Emerging Technology

Despite the growing interest around the emergence of novel technologies, especially from the policy-making perspective, there is still no consensus on what classifies a technology as ’emergent’. The present paper aims to fill this gap by developing a definition of ’emerging technologies’ and a framework for their detection and analysis. The definition is developed by combining a basic understanding of the term and in particular the concept of ’emergence’ with a review of key innovation studies dealing with definitional issues of technological emergence. The resulting definition identifies five attributes that feature in the emergence of novel technologies. These are: (i) radical novelty, (ii) relatively fast growth, (iii) coherence, (iv) prominent impact, and (v) uncertainty and ambiguity. The conceptual effort is then used to develop a framework for the operationalisation of the proposed attributes. To do so, we identify and review major empirical approaches (mainly in, although not limited to, the scientometric domain) for the detection and study of emerging technologies (these include indicators and trend analysis, citation analysis, co-word analysis, overlay mapping, and combinations thereof) and elaborate on how these can be used to operationalise the different attributes of emergence.

[1]  Yoshiyuki Takeda,et al.  Structure of research on biomass and bio-fuels: A citation-based approach , 2008 .

[2]  J. M. Ottino,et al.  Engineering complex systems , 2004, Nature.

[3]  P. P. Saviotti,et al.  A Theoretical Approach to the Construction of Technological Output Indicator : Research Policy , 1987 .

[4]  John Metcalfe,et al.  A theoretical approach to the construction of technological output indicators , 1984 .

[5]  Devendra Sahal,et al.  Technological guideposts and innovation avenues , 1993 .

[6]  Wolfgang Glänzel,et al.  Combining full-text analysis and bibliometric indicators , 2004 .

[7]  M. M. Kessler Bibliographic coupling between scientific papers , 1963 .

[8]  Katy Börner,et al.  Mixed-indicators model for identifying emerging research areas , 2011, Scientometrics.

[9]  Péter Érdi,et al.  Prediction of emerging technologies based on analysis of the US patent citation network , 2012, Scientometrics.

[10]  Kevin W. Boyack,et al.  Improving the accuracy of co-citation clustering using full text , 2013, J. Assoc. Inf. Sci. Technol..

[11]  H. Small,et al.  Identifying emerging topics in science and technology , 2014 .

[12]  Kumiko Miyazaki,et al.  Conceptualization and operationalization of emerging technologies: A complementing approach , 2011, 2011 Proceedings of PICMET '11: Technology Management in the Energy Smart World (PICMET).

[13]  Jianhua Lin,et al.  Divergence measures based on the Shannon entropy , 1991, IEEE Trans. Inf. Theory.

[14]  Diana Lucio-Arias,et al.  An indicator of research front activity: Measuring intellectual organization as uncertainty reduction in document sets , 2009, J. Assoc. Inf. Sci. Technol..

[15]  Loet Leydesdorff,et al.  Tracking areas of strategic importance using scientometric journal mappings , 1994 .

[16]  Jon M. Kleinberg,et al.  Bursty and Hierarchical Structure in Streams , 2002, Data Mining and Knowledge Discovery.

[17]  J. C. Fisher,et al.  A simple substitution model of technological change , 1971 .

[18]  Martin Meyer,et al.  Anticipating technological breakthroughs: Using bibliographic coupling to explore the nanotubes paradigm , 2007, Scientometrics.

[19]  M. Bedau,et al.  Weak emergence : Causation and emergence , 1996 .

[20]  Cynthia Selin Expectations and the Emergence of Nanotechnology , 2007 .

[21]  ChoTa-Shun,et al.  Patent citation network analysis of core and emerging technologies in Taiwan , 2011 .

[22]  Henry G. Small,et al.  Tracking and predicting growth areas in science , 2006, Scientometrics.

[23]  Alan L. Porter,et al.  Capturing new developments in an emerging technology: an updated search strategy for identifying nanotechnology research outputs , 2013, Scientometrics.

[24]  Seung-Pyo Jun,et al.  A study of the method using search traffic to analyze new technology adoption , 2014 .

[25]  M. Callon,et al.  From translations to problematic networks: An introduction to co-word analysis , 1983 .

[26]  Marko Seppänen,et al.  Patent and publishing activity sequence over a technology's life cycle , 2011 .

[27]  Mads Borup,et al.  The sociology of expectations in science and technology , 2006, Technol. Anal. Strateg. Manag..

[28]  Aldo Geuna,et al.  SiSOB data extraction and codification: : A tool to analyze scientific careers , 2015 .

[29]  Anthony Breitzman,et al.  Using patents prospectively to identify emerging, high-impact technological clusters , 2009 .

[30]  Loet Leydesdorff,et al.  Which cities produce more excellent papers than can be expected? A new mapping approach, using Google Maps, based on statistical significance testing , 2011, J. Assoc. Inf. Sci. Technol..

[31]  S. Breiner,et al.  Foresight in Science and Technology , 1996 .

[32]  F. Malerba,et al.  The emergence of new technologies in the ICT field: main actors, geographical distribution and knowledge sources , 2003 .

[33]  Diana Hicks,et al.  Bibliometric Techniques for Monitoring Performance in Technologically Oriented Research: The Case of Integrated Optics , 1986 .

[34]  Bernd Carsten Stahl,et al.  What Does the Future Hold? A Critical View of Emerging Information and Communication Technologies and Their Social Consequences , 2011, Researching the Future in Information Systems.

[35]  D. Chalmers Strong and Weak Emergence , 2006 .

[36]  Hariolf Grupp,et al.  The measurement of technical performance of innovations by technometrics and its impact on established technology indicators , 1994 .

[37]  Ichiro Sakata,et al.  Detecting emerging research fronts in regenerative medicine by citation network analysis of scientific publications , 2009, PICMET '09 - 2009 Portland International Conference on Management of Engineering & Technology.

[38]  Yoshiyuki Takeda,et al.  Optics: a bibliometric approach to detect emerging research domains and intellectual bases , 2009, Scientometrics.

[39]  Sara Reardon,et al.  Text-mining offers clues to success , 2014, Nature.

[40]  Sandra D. Mitchell The Import of Uncertainty , 2000 .

[41]  M. Bedau Weak Emergence * , 1997 .

[42]  Alan L. Porter,et al.  Science overlay maps: A new tool for research policy and library management , 2009, J. Assoc. Inf. Sci. Technol..

[43]  John S. Liu,et al.  Technological barriers and research trends in fuel cell technologies: A citation network analysis , 2014 .

[44]  Kimberly S. Hamilton,et al.  The increasing linkage between U.S. technology and public science , 1997 .

[45]  Yoshiyuki Takeda,et al.  Tracking emerging technologies in energy research : toward a roadmap for sustainable energy , 2008 .

[46]  Claire François,et al.  An advanced diffusion model to identify emergent research issues: the case of optoelectronic devices , 2010, Scientometrics.

[47]  Kevin W. Boyack,et al.  Characterizing the emergence of two nanotechnology topics using a contemporaneous global micro-model of science , 2014 .

[48]  Wolfgang Glänzel,et al.  Combining full-text analysis and bibliometric indicators. A pilot study , 2005, Scientometrics.

[49]  S. Cunningham,et al.  Technology futures analysis: Toward integration of the field and new methods , 2004 .

[50]  Nils C. Newman,et al.  Emergence as a conceptual framework for understanding scientific and technological progress , 2012, 2012 Proceedings of PICMET '12: Technology Management for Emerging Technologies.

[51]  Arie Rip,et al.  The Rise of Membrane Technology , 1998 .

[52]  Andrei Mogoutov,et al.  Data search strategy for science and technology emergence: A scalable and evolutionary query for nanotechnology tracking , 2007 .

[53]  De Solla-Price,et al.  Little science, big science ... and beyond , 1986 .

[54]  V. Ivanova,et al.  Fractal material science: A new direction in materials science , 1998 .

[55]  Woo Hyoung Lee,et al.  How to identify emerging research fields using scientometrics: An example in the field of Information Security , 2008, Scientometrics.

[56]  Andrea Scharnhorst,et al.  Tracing scientic inuence , 2010 .

[57]  Marco Ranucci,et al.  Emerging Technology , 2000 .

[58]  Aiko Hibino,et al.  Trends in research foci in life science fields over the last 30 years monitored by emerging topics , 2010, Scientometrics.

[59]  Seung-Pyo Jun,et al.  A comparative study of hype cycles among actors within the socio-technical system: With a focus on the case study of hybrid cars , 2012 .

[60]  Alan L. Porter,et al.  Technology opportunities analysis , 1995 .

[61]  Roald A.A. Suurs,et al.  Patterns of expectations for emerging sustainable technologies , 2012 .

[62]  Michael M. Hopkins,et al.  Just how difficult can it be counting up R&D funding for emerging technologies (and is tech mining with proxy measures going to be any better)? , 2013, Technol. Anal. Strateg. Manag..

[63]  E. Mansfield TECHNICAL CHANGE AND THE RATE OF IMITATION , 1961 .

[64]  Mohanad Halaweh,et al.  Emerging Technology: What is it , 2013 .

[65]  E. JeffreyGoldstein,et al.  Emergence as a Construct : History and Issues , 2000 .

[66]  D. Price,et al.  Little Science, Big Science and Beyond , 1986 .

[67]  Alan L. Porter,et al.  R&D Cluster Quality Measures and Technology Maturity , 2003 .

[68]  Andrew Stirling,et al.  Risk, precaution and science: towards a more constructive policy debate , 2007, EMBO reports.

[69]  Olle Persson,et al.  Studying research collaboration using co-authorships , 1996, Scientometrics.

[70]  Arho Suominen,et al.  Analysis of technological progression by quantitative measures: a comparison of two technologies , 2013, Technol. Anal. Strateg. Manag..

[71]  Ismael Rafols,et al.  Quantitative analysis of technology futures: A review of techniques, uses and characteristics , 2016 .

[72]  D. Rotolo,et al.  What is Technology ? Six Definitions and Two Pathologies , 2022 .

[73]  Paul Martin,et al.  Genes as drugs: the social shaping of gene therapy and the reconstruction of genetic disease , 1999 .

[74]  Anthony Breitzman,et al.  The Emerging Clusters Model: A tool for identifying emerging technologies across multiple patent systems , 2015 .

[75]  Raji Srinivasan,et al.  Sources, characteristics and effects of emerging technologies: Research opportunities in innovation , 2008 .

[76]  S. Hung,et al.  Stimulating new industries from emerging technologies: challenges for the public sector , 2006 .

[77]  E. Rogers,et al.  Diffusion of innovations , 1964, Encyclopedia of Sport Management.

[78]  Bruno van Pottelsberghe de la Potterie,et al.  The Worldwide Count of Priority Patents: A New Indicator of Inventive Activity , 2012 .

[79]  Peter A. Corning,et al.  The re-emergence of "emergence": A venerable concept in search of a theory , 2002, Complex..

[80]  Sjoerd Bakker,et al.  Arenas of expectations for hydrogen technologies , 2011 .

[81]  Kumiko Miyazaki,et al.  Dynamics of scientific knowledge bases as proxies for discerning technological emergence — The case of MEMS/NEMS technologies , 2013 .

[82]  Robert K. Abercrombie,et al.  A study of scientometric methods to identify emerging technologies via modeling of milestones , 2012, Scientometrics.

[83]  Stanley Wasserman,et al.  Social Network Analysis: Methods and Applications , 1994 .

[84]  Takao Furukawa,et al.  Identifying the evolutionary process of emerging technologies: A chronological network analysis of World Wide Web conference sessions , 2015 .

[85]  Stanley Wasserman,et al.  Social Network Analysis: Methods and Applications , 1994, Structural analysis in the social sciences.

[86]  Alex Coad,et al.  High-Growth Firms: Stylized Facts and Conflicting Results , 2015 .

[87]  M. Coccia Technometrics: Origins, Historical Evolution and New Directions , 2005 .

[88]  Alan L. Porter,et al.  “Term clumping” for technical intelligence: A case study on dye-sensitized solar cells , 2014 .

[89]  J. Sylvan Katz Bibliometric standards: Personal experience and lessons learned , 2005, Scientometrics.

[90]  Aldo Geuna,et al.  Moving Out of Academic Research: Why Scientists Stop Doing Research? , 2015 .

[91]  Alan L. Porter,et al.  Patent overlay mapping: Visualizing technological distance , 2012, J. Assoc. Inf. Sci. Technol..

[92]  Henry G. Small,et al.  Co-citation in the scientific literature: A new measure of the relationship between two documents , 1973, J. Am. Soc. Inf. Sci..

[93]  Erjia Yan,et al.  Research dynamics: Measuring the continuity and popularity of research topics , 2014, J. Informetrics.

[94]  Murat Bengisu,et al.  Critical and emerging technologies in Materials, Manufacturing, and Industrial Engineering: A study for priority setting , 2003, Scientometrics.

[95]  Kim B. Clark,et al.  Architectural Innovation: The Reconfiguration of Existing Product Technologies and the Failure of , 1990 .

[96]  Claire François,et al.  Identification and characterisation of technological topics in the field of Molecular Biology , 2010, Scientometrics.

[97]  Daniel A. Levinthal,et al.  The Emergence of Emerging Technologies , 2002 .

[98]  E. Rogers,et al.  Diffusion of Innovations , 1964 .

[99]  N. Henry Problems of Life and Mind , 2000 .

[100]  Andrea Scharnhorst,et al.  Tracing scientific influence , 2010, ArXiv.

[101]  Sjoerd Bakker,et al.  Competing expectations: the case of hydrogen storage technologies , 2010, Technol. Anal. Strateg. Manag..

[102]  Carlos Castillo-Chavez,et al.  Population modeling of the emergence and development of scientific fields , 2008, Scientometrics.

[103]  Ellen Moors,et al.  Exploring emerging technologies using metaphors--a study of orphan drugs and pharmacogenomics. , 2008, Social science & medicine.

[104]  Alan L. Porter,et al.  Emerging technologies: quantitative identification and measurement , 2010, Technol. Anal. Strateg. Manag..

[105]  Ismael Rafols,et al.  Interactive overlay maps for US patent (USPTO) data based on International Patent Classification (IPC) , 2012, Scientometrics.

[106]  Alex Coad,et al.  High-Growth Firms: Stylized Facts and Conflicting Results , 2015 .

[107]  Morris Teubal,et al.  On User Needs and Need Determination: Aspects of the Theory of Technological Innovation , 1979 .

[108]  William M. Pottenger,et al.  Detecting emerging concepts in textual data mining , 2001 .

[109]  Aldo Geuna,et al.  SiSOB Data Extraction and Codification: A Tool to Analyse Scientific Careers , 2015 .

[110]  Walter G. Vincenti Technological Knowledge without Science: The Innovation of Flush Riveting in American Airplanes, ca. 1930-ca. 1950 , 1984 .

[111]  Daniele Rotolo,et al.  Bibliometric perspectives on medical innovation using the medical subject Headings of PubMed , 2012, J. Assoc. Inf. Sci. Technol..

[112]  Hsin-Yu Shih,et al.  Patent citation network analysis of core and emerging technologies in Taiwan: 1997–2008 , 2011, Scientometrics.

[113]  Loet Leydesdorff,et al.  Mapping (USPTO) Patent Data using Overlays to Google Maps , 2011, J. Assoc. Inf. Sci. Technol..

[114]  Gary G. Yen,et al.  Time line visualization of research fronts , 2003, J. Assoc. Inf. Sci. Technol..

[115]  Osmo Kuusi,et al.  Examining open-endedness of expectations in emerging technological fields: The case of cellulosic ethanol , 2015 .

[116]  Paul Martin,et al.  The Drugs Don't Work , 2003, Social studies of science.

[117]  Kwangsoo Kim,et al.  Invention property-function network analysis of patents: a case of silicon-based thin film solar cells , 2011, Scientometrics.

[118]  Wolfgang Glänzel,et al.  Using ‘core documents’ for detecting and labelling new emerging topics , 2011, Scientometrics.

[119]  J. D. Haan,et al.  How emergence arises , 2006 .

[120]  Peter ErdiKinga Prediction of emerging technologies based on analysis of the US patent citation network , 2013 .

[121]  Luís M. A. Bettencourt,et al.  Scientific discovery and topological transitions in collaboration networks , 2009, J. Informetrics.

[122]  Chaomei Chen,et al.  Interactive overlays of journals and the measurement of interdisciplinarity on the basis of aggregated journal-journal citations , 2013, J. Assoc. Inf. Sci. Technol..

[123]  B. Martin,et al.  Foresight in Science: Picking the Winners , 1984 .

[124]  Nils C. Newman,et al.  Measuring national ‘emerging technology’ capabilities , 2002 .

[125]  Ichiro Sakata,et al.  Detection method of emerging leading papers using time transition , 2014, Scientometrics.

[126]  Henk F. Moed,et al.  Measuring contextual citation impact of scientific journals , 2009, J. Informetrics.

[127]  W. Brian Arthur,et al.  The structure of invention , 2007 .

[128]  Ismael Rafols,et al.  Local emergence and global diffusion of research technologies: An exploration of patterns of network formation , 2010, J. Assoc. Inf. Sci. Technol..

[129]  Kumiko Miyazaki,et al.  Evolutionary paths of change of emerging nanotechnological innovation systems: the case of ZnO nanostructures , 2013, Scientometrics.

[130]  H. Small A Co-Citation Model of a Scientific Specialty: A Longitudinal Study of Collagen Research , 1977 .

[131]  Eugene Garfield,et al.  THE USE OF CITATION DATA IN WRITING THE HISTORY OF SCIENCE , 1964 .

[132]  J. S. Katz,et al.  Indicators for Complex Innovation Systems , 2006 .

[133]  George S. Day,et al.  Avoiding the Pitfalls of Emerging Technologies , 2000 .

[134]  Chaomei Chen,et al.  CiteSpace II: Detecting and visualizing emerging trends and transient patterns in scientific literature , 2006, J. Assoc. Inf. Sci. Technol..