메뉴 건너뛰기




Volumn 69, Issue 4, 2015, Pages 343-353

Data Science in Statistics Curricula: Preparing Students to “Think with Data”

Author keywords

Big data; Computational statistics; Statistical practice; Statistics education

Indexed keywords


EID: 84952778786     PISSN: 00031305     EISSN: 15372731     Source Type: Journal    
DOI: 10.1080/00031305.2015.1077729     Document Type: Article
Times cited : (151)

References (27)
  • 1
    • 84938947910 scopus 로고    scopus 로고
    • Alexandria, VA: American Statistical Association
    • American Statistical Association Undergraduate Guidelines Workgroup (ASA) (2014), 2014 Curriculum Guidelines for Undergraduate Programs in Statistical Science, Alexandria, VA: American Statistical Association. Available at http://www.amstat.org/education/curriculumguidelines.cfm.
    • (2014) 2014 Curriculum Guidelines for Undergraduate Programs in Statistical Science
  • 3
    • 84952786214 scopus 로고    scopus 로고
    • A Data Science Course for Undergraduates: Thinking With Data
    • this issue
    • B.Baumer, (2015), “A Data Science Course for Undergraduates: Thinking With Data,” The American Statistician, this issue.
    • (2015) The American Statistician
    • Baumer, B.1
  • 5
    • 0035297750 scopus 로고    scopus 로고
    • Data Science: An Action Plan for Expanding the Technical Areas of the Field of Statistics
    • W.Cleveland, (2001), “Data Science: An Action Plan for Expanding the Technical Areas of the Field of Statistics,” International Statistics Review, 69, 21–26.
    • (2001) International Statistics Review , vol.69 , pp. 21-26
    • Cleveland, W.1
  • 6
    • 84952759390 scopus 로고    scopus 로고
    • Mere Renovation is Too Little Too Late: We Need to Rethink the Undergraduate Curriculum from the Ground Up
    • G.Cobb, (2015), “Mere Renovation is Too Little Too Late: We Need to Rethink the Undergraduate Curriculum from the Ground Up,” The American Statistician, this issue.
    • (2015) The American Statistician, this issue
    • Cobb, G.1
  • 8
    • 84855557366 scopus 로고    scopus 로고
    • Statistics and the Modern Student
    • R.Gould, (2010), “Statistics and the Modern Student,” International Statistical Review, 78, 297–315.
    • (2010) International Statistical Review , vol.78 , pp. 297-315
    • Gould, R.1
  • 9
    • 84952844078 scopus 로고    scopus 로고
    • Big Data Goes to College
    • R.Gould,, B.Baumer,, C.-R.Mine,, and A.Bray, (2014), “Big Data Goes to College,” AMSTAT News, available at http://magazine.amstat.org/blog/2014/06/01/datafest/.
    • (2014) AMSTAT News
    • Gould, R.1    Baumer, B.2    Mine, C.-R.3    Bray, A.4
  • 10
    • 84901756421 scopus 로고    scopus 로고
    • Statistical Thinking: the Bedrock of Data Science
    • J.B.Greenhouse, (2013), “Statistical Thinking: the Bedrock of Data Science,” The Huffington Post. Available at http://www.huffingtonpost.com/american-statistical-association/statistical-thinking-the-bedrock-of-data-science_b_3651121.html.
    • (2013) The Huffington Post
    • Greenhouse, J.B.1
  • 11
    • 84934291381 scopus 로고    scopus 로고
    • Setting the Stage for Data Science: Integration of Data Management Skills in Introductory and Second Courses in Statistics
    • 28, 40--50
    • N.J.Horton,, B.S.Baumer,, and H.Wickham, (2015), “Setting the Stage for Data Science: Integration of Data Management Skills in Introductory and Second Courses in Statistics,” CHANCE, 28, 40--50.
    • (2015) CHANCE
    • Horton, N.J.1    Baumer, B.S.2    Wickham, H.3
  • 16
    • 85055518380 scopus 로고    scopus 로고
    • New York: Chapman Hall/CRC Press
    • P.Murrell, (2009), Introduction to Data Technologies, New York: Chapman Hall/CRC Press. Available at https://www.stat.auckland.ac.nz/∼paul/ItDT/.
    • (2009) Introduction to Data Technologies
    • Murrell, P.1
  • 18
    • 77952572450 scopus 로고    scopus 로고
    • Computing in the Statistics Curricula
    • D.Nolan,, and D.Temple Lang, (2010), “Computing in the Statistics Curricula,” The American Statistician, 64, 97–107.
    • (2010) The American Statistician , vol.64 , pp. 97-107
    • Nolan, D.1    Temple Lang, D.2
  • 21
    • 84934290292 scopus 로고    scopus 로고
    • Bachelor's Degrees in Statistics Surge Another 20%
    • S.Pierson, (2014), Bachelor's Degrees in Statistics Surge Another 20%,” AMSTAT News, available at http://magazine.amstat.org/blog/2014/09/01/degrees/.
    • (2014) AMSTAT News
    • Pierson, S.1
  • 22
    • 84952839683 scopus 로고    scopus 로고
    • “ASA Statement on the Role of Statistics in Data Science,” Amstat News
    • van Dyk, D., Fuentes, M., Jordan, M. I., Newton, M., Ray, B. K., Temple Lang, D., and Wickham, H. (2015), “ASA Statement on the Role of Statistics in Data Science,” Amstat News, available at http://magazine.amstat.org/blog/p2015/10/01/asa-statement-on-the-role-of-statistics-in-data-science/.
    • (2015)
  • 24
    • 84907092875 scopus 로고    scopus 로고
    • Tidy Data
    • 59
    • ——— (2014), “Tidy Data,” Journal of Statistical Software, 59, available at http://www.jstatsoft.org/article/view/v059i10.
    • (2014) Journal of Statistical Software
  • 25
    • 84952839685 scopus 로고    scopus 로고
    • J.Wills, (2015), New to Data Science. Available at http://www.cloudera.com/content/cloudera/en/developers/home/developer-admin-resources/new-to-data-science.html.
    • (2015) New to Data Science
    • Wills, J.1
  • 26
    • 84901788620 scopus 로고    scopus 로고
    • Data Acquisition and Preprocessing in Studies on Humans: What is Not Taught in Statistics Classes?
    • Y.Zhu,, L.Hernandez,, P.Mueller,, Y.Dong,, and M.Forman, (2013), “Data Acquisition and Preprocessing in Studies on Humans: What is Not Taught in Statistics Classes?" The American Statistician, 67, 235–241.
    • (2013) The American Statistician , vol.67 , pp. 235-241
    • Zhu, Y.1    Hernandez, L.2    Mueller, P.3    Dong, Y.4    Forman, M.5


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.