Scratch Community Blocks: Supporting Children as Data Scientists

ABSTRACT

In this paper, we present Scratch Community Blocks, a new system that enables children to programmatically access, analyze, and visualize data about their participation in Scratch, an online community for learning computer programming. At its core, our approach involves a shift in who analyzes data: from adult data scientists to young learners themselves. We first introduce the goals and design of the system and then demonstrate it by describing example projects that illustrate its functionality. Next, we show through a series of case studies how the system engages children in not only representing data and answering questions with data but also in self-reflection about their own learning and participation.

References

1. Harold Abelson and Andrea diSessa. 1986. Turtle Geometry: The Computer as a Medium for Exploring Mathematics. MIT Press, Cambridge, MA.
2. Efthimia Aivaloglou and Felienne Hermans. 2016. How Kids Code and How We Know: An Exploratory Study on the Scratch Repository. In Proceedings of the 2016 ACM Conference on International Computing Education Research (ICER '16). ACM, NY, NY, USA, 53--61. DOI:http://dx.doi.org/10.1145/2960310.2960325
3. Scott W Ambler. 2000. Mapping objects to relational databases: What you need to know and why. (July 2000). https://www.ibm.com/developerworks/library/wsmapping-to-rdb/
4. Jana Beck. 2013. iPancreas. (2013). https://github.com/jebeck/iPancreas-archive
5. Dani Ben-Zvi and Keren Aridor-Berger. 2016. Children's Wonder How to Wander Between Data and Context. In The Teaching and Learning of Statistics: International Perspectives, Dani Ben-Zvi and Katie Makar (Eds.). Springer International Publishing, Cham, 25--36. http://dx.doi.org/10.1007/978--3--319--23470-0_3
6. Yochai Benkler. 2006. The Wealth of Networks: How Social Production Transforms Markets and Freedom. Yale University Press, New Haven, CT.
7. Rahul Bhargava and Catherine D'Ignazio. 2015. Designing Tools and Activities for Data Literacy Learners. (2015).
8. Marie Bienkowski, Minguy Feng, and Barbara Means. 2012. Enhancing teaching and learning through educational data mining and learning analytics: An issue brief. Technical Report. US Department of Education, Office of Educational Technology.
9. David Boud, Rosemary Keogh, and David Walker. 1985. Reflection: Turning Experience Into Learning. Routledge, NY, NY.
10. Karen Brennan. 2013. Best of both worlds: Issues of structure and agency in computational creation, in and out of school. Ph.D. Dissertation. MA Institute of Technology.
11. Jerome S. Bruner. 1986. Actual Minds, Possible Worlds. Harvard University Press, Cambridge, MA.
12. Richard Catrambone and Mark Guzdial. 2012. Answering Questions with Internet Data: Computational Tools for Social Studies Analysis. (2012). http://swiki.cc.gatech.edu/compfreak
13. Community Data Science Collective. 2015. Community Data Science Collective. (2015). http://wiki.communitydata.cc/
14. Drew Conway. 2010. The data science Venn diagram. (2010). http://www.dataists.com/2010/09/the-datascience-venn-diagram/
15. Sayamindu Dasgupta. 2013. From Surveys to Collaborative Art: Enabling Children to Program with Online Data. In Proceedings of the 12th International Conference on Interaction Design and Children (IDC '13). ACM, NY, NY, USA, 28--35. DOI: http://dx.doi.org/10.1145/2485760.2485784
16. Sayamindu Dasgupta, Shane M. Clements, Abdulrahman Y. Idlbi, Chris Willis-Ford, and Mitch Resnick. 2015. Extending Scratch: New pathways into programming. In 2015 IEEE Symposium on Visual Languages and Human-Centric Computing (VL/HCC). IEEE, Atlanta, GA, 165--169. DOI: http://dx.doi.org/10.1109/VLHCC.2015.7357212
17. Noleine Fitzallen and Jane Watson. 2010. Developing statistical reasoning facilitated by TinkerPlots. In Data and context in statistics education: Towards an evidence-based society. Proceedings of the Eighth International Conference on Teaching Statistics (ICOTS8, July, 2010), Ljubljana, Slovenia., Chris Reading (Ed.). International Statistical Institute, Voorburg, The Netherlands.
18. Hector Gonzalez, Alon Y. Halevy, Christian S. Jensen, Anno Langen, Jayant Madhavan, Rebecca Shapley, Warren Shen, and Jonathan Goldberg-Kidon. 2010. Google fusion tables: web-centered data management and collaboration. In Proceedings of the 2010 ACM SIGMOD International Conference on Management of data (SIGMOD '10). ACM, NY, NY, USA, 1061--1066. DOI:http://dx.doi.org/10.1145/1807167.1807286
19. Sudheendra Hangal, Monica S. Lam, and Jeffrey Heer. 2011. MUSE: Reviving Memories Using Email Archives. In Proceedings of the 24th Annual ACM Symposium on User Interface Software and Technology (UIST '11). ACM, NY, NY, USA, 75--84. DOI: http://dx.doi.org/10.1145/2047196.2047206
20. Jonathon David Hellmann. 2015. DataSnap: Enabling Domain Experts and Introductory Programmers to Process Big Data in a Block-Based Programming Language. Thesis. Virginia Tech. https: //vtechworks.lib.vt.edu//handle/10919/54544
21. Deepak Jagdish. 2014. IMMERSION : a platform for visualization and temporal analysis of email data. Thesis. MA Institute of Technology. http://dspace.mit.edu/handle/1721.1/95606
22. Iain Johnstone and Fred Roberts. 2014. Data Science at NSF. Technical Report. National Science Foundation. http://www.nsf.gov/attachments/129788/public/ Final_StatSNSFJan14.pdf
23. Khan Academy. 2013. Introducing...the Learning Dashboard. (Aug. 2013). https://www.khanacademy.org/about/blog/post/ 58354379257/introducingthe-learning-dashboard
24. Vasiliki Laina and Michelle Wilkerson. 2016. Distributions, Trends, and Contradictions: A Case Study in Sensemaking with Interactive Data Visualizations. In Proceedings of the 12th International Conference of the Learning Sciences. The International Society of the Learning Sciences, Singapore.
25. Victor Lee. 2013. The Quantified Self (QS) Movement and Some Emerging Opportunities for the Educational Technology Field. Educational Technology November-December 2013 (Oct. 2013), 39--42. http://digitalcommons.usu.edu/itls_facpub/480
26. John Maloney, Mitchel Resnick, Natalie Rusk, Brian Silverman, and Evelyn Eastmond. 2010. The Scratch Programming Language and Environment. Trans. Comput. Educ. 10, 4 (Nov. 2010), 16:1--16:15. DOI: http://dx.doi.org/10.1145/1868358.1868363
27. Fred Martin, Sarah Kuhn, Michelle Scribner-MacLean, Christopher Corcoran, James Dalphond, John Fertitta, Michael McGuiness, Sam Christy, and Ivan Rudnicki. 2010. iSENSE: A Web Environment and Hardware Platform for Data Sharing and Citizen Science. AAAI Spring Symposium Series; 2010 AAAI Spring Symposium Series (2010). http://www.aaai.org/ocs/index.php/ SSS/SSS10/paper/view/1099
28. Andrés Monroy Hernández. 2007. ScratchR: sharing user-generated programmable media. In Proceedings of the 6th international conference on Interaction design and children (IDC '07). ACM, NY, NY, USA, 167--168. DOI: http://dx.doi.org/10.1145/1297277.1297315
29. Dawn Nafus. 2006. Quantified: Biosensing Technologies in Everyday Life. The MIT Press, Cambridge, MA.
30. Seymour Papert. 1980. Mindstorms: Children, Computers, and Powerful Ideas. Basic Books, Inc., NY, NY, USA.
31. Seymour Papert and Idit Harel. 1991. Situating constructionism. In Constructionism. Ablex Publishing, NY, NY, US, 1--11.
32. Seymour A. Papert. 1971. Teaching Children to be Mathematicians vs. Teaching About Mathematics. Technical Report 249. MA Institute of Technology, Cambridge, MA. http://dspace.mit.edu/handle/1721.1/5837
33. Jean Piaget. 1970. Genetic epistemology. Trans. E. Duckworth. Columbia University Press, NY, NY, US.
34. John Podesta. 2014. Big Data: Seizing Opportunities, Preserving Values. Technical Report. Executive Office of the President, USA of America.
35. Hans Poldoja. 2010. EduFeedr - following and supporting learners in open blog-based courses. In Open ED 2010 Proceedings. Barcelona. http://openaccess.uoc.edu/ webapps/o2/handle/10609/4861
36. Mitchel Resnick. 2008. Sowing the Seeds for a More Creative Society. Learning & Leading with Technology 35, 4 (2008), 18--22.
37. Mitchel Resnick, John Maloney, Andrés Monroy-Hernández, Natalie Rusk, Evelyn Eastmond, Karen Brennan, Amon Millner, Eric Rosenbaum, Jay Silver, Brian Silverman, and Yasmin Kafai. 2009. Scratch: Programming for All. Commun. ACM 52, 11 (Nov. 2009), 60--67. DOI: http://dx.doi.org/10.1145/1592761.1592779
38. Mitchel Resnick and Brian Silverman. 2005. Some reflections on designing construction kits for kids. In Proceedings of the 2005 conference on Interaction design and children (IDC '05). ACM, NY, NY, USA, 117--122. DOI: http://dx.doi.org/10.1145/1109540.1109556
39. Verónica Rivera-Pelayo, Valentin Zacharias, Lars Müller, and Simone Braun. 2012. Applying Quantified Self Approaches to Support Reflective Learning. In Proceedings of the 2Nd International Conference on Learning Analytics and Knowledge (LAK '12). ACM, NY, NY, USA, 111--114. DOI: http://dx.doi.org/10.1145/2330601.2330631
40. Eric (Eric Ross) Rosenbaum. 2009. Jots : Cultivating reflective learning in Scratch. Thesis. MA Institute of Technology. http://dspace.mit.edu/handle/1721.1/55197
41. Donald A Schön. 1983. The reflective practitioner: How professionals think in action. Basic books, NY, NY, USA.
42. R. Benjamin Shapiro, Annie Kelly, Matthew Ahrens, and Rebecca Fiebrink. 2016. BlockyTalky: A Physical and Distributed Computer Music Toolkit for Kids. In Proceedings of the 16th International Conference on New Interfaces for Musical Expression. Brisbane, Australia. http://research.gold.ac.uk/18635/
43. Sarah Van Wart and Tapan S Parikh. 2013. Increasing Youth and Community Agency in GIS. In GeoHCI Workshop at CHI 2013.
44. Katrien Verbert, Erik Duval, Joris Klerkx, Sten Govaerts, and José Luis Santos. 2013. Learning Analytics Dashboard Applications. American Behavioral Scientist 57, 10 (Oct. 2013), 1500--1509. DOI: http://dx.doi.org/10.1177/0002764213479363
45. Fernanda B. Viegas, Martin Wattenberg, Frank van Ham, Jesse Kriss, and Matt McKeon. 2007. ManyEyes: a Site for Visualization at Internet Scale. IEEE Transactions on Visualization and Computer Graphics 13, 6 (2007), 1121--1128. DOI: http://dx.doi.org/10.1109/TVCG.2007.70577
46. Fernanda B. Viégas, Scott Golder, and Judith Donath. 2006. Visualizing Email Content: Portraying Relationships from Conversational Histories. In Proceedings of the SIGCHI Conference on Human Factors in Computing Systems (CHI '06). ACM, NY, NY, USA, 979--988. DOI: http://dx.doi.org/10.1145/1124772.1124919
47. Karen E Willcox, Sanjay Sarma, and Philip H Lippel. 2016. Online Education: A Catalyst for Higher Education Reforms. Technical Report. MA Institute of Technology.
48. Wolfram Research. 2015. Wolfram|Alpha Personal Analytics for Facebook: Last Chance to Analyze Your Friend Network. (April 2015). http://company.wolfram.com/news/2015/ wolframalpha-personal-analytics-for-facebooklast-chance-to-analyze-your-friend-network/

Index Terms

• Social and professional topics

  • Professional topics

    • Computing education

      • Computing education programs

        • Computer science education

        • Information science education