{"title":"“Yes We Can!”: A Practical Approach to Teaching Reproducibility to Undergraduates","authors":"Richard Ball","doi":"10.1162/99608f92.9e002f7b","DOIUrl":"https://doi.org/10.1162/99608f92.9e002f7b","url":null,"abstract":"","PeriodicalId":417677,"journal":{"name":"Issue 5.3, Summer 2023","volume":"17 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132483174","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Reproducibility in Economics: Status and Update","authors":"Hilary W. Hoynes","doi":"10.1162/99608f92.80a1b88b","DOIUrl":"https://doi.org/10.1162/99608f92.80a1b88b","url":null,"abstract":"","PeriodicalId":417677,"journal":{"name":"Issue 5.3, Summer 2023","volume":"358 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133228421","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Open Data and Code at the Urban Institute","authors":"G. Macdonald","doi":"10.1162/99608f92.a631dfc5","DOIUrl":"https://doi.org/10.1162/99608f92.a631dfc5","url":null,"abstract":"","PeriodicalId":417677,"journal":{"name":"Issue 5.3, Summer 2023","volume":"45 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130964160","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Data Citations and Reproducibility in the Undergraduate Curriculum","authors":"Diego Mendez-Carbajo, Alejandro E. Dellachiesa","doi":"10.1162/99608f92.c2835391","DOIUrl":"https://doi.org/10.1162/99608f92.c2835391","url":null,"abstract":"","PeriodicalId":417677,"journal":{"name":"Issue 5.3, Summer 2023","volume":"8 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-07-27","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131713710","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
M. Nilashi, Ooi Keng Boon, Garry Tan Wei Han, Binshan Lin, R. Abumalloh
{"title":"Critical Data Challenges in Measuring the Performance of Sustainable Development Goals: Solutions and the Role of Big Data Analytics","authors":"M. Nilashi, Ooi Keng Boon, Garry Tan Wei Han, Binshan Lin, R. Abumalloh","doi":"10.1162/99608f92.545db2cf","DOIUrl":"https://doi.org/10.1162/99608f92.545db2cf","url":null,"abstract":"","PeriodicalId":417677,"journal":{"name":"Issue 5.3, Summer 2023","volume":"32 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2023-06-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121400259","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Fostering Better Coding Practices for Data Scientists","authors":"R. Pruim, Maria-Cristiana Gîrjău, N. Horton","doi":"10.1162/99608f92.97c9f60f","DOIUrl":"https://doi.org/10.1162/99608f92.97c9f60f","url":null,"abstract":"Many data science students and practitioners don't see the value in making time to learn and adopt good coding practices as long as the code\"works\". However, code standards are an important part of modern data science practice, and they play an essential role in the development of data acumen. Good coding practices lead to more reliable code and save more time than they cost, making them important even for beginners. We believe that principled coding is vital for quality data science practice. To effectively instill these practices within academic programs, instructors and programs need to begin establishing these practices early, to reinforce them often, and to hold themselves to a higher standard while guiding students. We describe key aspects of good coding practices for data science, illustrating with examples in R and in Python, though similar standards are applicable to other software environments. Practical coding guidelines are organized into a top ten list.","PeriodicalId":417677,"journal":{"name":"Issue 5.3, Summer 2023","volume":"114 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-10-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116367566","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}