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Data science in education using R / / Ryan A. Estrellado [and four others]
| Data science in education using R / / Ryan A. Estrellado [and four others] |
| Autore | Estrellado Ryan A. |
| Edizione | [1st ed.] |
| Pubbl/distr/stampa | London ; ; New York, New York, : Routledge, [2021] |
| Descrizione fisica | 1 online resource (305 pages) |
| Disciplina | 370.727 |
| Soggetto topico | Educational statistics - Data processing |
| ISBN |
1-000-20072-8
0-367-82284-9 1-000-20090-6 |
| Formato | Materiale a stampa  |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Nota di contenuto |
1. Introduction: Data Science in Education -- You're Invited to the Party! 2. How to Use this Book 3. What Does Data Science in Education Look Like? 4. Special Considerations 5. Getting Started with R and RStudio 6. Foundational Skills 7. Walkthrough 1: The Education Data Science Pipeline with Online Science Class Data 8. Walkthrough 2: Approaching Gradebook Data from a Data Science Perspective 9. Walkthrough 3: Using School-Level Aggregate Data to Illuminate Educational Inequities 10. Walkthrough 4: Longitudinal Analysis with Federal Students with Disabilities Data 11. Walkthrough 5: Text Analysis with Social Media Data 12. Walkthrough 6: Exploring Relationships Using Social Network Analysis with Social Media Data 13. Walkthrough 7: The Role (and Usefulness) of Multilevel Models 14. Walkthrough 8: Predicting Students' Final Grades Using Machine Learning Methods with Online Course Data 15. Introducing Data Science Tools to Your Education Job 16. Teaching Data Science 17. Learning More 18. Additional Resources 19. Conclusion: Where to Next? |
| Record Nr. | UNINA-9910860856103321 |
Estrellado Ryan A.
|
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| London ; ; New York, New York, : Routledge, [2021] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Equity in Data : A Framework for What Counts in Schools / / Andrew Knips [and three others]
| Equity in Data : A Framework for What Counts in Schools / / Andrew Knips [and three others] |
| Autore | Knips Andrew |
| Edizione | [First edition.] |
| Pubbl/distr/stampa | Arlington, VA : , : ASCD, , [2023] |
| Descrizione fisica | 1 online resource (188 pages) |
| Disciplina | 370.727 |
| Soggetto topico |
Education - Research - Methodology
Educational equalization Educational statistics - Data processing |
| ISBN |
1-4166-3140-2
1-4166-3141-0 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910795971603321 |
|
Knips Andrew
|
||
| Arlington, VA : , : ASCD, , [2023] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||
Equity in Data : A Framework for What Counts in Schools / / Andrew Knips [and three others]
| Equity in Data : A Framework for What Counts in Schools / / Andrew Knips [and three others] |
| Autore | Knips Andrew |
| Edizione | [First edition.] |
| Pubbl/distr/stampa | Arlington, VA : , : ASCD, , [2023] |
| Descrizione fisica | 1 online resource (188 pages) |
| Disciplina | 370.727 |
| Soggetto topico |
Education - Research - Methodology
Educational equalization Educational statistics - Data processing |
| ISBN |
1-4166-3140-2
1-4166-3141-0 |
| Formato | Materiale a stampa |
| Livello bibliografico | Monografia |
| Lingua di pubblicazione | eng |
| Record Nr. | UNINA-9910820110603321 |
|
Knips Andrew
|
||
| Arlington, VA : , : ASCD, , [2023] | ||
| Materiale a stampa | ||
| Lo trovi qui: Univ. Federico II | ||
| ||