SlideShare ist ein Scribd-Unternehmen logo
1 von 19
Quality Metrics for Learning Object Metadata Xavier Ochoa, ESPOL, Ecuador Erik Duval, KULeuven, Belgium
Standardization and Interoperability of Learning Objects Repositories has solved the “chicken and egg” problem… …but has created new ones.
The production, management and consumption of Learning Object Metadata is vastly surpassing the human capacity to review or process these metadata.
Why Measuring Quality? ,[object Object],[object Object]
How to Measure Metadata Quality? ,[object Object],[object Object]
But we cannot measure the quality  manually anymore…
… but is a good idea to follow the same quality characteristics.
Our Proposal: Use Metrics ,[object Object],[object Object]
Quality Characteristics ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Quality Metrics ,[object Object]
Quality Metric Readability Textual Information Content Nominal Information Content Weighted Completeness Simple Completeness Metric Formula Metric Name
Evaluation of the Metrics ,[object Object],[object Object],[object Object],[object Object],[object Object]
Evaluation Results
Applications ,[object Object],[object Object],[object Object],[object Object]
Repository Evaluation
Quality Visualization
Automated Evaluation of Quality
Further Work ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Thank you, Gracias Comments, Suggestions, Critics… are Welcome! More Information: http://ariadne.cti.espol.edu.ec/M4M

Weitere ähnliche Inhalte

Was ist angesagt?

Brief Introduction to the 12 Steps of Evaluation Data Cleaning
Brief Introduction to the 12 Steps of Evaluation Data CleaningBrief Introduction to the 12 Steps of Evaluation Data Cleaning
Brief Introduction to the 12 Steps of Evaluation Data CleaningJennifer Morrow
 
IRJET- Classification of Food Recipe Comments using Naive Bayes
IRJET-  	  Classification of Food Recipe Comments using Naive BayesIRJET-  	  Classification of Food Recipe Comments using Naive Bayes
IRJET- Classification of Food Recipe Comments using Naive BayesIRJET Journal
 
An Adaptive Evaluation System to Test Student Caliber using Item Response Theory
An Adaptive Evaluation System to Test Student Caliber using Item Response TheoryAn Adaptive Evaluation System to Test Student Caliber using Item Response Theory
An Adaptive Evaluation System to Test Student Caliber using Item Response TheoryEditor IJMTER
 
Automatic Generation of Multiple Choice Questions using Surface-based Semanti...
Automatic Generation of Multiple Choice Questions using Surface-based Semanti...Automatic Generation of Multiple Choice Questions using Surface-based Semanti...
Automatic Generation of Multiple Choice Questions using Surface-based Semanti...CSCJournals
 
Multidirectional Product Support System for Decision Making In Textile Indust...
Multidirectional Product Support System for Decision Making In Textile Indust...Multidirectional Product Support System for Decision Making In Textile Indust...
Multidirectional Product Support System for Decision Making In Textile Indust...IOSR Journals
 
Grds conferences icst and icbelsh (10)
Grds conferences icst and icbelsh (10)Grds conferences icst and icbelsh (10)
Grds conferences icst and icbelsh (10)Global R & D Services
 
Artifact Facet Ranking and It’s Applications
Artifact Facet Ranking and It’s ApplicationsArtifact Facet Ranking and It’s Applications
Artifact Facet Ranking and It’s Applicationsijcoa
 
Student Performance Evaluation in Education Sector Using Prediction and Clust...
Student Performance Evaluation in Education Sector Using Prediction and Clust...Student Performance Evaluation in Education Sector Using Prediction and Clust...
Student Performance Evaluation in Education Sector Using Prediction and Clust...IJSRD
 
Paper presentation @IPAW'08
Paper presentation @IPAW'08Paper presentation @IPAW'08
Paper presentation @IPAW'08Paolo Missier
 
STUDENT PERFORMANCE ANALYSIS USING DECISION TREE
STUDENT PERFORMANCE ANALYSIS USING DECISION TREESTUDENT PERFORMANCE ANALYSIS USING DECISION TREE
STUDENT PERFORMANCE ANALYSIS USING DECISION TREEAkshay Jain
 
Empirical Evaluation of Active Learning in Recommender Systems
Empirical Evaluation of Active Learning in Recommender SystemsEmpirical Evaluation of Active Learning in Recommender Systems
Empirical Evaluation of Active Learning in Recommender SystemsUniversity of Bergen
 

Was ist angesagt? (12)

Brief Introduction to the 12 Steps of Evaluation Data Cleaning
Brief Introduction to the 12 Steps of Evaluation Data CleaningBrief Introduction to the 12 Steps of Evaluation Data Cleaning
Brief Introduction to the 12 Steps of Evaluation Data Cleaning
 
IRJET- Classification of Food Recipe Comments using Naive Bayes
IRJET-  	  Classification of Food Recipe Comments using Naive BayesIRJET-  	  Classification of Food Recipe Comments using Naive Bayes
IRJET- Classification of Food Recipe Comments using Naive Bayes
 
An Adaptive Evaluation System to Test Student Caliber using Item Response Theory
An Adaptive Evaluation System to Test Student Caliber using Item Response TheoryAn Adaptive Evaluation System to Test Student Caliber using Item Response Theory
An Adaptive Evaluation System to Test Student Caliber using Item Response Theory
 
Automatic Generation of Multiple Choice Questions using Surface-based Semanti...
Automatic Generation of Multiple Choice Questions using Surface-based Semanti...Automatic Generation of Multiple Choice Questions using Surface-based Semanti...
Automatic Generation of Multiple Choice Questions using Surface-based Semanti...
 
Multidirectional Product Support System for Decision Making In Textile Indust...
Multidirectional Product Support System for Decision Making In Textile Indust...Multidirectional Product Support System for Decision Making In Textile Indust...
Multidirectional Product Support System for Decision Making In Textile Indust...
 
Grds conferences icst and icbelsh (10)
Grds conferences icst and icbelsh (10)Grds conferences icst and icbelsh (10)
Grds conferences icst and icbelsh (10)
 
Artifact Facet Ranking and It’s Applications
Artifact Facet Ranking and It’s ApplicationsArtifact Facet Ranking and It’s Applications
Artifact Facet Ranking and It’s Applications
 
Student Performance Evaluation in Education Sector Using Prediction and Clust...
Student Performance Evaluation in Education Sector Using Prediction and Clust...Student Performance Evaluation in Education Sector Using Prediction and Clust...
Student Performance Evaluation in Education Sector Using Prediction and Clust...
 
Paper presentation @IPAW'08
Paper presentation @IPAW'08Paper presentation @IPAW'08
Paper presentation @IPAW'08
 
STUDENT PERFORMANCE ANALYSIS USING DECISION TREE
STUDENT PERFORMANCE ANALYSIS USING DECISION TREESTUDENT PERFORMANCE ANALYSIS USING DECISION TREE
STUDENT PERFORMANCE ANALYSIS USING DECISION TREE
 
2016 resume Shirley
2016  resume Shirley2016  resume Shirley
2016 resume Shirley
 
Empirical Evaluation of Active Learning in Recommender Systems
Empirical Evaluation of Active Learning in Recommender SystemsEmpirical Evaluation of Active Learning in Recommender Systems
Empirical Evaluation of Active Learning in Recommender Systems
 

Andere mochten auch

GAIA Tech1 Data Repositories Meeting
GAIA Tech1 Data Repositories MeetingGAIA Tech1 Data Repositories Meeting
GAIA Tech1 Data Repositories MeetingRicard de la Vega
 
Programari lliure en un centre gestor d'e-infrastructures, el CESCA
Programari lliure en un centre gestor d'e-infrastructures, el CESCAProgramari lliure en un centre gestor d'e-infrastructures, el CESCA
Programari lliure en un centre gestor d'e-infrastructures, el CESCARicard de la Vega
 
Interoperability issues between learning object repositories and metadata har...
Interoperability issues between learning object repositories and metadata har...Interoperability issues between learning object repositories and metadata har...
Interoperability issues between learning object repositories and metadata har...Ricard de la Vega
 
Metrics For Learning Object Metadata
Metrics For Learning Object MetadataMetrics For Learning Object Metadata
Metrics For Learning Object MetadataXavier Ochoa
 
Top ten-dències tecnològiques
Top ten-dències tecnològiquesTop ten-dències tecnològiques
Top ten-dències tecnològiquesRicard de la Vega
 
Object Reuse and Exchange (OAI- ORE)
Object Reuse and Exchange (OAI- ORE)Object Reuse and Exchange (OAI- ORE)
Object Reuse and Exchange (OAI- ORE)Ricard de la Vega
 
Les estadístiques dels repositoris cooperatius
Les estadístiques dels repositoris cooperatiusLes estadístiques dels repositoris cooperatius
Les estadístiques dels repositoris cooperatiusRicard de la Vega
 
Materials Docents en Xarxa (MDX)
Materials Docents en Xarxa (MDX)Materials Docents en Xarxa (MDX)
Materials Docents en Xarxa (MDX)Ricard de la Vega
 

Andere mochten auch (8)

GAIA Tech1 Data Repositories Meeting
GAIA Tech1 Data Repositories MeetingGAIA Tech1 Data Repositories Meeting
GAIA Tech1 Data Repositories Meeting
 
Programari lliure en un centre gestor d'e-infrastructures, el CESCA
Programari lliure en un centre gestor d'e-infrastructures, el CESCAProgramari lliure en un centre gestor d'e-infrastructures, el CESCA
Programari lliure en un centre gestor d'e-infrastructures, el CESCA
 
Interoperability issues between learning object repositories and metadata har...
Interoperability issues between learning object repositories and metadata har...Interoperability issues between learning object repositories and metadata har...
Interoperability issues between learning object repositories and metadata har...
 
Metrics For Learning Object Metadata
Metrics For Learning Object MetadataMetrics For Learning Object Metadata
Metrics For Learning Object Metadata
 
Top ten-dències tecnològiques
Top ten-dències tecnològiquesTop ten-dències tecnològiques
Top ten-dències tecnològiques
 
Object Reuse and Exchange (OAI- ORE)
Object Reuse and Exchange (OAI- ORE)Object Reuse and Exchange (OAI- ORE)
Object Reuse and Exchange (OAI- ORE)
 
Les estadístiques dels repositoris cooperatius
Les estadístiques dels repositoris cooperatiusLes estadístiques dels repositoris cooperatius
Les estadístiques dels repositoris cooperatius
 
Materials Docents en Xarxa (MDX)
Materials Docents en Xarxa (MDX)Materials Docents en Xarxa (MDX)
Materials Docents en Xarxa (MDX)
 

Ähnlich wie Quality Metrics for Learning Object Metadata

Invited talk @Roma La Sapienza, April '07
Invited talk @Roma La Sapienza, April '07Invited talk @Roma La Sapienza, April '07
Invited talk @Roma La Sapienza, April '07Paolo Missier
 
Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...
Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...
Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...Paolo Missier
 
Paper presentations: UK e-science AHM meeting, 2005
Paper presentations: UK e-science AHM meeting, 2005Paper presentations: UK e-science AHM meeting, 2005
Paper presentations: UK e-science AHM meeting, 2005Paolo Missier
 
Preliminary Discussion on a Digital Curation Framework for Learning Repositories
Preliminary Discussion on a Digital Curation Framework for Learning RepositoriesPreliminary Discussion on a Digital Curation Framework for Learning Repositories
Preliminary Discussion on a Digital Curation Framework for Learning RepositoriesNikos Palavitsinis, PhD
 
Frameworks for the Automatic Indexation of Learning Management Systems Conten...
Frameworks for the Automatic Indexation of Learning Management Systems Conten...Frameworks for the Automatic Indexation of Learning Management Systems Conten...
Frameworks for the Automatic Indexation of Learning Management Systems Conten...Xavier Ochoa
 
Metadata Quality assessment tool for Open Access
Metadata Quality assessment tool for Open AccessMetadata Quality assessment tool for Open Access
Metadata Quality assessment tool for Open AccessPaolo Nesi
 
Metadata Quality assessment tool for Open Access Cultural Heritage institutio...
Metadata Quality assessment tool for Open Access Cultural Heritage institutio...Metadata Quality assessment tool for Open Access Cultural Heritage institutio...
Metadata Quality assessment tool for Open Access Cultural Heritage institutio...Paolo Nesi
 
Assessment of Metadata Remediation Efforts
Assessment of Metadata Remediation EffortsAssessment of Metadata Remediation Efforts
Assessment of Metadata Remediation EffortsJenn Riley
 
Learnometrics: Metrics for Learning Objects
Learnometrics: Metrics for Learning ObjectsLearnometrics: Metrics for Learning Objects
Learnometrics: Metrics for Learning ObjectsXavier Ochoa
 
Using Semantic Analysis for Content Alignment and Gap Analysis
Using Semantic Analysis for Content Alignment and Gap AnalysisUsing Semantic Analysis for Content Alignment and Gap Analysis
Using Semantic Analysis for Content Alignment and Gap AnalysisPhil Ice
 
reliability and validity psychology 1234
reliability and validity psychology 1234reliability and validity psychology 1234
reliability and validity psychology 1234MajaAiraBumatay
 
Metadata quality in digital repositories
Metadata quality in digital repositoriesMetadata quality in digital repositories
Metadata quality in digital repositoriesNikos Palavitsinis, PhD
 
LAK13 linkedup tutorial_evaluation_framework
LAK13 linkedup tutorial_evaluation_frameworkLAK13 linkedup tutorial_evaluation_framework
LAK13 linkedup tutorial_evaluation_frameworkHendrik Drachsler
 
Exploring perspectives in digital library evaluation
Exploring perspectives in digital library evaluationExploring perspectives in digital library evaluation
Exploring perspectives in digital library evaluationGiannis Tsakonas
 
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...pbehar
 
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...pbehar
 
Evaluating the effectiveness of data quality framework in software engineering
Evaluating the effectiveness of data quality framework in  software engineeringEvaluating the effectiveness of data quality framework in  software engineering
Evaluating the effectiveness of data quality framework in software engineeringIJECEIAES
 

Ähnlich wie Quality Metrics for Learning Object Metadata (20)

Invited talk @Roma La Sapienza, April '07
Invited talk @Roma La Sapienza, April '07Invited talk @Roma La Sapienza, April '07
Invited talk @Roma La Sapienza, April '07
 
Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...
Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...
Invited talk @Aberdeen, '07: Modelling and computing the quality of informati...
 
Paper presentations: UK e-science AHM meeting, 2005
Paper presentations: UK e-science AHM meeting, 2005Paper presentations: UK e-science AHM meeting, 2005
Paper presentations: UK e-science AHM meeting, 2005
 
Preliminary Discussion on a Digital Curation Framework for Learning Repositories
Preliminary Discussion on a Digital Curation Framework for Learning RepositoriesPreliminary Discussion on a Digital Curation Framework for Learning Repositories
Preliminary Discussion on a Digital Curation Framework for Learning Repositories
 
Frameworks for the Automatic Indexation of Learning Management Systems Conten...
Frameworks for the Automatic Indexation of Learning Management Systems Conten...Frameworks for the Automatic Indexation of Learning Management Systems Conten...
Frameworks for the Automatic Indexation of Learning Management Systems Conten...
 
Metadata Quality assessment tool for Open Access
Metadata Quality assessment tool for Open AccessMetadata Quality assessment tool for Open Access
Metadata Quality assessment tool for Open Access
 
Metadata Quality assessment tool for Open Access Cultural Heritage institutio...
Metadata Quality assessment tool for Open Access Cultural Heritage institutio...Metadata Quality assessment tool for Open Access Cultural Heritage institutio...
Metadata Quality assessment tool for Open Access Cultural Heritage institutio...
 
Assessment of Metadata Remediation Efforts
Assessment of Metadata Remediation EffortsAssessment of Metadata Remediation Efforts
Assessment of Metadata Remediation Efforts
 
Learnometrics: Metrics for Learning Objects
Learnometrics: Metrics for Learning ObjectsLearnometrics: Metrics for Learning Objects
Learnometrics: Metrics for Learning Objects
 
Using Semantic Analysis for Content Alignment and Gap Analysis
Using Semantic Analysis for Content Alignment and Gap AnalysisUsing Semantic Analysis for Content Alignment and Gap Analysis
Using Semantic Analysis for Content Alignment and Gap Analysis
 
Elsevier
ElsevierElsevier
Elsevier
 
reliability and validity psychology 1234
reliability and validity psychology 1234reliability and validity psychology 1234
reliability and validity psychology 1234
 
Metadata quality in digital repositories
Metadata quality in digital repositoriesMetadata quality in digital repositories
Metadata quality in digital repositories
 
De carlo rizk 2010 icelw
De carlo rizk 2010 icelwDe carlo rizk 2010 icelw
De carlo rizk 2010 icelw
 
LAK13 linkedup tutorial_evaluation_framework
LAK13 linkedup tutorial_evaluation_frameworkLAK13 linkedup tutorial_evaluation_framework
LAK13 linkedup tutorial_evaluation_framework
 
Exploring perspectives in digital library evaluation
Exploring perspectives in digital library evaluationExploring perspectives in digital library evaluation
Exploring perspectives in digital library evaluation
 
QS M3-Reviewing the Assessment-11FEB14
QS M3-Reviewing the Assessment-11FEB14QS M3-Reviewing the Assessment-11FEB14
QS M3-Reviewing the Assessment-11FEB14
 
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
 
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
Recommendation of Learning Objects Applying Collaborative Filtering and Compe...
 
Evaluating the effectiveness of data quality framework in software engineering
Evaluating the effectiveness of data quality framework in  software engineeringEvaluating the effectiveness of data quality framework in  software engineering
Evaluating the effectiveness of data quality framework in software engineering
 

Mehr von Xavier Ochoa

Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning AnalyticsXavier 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 TechnologiesXavier 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 AnalyticsXavier 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 IntelligenceXavier 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 educativaXavier 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 EducativaXavier Ochoa
 
Automatic Feedback for Oral Presentations
Automatic Feedback for Oral PresentationsAutomatic Feedback for Oral Presentations
Automatic Feedback for Oral PresentationsXavier Ochoa
 
LAK-18 Program in Numbers
LAK-18 Program in NumbersLAK-18 Program in Numbers
LAK-18 Program in NumbersXavier Ochoa
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning AnalyticsXavier 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&DXavier 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 RiskXavier Ochoa
 
Simple metrics for Curricular Analytics
Simple metrics for Curricular AnalyticsSimple metrics for Curricular Analytics
Simple metrics for Curricular AnalyticsXavier Ochoa
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning AnalyticsXavier Ochoa
 
Multimodal Learning Analytics
Multimodal Learning AnalyticsMultimodal Learning Analytics
Multimodal Learning AnalyticsXavier Ochoa
 
Introduccion Algoritmos Multihilo
Introduccion Algoritmos MultihiloIntroduccion Algoritmos Multihilo
Introduccion Algoritmos MultihiloXavier Ochoa
 
Analisis de Algoritmos Multihilo
Analisis de Algoritmos MultihiloAnalisis de Algoritmos Multihilo
Analisis de Algoritmos MultihiloXavier Ochoa
 
Analitica aprendizaje
Analitica aprendizajeAnalitica aprendizaje
Analitica aprendizajeXavier 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 RiskXavier Ochoa
 

Mehr von 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
 

Kürzlich hochgeladen

IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...PsychoTech Services
 
Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3JemimahLaneBuaron
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Disha Kariya
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationnomboosow
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxiammrhaywood
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Krashi Coaching
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
social pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajansocial pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajanpragatimahajan3
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...EduSkills OECD
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Celine George
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdfSoniaTolstoy
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAssociation for Project Management
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityGeoBlogs
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsTechSoup
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxheathfieldcps1
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 

Kürzlich hochgeladen (20)

IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
IGNOU MSCCFT and PGDCFT Exam Question Pattern: MCFT003 Counselling and Family...
 
Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3Q4-W6-Restating Informational Text Grade 3
Q4-W6-Restating Informational Text Grade 3
 
Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..Sports & Fitness Value Added Course FY..
Sports & Fitness Value Added Course FY..
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptxSOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
SOCIAL AND HISTORICAL CONTEXT - LFTVD.pptx
 
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
Kisan Call Centre - To harness potential of ICT in Agriculture by answer farm...
 
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"Mattingly "AI & Prompt Design: The Basics of Prompt Design"
Mattingly "AI & Prompt Design: The Basics of Prompt Design"
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
social pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajansocial pharmacy d-pharm 1st year by Pragati K. Mahajan
social pharmacy d-pharm 1st year by Pragati K. Mahajan
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17
 
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdfBASLIQ CURRENT LOOKBOOK  LOOKBOOK(1) (1).pdf
BASLIQ CURRENT LOOKBOOK LOOKBOOK(1) (1).pdf
 
APM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across SectorsAPM Welcome, APM North West Network Conference, Synergies Across Sectors
APM Welcome, APM North West Network Conference, Synergies Across Sectors
 
Paris 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activityParis 2024 Olympic Geographies - an activity
Paris 2024 Olympic Geographies - an activity
 
Introduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The BasicsIntroduction to Nonprofit Accounting: The Basics
Introduction to Nonprofit Accounting: The Basics
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 

Quality Metrics for Learning Object Metadata