logo bibliometrix


1. A brief introduction to bibliometrix

Massimo Aria and Corrado Cuccurullo





2. Package ‘bibliometrix’ 


3. Slides



4. datacamp

 5. papers

Methodological Papers

Aria, M. & Cuccurullo, C. (2017). bibliometrix: An R-tool for comprehensive science mapping analysis, Journal of Informetrics, 11(4), pp 959-975, Elsevier, DOI: 10.1016/j.joi.2017.08.007

Cuccurullo, C., Aria, M., & Sarto, F. (2016). Foundations and trends in performance management. A twenty-five years bibliometric analysis in business and public administration domains, Scientometrics, DOI: 10.1007/s11192-016-1948-8.

Cuccurullo, C., Aria, M., & Sarto, F. (2015). Twenty years of research on performance management in business and public administration domains. Presentation at the Correspondence Analysis and Related Methods conference (CARME 2015) in September 2015.

Sarto, F., Cuccurullo, C., & Aria, M. (2014). Exploring healthcare governance literature: systematic review and paths for future research. Mecosan.

Cuccurullo, C., Aria, M., & Sarto, F. (2013). Twenty years of research on performance management in business and public administration domains. In Academy of Management Proceedings (Vol. 2013, No. 1, p. 14270). Academy of Management.

Papers using bibliometrix

If you have published a paper using bibliometrix that you would like to see included here please email us.

<*> Addor, N., & Melsen, L. A. (2018). Legacy, rather than adequacy, drives the selection of hydrological models. Water Resources Research.

<*> Almeida, F., & de Paula, L. G. (2019). The Place of Uncertainty in Heterodox Economics Journals: A Bibliometric Study. Journal of Economic Issues, 53(2), 553-562.

<*> Alonso, J. M., Castiello, C., & Mencar, C. (2018). A Bibliometric Analysis of the Explainable Artificial Intelligence Research Field. In J. Medina, M. Ojeda-Aciego, J. L. Verdegay, D. A. Pelta, I. P. Cabrera, B. Bouchon-Meunier, & R. R. Yager (Eds.), Information Processing and Management of Uncertainty in Knowledge-Based Systems. Theory and Foundations (pp. 3–15). Springer International Publishing.

<*> Anglada-Tort, M., & Sanfilippo, K. R. M. (2019). Visualizing Music Psychology: A Bibliometric Analysis of Psychology of Music, Music Perception, and Musicae Scientiae from 1973 to 2017. Music & Science, 2, 2059204318811786.

<*> Arfaoui, A., Ibrahimi, K., & Trabelsi, F. (2019). Biochar application to soil under arid conditions: a bibliometric study of research status and trends. Arabian Journal of Geosciences, 12(2).

<*> Ballandonne, M. (2018). The historical roots (1880–1950) of recent contributions (2000–2017) to ecological economics: insights from reference publication year spectroscopy. Journal of Economic Methodology, 1–20.

<*> Benedet, A., Manuelian, C. L., Zidi, A., Penasa, M., & De Marchi, M. (2019). Invited review: β-hydroxybutyrate concentration in blood and milk and its associations with cow performance. Animal, 1-14.

<*> Bernardet, U., Alaoui, S. F., Studd, K., Bradley, K., Pasquier, P., & Schiphorst, T. (2019). Assessing the reliability of the Laban Movement Analysis system. PLOS ONE, 14(6), e0218179.

<*> Bieri, D. S. (2019). After the ‘Great Half-Century’: Post-Crisis Economic Geography in Retrospect and Prospect. Available at SSRN 3345700.

<*> Bohémier, K. A. (2019). Analysis for Science Librarians of the 2018 Nobel Prize in Physics: Using Light as a Tool for New Discoveries. Science & Technology Libraries, 1-21.

<*> Bond, M. (2018). Helping doctoral students crack the publication code: An evaluation and content analysis of the Australasian Journal of Educational Technology. Australasian Journal of Educational Technology.

<*> Bond, M., & Buntins, K. (2018). An analysis of the Australasian Journal of Educational Technology 2013-2017. Australasian Journal of Educational Technology.

<*> Bond, M., Zawacki-Richter, O., & Nichols, M. (2018). Revisiting five decades of educational technology research: A content and authorship analysis of the British Journal of Educational Technology: Revisiting five decades of educational technology research. British Journal of Educational Technology.

<*> Brito, J., Nassis, G. P., Seabra, A. T., & Figueiredo, P. (2018). Top 50 most-cited articles in medicine and science in football. BMJ Open Sport & Exercise Medicine, 4(1), e000388.

<*> Buntins, K., Bedenlier, S., Bond, M., Kerres, M., & Zawacki-Richter, O. (n.d.). Mediendidaktische Forschung aus Deutschland im Kontext der internationalen Diskussion. Eine Auswertung englischsprachiger Publikationsorgane von 2008 bis 2017, 19.

<*> Cirillo, A., Mussolino, D., Saggese, S., & Sarto, F. (2018). Looking at the IPO from the “top floor”: a literature review. Journal of Management and Governance, 22(3), 661–688.

<*> Cunha Filho, M. A. L., Herrero, E., de Mello, C. C. M., & Vidal, D. (2019). Ascension and decline of successful companies: a bibliometric study on the Icarus paradox. Iberoamerican Journal of Strategic Management (IJSM), 18(1), 139-154.

<*> Damayanti, M., Scott, N., & Ruhanen, L. (2017). Coopetitive behaviours in an informal tourism economy. Annals of Tourism Research, 65, 25-35.

<*> Darvish, H. (n.d.). Bibliometric analysis using Bibliometrix an R Package, ResearchGate.

<*> de Bem Oliveira, I., Nunes, R., Mattiello, L., Barros-Ribeiro, S., de Souza, I. P., Coelho, A. S. G., & Collevatti, R. G. (2019). Research and partnership in studies of sugarcane using molecular markers: a scientometric approach. Scientometrics, 119(1), 335-355.

<*> De Marchi, M., Penasa, M., Zidi, A., & Manuelian, C. L. (2018). Invited review: Use of infrared technologies for the assessment of dairy products—Applications and perspectives. Journal of Dairy Science.

<*> De Oliveira, C. M., Terra, T. A. M., Azevedo Filho, E. T., Heymann, M. C., & MATIAS, I. D. O. (2018). Rfid nos cuidados com a saúde: Uma revisão de mapeamento sistemático. Acta Biomedica Brasiliensia, 9(1), 48-61.

<*> Demir, H., & Erigüç, G. (2018). Bibliyometrik Bir Analiz İle Yönetim Düşünce Sisteminin İncelenmesi. İş ve İnsan Dergisi.

<*> Demiroz, F., & Haase, T. W. (2018). The concept of resilience: a bibliometric analysis of the emergency and disaster management literature. Local Government Studies, 0(0), 1–20.

<*> Drago, C. (2018). Interlocking Directorship Networks and Gender: A Bibliometric Analysis. Ipazia.

<*> Ekundayo, T. C., & Okoh, A. I. (2018). A global bibliometric analysis of Plesiomonas-related research (1990–2017). PloS one, 13(11), e0207655.

<*> Esfahani, H., Tavasoli, K., & Jabbarzadeh, A. (2019). Big data and social media: A scientometrics analysis. International Journal of Data and Network Science, 3(3), 145-164.

<*> Gao, X., Huang, S., Lucey, B., Vigne, S. A., & Corbet, S. (2018). An Analysis of the Intellectual Structure of Research on the Financial Economics of Precious Metals, SSRN, 32.

<*> Gilani, E., Salimia, D., Jouyandeh, M., Tavasoli, K., & Wong, W. (2019). A trend study on the impact of social media in decision making. International Journal of Data and Network Science, 3(3), 201-222.

<*> Jarden, R. J., Narayanan, A., Sandham, M., Siegert, R. J., & Koziol-McLain, J. (2019). Bibliometric mapping of intensive care nurses’ wellbeing: development and application of the new iAnalysis model. BMC nursing, 18(1), 21.

<*> Javid, E., Nazari, M., & Ghaeli, M. (2019). Social media and e-commerce: A scientometrics analysis. International Journal of Data and Network Science, 3(3), 269-290.

<*> Jho*, H. (2018). The Past and the Present of Physics Education at a Glance: A Review of International Studies on Physics Education by Using Science Mapping Tool. New Physics: Sae Mulli, 68(10), 1096–1106.

<*> Lee, G. S., Cho, H. Y., & Han, J. R. (2018). Text Mining Analysis on the Research Field of the Coastal and Ocean Engineering Based on the SCOPUS Bibliographic Information. Journal of Korean Society of Coastal and Ocean Engineers, 30(1), 19–28.

<*> Lis-Gutiérrez, J. P., Gaitán-Angulo, M., Bouza, C., Balaguera, M. I., Lis-Gutiérrez, M., Beltrán, C., & Aguilera, D. (2019). Text Mining Applied to Literature on Sustainable Supply Chain (1996–2018). Sustainable Procurement in Supply Chain Operations.

<*> Malere, J. P. P., & Belderrain, M. C. N. (2018). A Bibliometric Review of Agent-Based Models in Operations Research, SIGE, 7.

<*> Marin-Garcia, J. A., & Alfalla-Luque, R. (2019). Protocol: How to deal with Partial Least Squares (PLS) research in Operations Management. A guide for sending papers to academic journals. WPOM-Working Papers on Operations Management, 10(1), 29-69.

<*> Marty, T., Vanstone, B., & Hahn, T. (2019). News media analytics in finance: a survey. Accounting & Finance.

<*> McLean, A. L. (2019). Publication trends in transcranial magnetic stimulation: a 30-year panorama. Brain stimulation.

<*> Medie, P. A., & Kang, A. J. (2018). Power, knowledge and the politics of gender in the Global South. European Journal of Politics and Gender, 1(1), 37–53.

<*> Megahed, F. M. (2019). Discussion on “Real-time monitoring of events applied to syndromic surveillance”. Quality Engineering, 31(1), 97-104.

<*> Merediz-Solá, I., & Bariviera, A. F. (2019). A bibliometric analysis of Bitcoin scientific production. Research in International Business and Finance.

<*> Moore, T. P., Collier, K. J., & Duggan, I. C. Interactions between Unionida and non‐native species: A global meta‐analysis. Aquatic Conservation: Marine and Freshwater Ecosystems.

<*> Moretti, N., & Giana, P. E. (2018). Una literature review sulla maturità del BIM nell’industria AECO. IN_BO. Ricerche e Progetti per Il Territorio, La Città e l’architettura, 9(13), 192–199.

<*> Nafade, V., Nash, M., Huddart, S., Pande, T., Gebreselassie, N., Lienhardt, C., & Pai, M. (2018). A bibliometric analysis of tuberculosis research, 2007–2016. PLOS ONE, 13(6), e0199706.

<*> Nakagawa, S., Samarasinghe, G., Haddaway, N. R., Westgate, M. J., O’Dea, R. E., Noble, D. W. A., & Lagisz, M. (2018). Research Weaving: Visualizing the Future of Research Synthesis. Trends in Ecology & Evolution.

<*> Nettle, D., & Frankenhuis, W. E. (2019). The evolution of life history theory: Bibliometric analysis of an interdisciplinary research area. BioRxiv.

<*> Obrizan, M. (n.d.). Economists in Ukraine: Who are they publish?, Modern Economic Studies , volume 1, issue 1, 2018, pp. 2-9 .

<*> Olisah, C., Okoh, O. O., & Okoh, A. I. (2018). A bibliometric analysis of investigations of polybrominated diphenyl ethers (PBDEs) in biological and environmental matrices from 1992 – 2018. Heliyon, 4(11), e00964.

<*> Oliveira, C. M. de, Terra, T. A. M., Azevedo Filho, E. T., Heymann, M. C., & Matias, I. D. O. (2018). RFID NOS CUIDADOS COM A SAÚDE: UMA REVISÃO DE MAPEAMENTO SISTEMÁTICO. Acta Biomédica Brasiliensia, 9(1), 48.

<*> Piotrowski, C. (2019). Fibromyalgia, Low Back Pain, Osteoarthritis, Myofascial Pain, and Complex Regional Pain Syndrome: Predominant Assessment Measures in Research. SIS Journal of Projective Psychology & Mental Health, 26(1).

<*> Pisati, M. (2017). Studiare la società italiana: il caso di Polis, 2012-2017. Polis, (3/2017).

<*> Pourkhani, A., Abdipour, K., Baher, B., & Moslehpour, M. (2019). The impact of social media in business growth and performance: A scientometrics analysis. International Journal of Data and Network Science, 3(3), 223-244.

<*> Puck, J., & Filatotchev, I. (2018). Finance and the multinational company: Building bridges between finance and global strategy research. Global Strategy Journal.

<*> Pulsiri, N., & Vatananan-Thesenvitz, R. (2018). Improving Systematic Literature Review with Automation and Bibliometrics. In 2018 Portland International Conference on Management of Engineering and Technology (PICMET) (pp. 1–8).

<*> Purba, N. P., Handyman, D. I., Pribadi, T. D., Syakti, A. D., Pranowo, W. S., Harvey, A., & Ihsan, Y. N. (2019). Marine debris in Indonesia: A review of research and status. Marine Pollution Bulletin, 146, 134-144.

<*> Ravikumar, S. (2019). Mapping the Intellectual Structure of the Field Neurological Disorders: A Bibliometric Analysis. In Early Detection of Neurological Disorders Using Machine Learning Systems (pp. 1-12). IGI Global.

<*> Selbach, C., Jorge, F., Dowle, E., Bennett, J., Chai, X., Doherty, J. F., ... & Lindner, J. (2019). Parasitological research in the molecular age. Parasitology, 1-33.

<*> Seo, E. Y., Choung, J. Y., & Hwang, H. R. (2019). The Changing Patterns of Knowledge Production of Catch-Up Firms During the Forging-Ahead Period: Case Study of Samsung Electronics Co.(SEC). IEEE Transactions on Engineering Management.

<*> Serafin, M. J., & Garcıa-Vargas, G. R. (2018). Cyberbehavior: A Bibliometric Analysis, 12.

<*> Sunter, D. A., Ferrall, I., Knapstein, J., Garfield, D., Kittner, N., & Kammen, D. M. (2018). Quantifying Innovation Patterns in Next Generation Solar Photovoltaics,  In 2018 IEEE 7th World Conference on Photovoltaic Energy Conversion (WCPEC)(A Joint Conference of 45th IEEE PVSC, 28th PVSEC & 34th EU PVSEC) (pp. 1147-1151). IEEE.

<*> Tani, M., Papaluca, O., & Sasso, P. (2018). The System Thinking Perspective in the Open-Innovation Research: A Systematic Review. Journal of Open Innovation: Technology, Market, and Complexity, 4(3), 38.

<*> Tchobanian, A., Van Oosterwyck, H., & Fardim, P. (2019). Polysaccharides for tissue engineering: Current landscape and future prospects. Carbohydrate Polymers, 205, 601–625.

<*> Terra, T. A. M., Brasil, L. D. O. F., Von Held, G. M., Rocha, M. F., Fraga, R. C. C., de Medeiros Chiarelli, M. D., & de OLIVEIRA, C. M. (2018). A importância da humanização para a formação médica através de uma análise bibliométrica. Acta Biomedica Brasiliensia, 9(2), 10-23.

<*> Thorogood, R., Spottiswoode, C. N., Portugal, S. J., & Gloag, R. (2019). The coevolutionary biology of brood parasitism: a call for integration.

<*> Trivedi, G. (2019). Visualization and Scientometric Mapping of Global Agriculture Big Data Research. Library Philosophy and Practice, 1-14.

<*> VanderWaal, K., & Deen, J. (2018). Global trends in infectious diseases of swine. Proceedings of the National Academy of Sciences, 115(45), 11495–11500.

<*> Wang, J., Ding, L., Tao, J., Ding, C., & He, D. The effects of dams on macroinvertebrates: Global trends and insights. River Research and Applications.

<*> While, G. M., Noble, D. W. A., Uller, T., Warner, D. A., Riley, J. L., Du, W.-G., & Schwanz, L. E. (2018). Patterns of developmental plasticity in response to incubation temperature in reptiles. Journal of Experimental Zoology Part A: Ecological and Integrative Physiology, 329(4–5), 162–176.

<*> Whyatt, C. P., & Torres, E. B. (2018). Autism Research: An Objective Quantitative Review of Progress and Focus Between 1994 and 2015. Frontiers in Psychology, 9.

<*> Zareia, E., & Jabbarzadeha, A. (2019). Knowledge management and social media: A scientometrics survey. International Journal of Data and Network Science.

<*> Zambrano-Gonzalez, G., Ramirez-Gonzalez, G., & Almanza-P, M. I. (2017). The evolution of knowledge in sericultural research as observed through a science mapping approach. F1000Research, 6, 2075.

<*> Zhou, B. B., Wu, J., & Anderies, J. M. (2019). Sustainable landscapes and landscape sustainability: A tale of two concepts. Landscape and Urban Planning, 189, 274-284.


  1. Cite a dataset produced by the COVID-NMA initiative by using this format:
    Thu Van Nguyen, Gabriel Ferrand, Sarah Cohen-Boulakia, Ruben Martinez, Philipp Kapp, Emmanuel Coquery, … for the COVID-NMA consortium. (2020). RCT studies on preventive measures and treatments for COVID-19 [Data set]. Zenodo.
  2. Cite a visualization developed by the COVID-NMA initiative by using this format:
    Data: Thu Van Nguyen, Gabriel Ferrand, Sarah Cohen-Boulakia, Ruben Martinez, Philipp Kapp, Emmanuel Coquery, … for the COVID-NMA consortium. (2020). RCT studies on preventive measures and treatments for COVID-19 [Data set]. Zenodo.
    Visualizations: Romain Vuillemot - LIRIS, École Centrale de Lyon; Philippe Rivière - LIRIS, VisionsCarto; Pierre Ripoll - LIRIS, INSA Lyon; Julien Barnier - Centre Max Weber, CNRS.
    Retrieved from: ‘’ [Online Resource]


covid 19 living NMA initiative

covid 19 living NMA initiative vaccines

covid 19 living NMA initiative treatment




 gis dashboard covid 19

1.Johns Hopkins University

美国约翰斯·霍普金斯大学(Johns Hopkins University)


The Center for Systems Science and Engineering (CSSE) at Johns Hopkins University(JHU)

 Visualization:JHU CSSE.

Automation Support:Esri Living Atlas team.

Read more in thisblog.

Data sources:WHO,CDC,ECDCNHC andDXY.

Downloadable Google Sheet (new link):Here. Time series table:Here. Feature service:Here.

Point level: City level - US, Canada and Australia; Province level - China; Country level - other countries.





2.Git hub个相关话题)




The goal of this page is to bring together the most useful contributions from the Kaggle community's COVID-19 work into a single place. It is organized into literature review, tools and datasets.个话题)




2019年度野生动物摄影师大赛(Wildlife Photographer of the Year,简称WPY)评选结果发布,来自中国青海省的摄影师鲍永清凭借一张既震撼又饶富趣味的照片,从来自100多个国家超过48000个作品中脱颖而出,击败对手,成为第一位夺取“年度摄影师”荣誉的中国摄影师。


See the best wildlife photos of 2019
OCTOBER 15, 2019 A rare, expressive image of a fox attacking a marmot won Chinese photographer Yongqing Bao the honor of Wildlife Photographer of the Year. THE MARMOT LOOKS paralyzed by fear, its fingers splayed and mouth agape. The fox is poised to pounce. It’s a freeze-frame of chaos, impulse, and terror—nature at its essence. For his remarkable memorialization of the moment before attack, Chinese photographer Yongqing Bao has won Wildlife Photographer of the Year, awarded today by London’s Natural History Museum. Bao captured the photograph, titled “The Moment,” in the meadowland of China’s Tibetan Plateau. At 14,800 feet above sea level, the plateau is often called “the roof of the world.” Images from the region “are rare enough,” says Roz Kidman Cox, chair of the judging panel, in a press release. “But to have captured such a powerful interaction between a Tibetan fox and a marmot—two species key to the ecology of this high-grassland region—is extraordinary.” (If you're wondering, the fox's attack was successful—the marmot did not survive).











online education2020


2012年由斯坦福计算机科学教授Andrew Ng Daphne Koller 共同创立,可以选择免费学习,也可以选择购买一个certificate以证明你学过这门课。


edX 20125月由麻省理工和哈佛大学联合创办,致力于提供学生和其他社会机构尖端的科技教育和严谨的课程学习。



(4)khan academy





(9)linkedin Learning




the big four: canvas, skai, moodle and blackboard

phil LMS2019

videos from Andy Field on
resources for students

 Field, A. (2018). Discovering Statistics Using IBM SPSS Statistics (5th). SAGE.

 Field, A. (2013). Discovering Statistics using IBM SPSS Statistics (4th.). SAGE.

Field, A. P. (2009). Discovering Statistics Using SPSS (3rd.). SAGE.

Field, A., Miles, J., & Field, Z. (2013). Discovering Statistics Using R. SAGE.
 You’ll have already met these characters in your textbook. They are here to help, whether you’re cramming for an exam, practicing with data, checking answers or indulging in a bit of constructive procrastination. 
Jane Superbrain
Cramming Sam
Smart Alex
Labcoat Leni
Satan&#039;s Slave
Oliver Twisted
Self Test Brain
Misconception Mutt
Constructive procrastination
brian haemmorhage