Document (#39157)

Author
Ekbia, H.
Mattioli, M.
Kouper, I.
Arave, G.
Ghazinejad, A.
Bowman, T.
Suri, V.R.
Tsou, A.
Weingart, S.
Sugimoto, C.R.
Title
Big data, bigger dilemmas : a critical review
Source
Journal of the Association for Information Science and Technology. 66(2015) no.8, S.1523-1545
Year
2015
Series
Advances in information science
Abstract
The recent interest in Big Data has generated a broad range of new academic, corporate, and policy practices along with an evolving debate among its proponents, detractors, and skeptics. While the practices draw on a common set of tools, techniques, and technologies, most contributions to the debate come either from a particular disciplinary perspective or with a focus on a domain-specific issue. A close examination of these contributions reveals a set of common problematics that arise in various guises and in different places. It also demonstrates the need for a critical synthesis of the conceptual and practical dilemmas surrounding Big Data. The purpose of this article is to provide such a synthesis by drawing on relevant writings in the sciences, humanities, policy, and trade literature. In bringing these diverse literatures together, we aim to shed light on the common underlying issues that concern and affect all of these areas. By contextualizing the phenomenon of Big Data within larger socioeconomic developments, we also seek to provide a broader understanding of its drivers, barriers, and challenges. This approach allows us to identify attributes of Big Data that require more attention-autonomy, opacity, generativity, disparity, and futurity-leading to questions and ideas for moving beyond dilemmas.
Content
Vgl.: http://onlinelibrary.wiley.com/doi/10.1002/asi.23294/abstract.
Theme
Data Mining

Similar documents (author)

  1. Sugimoto, C.R.; Weingart, S.: ¬The kaleidoscope of disciplinarity (2015) 3.53
    3.5333362 = sum of:
      3.5333362 = product of:
        5.300004 = sum of:
          2.0013478 = weight(author_txt:sugimoto in 4142) [ClassicSimilarity], result of:
            2.0013478 = score(doc=4142,freq=1.0), product of:
              0.48750743 = queryWeight, product of:
                8.210532 = idf(docFreq=30, maxDocs=41962)
                0.059375864 = queryNorm
              4.105266 = fieldWeight in 4142, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.210532 = idf(docFreq=30, maxDocs=41962)
                0.5 = fieldNorm(doc=4142)
          3.2986562 = weight(author_txt:weingart in 4142) [ClassicSimilarity], result of:
            3.2986562 = score(doc=4142,freq=1.0), product of:
              0.6802328 = queryWeight, product of:
                1.1812401 = boost
                9.698609 = idf(docFreq=6, maxDocs=41962)
                0.059375864 = queryNorm
              4.8493047 = fieldWeight in 4142, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.698609 = idf(docFreq=6, maxDocs=41962)
                0.5 = fieldNorm(doc=4142)
        0.6666667 = coord(2/3)
    
  2. Haustein, S.; Bowman, T.D.; Holmberg, K.; Tsou, A.; Sugimoto, C.R.; Larivière, V.: Tweets as impact indicators : Examining the implications of automated "bot" accounts on Twitter (2016) 1.46
    1.4608176 = sum of:
      1.4608176 = product of:
        2.1912262 = sum of:
          1.0006739 = weight(author_txt:sugimoto in 4503) [ClassicSimilarity], result of:
            1.0006739 = score(doc=4503,freq=1.0), product of:
              0.48750743 = queryWeight, product of:
                8.210532 = idf(docFreq=30, maxDocs=41962)
                0.059375864 = queryNorm
              2.052633 = fieldWeight in 4503, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.210532 = idf(docFreq=30, maxDocs=41962)
                0.25 = fieldNorm(doc=4503)
          1.1905524 = weight(author_txt:bowman in 4503) [ClassicSimilarity], result of:
            1.1905524 = score(doc=4503,freq=1.0), product of:
              0.5473753 = queryWeight, product of:
                1.0596244 = boost
                8.700081 = idf(docFreq=18, maxDocs=41962)
                0.059375864 = queryNorm
              2.1750202 = fieldWeight in 4503, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.700081 = idf(docFreq=18, maxDocs=41962)
                0.25 = fieldNorm(doc=4503)
        0.6666667 = coord(2/3)
    
  3. Weingart, P.: Vertrauen, Qualitätssicherung und Open Access : Predatory Journals und die Zukunft des wissenschaftlichen Publikationssystems (2016) 1.37
    1.3744401 = sum of:
      1.3744401 = product of:
        4.12332 = sum of:
          4.12332 = weight(author_txt:weingart in 248) [ClassicSimilarity], result of:
            4.12332 = score(doc=248,freq=1.0), product of:
              0.6802328 = queryWeight, product of:
                1.1812401 = boost
                9.698609 = idf(docFreq=6, maxDocs=41962)
                0.059375864 = queryNorm
              6.0616307 = fieldWeight in 248, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.698609 = idf(docFreq=6, maxDocs=41962)
                0.625 = fieldNorm(doc=248)
        0.33333334 = coord(1/3)
    
  4. Weingart, P.: Zur Situation und Entwicklung wissenschaftlicher Bibliotheken (2016) 1.37
    1.3744401 = sum of:
      1.3744401 = product of:
        4.12332 = sum of:
          4.12332 = weight(author_txt:weingart in 253) [ClassicSimilarity], result of:
            4.12332 = score(doc=253,freq=1.0), product of:
              0.6802328 = queryWeight, product of:
                1.1812401 = boost
                9.698609 = idf(docFreq=6, maxDocs=41962)
                0.059375864 = queryNorm
              6.0616307 = fieldWeight in 253, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.698609 = idf(docFreq=6, maxDocs=41962)
                0.625 = fieldNorm(doc=253)
        0.33333334 = coord(1/3)
    
  5. Maasen, S.; Weingart, P.: Metaphors and the dynamics of knowledge (2000) 1.10
    1.0995522 = sum of:
      1.0995522 = product of:
        3.2986562 = sum of:
          3.2986562 = weight(author_txt:weingart in 1128) [ClassicSimilarity], result of:
            3.2986562 = score(doc=1128,freq=1.0), product of:
              0.6802328 = queryWeight, product of:
                1.1812401 = boost
                9.698609 = idf(docFreq=6, maxDocs=41962)
                0.059375864 = queryNorm
              4.8493047 = fieldWeight in 1128, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.698609 = idf(docFreq=6, maxDocs=41962)
                0.5 = fieldNorm(doc=1128)
        0.33333334 = coord(1/3)
    

Similar documents (content)

  1. Ellis, S.: Data entry and the economy of offshore information production (1997) 0.11
    0.114934996 = sum of:
      0.114934996 = product of:
        0.57467496 = sum of:
          0.014250767 = weight(abstract_txt:that in 1455) [ClassicSimilarity], result of:
            0.014250767 = score(doc=1455,freq=3.0), product of:
              0.04365865 = queryWeight, product of:
                1.0407721 = boost
                2.4122221 = idf(docFreq=10221, maxDocs=41962)
                0.017389912 = queryNorm
              0.32641336 = fieldWeight in 1455, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4122221 = idf(docFreq=10221, maxDocs=41962)
                0.078125 = fieldNorm(doc=1455)
          0.019810522 = weight(abstract_txt:these in 1455) [ClassicSimilarity], result of:
            0.019810522 = score(doc=1455,freq=1.0), product of:
              0.07843005 = queryWeight, product of:
                1.3949598 = boost
                3.2331316 = idf(docFreq=4497, maxDocs=41962)
                0.017389912 = queryNorm
              0.25258842 = fieldWeight in 1455, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.2331316 = idf(docFreq=4497, maxDocs=41962)
                0.078125 = fieldNorm(doc=1455)
          0.10141049 = weight(abstract_txt:practices in 1455) [ClassicSimilarity], result of:
            0.10141049 = score(doc=1455,freq=3.0), product of:
              0.14110301 = queryWeight, product of:
                1.5277172 = boost
                5.31124 = idf(docFreq=562, maxDocs=41962)
                0.017389912 = queryNorm
              0.71869826 = fieldWeight in 1455, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.31124 = idf(docFreq=562, maxDocs=41962)
                0.078125 = fieldNorm(doc=1455)
          0.066364706 = weight(abstract_txt:data in 1455) [ClassicSimilarity], result of:
            0.066364706 = score(doc=1455,freq=3.0), product of:
              0.14435078 = queryWeight, product of:
                2.443174 = boost
                3.3975618 = idf(docFreq=3815, maxDocs=41962)
                0.017389912 = queryNorm
              0.45974606 = fieldWeight in 1455, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.3975618 = idf(docFreq=3815, maxDocs=41962)
                0.078125 = fieldNorm(doc=1455)
          0.37283847 = weight(abstract_txt:dilemmas in 1455) [ClassicSimilarity], result of:
            0.37283847 = score(doc=1455,freq=1.0), product of:
              0.5549225 = queryWeight, product of:
                3.7105358 = boost
                8.5999975 = idf(docFreq=20, maxDocs=41962)
                0.017389912 = queryNorm
              0.6718748 = fieldWeight in 1455, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.5999975 = idf(docFreq=20, maxDocs=41962)
                0.078125 = fieldNorm(doc=1455)
        0.2 = coord(5/25)
    
  2. Seddon, J.; Srinivasan, R.: Information and ontologie : challenges in scaling knowledge for development (2014) 0.10
    0.098440565 = sum of:
      0.098440565 = product of:
        0.35157344 = sum of:
          0.05867718 = weight(abstract_txt:trade in 3283) [ClassicSimilarity], result of:
            0.05867718 = score(doc=3283,freq=1.0), product of:
              0.13014604 = queryWeight, product of:
                1.0374694 = boost
                7.213703 = idf(docFreq=83, maxDocs=41962)
                0.017389912 = queryNorm
              0.45085645 = fieldWeight in 3283, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.213703 = idf(docFreq=83, maxDocs=41962)
                0.0625 = fieldNorm(doc=3283)
          0.011400614 = weight(abstract_txt:that in 3283) [ClassicSimilarity], result of:
            0.011400614 = score(doc=3283,freq=3.0), product of:
              0.04365865 = queryWeight, product of:
                1.0407721 = boost
                2.4122221 = idf(docFreq=10221, maxDocs=41962)
                0.017389912 = queryNorm
              0.2611307 = fieldWeight in 3283, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4122221 = idf(docFreq=10221, maxDocs=41962)
                0.0625 = fieldNorm(doc=3283)
          0.021060403 = weight(abstract_txt:provide in 3283) [ClassicSimilarity], result of:
            0.021060403 = score(doc=3283,freq=1.0), product of:
              0.08281441 = queryWeight, product of:
                1.1703824 = boost
                4.068935 = idf(docFreq=1949, maxDocs=41962)
                0.017389912 = queryNorm
              0.25430843 = fieldWeight in 3283, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.068935 = idf(docFreq=1949, maxDocs=41962)
                0.0625 = fieldNorm(doc=3283)
          0.11415962 = weight(abstract_txt:socioeconomic in 3283) [ClassicSimilarity], result of:
            0.11415962 = score(doc=3283,freq=1.0), product of:
              0.20282733 = queryWeight, product of:
                1.295159 = boost
                9.005463 = idf(docFreq=13, maxDocs=41962)
                0.017389912 = queryNorm
              0.5628414 = fieldWeight in 3283, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.005463 = idf(docFreq=13, maxDocs=41962)
                0.0625 = fieldNorm(doc=3283)
          0.022413047 = weight(abstract_txt:these in 3283) [ClassicSimilarity], result of:
            0.022413047 = score(doc=3283,freq=2.0), product of:
              0.07843005 = queryWeight, product of:
                1.3949598 = boost
                3.2331316 = idf(docFreq=4497, maxDocs=41962)
                0.017389912 = queryNorm
              0.28577116 = fieldWeight in 3283, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.2331316 = idf(docFreq=4497, maxDocs=41962)
                0.0625 = fieldNorm(doc=3283)
          0.080513336 = weight(abstract_txt:policy in 3283) [ClassicSimilarity], result of:
            0.080513336 = score(doc=3283,freq=2.0), product of:
              0.16070522 = queryWeight, product of:
                1.6303837 = boost
                5.668169 = idf(docFreq=393, maxDocs=41962)
                0.017389912 = queryNorm
              0.5010001 = fieldWeight in 3283, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.668169 = idf(docFreq=393, maxDocs=41962)
                0.0625 = fieldNorm(doc=3283)
          0.04334924 = weight(abstract_txt:data in 3283) [ClassicSimilarity], result of:
            0.04334924 = score(doc=3283,freq=2.0), product of:
              0.14435078 = queryWeight, product of:
                2.443174 = boost
                3.3975618 = idf(docFreq=3815, maxDocs=41962)
                0.017389912 = queryNorm
              0.30030486 = fieldWeight in 3283, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.3975618 = idf(docFreq=3815, maxDocs=41962)
                0.0625 = fieldNorm(doc=3283)
        0.28 = coord(7/25)
    
  3. Sheble, L.: Macro-level diffusion of a methodological knowledge innovation : research synthesis methods, 1972-2011 (2017) 0.08
    0.08303656 = sum of:
      0.08303656 = product of:
        0.41518277 = sum of:
          0.006582148 = weight(abstract_txt:that in 524) [ClassicSimilarity], result of:
            0.006582148 = score(doc=524,freq=1.0), product of:
              0.04365865 = queryWeight, product of:
                1.0407721 = boost
                2.4122221 = idf(docFreq=10221, maxDocs=41962)
                0.017389912 = queryNorm
              0.15076388 = fieldWeight in 524, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4122221 = idf(docFreq=10221, maxDocs=41962)
                0.0625 = fieldNorm(doc=524)
          0.07463247 = weight(abstract_txt:literatures in 524) [ClassicSimilarity], result of:
            0.07463247 = score(doc=524,freq=1.0), product of:
              0.15278123 = queryWeight, product of:
                1.1240739 = boost
                7.8158784 = idf(docFreq=45, maxDocs=41962)
                0.017389912 = queryNorm
              0.4884924 = fieldWeight in 524, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.8158784 = idf(docFreq=45, maxDocs=41962)
                0.0625 = fieldNorm(doc=524)
          0.0468395 = weight(abstract_txt:practices in 524) [ClassicSimilarity], result of:
            0.0468395 = score(doc=524,freq=1.0), product of:
              0.14110301 = queryWeight, product of:
                1.5277172 = boost
                5.31124 = idf(docFreq=562, maxDocs=41962)
                0.017389912 = queryNorm
              0.3319525 = fieldWeight in 524, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.31124 = idf(docFreq=562, maxDocs=41962)
                0.0625 = fieldNorm(doc=524)
          0.05693152 = weight(abstract_txt:policy in 524) [ClassicSimilarity], result of:
            0.05693152 = score(doc=524,freq=1.0), product of:
              0.16070522 = queryWeight, product of:
                1.6303837 = boost
                5.668169 = idf(docFreq=393, maxDocs=41962)
                0.017389912 = queryNorm
              0.35426056 = fieldWeight in 524, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.668169 = idf(docFreq=393, maxDocs=41962)
                0.0625 = fieldNorm(doc=524)
          0.2301971 = weight(abstract_txt:synthesis in 524) [ClassicSimilarity], result of:
            0.2301971 = score(doc=524,freq=4.0), product of:
              0.2569457 = queryWeight, product of:
                2.0615578 = boost
                7.167183 = idf(docFreq=87, maxDocs=41962)
                0.017389912 = queryNorm
              0.89589787 = fieldWeight in 524, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                7.167183 = idf(docFreq=87, maxDocs=41962)
                0.0625 = fieldNorm(doc=524)
        0.2 = coord(5/25)
    
  4. Brandt, M.B.: Ethical aspects in the organization of legislative lnformation (2018) 0.08
    0.08237366 = sum of:
      0.08237366 = product of:
        0.51483536 = sum of:
          0.009308563 = weight(abstract_txt:that in 714) [ClassicSimilarity], result of:
            0.009308563 = score(doc=714,freq=2.0), product of:
              0.04365865 = queryWeight, product of:
                1.0407721 = boost
                2.4122221 = idf(docFreq=10221, maxDocs=41962)
                0.017389912 = queryNorm
              0.21321233 = fieldWeight in 714, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.4122221 = idf(docFreq=10221, maxDocs=41962)
                0.0625 = fieldNorm(doc=714)
          0.0530557 = weight(abstract_txt:common in 714) [ClassicSimilarity], result of:
            0.0530557 = score(doc=714,freq=1.0), product of:
              0.1755146 = queryWeight, product of:
                2.086782 = boost
                4.8365846 = idf(docFreq=904, maxDocs=41962)
                0.017389912 = queryNorm
              0.30228654 = fieldWeight in 714, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.8365846 = idf(docFreq=904, maxDocs=41962)
                0.0625 = fieldNorm(doc=714)
          0.030652544 = weight(abstract_txt:data in 714) [ClassicSimilarity], result of:
            0.030652544 = score(doc=714,freq=1.0), product of:
              0.14435078 = queryWeight, product of:
                2.443174 = boost
                3.3975618 = idf(docFreq=3815, maxDocs=41962)
                0.017389912 = queryNorm
              0.21234761 = fieldWeight in 714, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.3975618 = idf(docFreq=3815, maxDocs=41962)
                0.0625 = fieldNorm(doc=714)
          0.42181858 = weight(abstract_txt:dilemmas in 714) [ClassicSimilarity], result of:
            0.42181858 = score(doc=714,freq=2.0), product of:
              0.5549225 = queryWeight, product of:
                3.7105358 = boost
                8.5999975 = idf(docFreq=20, maxDocs=41962)
                0.017389912 = queryNorm
              0.7601396 = fieldWeight in 714, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                8.5999975 = idf(docFreq=20, maxDocs=41962)
                0.0625 = fieldNorm(doc=714)
        0.16 = coord(4/25)
    
  5. Danielson, E.S.: Ethics and reference services (1997) 0.08
    0.08044309 = sum of:
      0.08044309 = product of:
        0.67035913 = sum of:
          0.042120807 = weight(abstract_txt:provide in 896) [ClassicSimilarity], result of:
            0.042120807 = score(doc=896,freq=1.0), product of:
              0.08281441 = queryWeight, product of:
                1.1703824 = boost
                4.068935 = idf(docFreq=1949, maxDocs=41962)
                0.017389912 = queryNorm
              0.50861686 = fieldWeight in 896, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.068935 = idf(docFreq=1949, maxDocs=41962)
                0.125 = fieldNorm(doc=896)
          0.031696834 = weight(abstract_txt:these in 896) [ClassicSimilarity], result of:
            0.031696834 = score(doc=896,freq=1.0), product of:
              0.07843005 = queryWeight, product of:
                1.3949598 = boost
                3.2331316 = idf(docFreq=4497, maxDocs=41962)
                0.017389912 = queryNorm
              0.40414146 = fieldWeight in 896, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.2331316 = idf(docFreq=4497, maxDocs=41962)
                0.125 = fieldNorm(doc=896)
          0.5965415 = weight(abstract_txt:dilemmas in 896) [ClassicSimilarity], result of:
            0.5965415 = score(doc=896,freq=1.0), product of:
              0.5549225 = queryWeight, product of:
                3.7105358 = boost
                8.5999975 = idf(docFreq=20, maxDocs=41962)
                0.017389912 = queryNorm
              1.0749997 = fieldWeight in 896, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.5999975 = idf(docFreq=20, maxDocs=41962)
                0.125 = fieldNorm(doc=896)
        0.12 = coord(3/25)