Technology Forecasting Methods

This study analyzes the origins and historical evolution and revolution of technology forecasting methods, a discipline that identifies the concept, assumptions and evaluates technology forecasting techniques with significant relationship between them. A variety of technology forecasting approaches, initiated in the 1950s, with the pioneering researches carried out by US department of Defense, and some researchers of The RAND Corporation. For over 1960 years, numerous technology forecasting methods have been developed and recently become a distinct field of investigation of future world. Mostly revolutionary techniques would have been to combine different methods characterized by the several disciplines, such as exploratory, normative and intuitive approaches. This paper proposes the gap of the main techniques of technology forecasting, developed over the course of time, identifying their methodological origin. Some concluding remarks and lessons learned complete the research.

[1]  Alan L. Porter,et al.  Forecasting and Management of Technology , 1991 .

[2]  John D. Claxton,et al.  The Nominal Group Technique: Its Potential for Consumer Research , 1980 .

[3]  Gregory Piatetsky-Shapiro,et al.  The KDD process for extracting useful knowledge from volumes of data , 1996, CACM.

[4]  Ben R. Martin,et al.  Technology foresight for wiring up the national innovation system: experiences in Britain, Australia and New Zealand , 1999 .

[5]  William R. Huss,et al.  A move toward scenario analysis , 1988 .

[6]  Dundar F. Kocaoglu,et al.  Applying the Analytic Hierarchy Process (AHP) to build a strategic framework for technology roadmapping , 2007, Math. Comput. Model..

[7]  Ronald N. Kostoff,et al.  Science and technology roadmaps , 2001, IEEE Trans. Engineering Management.

[8]  Aidan Lyncaro New York '98 , 1969 .

[9]  G. Heyman On "The Science of Substance Abuse" , 1998, Science.

[10]  R. Coenen,et al.  Research Foresight and the Exploitation of the Science Base , 1993 .

[11]  Z. Griliches HYBRID CORN: AN EXPLORATION IN THE ECONOMIC OF TECHNOLOGICAL CHANGE , 1957 .

[12]  Richard E. Albright,et al.  Technology Roadmapping: Roadmapping the Corporation , 2003 .

[13]  A. Jäger-Waldau R&D Roadmap for PV. , 2004 .

[14]  D. Scott Sink,et al.  Using the nominal group technique effectively , 1983 .

[15]  L. J. Carr The Patenting Performance of 1,000 Inventors During Ten Years , 1932, American Journal of Sociology.

[16]  A.Wade Blackman,et al.  A mathematical model for trend forecasts , 1971 .

[17]  W. Reekie,et al.  Patent data as a guide to industrial activity , 1973 .

[18]  Henk F. Moed,et al.  Handbook of Quantitative Science and Technology Research , 2005 .

[19]  B. Twiss Managing Technological Innovation , 1974 .

[20]  Timothy R. Anderson,et al.  Innovation in technology management , 1997 .

[21]  A. Pritchard,et al.  Statistical bibliography or bibliometrics , 1969 .

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

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

[24]  Enzer Delphi and cross-impact techniques , 1971 .

[25]  Holger Ernst,et al.  Patent information for strategic technology management , 2003 .

[26]  William L. Swager,et al.  Strategic planning I: The roles of technological forecasting , 1972 .

[27]  E. F. Wolstenholme,et al.  System Dynamics in Perspective , 1982 .

[28]  R. L. Henshel,et al.  Forecasting: An Appraisal for Policy-Makers and Planners. , 1978 .

[29]  John Robinson Backing into the future: On the methodological and institutional biases embedded in energy supply and demand forecasting , 1982 .

[30]  B. V. D. Meulen The impact of foresight on environmental science and technology policy in the Netherlands , 1999 .

[31]  Frank De Glas Fiction and bibliometrics: analyzing a publishing house's stocklist , 1986 .

[32]  M. V. Asselt,et al.  An updated scenario typology , 2003 .

[33]  Gregory Piatetsky-Shapiro,et al.  Knowledge Discovery in Databases: An Overview , 1992, AI Mag..

[34]  Ahti Salo,et al.  Forecasting with scenarios , 1993 .

[35]  Herman Kahn,et al.  Techniques of Systems Analysis , 1956 .

[36]  T. Brailsford Robertson,et al.  The chemical basis of growth and senscence , 1923 .

[37]  Timothy R. Anderson,et al.  Technology forecasting using data envelopment analysis , 2004 .

[38]  T. Gordon,et al.  Initial experiments with the cross impact matrix method of forecasting , 1968 .

[39]  M. Trajtenberg A Penny for Your Quotes : Patent Citations and the Value of Innovations , 1990 .

[40]  Z. Griliches Patent Statistics as Economic Indicators: a Survey , 1990 .

[41]  P. Schoemaker Scenario Planning: A Tool for Strategic Thinking , 1995 .

[42]  F. Narin,et al.  Bibliometrics/Theory, Practice and Problems , 1994 .

[43]  Robert Phaal,et al.  Customizing Roadmapping: Technology Roadmapping Is a Powerful and Flexible Technique for Supporting Strategic Planning-Provided It's Customized for the Particular Application Context in Both Architecture and Process , 2004 .

[44]  Concepción S. Wilson,et al.  The Literature of Bibliometrics, Scientometrics, and Informetrics , 2001, Scientometrics.

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

[46]  Hariolf Grupp,et al.  Technology Foresight Activities in Korea and in Countries Closing the Technology Gap , 1999 .

[47]  D. Probert,et al.  Technology Roadmapping for A Service Organization , 2004 .

[48]  G. Zipf Selected Studies of the Principle of Relative Frequency in Language , 2014 .

[49]  K. Pavitt,et al.  Patent statistics as indicators of innovative activities: Possibilities and problems , 2005, Scientometrics.

[50]  J. Forrester System Dynamics and the Lessons of 35 Years , 1993 .

[51]  Michael Radnor,et al.  Roadmapping for Dynamic and Uncertain Environments , 2004 .

[52]  T. Saaty,et al.  The Analytic Hierarchy Process , 1985 .

[53]  James Brian Quinn,et al.  Technological Forecasting for Industry and Government, Methods and Applications ed. by James R. Bright (review) , 1971, Technology and Culture.

[54]  G. Dosi Technological Paradigms and Technological Trajectories , 1993 .

[55]  Lutz E. Schlange Scenarios: The art of strategic conversation , 1997 .

[56]  Tom Ritchey,et al.  Wicked Problems – Social Messes , 2011 .

[57]  N. D. de Wit,et al.  The diagnosis of IBS in primary care: consensus development using nominal group technique. , 2006, Family practice.

[58]  Arie Rip,et al.  Co-word maps of biotechnology: An example of cognitive scientometrics , 1984, Scientometrics.

[59]  Murray Turoff,et al.  The Delphi Method: Techniques and Applications , 1976 .

[60]  Alfred J. Lotka,et al.  The frequency distribution of scientific productivity , 1926 .

[61]  Tugrul U. Daim,et al.  Forecasting emerging technologies: Use of bibliometrics and patent analysis , 2006 .

[62]  Sinan Salman,et al.  DIVA: a visualization system for exploring document databases for technology forecasting , 2002 .

[63]  John Rohrbaugh,et al.  Improving the quality of group judgment: Social judgment analysis and the nominal group technique , 1981 .

[64]  Theodore J. Gordon,et al.  Using perceptions and data about the future to improve the simulation of complex systems , 1976 .

[65]  Mattias Höjer,et al.  Determinism and backcasting in futures studies , 2000 .

[66]  H. Kahn,et al.  The Year 2000: A Framework for Speculation on the Next Thirty-Three Years, , 1967 .

[67]  o̊Associate,et al.  INTERAX—An interactive model for studying future business environments: Part II , 1980 .

[68]  Clayton M. Christensen,et al.  Disruptive Technologies: Catching the Wave , 1995 .

[69]  S. Bradford "Sources of information on specific subjects" by S.C. Bradford , 1985 .

[70]  Harry Rothman,et al.  An experiment in science mapping for research planning , 1986 .

[71]  Gerrit Muller,et al.  An architectural framework for roadmapping: Towards visual strategy , 2009 .

[72]  Luis F. Luna-Reyes,et al.  Collecting and analyzing qualitative data for system dynamics: methods and models , 2003 .

[73]  Timothy J. Greene,et al.  Using the nominal group technique to elicit roadblocks to an MRP II implementation , 1991 .

[74]  Robert Phaal,et al.  Morphology Analysis for Technology Roadmapping: Application of Text Mining , 2007 .

[75]  Eitan Muller,et al.  A nonsymmetric responding logistic model for forecasting technological substitution , 1981 .

[76]  M. M. Kessler,et al.  An experimental study of bibliographic coupling between technical papers (Corresp.) , 1963, IEEE Trans. Inf. Theory.

[77]  Jacob Schmookler The Level of Inventive Activity , 1954 .

[78]  Henk F. Moed,et al.  Handbook of Quantitative Science and Technology Research: The Use of Publication and Patent Statistics in Studies of S&T Systems , 2004 .

[79]  H. Leufkens,et al.  Scenario analysis of the future of medicines , 1994, BMJ.

[80]  Dominique Foray,et al.  The dynamic implications of increasing returns: Technological change and path dependent inefficiency , 1997 .

[81]  Sushil Kumar,et al.  Analytic hierarchy process: An overview of applications , 2006, Eur. J. Oper. Res..

[82]  Dennis Schiffel,et al.  Rates of invention: international patent comparisons , 1978 .

[83]  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..

[84]  Thomas J. O'Connor,et al.  A METHODOLOGY FOR ANALOGIES. , 1971 .

[85]  Peter Schwartz,et al.  The Art of the Long View: Planning for the Future in an Uncertain World , 1996 .

[86]  Timothy R. Anderson,et al.  Technology Forecasting for Wireless Communication , 2008 .

[87]  Russell L. Ackoff,et al.  Introduction to operations research , 1957 .

[88]  T. J. Gordon,et al.  Cross-impact matrices , 1969 .

[89]  M. Tushman,et al.  Technological Discontinuities and Dominant Designs: A Cyclical Model of Technological Change , 1990 .

[90]  Anne Bruseberg,et al.  New product development by eliciting user experience and aspirations , 2001, Int. J. Hum. Comput. Stud..

[91]  J. Forrester Information Sources for Modeling the National Economy , 1980 .

[92]  Timothy R. Anderson,et al.  Predicting U.S. jet fighter aircraft introductions from 1944 to 1982: A dogfight between regression and TFDEA☆ , 2006 .

[93]  Derek Barker,et al.  Technology foresight using roadmaps , 1995 .

[94]  André L. Delbecq,et al.  A Group Process Model for Problem Identification and Program Planning , 1971 .

[95]  John P. Robinson,et al.  Futures under glass , 1990 .

[96]  W. Huss,et al.  Scenario planning—What style should you use? , 1987 .

[97]  B. Van Wee,et al.  Backcasting as a tool for sustainable transport policy making : The Environmental Sustainable Transport study in the Netherlands , 2004 .

[98]  S. G. Deshmukh,et al.  Matching of technological forecasting technique to a technology , 2002 .

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

[100]  R. Tijssen A quantitative assessment of interdisciplinary structures in science and technology: Co-classification analysis of energy research☆ , 1992 .

[101]  Ronald N. Kostoff,et al.  Database Tomography for Technical Intelligence: A Roadmap of the Near-Earth Space Science and Technology Literature , 1998, Inf. Process. Manag..

[102]  Joseph F. Coates,et al.  Technological forecasting: 1970–1993 , 1994 .

[103]  Terutaka Kuwahara Technology Forecasting Activities in Japan , 1999 .

[104]  T. Ritchey,et al.  Problem structuring using computer-aided morphological analysis , 2006, J. Oper. Res. Soc..

[105]  Steven P. Schnaars,et al.  Situational Factors Affecting Forecast Accuracy , 1984 .

[106]  Stephen M. Millett,et al.  A manager's guide to technology forecasting and strategy analysis methods , 1991 .

[107]  M.M.S. Karki,et al.  Patent citation analysis: A policy analysis tool , 1997 .

[108]  Nicholas Rescher,et al.  On the Epistemology of the Inexact Sciences , 1959 .

[109]  G. Finnveden,et al.  Scenario types and techniques: Towards a user's guide , 2006 .

[110]  Ramakrishnan Ramanathan,et al.  Multicriteria Methods for Technology Foresight , 2003 .

[111]  Merrill S. Brenner Technology intelligence and technology scouting , 1996 .

[112]  Selwyn Enzer A case study using forecasting as a decision-making aid , 1970 .

[113]  Kerstin Cuhls,et al.  Current Foresight Activities in France, Spain, and Italy , 1999 .

[114]  H. A. Donegan,et al.  A New Approach to Ahp Decision‐Making , 1992 .

[115]  Nigel Meade,et al.  Technological Forecasting-Model Selection, Model Stability, and Combining Models , 1998 .

[116]  Jay W. Forrester,et al.  System dynamics, systems thinking, and soft OR , 1994 .

[117]  Hariolf Grupp,et al.  National Technology Foresight Activities Around the Globe , 1999 .

[118]  S. Colum Gilfillan The Prediction of Technical Change , 1952 .

[119]  Zilla Sinuany-Stern,et al.  Scaling units via the canonical correlation analysis in the DEA context , 1997, Eur. J. Oper. Res..

[120]  R. Shewchuk,et al.  Nominal Group Technique: A Process for Identifying Diabetes Self-Care Issues Among Patients and Caregivers , 2000, The Diabetes educator.

[121]  J. Linton Determining demand, supply, and pricing for emerging markets based on disruptive process technologies , 2004 .

[122]  Yuya Kajikawa,et al.  Filling the gap between researchers studying different materials and different methods: a proposal for structured keywords , 2006, J. Inf. Sci..

[123]  M. Foster,et al.  Scenario planning for small businesses , 1993 .

[124]  Alan L. Porter,et al.  Special issue on tech mining , 2006 .

[125]  M. M. Kessler,et al.  Bibliographic coupling extended in time: Ten case histories , 1963, Inf. Storage Retr..

[126]  H. Linstone TFSC: 1969–1999 , 1999 .

[127]  Roberto Fontana,et al.  Mapping technological trajectories as patent citation networks. An application to data communication standards , 2009 .

[128]  Ido Dagan,et al.  Mining Text Using Keyword Distributions , 1998, Journal of Intelligent Information Systems.

[129]  M.Nawaz Sharif,et al.  The Weibull distribution as a general model for forecasting technological change , 1980 .

[130]  Kerstin Cuhls,et al.  Current Foresight Activities in , 1999 .

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

[132]  Ozcan Saritas,et al.  Systemic analysis of UK foresight results Joint application of integrated management model and roadmapping , 2004 .

[133]  R. Kostoff,et al.  Disruptive technology roadmaps , 2004 .

[134]  Ronald N. Kostoff,et al.  Database tomography: Origins and duplications , 1994 .

[135]  Jean Pierre Courtial,et al.  Co-word analysis as a tool for describing the network of interactions between basic and technological research: The case of polymer chemsitry , 1991, Scientometrics.

[136]  P. Gross,et al.  COLLEGE LIBRARIES AND CHEMICAL EDUCATION. , 1927, Science.

[137]  D J PRICE,et al.  NETWORKS OF SCIENTIFIC PAPERS. , 1965, Science.

[138]  Totti Könnölä,et al.  Diversity in foresight: Insights from the fostering of innovation ideas , 2007 .

[139]  George P. Richardson,et al.  Problems for the future of system dynamics , 1996 .

[140]  Wayne K. Talley,et al.  Individual stability in Delphi studies , 1980 .

[141]  G. Dosi Technological Paradigms and Technological Trajectories: A Suggested Interpretation of the Determinants and Directions of Technical Change , 1982 .

[142]  S. Millett How scenarios trigger strategic thinking , 1988 .

[143]  K. Cuhls From forecasting to foresight processes—new participative foresight activities in Germany , 2003 .

[144]  Jay W. Forrester,et al.  Industrial Dynamics---After the First Decade , 1968 .

[145]  David Probert,et al.  Frontier Experiences from Industry-Academia Consortia: Corporate Roadmappers Create Value with Product and Technology Roadmaps , 2003 .

[146]  David H. Gustafson,et al.  Group Techniques for Program Planning: A Guide to Nominal Group and Delphi Processes , 1976 .

[147]  Ben R. Martin,et al.  The origins of the concept of ‘foresight’ in science and technology: An insider's perspective , 2010 .

[148]  Timothy R. Anderson,et al.  Assessing the rate of change in the enterprise database system market over time using DEA , 2001, PICMET '01. Portland International Conference on Management of Engineering and Technology. Proceedings Vol.1: Book of Summaries (IEEE Cat. No.01CH37199).

[149]  Thomas A. Kappel,et al.  Perspectives on roadmaps: how organizations talk about the future , 2001 .

[150]  Murat Bengisu,et al.  Forecasting emerging technologies with the aid of science and technology databases , 2006 .

[151]  S. B. Kim,et al.  FORECASTING THE CAPABILITIES OF THE KOREAN CIVIL AIRCRAFT INDUSTRY , 1993 .

[152]  I. Miles The development of technology foresight: A review , 2010 .

[153]  Ronald N. Kostoff,et al.  Database tomography for information retrieval , 1997, J. Inf. Sci..

[154]  Alan L. Porter,et al.  On the Future of Technological Forecasting , 2001 .

[155]  A. Delbecq,et al.  The nominal group as a research instrument for exploratory health studies. , 1972, American journal of public health.

[156]  L. Baldi Industry roadmaps: the challenge of complexity , 1996 .

[157]  Ben R. Martin,et al.  Technology foresight in a rapidly globalizing economy , 2001 .

[158]  P. Schoemaker MULTIPLE SCENARIO DEVELOPMENT: ITS CONCEPTUAL AND BEHAVIORAL FOUNDATION , 1993 .

[159]  Alfred B. Stafford Is the Rate of Invention Declining? , 1952, American Journal of Sociology.

[160]  J. M. Cattell,et al.  Statistics of American Psychologists , 1903 .

[161]  Erzsébet Nováky,et al.  A method for the analysis of interrelationships between mutually connected events: A cross-impact method , 1978 .

[162]  D. Probert,et al.  Customizing roadmapping , 2004, IEEE Engineering Management Review.

[163]  Steven P. Schnaars How to develop and use scenarios , 1987 .

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

[165]  C. Winsor,et al.  The Gompertz Curve as a Growth Curve. , 1932, Proceedings of the National Academy of Sciences of the United States of America.

[166]  Clayton M. Christensen,et al.  Meeting the Challenge of Disruptive Change , 2000 .

[167]  Douglas W. Oard,et al.  Textual Data Mining to Support Science and Technology Management , 2000, Journal of Intelligent Information Systems.

[168]  Sam Harrell,et al.  The national technology roadmap for semiconductors and SEMATECH future directions , 1996 .

[169]  Steven P. Schnaars,et al.  Megamistakes: Forecasting and the Myth of Rapid Technological Change, Steven P. Schnaars. 1988. Free Press. 224 pages. ISBN: 0-02-927952-6. $19.95 , 1989 .

[170]  Robert U. Ayres,et al.  Technological forecasting and long-range planning , 1969 .

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

[172]  Joseph P. Martino,et al.  A review of selected recent advances in technological forecasting , 2003 .

[173]  Padhraic Smyth,et al.  From Data Mining to Knowledge Discovery in Databases , 1996, AI Mag..

[174]  Ronald N. Kostoff,et al.  Text mining using database tomography and bibliometrics: A review , 2001 .

[175]  Frank M. Bass,et al.  A New Product Growth for Model Consumer Durables , 2004, Manag. Sci..

[176]  Guido Reger,et al.  Advantages and Disadvantages of Scenario Approaches for Strategic Foresight , 2005 .

[177]  William Tell Martin,et al.  Reverse factor analysis: A modification of relevance tree techniques , 1973 .

[178]  L. Jansen,et al.  The challenge of sustainable development , 2003 .

[179]  Conrad Nuthmann,et al.  Using human judgment in system dynamics models of social systems , 1994 .

[180]  Keith Pavitt,et al.  USES AND ABUSES OF PATENT STATISTICS , 1988 .

[181]  Robert Phaal,et al.  Technology roadmapping—A planning framework for evolution and revolution , 2004 .

[182]  A. Porter Tech forecasting an empirical perspective , 1999 .

[183]  Ian Witten,et al.  Data Mining , 2000 .

[184]  Joseph P. Martino,et al.  Technological Forecasting---An Overview , 1980 .

[185]  Toby E. Stuart,et al.  Local search and the evolution of technological capabilities , 2007 .

[186]  P. Vergragt,et al.  Past and future of backcasting: The shift to stakeholder participation and a proposal for a methodological framework , 2006 .

[187]  Eugene Garfield,et al.  Patent Citation Indexing and the Notions of Novelty, Similarity, and Relevance. , 1966 .

[188]  Norman Crolee Dalkey,et al.  An experimental study of group opinion , 1969 .

[189]  B. Martin Foresight in science and technology , 1995 .

[190]  Tom Ritchey,et al.  Fritz Zwicky, Morphologie and Policy Analysis , 1998 .

[191]  O. H. Bray,et al.  Technology roadmapping: the integration of strategic and technology planning for competitiveness , 1997, Innovation in Technology Management. The Key to Global Leadership. PICMET '97.

[192]  Charles H. Willyard,et al.  Motorola's Technology Roadmap Process , 1987 .

[193]  William Frawley,et al.  Knowledge Discovery in Databases , 1991 .

[194]  B. C. Griffith,et al.  The Structure of Scientific Literatures I: Identifying and Graphing Specialties , 1974 .

[195]  Andrew Harvey,et al.  Time Series Forecasting Based on the Logistic Curve , 1984 .

[196]  M. L. Garcia,et al.  Introduction to technology roadmapping: The semiconductor industry association`s technology roadmapping process , 1997 .

[197]  Johan G. Wissema,et al.  Morphological analysis: Its application to a company TF investigation , 1976 .

[198]  Igor Linkov,et al.  Multi-criteria decision analysis in environmental sciences: ten years of applications and trends. , 2011, The Science of the total environment.

[199]  Anthony F. J. van Raan,et al.  Dynamics of a scientific field analysed by co-subfield structures , 2005, Scientometrics.

[200]  T. L. Saaty A Scaling Method for Priorities in Hierarchical Structures , 1977 .

[201]  Pieter Groenveld Roadmapping Integrates Business and Technology , 1997 .

[202]  Charles Oppenheim,et al.  Studies on Patent citation Networks , 1978, J. Documentation.

[203]  John Robinson Energy backcasting A proposed method of policy analysis , 1982 .

[204]  Edward B. Roberts,et al.  Exploratory and Normative Technological Forecasting: A Critical Appraisal , 2014 .

[205]  Eric F. Wolstenholme,et al.  System Enquiry: A System Dynamics Approach , 1990 .

[206]  Backcasting the future , 2001 .

[207]  George Wright,et al.  The origins and evolution of scenario techniques in long range business planning , 2005 .

[208]  Jay Wright Forrester,et al.  Urban Dynamics , 1969 .

[209]  R. S. Campbell,et al.  Patent trends as a technological forecasting tool , 1983 .

[210]  Hans Levenbach,et al.  Forecasting Trending Time Series with Relative Growth Rate Models , 1976 .

[211]  R. C. Lenz,et al.  Technological forecasting : a practical approach , 1970 .

[212]  F. Bass A new product growth model for consumer durables , 1976 .

[213]  Howard E. Johnson Some computational aspects of cross impact matrix forecasting , 1970 .

[214]  T. Kuhn,et al.  The Structure of Scientific Revolutions. , 1964 .

[215]  Peter A. Shulman,et al.  Analysis of US Energy Scenarios , 2003 .