使用 Python 进行电子表格建模和处理

Q3 Social Sciences
Mark W. Isken
{"title":"使用 Python 进行电子表格建模和处理","authors":"Mark W. Isken","doi":"10.1287/ited.2023.0047","DOIUrl":null,"url":null,"abstract":"A staple of many spreadsheet-based management science courses is the use of Excel for activities such as model building, sensitivity analysis, goal seeking, and Monte-Carlo simulation. What might those things look like if carried out using Python? We describe a teaching module in which Python is used to do typical Excel-based modeling and data-wrangling tasks. In addition, students are exposed to basic software engineering principles, including project folder structures, version control, object-oriented programming, and other more advanced Python skills, creating deployable packages and documentation. The module is supported with Jupyter notebooks, Python scripts, course web pages that include numerous screencasts, and a few GitHub repositories. All of the supporting materials are permissively licensed and freely accessible.Supplemental Material: The supplemental files are available at https://doi.org/10.1287/ited.2023.0047 .","PeriodicalId":37137,"journal":{"name":"INFORMS Transactions on Education","volume":"44 1","pages":""},"PeriodicalIF":0.0000,"publicationDate":"2024-03-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Spreadsheet Modeling and Wrangling with Python\",\"authors\":\"Mark W. Isken\",\"doi\":\"10.1287/ited.2023.0047\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A staple of many spreadsheet-based management science courses is the use of Excel for activities such as model building, sensitivity analysis, goal seeking, and Monte-Carlo simulation. What might those things look like if carried out using Python? We describe a teaching module in which Python is used to do typical Excel-based modeling and data-wrangling tasks. In addition, students are exposed to basic software engineering principles, including project folder structures, version control, object-oriented programming, and other more advanced Python skills, creating deployable packages and documentation. The module is supported with Jupyter notebooks, Python scripts, course web pages that include numerous screencasts, and a few GitHub repositories. All of the supporting materials are permissively licensed and freely accessible.Supplemental Material: The supplemental files are available at https://doi.org/10.1287/ited.2023.0047 .\",\"PeriodicalId\":37137,\"journal\":{\"name\":\"INFORMS Transactions on Education\",\"volume\":\"44 1\",\"pages\":\"\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2024-03-15\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"INFORMS Transactions on Education\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1287/ited.2023.0047\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"Social Sciences\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"INFORMS Transactions on Education","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1287/ited.2023.0047","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"Social Sciences","Score":null,"Total":0}
引用次数: 0

摘要

许多基于电子表格的管理科学课程的主要内容是使用 Excel 进行模型构建、敏感性分析、目标寻求和蒙特卡洛模拟等活动。如果使用 Python,这些活动会是什么样子呢?我们描述了一个教学模块,在这个模块中,Python 被用来完成典型的基于 Excel 的建模和数据处理任务。此外,学生们还会接触到基本的软件工程原理,包括项目文件夹结构、版本控制、面向对象编程和其他更高级的 Python 技能,创建可部署的软件包和文档。该模块由 Jupyter 笔记本、Python 脚本、包含大量截屏视频的课程网页和一些 GitHub 存储库提供支持。所有辅助材料均有许可,可免费访问:补充文件可在 https://doi.org/10.1287/ited.2023.0047 上获取。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Spreadsheet Modeling and Wrangling with Python
A staple of many spreadsheet-based management science courses is the use of Excel for activities such as model building, sensitivity analysis, goal seeking, and Monte-Carlo simulation. What might those things look like if carried out using Python? We describe a teaching module in which Python is used to do typical Excel-based modeling and data-wrangling tasks. In addition, students are exposed to basic software engineering principles, including project folder structures, version control, object-oriented programming, and other more advanced Python skills, creating deployable packages and documentation. The module is supported with Jupyter notebooks, Python scripts, course web pages that include numerous screencasts, and a few GitHub repositories. All of the supporting materials are permissively licensed and freely accessible.Supplemental Material: The supplemental files are available at https://doi.org/10.1287/ited.2023.0047 .
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
INFORMS Transactions on Education
INFORMS Transactions on Education Social Sciences-Education
CiteScore
1.70
自引率
0.00%
发文量
34
审稿时长
52 weeks
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信