Podcast
Questions and Answers
What was the primary aim of Gooru's personalized learning cloud infrastructure?
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?
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?
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?
What challenges did Gooru aim to address with its large-scale implementation of learning?
How did Gooru seek to personalize learning pathways for students?
How did Gooru seek to personalize learning pathways for students?
What role did researchers play in Gooru's approach to learning?
What role did researchers play in Gooru's approach to learning?
How did Gooru's Navigated Learning (GLN) aim to understand the learner?
How did Gooru's Navigated Learning (GLN) aim to understand the learner?
What is the function of the GLN software in locating the learner?
What is the function of the GLN software in locating the learner?
What did Gooru Navigator provide to teachers, school leadership, and parents?
What did Gooru Navigator provide to teachers, school leadership, and parents?
According to Figure 5, what factors comprise the diagram of Learner's Competency?
According to Figure 5, what factors comprise the diagram of Learner's Competency?
In Gooru's Navigated Learning Technology, what type of AI is used to generate personalized prompts for individual learners?
In Gooru's Navigated Learning Technology, what type of AI is used to generate personalized prompts for individual learners?
What was a key component of Gooru Navigator's career pathways feature?
What was a key component of Gooru Navigator's career pathways feature?
What is Goory Developer Network's (GDN) aim?
What is Goory Developer Network's (GDN) aim?
What was the goal of Gooru's Network for In Vivo Education Research (NIER)?
What was the goal of Gooru's Network for In Vivo Education Research (NIER)?
According to the case study, what did a multi-year assessment of an early version of the navigator reveal about learning growth?
According to the case study, what did a multi-year assessment of an early version of the navigator reveal about learning growth?
What does the N=1 aspect of Gooru's N=1, R=G model emphasize?
What does the N=1 aspect of Gooru's N=1, R=G model emphasize?
Who did the customers of Gooru range from?
Who did the customers of Gooru range from?
What are the key areas of focus for how to do more?
What are the key areas of focus for how to do more?
Which factors are enablers of N=1 & R=G business in the new age of Innovation?
Which factors are enablers of N=1 & R=G business in the new age of Innovation?
How did Gooru address the complexity of learning in its personalized learning technology?
How did Gooru address the complexity of learning in its personalized learning technology?
What was one way Gooru used Generative AI (GenAI) technology?
What was one way Gooru used Generative AI (GenAI) technology?
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?
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?
Who created the New Age of Innovation and suggested for firms that they provide platofrms on which customers co-create their own experiences?
Who created the New Age of Innovation and suggested for firms that they provide platofrms on which customers co-create their own experiences?
Which sector did the mulit-year assesment of teh Navigator focus to produce its learning groth?
Which sector did the mulit-year assesment of teh Navigator focus to produce its learning groth?
According to this case study, what number of years did the Leadership Team of Gooru work together?
According to this case study, what number of years did the Leadership Team of Gooru work together?
Flashcards
Gooru Learning Navigator
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?
Who is Gooru?
A nonprofit that developed the Gooru Learning Navigator, aiming to provide personalized learning cloud infrastructure.
Gooru's ultimate aim
Gooru's ultimate aim
The ability to license a personalized learning cloud infrastructure for every school, institution, and learning platform provider.
Passion that inspires
Passion that inspires
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Collaboration at Gooru
Collaboration at Gooru
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Actions with impact
Actions with impact
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Why continuous learning?
Why continuous learning?
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Transformative learning's potential
Transformative learning's potential
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Lifelong learning support
Lifelong learning support
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Full spectrum of learning activities
Full spectrum of learning activities
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Personal tutor benefit
Personal tutor benefit
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Navigator function
Navigator function
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Gooru's Navigated Learning (GLN) aim
Gooru's Navigated Learning (GLN) aim
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First software step
First software step
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Navigator stakeholder tools benefit
Navigator stakeholder tools benefit
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Instructor tools for Navigator function
Instructor tools for Navigator function
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Progress visualization
Progress visualization
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Gooru exemplifies
Gooru exemplifies
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Achieving personalizated pathways
Achieving personalizated pathways
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Gooru scaling activities
Gooru scaling activities
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Licensing for SaaS benfits
Licensing for SaaS benfits
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Gooru's uniqueness
Gooru's uniqueness
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Plug and Play
Plug and Play
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The collaborative benefit of the Navigator system
The collaborative benefit of the Navigator system
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Navigator content by Grade
Navigator content by Grade
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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
Navigated Learning Collaborative
- 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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