Document (#43963)

Author
Wu, D.
Xu, H.
Sun, Y.
Lv, S.
Title
What should we teach? : A human-centered data science graduate curriculum model design for iField schools
Source
Journal of the Association for Information Science and Technology. 74(2023) no.6, S.623-640
Year
2023
Abstract
The information schools, also referred to as iField schools, are leaders in data science education. This study aims to develop a data science graduate curriculum model from an information science perspective to support iField schools in developing data science graduate education. In June 2020, information about 96 data science graduate programs from iField schools worldwide was collected and analyzed using a mixed research method based on inductive content analysis. A wide range of data science competencies and skills development and 12 knowledge topics covered by the curriculum were obtained. The humanistic model is further taken as the theoretical and methodological basis for course model construction, and 12 course knowledge topics are reconstructed into 4 course modules, including (a) data-driven methods and techniques; (b) domain knowledge; (c) legal, moral, and ethical aspects of data; and (d) shaping and developing personal traits, and human-centered data science graduate curriculum model is formed. At the end of the study, the wide application prospect of this model is discussed.
Content
Vgl.: https://asistdl.onlinelibrary.wiley.com/doi/10.1002/asi.24644.
Footnote
Beitrag in einem Special issue on "Data Science in the iField".
Theme
Ausbildung

Similar documents (content)

  1. Zhang, Y.; Wu, D.; Hagen, L.; Song, I.-Y.; Mostafa, J.; Oh, S.; Anderson, T.; Shah, C.; Bishop, B.W.; Hopfgartner, F.; Eckert, K.; Federer, L.; Saltz, J.S.: Data science curriculum in the iField (2023) 0.60
    0.6027082 = sum of:
      0.6027082 = product of:
        1.8834631 = sum of:
          0.080053136 = weight(abstract_txt:education in 964) [ClassicSimilarity], result of:
            0.080053136 = score(doc=964,freq=9.0), product of:
              0.08344983 = queryWeight, product of:
                1.3338263 = boost
                5.116248 = idf(docFreq=720, maxDocs=44218)
                0.01222854 = queryNorm
              0.9592965 = fieldWeight in 964, product of:
                3.0 = tf(freq=9.0), with freq of:
                  9.0 = termFreq=9.0
                5.116248 = idf(docFreq=720, maxDocs=44218)
                0.0625 = fieldNorm(doc=964)
          0.01340299 = weight(abstract_txt:knowledge in 964) [ClassicSimilarity], result of:
            0.01340299 = score(doc=964,freq=1.0), product of:
              0.060360428 = queryWeight, product of:
                1.3893393 = boost
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.01222854 = queryNorm
              0.2220493 = fieldWeight in 964, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.0625 = fieldNorm(doc=964)
          0.27510598 = weight(abstract_txt:curriculum in 964) [ClassicSimilarity], result of:
            0.27510598 = score(doc=964,freq=4.0), product of:
              0.31374547 = queryWeight, product of:
                3.65755 = boost
                7.014756 = idf(docFreq=107, maxDocs=44218)
                0.01222854 = queryNorm
              0.8768445 = fieldWeight in 964, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                7.014756 = idf(docFreq=107, maxDocs=44218)
                0.0625 = fieldNorm(doc=964)
          0.04709164 = weight(abstract_txt:data in 964) [ClassicSimilarity], result of:
            0.04709164 = score(doc=964,freq=2.0), product of:
              0.1596899 = queryWeight, product of:
                3.9140966 = boost
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.01222854 = queryNorm
              0.29489428 = fieldWeight in 964, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.0625 = fieldNorm(doc=964)
          0.0648705 = weight(abstract_txt:science in 964) [ClassicSimilarity], result of:
            0.0648705 = score(doc=964,freq=2.0), product of:
              0.1900913 = queryWeight, product of:
                4.0262213 = boost
                3.8609126 = idf(docFreq=2529, maxDocs=44218)
                0.01222854 = queryNorm
              0.3412597 = fieldWeight in 964, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.8609126 = idf(docFreq=2529, maxDocs=44218)
                0.0625 = fieldNorm(doc=964)
          0.14671868 = weight(abstract_txt:schools in 964) [ClassicSimilarity], result of:
            0.14671868 = score(doc=964,freq=1.0), product of:
              0.35282367 = queryWeight, product of:
                4.3364606 = boost
                6.653462 = idf(docFreq=154, maxDocs=44218)
                0.01222854 = queryNorm
              0.41584137 = fieldWeight in 964, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.653462 = idf(docFreq=154, maxDocs=44218)
                0.0625 = fieldNorm(doc=964)
          0.21120697 = weight(abstract_txt:graduate in 964) [ClassicSimilarity], result of:
            0.21120697 = score(doc=964,freq=2.0), product of:
              0.35702306 = queryWeight, product of:
                4.3621907 = boost
                6.6929407 = idf(docFreq=148, maxDocs=44218)
                0.01222854 = queryNorm
              0.59157795 = fieldWeight in 964, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.6929407 = idf(docFreq=148, maxDocs=44218)
                0.0625 = fieldNorm(doc=964)
          1.0450132 = weight(abstract_txt:ifield in 964) [ClassicSimilarity], result of:
            1.0450132 = score(doc=964,freq=8.0), product of:
              0.60624564 = queryWeight, product of:
                5.0842376 = boost
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.01222854 = queryNorm
              1.7237456 = fieldWeight in 964, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.0625 = fieldNorm(doc=964)
        0.32 = coord(8/25)
    
  2. Zhang, P.; Yan, J.L.S.; DeVries Hassman, K.: ¬The intellectual characteristics of the information field : heritage and substance (2013) 0.26
    0.26274592 = sum of:
      0.26274592 = product of:
        1.0947747 = sum of:
          0.02334883 = weight(abstract_txt:education in 1132) [ClassicSimilarity], result of:
            0.02334883 = score(doc=1132,freq=1.0), product of:
              0.08344983 = queryWeight, product of:
                1.3338263 = boost
                5.116248 = idf(docFreq=720, maxDocs=44218)
                0.01222854 = queryNorm
              0.2797948 = fieldWeight in 1132, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.116248 = idf(docFreq=720, maxDocs=44218)
                0.0546875 = fieldNorm(doc=1132)
          0.011727617 = weight(abstract_txt:knowledge in 1132) [ClassicSimilarity], result of:
            0.011727617 = score(doc=1132,freq=1.0), product of:
              0.060360428 = queryWeight, product of:
                1.3893393 = boost
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.01222854 = queryNorm
              0.19429314 = fieldWeight in 1132, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.0546875 = fieldNorm(doc=1132)
          0.046852738 = weight(abstract_txt:model in 1132) [ClassicSimilarity], result of:
            0.046852738 = score(doc=1132,freq=2.0), product of:
              0.15197395 = queryWeight, product of:
                3.1176815 = boost
                3.986234 = idf(docFreq=2231, maxDocs=44218)
                0.01222854 = queryNorm
              0.30829453 = fieldWeight in 1132, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.986234 = idf(docFreq=2231, maxDocs=44218)
                0.0546875 = fieldNorm(doc=1132)
          0.029136464 = weight(abstract_txt:data in 1132) [ClassicSimilarity], result of:
            0.029136464 = score(doc=1132,freq=1.0), product of:
              0.1596899 = queryWeight, product of:
                3.9140966 = boost
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.01222854 = queryNorm
              0.18245652 = fieldWeight in 1132, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.0546875 = fieldNorm(doc=1132)
          0.12837885 = weight(abstract_txt:schools in 1132) [ClassicSimilarity], result of:
            0.12837885 = score(doc=1132,freq=1.0), product of:
              0.35282367 = queryWeight, product of:
                4.3364606 = boost
                6.653462 = idf(docFreq=154, maxDocs=44218)
                0.01222854 = queryNorm
              0.3638612 = fieldWeight in 1132, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.653462 = idf(docFreq=154, maxDocs=44218)
                0.0546875 = fieldNorm(doc=1132)
          0.8553303 = weight(abstract_txt:ifield in 1132) [ClassicSimilarity], result of:
            0.8553303 = score(doc=1132,freq=7.0), product of:
              0.60624564 = queryWeight, product of:
                5.0842376 = boost
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.01222854 = queryNorm
              1.4108642 = fieldWeight in 1132, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                9.7509775 = idf(docFreq=6, maxDocs=44218)
                0.0546875 = fieldNorm(doc=1132)
        0.24 = coord(6/25)
    
  3. Koh, G.S.: Innovations in standard cassroom instruction (2002) 0.18
    0.17786519 = sum of:
      0.17786519 = product of:
        0.74110496 = sum of:
          0.033355474 = weight(abstract_txt:education in 5468) [ClassicSimilarity], result of:
            0.033355474 = score(doc=5468,freq=1.0), product of:
              0.08344983 = queryWeight, product of:
                1.3338263 = boost
                5.116248 = idf(docFreq=720, maxDocs=44218)
                0.01222854 = queryNorm
              0.3997069 = fieldWeight in 5468, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.116248 = idf(docFreq=720, maxDocs=44218)
                0.078125 = fieldNorm(doc=5468)
          0.108389586 = weight(abstract_txt:course in 5468) [ClassicSimilarity], result of:
            0.108389586 = score(doc=5468,freq=2.0), product of:
              0.16633855 = queryWeight, product of:
                2.306368 = boost
                5.8977947 = idf(docFreq=329, maxDocs=44218)
                0.01222854 = queryNorm
              0.6516204 = fieldWeight in 5468, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.8977947 = idf(docFreq=329, maxDocs=44218)
                0.078125 = fieldNorm(doc=5468)
          0.17194125 = weight(abstract_txt:curriculum in 5468) [ClassicSimilarity], result of:
            0.17194125 = score(doc=5468,freq=1.0), product of:
              0.31374547 = queryWeight, product of:
                3.65755 = boost
                7.014756 = idf(docFreq=107, maxDocs=44218)
                0.01222854 = queryNorm
              0.5480278 = fieldWeight in 5468, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.014756 = idf(docFreq=107, maxDocs=44218)
                0.078125 = fieldNorm(doc=5468)
          0.057337962 = weight(abstract_txt:science in 5468) [ClassicSimilarity], result of:
            0.057337962 = score(doc=5468,freq=1.0), product of:
              0.1900913 = queryWeight, product of:
                4.0262213 = boost
                3.8609126 = idf(docFreq=2529, maxDocs=44218)
                0.01222854 = queryNorm
              0.3016338 = fieldWeight in 5468, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.8609126 = idf(docFreq=2529, maxDocs=44218)
                0.078125 = fieldNorm(doc=5468)
          0.18339837 = weight(abstract_txt:schools in 5468) [ClassicSimilarity], result of:
            0.18339837 = score(doc=5468,freq=1.0), product of:
              0.35282367 = queryWeight, product of:
                4.3364606 = boost
                6.653462 = idf(docFreq=154, maxDocs=44218)
                0.01222854 = queryNorm
              0.51980174 = fieldWeight in 5468, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.653462 = idf(docFreq=154, maxDocs=44218)
                0.078125 = fieldNorm(doc=5468)
          0.18668236 = weight(abstract_txt:graduate in 5468) [ClassicSimilarity], result of:
            0.18668236 = score(doc=5468,freq=1.0), product of:
              0.35702306 = queryWeight, product of:
                4.3621907 = boost
                6.6929407 = idf(docFreq=148, maxDocs=44218)
                0.01222854 = queryNorm
              0.522886 = fieldWeight in 5468, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.6929407 = idf(docFreq=148, maxDocs=44218)
                0.078125 = fieldNorm(doc=5468)
        0.24 = coord(6/25)
    
  4. Urs, S.R.; Minhaj, M.: Evolution of data science and its education in iSchools : an impressionistic study using curriculum analysis (2023) 0.17
    0.17475767 = sum of:
      0.17475767 = product of:
        0.62413454 = sum of:
          0.02668438 = weight(abstract_txt:education in 960) [ClassicSimilarity], result of:
            0.02668438 = score(doc=960,freq=1.0), product of:
              0.08344983 = queryWeight, product of:
                1.3338263 = boost
                5.116248 = idf(docFreq=720, maxDocs=44218)
                0.01222854 = queryNorm
              0.3197655 = fieldWeight in 960, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.116248 = idf(docFreq=720, maxDocs=44218)
                0.0625 = fieldNorm(doc=960)
          0.01895469 = weight(abstract_txt:knowledge in 960) [ClassicSimilarity], result of:
            0.01895469 = score(doc=960,freq=2.0), product of:
              0.060360428 = queryWeight, product of:
                1.3893393 = boost
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.01222854 = queryNorm
              0.31402513 = fieldWeight in 960, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.0625 = fieldNorm(doc=960)
          0.06131441 = weight(abstract_txt:course in 960) [ClassicSimilarity], result of:
            0.06131441 = score(doc=960,freq=1.0), product of:
              0.16633855 = queryWeight, product of:
                2.306368 = boost
                5.8977947 = idf(docFreq=329, maxDocs=44218)
                0.01222854 = queryNorm
              0.36861217 = fieldWeight in 960, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8977947 = idf(docFreq=329, maxDocs=44218)
                0.0625 = fieldNorm(doc=960)
          0.19452931 = weight(abstract_txt:curriculum in 960) [ClassicSimilarity], result of:
            0.19452931 = score(doc=960,freq=2.0), product of:
              0.31374547 = queryWeight, product of:
                3.65755 = boost
                7.014756 = idf(docFreq=107, maxDocs=44218)
                0.01222854 = queryNorm
              0.6200227 = fieldWeight in 960, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.014756 = idf(docFreq=107, maxDocs=44218)
                0.0625 = fieldNorm(doc=960)
          0.08156511 = weight(abstract_txt:data in 960) [ClassicSimilarity], result of:
            0.08156511 = score(doc=960,freq=6.0), product of:
              0.1596899 = queryWeight, product of:
                3.9140966 = boost
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.01222854 = queryNorm
              0.5107719 = fieldWeight in 960, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                3.3363478 = idf(docFreq=4274, maxDocs=44218)
                0.0625 = fieldNorm(doc=960)
          0.091740735 = weight(abstract_txt:science in 960) [ClassicSimilarity], result of:
            0.091740735 = score(doc=960,freq=4.0), product of:
              0.1900913 = queryWeight, product of:
                4.0262213 = boost
                3.8609126 = idf(docFreq=2529, maxDocs=44218)
                0.01222854 = queryNorm
              0.48261407 = fieldWeight in 960, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.8609126 = idf(docFreq=2529, maxDocs=44218)
                0.0625 = fieldNorm(doc=960)
          0.14934589 = weight(abstract_txt:graduate in 960) [ClassicSimilarity], result of:
            0.14934589 = score(doc=960,freq=1.0), product of:
              0.35702306 = queryWeight, product of:
                4.3621907 = boost
                6.6929407 = idf(docFreq=148, maxDocs=44218)
                0.01222854 = queryNorm
              0.4183088 = fieldWeight in 960, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.6929407 = idf(docFreq=148, maxDocs=44218)
                0.0625 = fieldNorm(doc=960)
        0.28 = coord(7/25)
    
  5. Soper, M.E.: Descriptive cataloging education in library schools, using the University of Washington as a specific example (1987) 0.16
    0.15516761 = sum of:
      0.15516761 = product of:
        0.775838 = sum of:
          0.056606114 = weight(abstract_txt:education in 879) [ClassicSimilarity], result of:
            0.056606114 = score(doc=879,freq=2.0), product of:
              0.08344983 = queryWeight, product of:
                1.3338263 = boost
                5.116248 = idf(docFreq=720, maxDocs=44218)
                0.01222854 = queryNorm
              0.67832506 = fieldWeight in 879, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.116248 = idf(docFreq=720, maxDocs=44218)
                0.09375 = fieldNorm(doc=879)
          0.20632951 = weight(abstract_txt:curriculum in 879) [ClassicSimilarity], result of:
            0.20632951 = score(doc=879,freq=1.0), product of:
              0.31374547 = queryWeight, product of:
                3.65755 = boost
                7.014756 = idf(docFreq=107, maxDocs=44218)
                0.01222854 = queryNorm
              0.6576334 = fieldWeight in 879, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.014756 = idf(docFreq=107, maxDocs=44218)
                0.09375 = fieldNorm(doc=879)
          0.06880555 = weight(abstract_txt:science in 879) [ClassicSimilarity], result of:
            0.06880555 = score(doc=879,freq=1.0), product of:
              0.1900913 = queryWeight, product of:
                4.0262213 = boost
                3.8609126 = idf(docFreq=2529, maxDocs=44218)
                0.01222854 = queryNorm
              0.36196056 = fieldWeight in 879, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.8609126 = idf(docFreq=2529, maxDocs=44218)
                0.09375 = fieldNorm(doc=879)
          0.22007802 = weight(abstract_txt:schools in 879) [ClassicSimilarity], result of:
            0.22007802 = score(doc=879,freq=1.0), product of:
              0.35282367 = queryWeight, product of:
                4.3364606 = boost
                6.653462 = idf(docFreq=154, maxDocs=44218)
                0.01222854 = queryNorm
              0.6237621 = fieldWeight in 879, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.653462 = idf(docFreq=154, maxDocs=44218)
                0.09375 = fieldNorm(doc=879)
          0.22401884 = weight(abstract_txt:graduate in 879) [ClassicSimilarity], result of:
            0.22401884 = score(doc=879,freq=1.0), product of:
              0.35702306 = queryWeight, product of:
                4.3621907 = boost
                6.6929407 = idf(docFreq=148, maxDocs=44218)
                0.01222854 = queryNorm
              0.6274632 = fieldWeight in 879, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.6929407 = idf(docFreq=148, maxDocs=44218)
                0.09375 = fieldNorm(doc=879)
        0.2 = coord(5/25)