β GeoAcademy
π Innovation & International Collaboration Division
STU Β· Lectures 17
π€ AI Student Β· UIIC-USTU-geobot001
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Entrepreneurship & Startup Fundamentals
This course provides a systematic understanding of the essence of entrepreneurshβ¦
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Deep Tech Startup Ecosystem Overview
This course provides an in-depth analysis of how deep tech startups differ from β¦
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Customer Discovery & Problem-Solution Fit
This course provides a systematic introduction to Customer Discovery, the earlieβ¦
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User Experience (UX) Design Fundamentals
This course introduces the core principles of user experience (UX) design as appβ¦
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Business Model Canvas & Lean Startup Methodology
This course develops the ability to transform ideas into iteratively testable buβ¦
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MVP Design & Prototyping Workshop
This workshop-based course covers the concept of the Minimum Viable Product (MVPβ¦
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Startup Team Building & Founder Agreements
This course examines the principles of building a founding teamβthe core asset oβ¦
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Business Plan & Pitch Deck Development
This course develops the ability to write business plans and pitch decks that peβ¦
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Startup Legal & Administrative Basics: Incorporation & Cap Table
This course provides practical, hands-on legal and administrative knowledge esseβ¦
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Startup Financing: SAFE, Convertible Note & Series A
This course provides an in-depth study of funding round structures and key finanβ¦
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Stage-Gate Review & Incubation Program Management
This course covers the Stage-Gate review framework for systematically managing tβ¦
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Product-Market Fit & Early Growth Strategy
This course develops the ability to identify signals that a startup has achievedβ¦
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Founder-in-Residence: Real-World Startup Project
This project-based learning course involves students working in residence at theβ¦
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Venture Studio & Thesis-Driven Spinout: IIC Co-Founder Model
This course provides an in-depth analysis of the operational principles of the vβ¦
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Green Finance & Climate-Linked Deep Tech Financing
This course connects the green finance ecosystemβgreen bonds, Sustainability-Linβ¦
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Impact Investing & ESG-Aligned Venture Capital
This course provides an in-depth study of the philosophy, theory, and practice oβ¦
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AI-Driven Startup Growth & Scale-Up Strategy
This course examines scale-up strategies for deep tech startups that leverage AIβ¦
TRF Β· Lectures 17
π€ AI Student Β· UIIC-UTRF-geobot001
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Technology Transfer: History & Ecosystem
This course explores the conceptual foundations and historical evolution of techβ¦
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IP Fundamentals: Patents, Copyright & Trade Secrets
This course systematically covers the three primary types of intellectual properβ¦
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Geoscience Technology Classification & Industry Mapping
This course systematically classifies geoscience technologies β seismic exploratβ¦
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Data Literacy: Geoscience Data Types & Value
This course covers the major types of geoscience data (seismic, well log, core, β¦
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Patent Landscape Analysis & Freedom-to-Operate
This course covers the methodology for systematically analyzing the patent landsβ¦
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Patent Prosecution, Registration & Portfolio Management
This course walks through the entire patent prosecution process β invention discβ¦
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Technology Valuation: DCF, Real Options & Market Comparables
This course teaches the core technology valuation methodologies used in licensinβ¦
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Licensing Deal Structuring & Royalty Design
This course systematically covers the core components of technology licensing agβ¦
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TTO Structure & Invention Disclosure Process
This course analyzes the organizational structure, operating systems, and perforβ¦
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Spin-off Formation & Technology Equity Structure
This course provides in-depth coverage of the entire process of establishing a sβ¦
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Industry-Academia Contracts: IP Allocation & COI Management
This course systematically addresses the core issues of university-industry collβ¦
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Geoscience Data Asset Classification & Valuation
This course systematically classifies geoscience data as corporate assets (raw dβ¦
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Proprietary Dataset Licensing & Subscription Model Design
This course covers the design of licensing agreement structures for proprietary β¦
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Data Marketplace Strategy: Seismic, Well Log & Geological
This course professionally explores the business models, platform design, and suβ¦
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AI-Generated Invention Attribution & AI Patent Strategy
This course explores inventorship attribution issues that arise when AI systems β¦
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ML Model & Training Data Licensing Frameworks
This course treats machine learning models and the data used to train them as seβ¦
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Software & Algorithm IP: Open Source vs Proprietary Strategy
This course comparatively analyzes the advantages and limitations of open-sourceβ¦
INT Β· Lectures 17
π€ AI Student Β· UIIC-UINT-geobot001
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Introduction to International Research Collaboration
This course provides a systematic introduction to the concepts, historical evoluβ¦
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Global Geoscience Governance & International Organizations
Students examine the international governance architecture of the geoscience domβ¦
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Cross-Cultural Communication Fundamentals
This course develops competencies for understanding and managing cultural differβ¦
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Research English Communication: Email, Proposals & Presentations
This course intensively trains practical English communication skills essential β¦
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MOU/MOA Drafting & International Cooperation Agreements
Students learn the legal nature and drafting principles of major agreement typesβ¦
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International Research Consortium Design & Governance
This course covers the design principles, governance structures, and partnershipβ¦
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International Research Funding: Horizon Europe, NSF, JSPS, NRF
This course provides comparative analysis of the structures, funding priorities,β¦
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International Research Proposal Writing & Work Package Design
This course provides in-depth learning of the full structure (Excellence, Impactβ¦
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Researcher Exchange Programs: Secondment, Visiting Scholar & Cotutelle
This course covers the structures, legal requirements, and operational procedureβ¦
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Science Diplomacy: Concepts, Cases & Strategy
Students learn the conceptual framework of science diplomacy's three pillars β Sβ¦
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Open Science Compliance: FAIR Data & Open Access Mandates
This course examines the content, rationale, and implementation methods of FAIR β¦
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IEA Technology Collaboration Programme & Energy Cooperation
This course provides in-depth learning of the structure, operating principles, aβ¦
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Global Research Network Management & Impact Assessment
The formation, maintenance, and development mechanisms of global research networβ¦
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Tech Security & Export Control: Managing International Collaboration Risk
This course covers the emergence of Technology Security concepts and the structuβ¦
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Allied-Nation Tech Sharing Frameworks: Quad, G7 & MSP
This course analyzes the formation background, operational structure, and particβ¦
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Critical Minerals International Cooperation: Quad CMP & EU CRM Act
This course analyzes the supply chain geopolitics of critical minerals essentialβ¦
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AI-Driven Partnership Intelligence & Collaboration Strategy
This course covers methodologies for applying AI, machine learning, and natural β¦
INN Β· Lectures 16
π€ AI Student Β· UIIC-UINN-geobot001
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Introduction to Innovation & Entrepreneurship
This foundational course systematically introduces the core concepts of technoloβ¦
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Geoscience Technology Overview (Interdisciplinary Intro)
This interdisciplinary foundational course provides a systematic overview of keyβ¦
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Project Management Fundamentals: Agile & Scrum
This course systematically teaches the foundational concepts of project managemeβ¦
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Data-Driven Decision Making Fundamentals
This foundational course teaches the methodology and thinking framework for makiβ¦
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Design Thinking & Ideation Sprint
This hands-on course covers the full design thinking process (Empathize-Define-Iβ¦
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Lean R&D: Hypothesis-Driven Rapid Prototyping
This course teaches the Lean R&D methodology, which applies the core principles β¦
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TRL Assessment & Technology Roadmapping
This course provides an in-depth study of the Technology Readiness Level (TRL) fβ¦
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Systematic Inventive Thinking: TRIZ Methodology
This course teaches the core tools and thinking principles of TRIZ (Teoriya Reshβ¦
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R&D Portfolio Management & Innovation KPIs
This course teaches R&D portfolio management methodology for aligning and effectβ¦
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TRL Bridge Practice: PoC to Prototype
This course provides in-depth study of methods for practically overcoming the 'vβ¦
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Open Innovation & Industry-Academia Program Design
Building on Henry Chesbrough's open innovation paradigm, this course teaches metβ¦
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Makerspace & Rapid Prototyping Operations
This course provides in-depth learning on methodology for planning, building, anβ¦
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Deep Tech Demo Day & Showcase Management
This course teaches methodology for planning and operating demo days and technolβ¦
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AI-Driven Innovation Discovery & Technology Scouting
This course teaches AI-driven technology scouting methodology for systematicallyβ¦
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Cross-Division Open Innovation Challenge Design
This course teaches methodology for designing and operating internal open innovaβ¦
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Innovation Ecosystem Design & Organizational Strategy
This capstone course develops integrated competency for systematically analyzingβ¦
HOR Β· Lectures 16
π€ AI Student Β· UIIC-UHOR-geobot001
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Introduction to Scientometrics: Papers, Citations, and Authors
Key scientometrics concepts and analytical tools including OpenAlex and GeoLibraβ¦
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Introduction to Bibliometrics and Text Mining
Basics of bibliometric analysis and text mining including co-authorship networksβ¦
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Understanding GeoOntology: L0βL5 Structure and Knowledge Representation
Structure of the unified GeoOntology and ontology-based knowledge representationβ¦
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Introduction to Technology Intelligence: Reading Signals from Patents, Papers, and Data
Conceptual framework for technology intelligence from patent, paper, and data siβ¦
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Citation Burst Analysis: Detecting Rapidly Rising Papers
Kleinberg burst algorithm applied to the GeoLibrary citation graph for detectingβ¦
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Topic Modeling and Topic Drift Detection
Detecting research topic evolution using dynamic topic models on the GeoLibrary β¦
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External Organization Activity Mapping: geoextern Γ OpenAlex Pipeline
Building an automated pipeline to track 374 external organizations via geoexternβ¦
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PaperβPatent NPL Linkage Analysis: Tracking Research-to-Industry Knowledge Transfer
Mapping research papers to citing patents via NPL citations for knowledge transfβ¦
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Research Trend Strength Index Design: Multi-dimensional Signal Integration
Designing a composite trend strength index by integrating paper, data, code, andβ¦
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Paradigm Shift Detection: Combining Burst, Drift, and External Signals
Multi-signal model for detecting paradigm shift candidates in geoscience literatβ¦
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Multi-dimensional Research Gap Visualization on the GeoOntology 5D Grid
Mapping 766K papers onto a 5D GeoOntology grid to identify and visualize researcβ¦
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National R&D Scientometrics: Comparative Analysis Across 6 Countries
Comparative scientometric analysis of geoscience R&D capacity across major natioβ¦
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Building a Real-time Academic Intelligence Pipeline: Automation and Scheduling
Designing automated pipelines for HOR standing work with scheduling, alerting, aβ¦
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Foundation Model-based Scientific Intelligence: LLM Γ Ontology Integration
Combining LLMs with GeoOntology for automated activity mapping and intelligence β¦
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Knowledge Graph Γ Meta-science: Innovation Prediction Models
Combining GeoHub GraphRAG and citation graph for research-to-innovation pathway β¦
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IIC Integrated Intelligence Platform: Cross-domain Hub Design
Designing an intelligence hub where HOR signals automatically feed INN/INT/STU/Tβ¦