Pivoting the paradigm: the role of spreadsheets in K-12 data science

Fuente: arXiv
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Hauptverfasser: Tirschwell, Oren, Horton, Nicholas Jon
Format: Preprint
Veröffentlicht: 2025
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author Tirschwell, Oren
Horton, Nicholas Jon
author_facet Tirschwell, Oren
Horton, Nicholas Jon
contents Spreadsheet tools are widely accessible to and commonly used by K-12 students and teachers. They have an important role in data collection and organization. Beyond data organization, spreadsheets also make data visible and easy to interact with, facilitating student engagement in data exploration and analysis. Though not suitable for all circumstances, spreadsheets can and do help foster data and computing skills for K-12 students. This paper 1) reviews prior frameworks on K-12 data tools; 2) proposes data-driven learning outcomes that can be accomplished by incorporating spreadsheets into the curriculum; and 3) discusses how spreadsheets can help develop data acumen and computational fluency. We provide example class activities, identify challenges and barriers to adoption, suggest pedagogical approaches to ease the learning curve for instructors and students, and discuss the need for professional development to facilitate deeper use of spreadsheets for data science and STEM disciplines.
format Preprint
id arxiv_https___arxiv_org_abs_2506_03232
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Pivoting the paradigm: the role of spreadsheets in K-12 data science
Tirschwell, Oren
Horton, Nicholas Jon
Other Statistics
Computers and Society
Spreadsheet tools are widely accessible to and commonly used by K-12 students and teachers. They have an important role in data collection and organization. Beyond data organization, spreadsheets also make data visible and easy to interact with, facilitating student engagement in data exploration and analysis. Though not suitable for all circumstances, spreadsheets can and do help foster data and computing skills for K-12 students. This paper 1) reviews prior frameworks on K-12 data tools; 2) proposes data-driven learning outcomes that can be accomplished by incorporating spreadsheets into the curriculum; and 3) discusses how spreadsheets can help develop data acumen and computational fluency. We provide example class activities, identify challenges and barriers to adoption, suggest pedagogical approaches to ease the learning curve for instructors and students, and discuss the need for professional development to facilitate deeper use of spreadsheets for data science and STEM disciplines.
title Pivoting the paradigm: the role of spreadsheets in K-12 data science
topic Other Statistics
Computers and Society
url https://arxiv.org/abs/2506.03232