Gooru: Personalized Learning with Generative AI

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Questions and Answers

What was the primary aim of Gooru's personalized learning cloud infrastructure?

  • To replace traditional teaching methods with AI-driven instruction.
  • To provide standardized educational content for every student.
  • To offer a one-size-fits-all learning platform for all institutions.
  • To license a personalized learning cloud infrastructure for every school, institution, and learning platform provider. (correct)

How did Gooru's Learning Navigator assess and track learners?

  • By relying on teacher feedback without using data points.
  • By assessing and tracking knowledge, skills, and mindsets within specific competencies using approximately 60 data points per learning activity. (correct)
  • By focusing solely on test scores and grades.
  • By tracking only the amount of time spent studying.

What core values differentiated Gooru as an organization?

  • Individual achievement, hierarchical structure, and theoretical planning
  • Exclusivity, competition, and secrecy
  • Passion that inspires, collaboration that builds success, and actions with impact (correct)
  • Profit maximization, market dominance, and innovation

What challenges did Gooru aim to address with its large-scale implementation of learning?

<p>Supporting lifelong learning, a full spectrum of activities, broad choice in learning, and effectiveness in low-technology environments. (A)</p>
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How did Gooru seek to personalize learning pathways for students?

<p>By using AI to assess the learner’s knowledge and needs, and then generate a personalized pathway using appropriate learning resources. (D)</p>
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What role did researchers play in Gooru's approach to learning?

<p>Gooru worked with researchers across transdisciplinary sciences to validate its innovations. (D)</p>
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How did Gooru's Navigated Learning (GLN) aim to understand the learner?

<p>By understanding the learner holistically, considering their knowledge, skills, mindsets, citizenship, and the structure of competencies. (C)</p>
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What is the function of the GLN software in locating the learner?

<p>Using standardized assessments, diagnostic tests, and materials from the instructor. (C)</p>
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What did Gooru Navigator provide to teachers, school leadership, and parents?

<p>Real-time insights and recommendations to monitor student progress and coordinate support. (D)</p>
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According to Figure 5, what factors comprise the diagram of Learner's Competency?

<p>Proficiency by facet, by subject, by domain, by topic and by competency. (B)</p>
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In Gooru's Navigated Learning Technology, what type of AI is used to generate personalized prompts for individual learners?

<p>Retrieval Augumented Generation (RAG) with General Purpose Transformers (GPT) (B)</p>
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What was a key component of Gooru Navigator's career pathways feature?

<p>Mapping out a career pathway to prepare learners for their desired careers, accompanied by relevant learning resources. (A)</p>
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What is Goory Developer Network's (GDN) aim?

<p>Enable software developers to configure and manage communication between an API and internal and external systems. (B)</p>
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What was the goal of Gooru's Network for In Vivo Education Research (NIER)?

<p>To accelerate the development, testing, and adoption of innovations to improve learning by providing a 'plug and play' infrastructure for education researchers. (C)</p>
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According to the case study, what did a multi-year assessment of an early version of the navigator reveal about learning growth?

<p>Found that learning growth was 1.8 times the national growth for math instruction. (C)</p>
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What does the N=1 aspect of Gooru's N=1, R=G model emphasize?

<p>Treating each individual learner as unique and creating personalized learning experiences. (B)</p>
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Who did the customers of Gooru range from?

<p>U.S. K-12 schools, to the U.S. Department of Defense for military training, to SAP in Silicon Valley for professional training of engineers, to skills training of sewing machine operators and electricians (D)</p>
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What are the key areas of focus for how to do more?

<p>License Gooru Navigator to schools and platform providers in a software-as-a-service (SaaS) model, invest in enhancing the AI tech, and grow the network of collaborators (C)</p>
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Which factors are enablers of N=1 & R=G business in the new age of Innovation?

<p>Ubiquitous Connectivity, Smart Sensor Networks, Pervasive Digitization, Cloud Computing, Social Networks, Big Data Analytics, AI &amp; ML (C)</p>
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How did Gooru address the complexity of learning in its personalized learning technology?

<p>By integrating transdisciplinary research with practice and engaging various stakeholders such as curriculum designers, content providers, and researchers. (C)</p>
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What was one way Gooru used Generative AI (GenAI) technology?

<p>To suggest next learning resources based on the broader knowledge space. (A)</p>
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What data did the Navigator for Mentors use to provide parents, guardians, and other community members with real-time updates on the student's progress?

<p>Real-time updates of students progress. (A)</p>
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Who created the New Age of Innovation and suggested for firms that they provide platofrms on which customers co-create their own experiences?

<p>C. K. Prahalad and M. S. Krishnan (C)</p>
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Which sector did the mulit-year assesment of teh Navigator focus to produce its learning groth?

<p>Math (A)</p>
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According to this case study, what number of years did the Leadership Team of Gooru work together?

<p>7+ (B)</p>
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Flashcards

Gooru Learning Navigator

A digital platform that provides a map of multiple learning media, links them to a competency framework and personalizes learning.

Who is Gooru?

A nonprofit that developed the Gooru Learning Navigator, aiming to provide personalized learning cloud infrastructure.

Gooru's ultimate aim

The ability to license a personalized learning cloud infrastructure for every school, institution, and learning platform provider.

Passion that inspires

By providing elegant solutions to complex problems, communities were engaged and inspired to join the Gooru mission.

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Collaboration at Gooru

Gooru approached challenges as a shared responsibility and valued collective action, drawing others into open engagement and caring.

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Actions with impact

By focusing on tangible outcomes and working with urgency, Gooru contributed directly to collective goals via ownership.

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Why continuous learning?

Continuous learning is essential for sustaining each individual's competitiveness in a rapidly changing world.

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Transformative learning's potential

Large-scale learning designed to transform society can address many challenges.

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Lifelong learning support

Supporting learning from Pre-K-12, to skills training and professional learning, throughout life.

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Full spectrum of learning activities

Learning supported by digital resources, offline tasks, and group projects, forming a full spectrum of activities.

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Personal tutor benefit

Giving every student a personal tutor ensures strong learning outcomes.

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Navigator function

Navigator assesses a learner's knowledge, generates a personalized pathway, and aggregates learning resources.

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Gooru's Navigated Learning (GLN) aim

To understand learners holistically and to personalize learning activities.

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First software step

To locate the learner via assessments and materials.

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Navigator stakeholder tools benefit

To provide insights and recommendations to teachers, leadership and parents.

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Instructor tools for Navigator function

Enables teachers to add their own content and create lessons and assessments.

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Progress visualization

Visualization showed learning progress by mapping a learner's Skyline for competencies.

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Gooru exemplifies

By creating a platform that empowers the existing ecosystem.

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Achieving personalizated pathways

Using machine learning algorithms to create personalized pathways.

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Gooru scaling activities

To scale activities that increase reach and impact by deepening technology.

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Licensing for SaaS benfits

To license Gooru Navigator to schools and platform providers in a software-as-a-service (SaaS).

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Gooru's uniqueness

The uniqueness of Gooru's approach was a deep understanding of each learner's profile.

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Plug and Play

The ability to provide a plug and play infrastructure that enable education researchers.

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The collaborative benefit of the Navigator system

The Navigator system is adaptable and collaborative.

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Navigator content by Grade

Includes supplemental math, science, and English lanuage arts courses for Grade 2-12/

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Study Notes

Gooru: Generative AI for Personalized Learning

  • Gooru aimed to create a personalized learning cloud infrastructure for every school, institution, and learning platform provider
  • A key question for Gooru was whether it could adequately scale while still operating as a nonprofit

Company Overview

  • Gooru was established in 2011 by Dr. Prasad Ram as a 501(c)(3) nonprofit
  • Ram previously directed research and engineering at Google and headed Google Maps, Google News, Translation, Google Books for Education, and Google Ads India
  • Gooru's personalized learning tech merged transdisciplinary research with practice, engaging curriculum designers, content and tool providers, app developers, researchers, and implementers for lifelong learning internationally
  • Gooru’s differentiating values encompassed:
    • Passion to inspire elegant solutions, fostering community engagement in Gooru's mission
    • Collaboration to build success, valuing shared responsibility
    • Actions with impact, focusing on tangible outcomes for scalable solutions.
  • Gooru received over $35 million in grants supporting technology development from foundations, government, and corporations over its first 12 years

Challenges and Solutions

  • Gooru recognized continuous learning as essential for individuals to stay competitive in a rapidly changing technological world
  • Gooru aimed to address multiple challenges via the large-scale implementation of learning, like:
    • Support lifelong learning from pre-K to professional levels
    • Support learning across digital resources, offline tasks, and group projects
    • Offer a broad choice in learning methodologies
    • Be effective even in low-tech environments

Gooru Navigator

  • Gooru developed technology that provided all learners with personalized pathways to their learning goals
  • Gooru aggregated content, tools, curriculum, research, and apps from providers worldwide
  • The core of Gooru's technology was Navigator, called "a GPS for learning," which is a cloud-based, AI-powered personal tutor
  • Navigator would assess a students knowledge, then generate a personalized pathway of learning activities
  • Gooru's Navigated Learning (GLN) sought to understand learners holistically and would recommend and curate personalized learning pathways
  • The GLN software would locate the learner, seek input on the desired proficiency level, and then identify a path using learning resources within the Gooru system
  • Course corrections are suggested if needed based on student performance
  • The library within Navigator included supplemental materials for math, science, and English language arts courses for grades 2-12, including over 4 million open resources
  • Navigator was designed to provide real-time insights and recommendations to teachers, school leadership, and parents

Technology Put to Use

  • The core of Gooru's tech was Navigator, "a GPS for learning," accessible via devices
  • The Navigator assesses knowledge and generates a personalized pathway of learning activities
  • Navigator aggregates resources from school content providers and open education resources, used in accordance with licensing terms
  • For a tenth-grade student learning economics, Gooru would evaluate knowledge of math, finance, and reading to provide the educator with the student's strengths, areas for improvement, and learning opportunities
  • Navigator established Skylines for users based on their résumés compared against career models
  • Users' Hi-lines (Job Lines) were generated based on job descriptions, curated content, courses, and programs for the different jobs
  • Gooru supported the collective intelligence of education stakeholders via the Navigated Learning Collaborative (NLC)
  • Educators, researchers, and developers of tools could use the NLC to seek and exchange data
  • School districts contributed to the development of the Gooru Navigator by using it for core subjects and providing usability feedback

Gooru Developer Network (GDN)

  • The Gooru Developer Network (GDN) provided technical info for software developers to configure and manage communication between an API and internal and external systems including documentation
  • GDN aimed to generate more output than a single team of developers could produce

Impact of Navigator on Learning

  • A multi-year assessment found that learning growth was 1.8 times the national norm
  • One study found that competencies gained through Navigator correlated with improved scores on standardized tests, increasing scores by 1.5 points
  • Remedial math students using Navigator found statistically significant correlations between competencies gained and gains in standardized test scores

Gooru's N=1, R=G Theory Practice

  • The foundation of N=1, R=G theory is that each customer can co-create the highest quality of personalized experience using a digital platform of global resources
  • Gooru created a platform that did not change the learning community but "empowered the existing ecosystem"
  • Gooru presented each student with N=1 learning experiences through orchestration of community resources

Gooru's Customer Base

  • Gooru's customers ranged from U.S. K-12 schools to the U.S. Department of Defense and SAP
  • Gooru Navigator was used internationally for K-12 learning in India, South Africa, and the Middle East
  • Gooru pledged to ensure privacy, data security, and transparency to create a sustainable approach and scalable for the emergence of appropriate local solutions

How to Do More

  • Gooru planned to scale its operations to improve education and assure mastery in learning and career growth, aiming to grow from one million users in 2023 to 40 million by 2026
  • Key areas of focus were as follows:
    • License Gooru Navigator as a software-as-a-service (SaaS)
    • Enhance the AI
    • Growing the network of collaborators

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