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INFORMS Transactions on…	1
Journal of Computer Assisted…	1

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Meina Zhu	1

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Spreadsheet Modeling and Wrangling with Python

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Mark W. Isken – INFORMS Transactions on Education, 2025

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…

Descriptors: Spreadsheets, Models, Programming Languages, Monte Carlo Methods

The Sentiments and the Impact of ChatGPT on Computer Programming Learning: Data Mining from Comments on YouTube Videos

Peer reviewed

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Meina Zhu – Journal of Computer Assisted Learning, 2025

Background: Computer programming learning and education play a critical role in preparing a workforce equipped with the necessary skills for diverse fields. ChatGPT and YouTube are technologies that support self-directed programming learning. Objectives: This study aims to examine the sentiments and primary topics discussed in YouTube comments…

Descriptors: Computer Science Education, Programming, Social Media, Video Technology