SlideShare a Scribd company logo
On the use of Learning Object Metadata the GLOBE experience Xavier Ochoa, ESPOL JorisKlerkx, KULeuven Bram Vandeputte, KULeuven Erik Duval, KULeuven
http://www.slideshare.net/xaoch
LOM is known and widely used But its real use is not known
How much space 1000 LOM instances will take? What are the most used elements of LOM? Is it really a “standard”? Has it been extended as designed? What is the information stored in real instances? Is it better than Dublin Core for Educational Resources?
We need: Large-Scale, Real-World, Heterogeneous We select:  GLOBE
GLOBE
http://www.globe-info.org/
Large-Scale:  630.000+ instances   Real-World:  being used and created Heterogeneous: 	7 networks of LORs 								4 continents
Results The interesting stuff
Size
Size ≈ 5 Kb
LOM Elements Use What parts of LOM are used anyway?
G.Title G.Identifier G.Language G.Description G.Keyword L.ContributionRole L.ContirubtionEntity M.Identifier M.ContributorRole M.ContributorEntity M.ContributorDate T.Location T.Format E.LearningResourceType R.Copyright R.Cost R.Description C.TaxonPath C.Purpose C.Taxon
G.Title G.Identifier G.Language G.Description G.Keyword L.ContributionRole L.ContirubtionEntity M.Identifier M.ContributorRole M.ContributorEntity M.ContributorDate T.Location T.Format E.LearningResourceType R.Copyright R.Cost R.Description C.TaxonPath C.Purpose C.Taxon Creator Identifier Title Date Type Subject Description LOM DC
G.Title G.Identifier G.Language G.Description G.Keyword L.ContributionRole L.ContirubtionEntity M.Identifier M.ContributorRole M.ContributorEntity M.ContributorDate T.Location T.Format E.LearningResourceType R.Copyright R.Cost R.Description C.TaxonPath C.Purpose C.Taxon Creator Identifier Title Date Type Subject Description LOM DC
LOM uses 20 out of 50 elements But captures more information than DC
Educational Section
4 out of 11 Educational elements  Community dependent
LOM Vocabulary Usage What is stored on LOM?
Educational.Context
Right.Cost
Rights.Copyrights
If you too want to play... http://is.gd/globemetadata
LOM Extensions What LOM forgot…
Only 3 additions: General – Learning Object Kind (MACE)  30.000 Instances Technical – Geolocation (MACE) 7.000 Instances General – Subtitle (KERIS) 5.000 Instances
There is little need of extension Nobody wants more electronic fields!
LOM XMLValidation Analysis Is it an interoperability standard?
LOM validation
Most common errors (loose)
LOM XML loose is widely implemented LOM XML strict is not
Good structural interoperability Although the value space is not clear
vCard causes 68% errors LOM developers hate vCard
LOM Metadata Quality Analysis Those pesky indexers…
Diversity of Vocabulary usage
Diversity of Vocabulary usage
Diversity of Vocabulary usage
Quality of Textual Descriptions
Quality of Textual Descriptions
Quality of Textual Descriptions
Quality of Textual Descriptions
There must be a QA process That is true for bothautomatic and manual metadata
Conclusion of the Conclusions This kind of studies should be made an integral part of the development of LOM (or any other metadata standard) (or any other Learning technology)
Want the data?Want the code? https://sites.google.com/site/globemetadata/
Gracias / Thank you / Grazie Xavier Ochoa xavier@cti.espol.edu.ec http://ariadne.cti.espol.edu.ec/xavier Twitter: @xaoch

More Related Content

What's hot

Transforming repositories: from repository managers to institutional data man...
Transforming repositories: from repository managers to institutional data man...Transforming repositories: from repository managers to institutional data man...
Transforming repositories: from repository managers to institutional data man...
JISC KeepIt project
 
Sybrandt Thesis Proposal Presentation
Sybrandt Thesis Proposal PresentationSybrandt Thesis Proposal Presentation
Sybrandt Thesis Proposal Presentation
Justin Sybrandt, Ph.D.
 
TAMBIS: Transparent Access to Multiple Bioinformatics Information SourcesTambis
TAMBIS: Transparent Access to Multiple Bioinformatics Information SourcesTambisTAMBIS: Transparent Access to Multiple Bioinformatics Information SourcesTambis
TAMBIS: Transparent Access to Multiple Bioinformatics Information SourcesTambis
robertstevens65
 
EKAW 2016 - Ontology Forecasting in Scientific Literature: Semantic Concepts ...
EKAW 2016 - Ontology Forecasting in Scientific Literature: Semantic Concepts ...EKAW 2016 - Ontology Forecasting in Scientific Literature: Semantic Concepts ...
EKAW 2016 - Ontology Forecasting in Scientific Literature: Semantic Concepts ...
Francesco Osborne
 
Supporting Springer Nature Editors by means of Semantic Technologies
Supporting Springer Nature Editors by means of Semantic TechnologiesSupporting Springer Nature Editors by means of Semantic Technologies
Supporting Springer Nature Editors by means of Semantic Technologies
Francesco Osborne
 
eXframe: A Semantic Web Platform for Genomic Experiments
eXframe: A Semantic Web Platform for Genomic ExperimentseXframe: A Semantic Web Platform for Genomic Experiments
eXframe: A Semantic Web Platform for Genomic ExperimentsTim Clark
 
exFrame: a Semantic Web Platform for Genomics Experiments
exFrame: a Semantic Web Platform for Genomics ExperimentsexFrame: a Semantic Web Platform for Genomics Experiments
exFrame: a Semantic Web Platform for Genomics Experiments
Tim Clark
 
Fairport domain specific metadata using w3 c dcat & skos w ontology views
Fairport domain specific metadata using w3 c dcat & skos w ontology viewsFairport domain specific metadata using w3 c dcat & skos w ontology views
Fairport domain specific metadata using w3 c dcat & skos w ontology views
Tim Clark
 
Apply chinese radicals into neural machine translation: deeper than character...
Apply chinese radicals into neural machine translation: deeper than character...Apply chinese radicals into neural machine translation: deeper than character...
Apply chinese radicals into neural machine translation: deeper than character...
Lifeng (Aaron) Han
 

What's hot (9)

Transforming repositories: from repository managers to institutional data man...
Transforming repositories: from repository managers to institutional data man...Transforming repositories: from repository managers to institutional data man...
Transforming repositories: from repository managers to institutional data man...
 
Sybrandt Thesis Proposal Presentation
Sybrandt Thesis Proposal PresentationSybrandt Thesis Proposal Presentation
Sybrandt Thesis Proposal Presentation
 
TAMBIS: Transparent Access to Multiple Bioinformatics Information SourcesTambis
TAMBIS: Transparent Access to Multiple Bioinformatics Information SourcesTambisTAMBIS: Transparent Access to Multiple Bioinformatics Information SourcesTambis
TAMBIS: Transparent Access to Multiple Bioinformatics Information SourcesTambis
 
EKAW 2016 - Ontology Forecasting in Scientific Literature: Semantic Concepts ...
EKAW 2016 - Ontology Forecasting in Scientific Literature: Semantic Concepts ...EKAW 2016 - Ontology Forecasting in Scientific Literature: Semantic Concepts ...
EKAW 2016 - Ontology Forecasting in Scientific Literature: Semantic Concepts ...
 
Supporting Springer Nature Editors by means of Semantic Technologies
Supporting Springer Nature Editors by means of Semantic TechnologiesSupporting Springer Nature Editors by means of Semantic Technologies
Supporting Springer Nature Editors by means of Semantic Technologies
 
eXframe: A Semantic Web Platform for Genomic Experiments
eXframe: A Semantic Web Platform for Genomic ExperimentseXframe: A Semantic Web Platform for Genomic Experiments
eXframe: A Semantic Web Platform for Genomic Experiments
 
exFrame: a Semantic Web Platform for Genomics Experiments
exFrame: a Semantic Web Platform for Genomics ExperimentsexFrame: a Semantic Web Platform for Genomics Experiments
exFrame: a Semantic Web Platform for Genomics Experiments
 
Fairport domain specific metadata using w3 c dcat & skos w ontology views
Fairport domain specific metadata using w3 c dcat & skos w ontology viewsFairport domain specific metadata using w3 c dcat & skos w ontology views
Fairport domain specific metadata using w3 c dcat & skos w ontology views
 
Apply chinese radicals into neural machine translation: deeper than character...
Apply chinese radicals into neural machine translation: deeper than character...Apply chinese radicals into neural machine translation: deeper than character...
Apply chinese radicals into neural machine translation: deeper than character...
 

Viewers also liked

Learnometrics Keynote LAK2011
Learnometrics Keynote LAK2011Learnometrics Keynote LAK2011
Learnometrics Keynote LAK2011
Xavier Ochoa
 
Human Computer Interaction at CTI
Human Computer Interaction at CTIHuman Computer Interaction at CTI
Human Computer Interaction at CTI
Xavier Ochoa
 
Como mentir con_estadisticas
Como mentir con_estadisticasComo mentir con_estadisticas
Como mentir con_estadisticas
Evelyn Córdova Villanueva
 
Modeling the Macro-Behavior of Learning Object Repositories
Modeling the Macro-Behavior of Learning Object RepositoriesModeling the Macro-Behavior of Learning Object Repositories
Modeling the Macro-Behavior of Learning Object Repositories
Xavier Ochoa
 
Latin American Open Textbook Initiative (LATIn Project)
Latin American Open Textbook Initiative (LATIn Project)Latin American Open Textbook Initiative (LATIn Project)
Latin American Open Textbook Initiative (LATIn Project)
Xavier Ochoa
 
Analitica del Aprendizaje
Analitica del AprendizajeAnalitica del Aprendizaje
Analitica del Aprendizaje
Xavier Ochoa
 
Future of Metadata and Learning Objects
Future of Metadata and Learning ObjectsFuture of Metadata and Learning Objects
Future of Metadata and Learning Objects
Wayne Hodgins
 
Buenas prácticas para la difusión y dinamización de Agrega
Buenas prácticas para la difusión y dinamización de AgregaBuenas prácticas para la difusión y dinamización de Agrega
Buenas prácticas para la difusión y dinamización de Agrega
red.es
 
ARIADNE LOM Application Profile
ARIADNE LOM Application ProfileARIADNE LOM Application Profile
ARIADNE LOM Application Profile
Gonzalo Parra
 
Local and Unique and Digital: A Evolving Trend for Libraries and Cultural Her...
Local and Unique and Digital: A Evolving Trend for Libraries and Cultural Her...Local and Unique and Digital: A Evolving Trend for Libraries and Cultural Her...
Local and Unique and Digital: A Evolving Trend for Libraries and Cultural Her...
Peter Murray
 
Caracteristicas de evolucion y revolucion (cuadro comparativo)
Caracteristicas de evolucion y revolucion (cuadro comparativo)Caracteristicas de evolucion y revolucion (cuadro comparativo)
Caracteristicas de evolucion y revolucion (cuadro comparativo)Brandon Bolaños
 

Viewers also liked (11)

Learnometrics Keynote LAK2011
Learnometrics Keynote LAK2011Learnometrics Keynote LAK2011
Learnometrics Keynote LAK2011
 
Human Computer Interaction at CTI
Human Computer Interaction at CTIHuman Computer Interaction at CTI
Human Computer Interaction at CTI
 
Como mentir con_estadisticas
Como mentir con_estadisticasComo mentir con_estadisticas
Como mentir con_estadisticas
 
Modeling the Macro-Behavior of Learning Object Repositories
Modeling the Macro-Behavior of Learning Object RepositoriesModeling the Macro-Behavior of Learning Object Repositories
Modeling the Macro-Behavior of Learning Object Repositories
 
Latin American Open Textbook Initiative (LATIn Project)
Latin American Open Textbook Initiative (LATIn Project)Latin American Open Textbook Initiative (LATIn Project)
Latin American Open Textbook Initiative (LATIn Project)
 
Analitica del Aprendizaje
Analitica del AprendizajeAnalitica del Aprendizaje
Analitica del Aprendizaje
 
Future of Metadata and Learning Objects
Future of Metadata and Learning ObjectsFuture of Metadata and Learning Objects
Future of Metadata and Learning Objects
 
Buenas prácticas para la difusión y dinamización de Agrega
Buenas prácticas para la difusión y dinamización de AgregaBuenas prácticas para la difusión y dinamización de Agrega
Buenas prácticas para la difusión y dinamización de Agrega
 
ARIADNE LOM Application Profile
ARIADNE LOM Application ProfileARIADNE LOM Application Profile
ARIADNE LOM Application Profile
 
Local and Unique and Digital: A Evolving Trend for Libraries and Cultural Her...
Local and Unique and Digital: A Evolving Trend for Libraries and Cultural Her...Local and Unique and Digital: A Evolving Trend for Libraries and Cultural Her...
Local and Unique and Digital: A Evolving Trend for Libraries and Cultural Her...
 
Caracteristicas de evolucion y revolucion (cuadro comparativo)
Caracteristicas de evolucion y revolucion (cuadro comparativo)Caracteristicas de evolucion y revolucion (cuadro comparativo)
Caracteristicas de evolucion y revolucion (cuadro comparativo)
 

Similar to GLOBE Metadata Analysis

Keynote reusability measurement and social community analysis from mooc con...
Keynote   reusability measurement and social community analysis from mooc con...Keynote   reusability measurement and social community analysis from mooc con...
Keynote reusability measurement and social community analysis from mooc con...
HannibalHsieh
 
TERENA OER portal, metadata extraction analysis, LAK, Leuven @9apr2013
TERENA OER portal, metadata extraction analysis, LAK, Leuven @9apr2013TERENA OER portal, metadata extraction analysis, LAK, Leuven @9apr2013
TERENA OER portal, metadata extraction analysis, LAK, Leuven @9apr2013
Ilias Hatzakis
 
Making the semantic web work
Making the semantic web workMaking the semantic web work
Making the semantic web work
Paul Houle
 
Intro to-technologies-Green-City-Hackathon-Athens
Intro to-technologies-Green-City-Hackathon-AthensIntro to-technologies-Green-City-Hackathon-Athens
Intro to-technologies-Green-City-Hackathon-AthensStoitsis Giannis
 
Machine Learning Interpretability - Mateusz Dymczyk - H2O AI World London 2018
Machine Learning Interpretability - Mateusz Dymczyk - H2O AI World London 2018Machine Learning Interpretability - Mateusz Dymczyk - H2O AI World London 2018
Machine Learning Interpretability - Mateusz Dymczyk - H2O AI World London 2018
Sri Ambati
 
Interpretable Machine Learning
Interpretable Machine LearningInterpretable Machine Learning
Interpretable Machine Learning
Sri Ambati
 
Finding knowledge, data and answers on the Semantic Web
Finding knowledge, data and answers on the Semantic WebFinding knowledge, data and answers on the Semantic Web
Finding knowledge, data and answers on the Semantic Web
ebiquity
 
Introduction to Multimodal LLMs with LLaVA
Introduction to Multimodal LLMs with LLaVAIntroduction to Multimodal LLMs with LLaVA
Introduction to Multimodal LLMs with LLaVA
Robert McDermott
 
Introduction to Multimodal LLMs with LLaVA
Introduction to Multimodal LLMs with LLaVAIntroduction to Multimodal LLMs with LLaVA
Introduction to Multimodal LLMs with LLaVA
Robert McDermott
 
ISWC2023-McGuinnessTWC16x9FinalShort.pdf
ISWC2023-McGuinnessTWC16x9FinalShort.pdfISWC2023-McGuinnessTWC16x9FinalShort.pdf
ISWC2023-McGuinnessTWC16x9FinalShort.pdf
Deborah McGuinness
 
Bio2RDF presentation at Combine 2012
Bio2RDF presentation at Combine 2012Bio2RDF presentation at Combine 2012
Bio2RDF presentation at Combine 2012
François Belleau
 
GPT-2: Language Models are Unsupervised Multitask Learners
GPT-2: Language Models are Unsupervised Multitask LearnersGPT-2: Language Models are Unsupervised Multitask Learners
GPT-2: Language Models are Unsupervised Multitask Learners
Young Seok Kim
 
Research Objects: more than the sum of the parts
Research Objects: more than the sum of the partsResearch Objects: more than the sum of the parts
Research Objects: more than the sum of the parts
Carole Goble
 
Known XML Vulnerabilities Are Still a Threat to Popular Parsers ! & Open Sour...
Known XML Vulnerabilities Are Still a Threat to Popular Parsers ! & Open Sour...Known XML Vulnerabilities Are Still a Threat to Popular Parsers ! & Open Sour...
Known XML Vulnerabilities Are Still a Threat to Popular Parsers ! & Open Sour...
Lionel Briand
 
Poster Tweet-Norm 2013
Poster Tweet-Norm 2013Poster Tweet-Norm 2013
Poster Tweet-Norm 2013
pruiz_
 
Mark Hughes Annual Seminar Presentation on Open Source
Mark Hughes Annual Seminar Presentation on Open Source Mark Hughes Annual Seminar Presentation on Open Source
Mark Hughes Annual Seminar Presentation on Open Source
Tracy Kent
 
Poster: Using Open Source Tools to Improve Access to Oral History Collections
Poster: Using Open Source Tools to Improve Access to Oral History CollectionsPoster: Using Open Source Tools to Improve Access to Oral History Collections
Poster: Using Open Source Tools to Improve Access to Oral History Collections
Becky Yoose
 
Applications of Large Language Models in Materials Discovery and Design
Applications of Large Language Models in Materials Discovery and DesignApplications of Large Language Models in Materials Discovery and Design
Applications of Large Language Models in Materials Discovery and Design
Anubhav Jain
 
Vufind gregynog
Vufind gregynogVufind gregynog
Vufind gregynog
Mark Hughes
 
Aspects of NLP Practice
Aspects of NLP PracticeAspects of NLP Practice
Aspects of NLP Practice
Vsevolod Dyomkin
 

Similar to GLOBE Metadata Analysis (20)

Keynote reusability measurement and social community analysis from mooc con...
Keynote   reusability measurement and social community analysis from mooc con...Keynote   reusability measurement and social community analysis from mooc con...
Keynote reusability measurement and social community analysis from mooc con...
 
TERENA OER portal, metadata extraction analysis, LAK, Leuven @9apr2013
TERENA OER portal, metadata extraction analysis, LAK, Leuven @9apr2013TERENA OER portal, metadata extraction analysis, LAK, Leuven @9apr2013
TERENA OER portal, metadata extraction analysis, LAK, Leuven @9apr2013
 
Making the semantic web work
Making the semantic web workMaking the semantic web work
Making the semantic web work
 
Intro to-technologies-Green-City-Hackathon-Athens
Intro to-technologies-Green-City-Hackathon-AthensIntro to-technologies-Green-City-Hackathon-Athens
Intro to-technologies-Green-City-Hackathon-Athens
 
Machine Learning Interpretability - Mateusz Dymczyk - H2O AI World London 2018
Machine Learning Interpretability - Mateusz Dymczyk - H2O AI World London 2018Machine Learning Interpretability - Mateusz Dymczyk - H2O AI World London 2018
Machine Learning Interpretability - Mateusz Dymczyk - H2O AI World London 2018
 
Interpretable Machine Learning
Interpretable Machine LearningInterpretable Machine Learning
Interpretable Machine Learning
 
Finding knowledge, data and answers on the Semantic Web
Finding knowledge, data and answers on the Semantic WebFinding knowledge, data and answers on the Semantic Web
Finding knowledge, data and answers on the Semantic Web
 
Introduction to Multimodal LLMs with LLaVA
Introduction to Multimodal LLMs with LLaVAIntroduction to Multimodal LLMs with LLaVA
Introduction to Multimodal LLMs with LLaVA
 
Introduction to Multimodal LLMs with LLaVA
Introduction to Multimodal LLMs with LLaVAIntroduction to Multimodal LLMs with LLaVA
Introduction to Multimodal LLMs with LLaVA
 
ISWC2023-McGuinnessTWC16x9FinalShort.pdf
ISWC2023-McGuinnessTWC16x9FinalShort.pdfISWC2023-McGuinnessTWC16x9FinalShort.pdf
ISWC2023-McGuinnessTWC16x9FinalShort.pdf
 
Bio2RDF presentation at Combine 2012
Bio2RDF presentation at Combine 2012Bio2RDF presentation at Combine 2012
Bio2RDF presentation at Combine 2012
 
GPT-2: Language Models are Unsupervised Multitask Learners
GPT-2: Language Models are Unsupervised Multitask LearnersGPT-2: Language Models are Unsupervised Multitask Learners
GPT-2: Language Models are Unsupervised Multitask Learners
 
Research Objects: more than the sum of the parts
Research Objects: more than the sum of the partsResearch Objects: more than the sum of the parts
Research Objects: more than the sum of the parts
 
Known XML Vulnerabilities Are Still a Threat to Popular Parsers ! & Open Sour...
Known XML Vulnerabilities Are Still a Threat to Popular Parsers ! & Open Sour...Known XML Vulnerabilities Are Still a Threat to Popular Parsers ! & Open Sour...
Known XML Vulnerabilities Are Still a Threat to Popular Parsers ! & Open Sour...
 
Poster Tweet-Norm 2013
Poster Tweet-Norm 2013Poster Tweet-Norm 2013
Poster Tweet-Norm 2013
 
Mark Hughes Annual Seminar Presentation on Open Source
Mark Hughes Annual Seminar Presentation on Open Source Mark Hughes Annual Seminar Presentation on Open Source
Mark Hughes Annual Seminar Presentation on Open Source
 
Poster: Using Open Source Tools to Improve Access to Oral History Collections
Poster: Using Open Source Tools to Improve Access to Oral History CollectionsPoster: Using Open Source Tools to Improve Access to Oral History Collections
Poster: Using Open Source Tools to Improve Access to Oral History Collections
 
Applications of Large Language Models in Materials Discovery and Design
Applications of Large Language Models in Materials Discovery and DesignApplications of Large Language Models in Materials Discovery and Design
Applications of Large Language Models in Materials Discovery and Design
 
Vufind gregynog
Vufind gregynogVufind gregynog
Vufind gregynog
 
Aspects of NLP Practice
Aspects of NLP PracticeAspects of NLP Practice
Aspects of NLP Practice
 

More from Xavier Ochoa

Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning Analytics
Xavier Ochoa
 
Supporting the Acquisition of 21st Century Skills through Multimodal Learning...
Supporting the Acquisition of 21st Century Skills through Multimodal Learning...Supporting the Acquisition of 21st Century Skills through Multimodal Learning...
Supporting the Acquisition of 21st Century Skills through Multimodal Learning...
Xavier Ochoa
 
Educational Technologies
Educational TechnologiesEducational Technologies
Educational Technologies
Xavier Ochoa
 
Developing 21st-Century Skills with  Multimodal Learning Analytics
Developing 21st-Century Skills with Multimodal Learning AnalyticsDeveloping 21st-Century Skills with Multimodal Learning Analytics
Developing 21st-Century Skills with  Multimodal Learning Analytics
Xavier Ochoa
 
Educational Technologies: Learning Analytics and Artificial Intelligence
Educational Technologies: Learning Analytics and Artificial IntelligenceEducational Technologies: Learning Analytics and Artificial Intelligence
Educational Technologies: Learning Analytics and Artificial Intelligence
Xavier Ochoa
 
Analiticas de Aprendizaje: Nuevo paradigma en la investigación educativa
Analiticas de Aprendizaje: Nuevo paradigma en la investigación educativaAnaliticas de Aprendizaje: Nuevo paradigma en la investigación educativa
Analiticas de Aprendizaje: Nuevo paradigma en la investigación educativa
Xavier Ochoa
 
Analítica del Aprendizaje como Nuevo Paradigma de la Investigación Educativa
Analítica del Aprendizaje como Nuevo Paradigma de la Investigación EducativaAnalítica del Aprendizaje como Nuevo Paradigma de la Investigación Educativa
Analítica del Aprendizaje como Nuevo Paradigma de la Investigación Educativa
Xavier Ochoa
 
Automatic Feedback for Oral Presentations
Automatic Feedback for Oral PresentationsAutomatic Feedback for Oral Presentations
Automatic Feedback for Oral Presentations
Xavier Ochoa
 
LAK-18 Program in Numbers
LAK-18 Program in NumbersLAK-18 Program in Numbers
LAK-18 Program in Numbers
Xavier Ochoa
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning Analytics
Xavier Ochoa
 
Education as the meta-problem: Opportunities for Technology R&D
Education as the meta-problem: Opportunities for Technology R&DEducation as the meta-problem: Opportunities for Technology R&D
Education as the meta-problem: Opportunities for Technology R&D
Xavier Ochoa
 
Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...
Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...
Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...
Xavier Ochoa
 
Adaptive Multilevel Clustering Model for the Prediction of Academic Risk
Adaptive Multilevel Clustering Model for the Prediction of Academic RiskAdaptive Multilevel Clustering Model for the Prediction of Academic Risk
Adaptive Multilevel Clustering Model for the Prediction of Academic Risk
Xavier Ochoa
 
Simple metrics for Curricular Analytics
Simple metrics for Curricular AnalyticsSimple metrics for Curricular Analytics
Simple metrics for Curricular Analytics
Xavier Ochoa
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning Analytics
Xavier Ochoa
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning Analytics
Xavier Ochoa
 
Introduccion Algoritmos Multihilo
Introduccion Algoritmos MultihiloIntroduccion Algoritmos Multihilo
Introduccion Algoritmos Multihilo
Xavier Ochoa
 
Analisis de Algoritmos Multihilo
Analisis de Algoritmos MultihiloAnalisis de Algoritmos Multihilo
Analisis de Algoritmos Multihilo
Xavier Ochoa
 
Analitica aprendizaje
Analitica aprendizajeAnalitica aprendizaje
Analitica aprendizaje
Xavier Ochoa
 
Visualizing Uncertainty in the Prediction of Academic Risk
Visualizing Uncertainty in the Prediction of Academic RiskVisualizing Uncertainty in the Prediction of Academic Risk
Visualizing Uncertainty in the Prediction of Academic Risk
Xavier Ochoa
 

More from Xavier Ochoa (20)

Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning Analytics
 
Supporting the Acquisition of 21st Century Skills through Multimodal Learning...
Supporting the Acquisition of 21st Century Skills through Multimodal Learning...Supporting the Acquisition of 21st Century Skills through Multimodal Learning...
Supporting the Acquisition of 21st Century Skills through Multimodal Learning...
 
Educational Technologies
Educational TechnologiesEducational Technologies
Educational Technologies
 
Developing 21st-Century Skills with  Multimodal Learning Analytics
Developing 21st-Century Skills with Multimodal Learning AnalyticsDeveloping 21st-Century Skills with Multimodal Learning Analytics
Developing 21st-Century Skills with  Multimodal Learning Analytics
 
Educational Technologies: Learning Analytics and Artificial Intelligence
Educational Technologies: Learning Analytics and Artificial IntelligenceEducational Technologies: Learning Analytics and Artificial Intelligence
Educational Technologies: Learning Analytics and Artificial Intelligence
 
Analiticas de Aprendizaje: Nuevo paradigma en la investigación educativa
Analiticas de Aprendizaje: Nuevo paradigma en la investigación educativaAnaliticas de Aprendizaje: Nuevo paradigma en la investigación educativa
Analiticas de Aprendizaje: Nuevo paradigma en la investigación educativa
 
Analítica del Aprendizaje como Nuevo Paradigma de la Investigación Educativa
Analítica del Aprendizaje como Nuevo Paradigma de la Investigación EducativaAnalítica del Aprendizaje como Nuevo Paradigma de la Investigación Educativa
Analítica del Aprendizaje como Nuevo Paradigma de la Investigación Educativa
 
Automatic Feedback for Oral Presentations
Automatic Feedback for Oral PresentationsAutomatic Feedback for Oral Presentations
Automatic Feedback for Oral Presentations
 
LAK-18 Program in Numbers
LAK-18 Program in NumbersLAK-18 Program in Numbers
LAK-18 Program in Numbers
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning Analytics
 
Education as the meta-problem: Opportunities for Technology R&D
Education as the meta-problem: Opportunities for Technology R&DEducation as the meta-problem: Opportunities for Technology R&D
Education as the meta-problem: Opportunities for Technology R&D
 
Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...
Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...
Medir para Entender y Mejorar: la Analítica del Aprendizaje como nuevo paradi...
 
Adaptive Multilevel Clustering Model for the Prediction of Academic Risk
Adaptive Multilevel Clustering Model for the Prediction of Academic RiskAdaptive Multilevel Clustering Model for the Prediction of Academic Risk
Adaptive Multilevel Clustering Model for the Prediction of Academic Risk
 
Simple metrics for Curricular Analytics
Simple metrics for Curricular AnalyticsSimple metrics for Curricular Analytics
Simple metrics for Curricular Analytics
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning Analytics
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning Analytics
 
Introduccion Algoritmos Multihilo
Introduccion Algoritmos MultihiloIntroduccion Algoritmos Multihilo
Introduccion Algoritmos Multihilo
 
Analisis de Algoritmos Multihilo
Analisis de Algoritmos MultihiloAnalisis de Algoritmos Multihilo
Analisis de Algoritmos Multihilo
 
Analitica aprendizaje
Analitica aprendizajeAnalitica aprendizaje
Analitica aprendizaje
 
Visualizing Uncertainty in the Prediction of Academic Risk
Visualizing Uncertainty in the Prediction of Academic RiskVisualizing Uncertainty in the Prediction of Academic Risk
Visualizing Uncertainty in the Prediction of Academic Risk
 

Recently uploaded

Knowledge engineering: from people to machines and back
Knowledge engineering: from people to machines and backKnowledge engineering: from people to machines and back
Knowledge engineering: from people to machines and back
Elena Simperl
 
UiPath Test Automation using UiPath Test Suite series, part 3
UiPath Test Automation using UiPath Test Suite series, part 3UiPath Test Automation using UiPath Test Suite series, part 3
UiPath Test Automation using UiPath Test Suite series, part 3
DianaGray10
 
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdfFIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
James Anderson
 
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdfFIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance
 
Generating a custom Ruby SDK for your web service or Rails API using Smithy
Generating a custom Ruby SDK for your web service or Rails API using SmithyGenerating a custom Ruby SDK for your web service or Rails API using Smithy
Generating a custom Ruby SDK for your web service or Rails API using Smithy
g2nightmarescribd
 
How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...
Product School
 
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
Sri Ambati
 
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
Product School
 
Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...
Product School
 
The Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and SalesThe Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and Sales
Laura Byrne
 
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Product School
 
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Tobias Schneck
 
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 previewState of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
Prayukth K V
 
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Thierry Lestable
 
When stars align: studies in data quality, knowledge graphs, and machine lear...
When stars align: studies in data quality, knowledge graphs, and machine lear...When stars align: studies in data quality, knowledge graphs, and machine lear...
When stars align: studies in data quality, knowledge graphs, and machine lear...
Elena Simperl
 
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdfFIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance
 
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdfSmart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
91mobiles
 
The Future of Platform Engineering
The Future of Platform EngineeringThe Future of Platform Engineering
The Future of Platform Engineering
Jemma Hussein Allen
 
Connector Corner: Automate dynamic content and events by pushing a button
Connector Corner: Automate dynamic content and events by pushing a buttonConnector Corner: Automate dynamic content and events by pushing a button
Connector Corner: Automate dynamic content and events by pushing a button
DianaGray10
 

Recently uploaded (20)

Knowledge engineering: from people to machines and back
Knowledge engineering: from people to machines and backKnowledge engineering: from people to machines and back
Knowledge engineering: from people to machines and back
 
UiPath Test Automation using UiPath Test Suite series, part 3
UiPath Test Automation using UiPath Test Suite series, part 3UiPath Test Automation using UiPath Test Suite series, part 3
UiPath Test Automation using UiPath Test Suite series, part 3
 
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdfFIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
FIDO Alliance Osaka Seminar: FIDO Security Aspects.pdf
 
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
GDG Cloud Southlake #33: Boule & Rebala: Effective AppSec in SDLC using Deplo...
 
FIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdfFIDO Alliance Osaka Seminar: Overview.pdf
FIDO Alliance Osaka Seminar: Overview.pdf
 
Generating a custom Ruby SDK for your web service or Rails API using Smithy
Generating a custom Ruby SDK for your web service or Rails API using SmithyGenerating a custom Ruby SDK for your web service or Rails API using Smithy
Generating a custom Ruby SDK for your web service or Rails API using Smithy
 
How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...How world-class product teams are winning in the AI era by CEO and Founder, P...
How world-class product teams are winning in the AI era by CEO and Founder, P...
 
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
GenAISummit 2024 May 28 Sri Ambati Keynote: AGI Belongs to The Community in O...
 
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
From Siloed Products to Connected Ecosystem: Building a Sustainable and Scala...
 
Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...Mission to Decommission: Importance of Decommissioning Products to Increase E...
Mission to Decommission: Importance of Decommissioning Products to Increase E...
 
The Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and SalesThe Art of the Pitch: WordPress Relationships and Sales
The Art of the Pitch: WordPress Relationships and Sales
 
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
Unsubscribed: Combat Subscription Fatigue With a Membership Mentality by Head...
 
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
Kubernetes & AI - Beauty and the Beast !?! @KCD Istanbul 2024
 
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 previewState of ICS and IoT Cyber Threat Landscape Report 2024 preview
State of ICS and IoT Cyber Threat Landscape Report 2024 preview
 
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
Empowering NextGen Mobility via Large Action Model Infrastructure (LAMI): pav...
 
When stars align: studies in data quality, knowledge graphs, and machine lear...
When stars align: studies in data quality, knowledge graphs, and machine lear...When stars align: studies in data quality, knowledge graphs, and machine lear...
When stars align: studies in data quality, knowledge graphs, and machine lear...
 
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdfFIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
FIDO Alliance Osaka Seminar: Passkeys and the Road Ahead.pdf
 
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdfSmart TV Buyer Insights Survey 2024 by 91mobiles.pdf
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf
 
The Future of Platform Engineering
The Future of Platform EngineeringThe Future of Platform Engineering
The Future of Platform Engineering
 
Connector Corner: Automate dynamic content and events by pushing a button
Connector Corner: Automate dynamic content and events by pushing a buttonConnector Corner: Automate dynamic content and events by pushing a button
Connector Corner: Automate dynamic content and events by pushing a button
 

GLOBE Metadata Analysis