span><\/p>\n<\/td>\n<\/tr>\n<tr class=\"c0\">\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c13\"><span class=\"c1\">AVG TIME TO FIX THE P0\/P1 \u00a0PRODUCTION ISSUE<\/span><\/p>\n<\/td>\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">Hours<\/span><\/p>\n<\/td>\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">Monthly<\/span><\/p>\n<\/td>\n<\/tr>\n<tr class=\"c0\">\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c13\"><span class=\"c1\">AVG TIME TO FIRST RESPONSE ON THE P0 PRODUCTION ISSUES<\/span><\/p>\n<\/td>\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">Minutes<\/span><\/p>\n<\/td>\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">Monthly<\/span><\/p>\n<\/td>\n<\/tr>\n<tr class=\"c0\">\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c13\"><span class=\"c1\">AVG TIME TO CLOSE ON THE RCA TASKS FOR P0\/P1 PRODUCTION ISSUES<\/span><\/p>\n<\/td>\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">Days<\/span><\/p>\n<\/td>\n<td class=\"c2\" colspan=\"1\" rowspan=\"1\">\n<p class=\"c7\"><span class=\"c1\">Quarterly<\/span><\/p>\n<p class=\"c7 c11\">\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p class=\"c8 c11\">\n<h4><span class=\"c3\">L2 PROBLEMS OWNED<\/span><\/h4>\n<p class=\"c8\"><span class=\"c9 c20\">We believe in building an organisation at the intersection of domain modelling and<\/span>\u00a0<span class=\"c20 c41\">\u00a0<\/span>\u00a0<span class=\"c1\">problem intuition. While the L1 teams give us the flexibility to have a multi-faceted view of the problem and cluster similar problems together, the L2 structure ensures independent and focused problem-solving. The following L2 teams have been suggested for the L1 problem stated above: \u00a0<\/span><\/p>\n<ul class=\"c6 lst-kix_js4i1gpl4v65-0 start\">\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c20 c21\">Data Persistence, Processing and Access Layer<\/span>\u00a0<span class=\"c9 c20\">:\u00a0<\/span><span class=\"c1 c25\">To create a unified data storage and querying platform to support simple reads to complicated aggregations<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c21 c20\">Dashboards and Data Requests &#8211; Service Layer<\/span>\u00a0<span class=\"c1 c25\">: To support easy-to-use plug-and-play data visualisations for content, users, devices, application and infrastructure logs, clickstream engagement, company metrics<\/span><\/li>\n<\/ul>\n<h4><span class=\"c20 c29 c30\">L1 SKILLS REQUIRED<\/span><\/h4>\n<ul class=\"c6 lst-kix_tt5ohkyhzdpx-0 start\">\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1 c25\">Product Thinking &#8211; Ability to Visualise and Understand Customer Journeys<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1 c25\">Ability to Draw Insights from Trends and Metrics<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1 c25\">Experience With the Latest Big Data Technologies Like Hadoop\/Spark and Their Ecosystem<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1 c25\">Experience in Designing Data Lakes and Data Warehousing<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1 c25\">Working Knowledge of Stream Processing Systems Like Kafka and Lambda Architecture<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c9 c25 c20\">Working Experience in Java\/Python\/Scala<\/span><\/li>\n<\/ul>\n<ul class=\"c6 lst-kix_qr7xh2214sr6-0 start\">\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1 c25\">Experience in Building Analytics Platforms That Support Stateless, Complex Aggregations<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1 c25\">Experience in Implementing OLAP Servers for Large Scale Enterprise<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1 c25\">Experience in Building Scalable Data Pipelines Using Kafka<\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c1 c25\">Previous Experience in Designing and Implementing Event Driven Architecture<\/span><\/li>\n<\/ul>\n<h4><span class=\"c3\">IP DEVELOPED SO FAR<\/span><\/h4>\n<ol class=\"c6 lst-kix_3gmvbi5fsntg-0 start\" start=\"1\">\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c23 c21\"><a class=\"c33\" href=\"https:\/\/embibe-delivery.atlassian.net\/wiki\/spaces\/DSL\/pages\/2289336323\/Effect%2Bof%2BStudent%2BBehaviour%2Bon%2BLearning%2BOutcomes\">Success Stories &#8211; Behaviour on Learning Outcomes<\/a><\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c23 c21\"><a class=\"c33\" href=\"https:\/\/embibe-delivery.atlassian.net\/wiki\/spaces\/UPLO\/pages\/2332590336\/AI%2BArticle%2B-%2BConcept%2BMastery-Rmyncf8bg6i\">Concept Mastery &#8211; Knowledge Tracing<\/a><\/span><\/li>\n<li class=\"c8 c12 li-bullet-0\"><span class=\"c21 c23\"><a class=\"c33\" href=\"http:\/\/educationaldatamining.org\/EDM2017\/proc_files\/papers\/paper_50.pdf\">EDM Research Paper on Concept Mastery<\/a>\u00a0<\/span><span class=\"c5\">\u00a0<\/span><\/li>\n<\/ol>\n<div><\/div>\n<\/div>\n<\/div>\n<div class=\"OpenPositionsDescription-info-content\">To Join the Tribe, send us an email on\u00a0<a href=\"mailto:careers@embibe.com?subject=EDUCATIONAL%20INTELLIGENCE%20PLATFORM\">careers@embibe.com<\/a><\/div>\n","protected":false},"template":"","yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v21.1 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>EDUCATIONAL INTELLIGENCE PLATFORM - EMBIBE - The most powerful AI-powered learning platform<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.embibe.com\/in-bn\/joinus\/educational-intelligence-platform\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"EDUCATIONAL INTELLIGENCE PLATFORM - EMBIBE - The most powerful AI-powered learning platform\" \/>\n<meta property=\"og:description\" content=\"Welcome to the future of education! 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