Big data research guided by sociological theory
A triadic dialogue among big data analysis, theory, and predictive models
Bibliographic Data
| ID | 13059522 |
|---|---|
| Authors | Jar-Der Luo (0000-0002-1387-9849, Tsinghua University, corresponding author), Jifan Liu (Tsinghua University), Kunhao Yang (0000-0002-7654-9441, Tsinghua University), Xiaoming Fu (0000-0002-8012-4753, University of Göttingen) |
| Year | 2019 |
| Volume | 6 |
| Issue | 1 |
| Publication date | 2019-07-05 |
| Peer Reviewed | Yes |
| Open Access | Yes |
| Type | ARTICLE |
| Venue | The Journal of Chinese Sociology (JOURNAL) |
| Journal identifiers | ISSN: 2198-2635 • E-ISSN: 2198-2635 |
| Publisher | Springer Nature (PUBLISHER • SG) |
| DOI | 10.1186/s40711-019-0102-4 |
| OpenAlex | W2955050622 |
| Language | EN |
| Citations received | 4 |
| References cited | 27 |
Computational social science has integrated social science theories and methodology with big data analysis. It has opened a number of new topics for big data analysis and enabled qualitative and quantitative sociological research to provide the ground truth for testing the results of data mining. At the same time, threads of evidence obtained by data mining can inform the development of theory and thereby guide the construction of predictive models to infer and explain more phenomena. Using the example of the Internet data of China’s venture capital industry, this paper shows the triadic dialogue among data mining, sociological theory, and predictive models and forms a methodology of big data analysis guided by sociological theories
Big data · Computational sociology · Data mining · Data science · Epistemology · Social science · Sociological theory · Sociology · The Internet · World Wide Web · Computer Science · Qualitative Comparative Analysis Research
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The structure of online social networks mirrors those in the offline world
Neither collectivism nor individualism
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| Unique citing works | 4 |
|---|---|
| Citations per year | 0.8 |
| Citation span | 2021 - 2024 (4) |
| Citation velocity | recent |
| Highly cited | No |
| Citation types | Neutral: 3 |