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TECHNOLOGY MANAGEMENT  My Self TECHNOLOGY MANAGEMENT  My Self

TECHNOLOGY MANAGEMENT My Self - PowerPoint Presentation

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TECHNOLOGY MANAGEMENT My Self - PPT Presentation

5 granted Patents First time introduced the concept of Green Waiting Room at Railway Stations and Green MLC gates in Indian Railways Introduced first time in Indian Railways ID: 1021351

forecasting technology methodologies management technology forecasting management methodologies extrapolation growth time curve technologies innovation level trend intelligence firm substitution

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1. TECHNOLOGY MANAGEMENT

2. My Self- 5 granted Patents.- First time introduced the concept of - Green Waiting Room at Railway Stations, and - Green MLC gates in Indian Railways.- Introduced first time in Indian Railways a method of giving Training to staff of General Services Dept of BRC Div. while they are in the division to improve their technical skills related to new and existing technology from basics to advance

3. Technology Management Technology StrategyHistory of Motorola, Inc. USA

4. Technology Management Technology StrategyMotorola, Inc. USAPoints noted from History of Motorola:1. September 25, 1928 – Galvin Manufacturing Corporation, - A design for a battery eliminator2. 1930s – first practical and affordable auto radio produce, - independent auto distributors and dealers,3. By 1936 – Police Cruiser, an AM radio 4. Over the years – new features added in the auto radio market. 5. 1940s – established a research function, - hired Daniel E. Noble, a pioneer in FM communication. - company name changed to Motorola, Inc.

5. Technology Management Technology StrategyMotorola, Inc. USAPoints noted from History of Motorola:6. Continued its product development efforts - introduced - the first handheld two-way radio, - the first portable FM two-way radio.7. 1940s – the decades also witnessed – the firm’s entry into - the television business - a product flop – an automatic push-button gasoline car heater.8. By 1949 – Noble had built a research facility.9. 1950s - Continued product development: - success in 3-amp power transmitter, transistorized auto radio and a pager.

6. Technology Management Technology StrategyMotorola, Inc. USAPoints noted from History of Motorola:9. 1950s - Continued product development: - success in 3-amp power transmitter, transistorized auto radio and a pager.10. At the end of the decade, face competition from overseas manufacturers.11. 1960s – several Strategic moves by Motorola - process development efforts continued, - first to introduce – epitaxial method, - pioneer several low-cost production method, - several new products introduced like - a Motorola transponder for Mariner II on its flight to Venus

7. Technology Management Technology StrategyMotorola, Inc. USAPoints noted from History of Motorola:11. 1960s – several new products introduced like - a Motorola transponder for Mariner II on its flight to Venus, - a fully transistorized portable two-way radio, - the Pageboy radio pager, - first all transistor colour television sets. - Second, enters into several strategic alliances, - Third, began globalizing its operations.12. 1967 – 1978 – set up plants in Australia, England, Germany, Israel, Malaysia, Mexico, and Puerto Rico.13. Continued its strategic efforts for survival.

8. Technology Management Technology StrategyMotorola, Inc. USALearning points from the History of Motorola:1. The firm continuously make decisions involving technology;2. These decisions often lie at the heart of the firm’s competitive advantage and, in turn,3. The value created by the business for their survival and further development.

9. Technology Management Technology StrategyMotorola, Inc. USAIts success depended critically on its technology-related decisions:The choice of appropriate technologies;The divestiture of technologies whose time had run out.

10. Technology Management Technology StrategyMotorola, Inc. USAThese decisions involve:Investing in programs to develop technologies for commercial applications,The kind of technologies that are embodied in the products marketed by the firm,The choice of technologies to deploy in its value chain.

11. Technology Management Technology StrategyMotorola, Inc. USAThe decisions may also include the appropriate mode of implementation:Whether the firm decides to implement the decision by itself,In conjunction with others through strategic alliances, orThrough outright acquisition.

12. Technology Management Technology StrategyMotorola, Inc. USA- In short, technology is the cornerstone of many strategic decisions made by the firm.A firm’s choice of technologies influences its current and future competitive position within an industry.In short, the technology strategy of a firm is a fundamental driver of its profitability.

13. Technology Management Technology StrategyMotorola, Inc. USAThe Technology Intelligence gathering activities precede the development of Technology Strategy.

14. Technology Management An innovation or a new idea when it first appears is not accepted immediately by consumers or potential users. Indeed, many innovations fail because they do not get adopted together. When suuccessful, an innovation gets adopted over a period of time. Difference types of users adopt the innovation at different times. The late adopters some times look to the earlier ones for information when trying to decide whether the innovation will be useful to them.

15. Technology ManagementIdentification (Forecasting/ Intelligence)Selection (Technology Strategy/Planning)Internal acquisition (R&D Management)External acquisition (Technology Acquisitions and Collaborations)Exploitation/Assimilation (Technology Transfer/Utilization/Commercialization)Protection (Knowledge Management, R&D Management)Learning (Knowledge Management)

16. Technology Management In efffective Technology Management A critical activity is learning about Markets, Customers and Competitions.

17. Technology Management Diffusion :It is a process by which an innovation is propageted through certain channels over time among the units of a system.Four Major Elements: InnovationPropagationTimeSystem

18. Technology Management Innovation:From the point of view of a customer, a technical solution is considered to be an innovation when it is new or perceived as new by the individual or the unit of adoption. It really matters little, so far as human behaviour is concerned, whether or not an idea is “objectivley new as measured by the lapse of time since its use or discovery.”Diffusion

19. Technology Management Propagation:Propagation refers to the spread of an innovation beyond its inventor. Propagation is the result of a decision to adopt an innovation by individual or a firm. An innovation presents an uncertain situation to an adopter, and hence the decieion to adopt is to some extent influenced by the communication process between the adopter and the individual who has innovated.Diffusion

20. Technology Management Time:The time dimension is involved in diffusion, because it takes time for individuals or firms to decide to adopt an innovation. Not all adopters adopt an innovation at the same time.Diffusion

21. Technology Management System:A system is a set of interlinked units that participate in the diffusion process. The members of units of a system may be individuals, informal groups or organisations.Diffusion

22. DIFFUSION OF INNOVATION CURVE

23. Technology Management Diffusion Immitation

24. Technology Management DiffusionWhen a firm innovators (e.g. develops a new product), two different groups of players respond to the innovation. One group, the customers, makes decisions to adopt or not to adopt the innovation. Diffusion refers to adoption decisions of this kind.

25. Technology Management ImmitationA second group of players, competitors, may decide to copy the innovation and make their own (new) products to compete with the innovating firm. This is imitation.

26. Technology Management S Curve of DiffusionOne facet of the dynamics of diffusion is the manner in which the total number of adopters of an innovation, individuals or firms, changes over time. A plot of the cummulative number of adopters over time displays an S-shaped curve. A plot of frequency of adoption of an innovation over time displays a normal bell-shaped curve.

27. Technology Management S Curve of DiffusionS-shaped curve – It shows the number of individuals adopting an innovation on a cumulative basis.Bell-shaped curve – It shows the same data in terms of the number of individuals each year.

28. Technology Management S Curve of DiffusionThere are four major eras in the diffusion history of an innovation:Emergence characterized by a slow advance in the beginning, suggesting that adoption proceeds slowly at first when there are few adopters.2. A rapid growth phase, when adoption rate accelerates until half of the individuals in the system have adopted.A slow growth phase, where the rate of growth declines, but adoption continues.Maturity, the final stage, where the diffusion almost comes to a halt, either as a result of market saturation or the introduction of a new product, process, or service into the market replaces the existing innovation.

29. Technology Management S-shaped and Bell-shaped curves

30. GROWTH WITHOUT STRATEGY

31. S curve of Technology Evolution Although the initial development of a technology often appears to be a random process, once a new technology comes into existence, its evolution over time displays a reasonably stable pattern. These stable patterns may bedescribed in terms of evolution of performance Characteristic.Performance Characteristic: It refers to a characteristic of interest to the designer of a product or the user of a specific technology.

32. S curve of Technology Evolution Technology Evolution: It refers to the changesin the Performance characteristics of a specific technology over time.

33. S curve of Technology Evolution Four major stages areEmergence – When the technology has come into existence but shows little improvement in its performance characteristics;Rapid improvement – When the performance characteristics improves at an accelerating pace;Declining improvement – When the pace of improvement declines;Maturity – When further improvements become very difficult to achieve.

34. S curve of Technology Evolution StartGrowthMaturity

35. THERE ARE NO LIMITS TO IMPROVEMENT

36. Lots of Growth CurvesMag tape transferRemote resource sharingTerminal accessTerminal linkingFTPEmailWebGopher, ArchieStreamsImagesMp3GamesTelevisionE-cashMovies

37. Growth In Many Fields

38. Technology Management Market-Oriented Technology Management develops fundamentals of – - Technology life-cycles, - Technology acquisition, - Core technology management, and - Technology policy.

39. Technology Management Market Oriented Technology:These principles enable managers to find, acquire and develop technologies, add value to them, and make a profit in the environment of short life cycles and rapid price reductions typical of the electronics, semiconductor, and other globally hypercompetitive industries.

40. Technology Management Technology life-cycle, The technology life-cycle (TLC) describes the commercial gain of a product through the expense of research and development phase, and the financial return during its "vital life". Some technologies, such as steel, paper or cement manufacturing, have a long lifespan (with minor variations in technology incorporated with time) whilst in other cases, such as electronic or pharmaceutical products, the lifespan may be quite short.

41. Technology life-cycle,

42. Technology Management Technology IntelligenceThe Value of Technology Intelligence

43. Technology Management Technology IntelligenceThe Value of Technology IntelligenceThe story of a firm ......................................................

44. Technology Management Technology IntelligenceThe Value of Technology Intelligence……………………………that changed its course of technology development as a result of a critical piece of technology intelligence.

45. Technology Management Technology IntelligenceThe Value of Technology Intelligencethe technological intelligence gathering in the firm started when a piece of data was shared by a potential competitor (the manager of the Far Eastern company).As illustrated by the story,

46. Technology Management Technology IntelligenceThe Value of Technology IntelligenceAs the firm gathered requisite data, it better understood the nature of the threat. This, in turn, led the firm to acquire the smaller firm, thus cutting down the time to market and potentially thwarting a major competitor from entry throughacquisition.As illustrated by the story,

47. Technology Management Technology IntelligenceThe Value of Technology IntelligenceIts value lies not merely in the information but in the process of generating it.The process of generating technological intelligence leads to Enhanced capacity and commitment to - understanding, - anticipating, and - responding to external changes on the part of a firm’s key strategic managers.

48. Technology Management Technology IntelligenceBy technology intelligence, we refer to technology-related information that is useful and utilized by firms during strategic decisions.Critical business decisions are: - Business Strategy Decisions, - Authorization of a major research program, or - decision to launch a new product initiative need to be anchored in Technology Intelligence.Technology Intelligence may reside inside the firm, but more likely, such information will come from the external technology environment.

49. Technology Management Technology IntelligenceIt serves three major function:The intelligence provides an understanding of current and potential changes taking place in the environment.Technology Intelligence provides important information for Strategic Decision makers.Finally, the intelligence facilitates and fosters strategic thinking in organization.

50. Technology Management Technology IntelligenceThe technology intelligence is typically a rich source of ideas and understanding of the contextin which a firm operates.It should also challenge the current technology strategies by bringing fresh points of view into the organisation.

51. Technology Management Technology IntelligenceLevels of Technology IntelligenceMacro-level,Industry or Business-level,Program or Project-level.There are three broad types of intelligence suitable for different types of strategic decisions:

52. Technology Management Technology IntelligenceLevels of Technology IntelligenceMacro-level:Macro-level technology intelligence refers to broad technology trends that are developing in an economy, which may influence the functioning of national economies, specific industrial sectors, and specific industries within them.

53. Technology Management Technology IntelligenceLevels of Technology IntelligenceMacro-level:At the macro level, technology trends are typically likely to be general, Imprecise, ambiguous, and often directional. For example, one such trend may be the emerging influence of biotechnology in agricultural Industries; this, however, does not specify which technologies are likely to be useful to agriculture, nor does it tell when such technologies will begin to industry in the future. Example: AT&T focused on the convergence of three hitherto unrelatedIndustries – Computers, Video and Telecommunications.

54. Technology Management Technology IntelligenceLevels of Technology Intelligence2. Industry or Business-level:Industry or Business-level technology intelligence refers to technology trends and factors that affect or are likely toaffect specific industries.

55. Technology Management Technology IntelligenceLevels of Technology Intelligence2. Industry or Business-level:Industry or Business-level technology intelligence focuses on specific technologies, although the trend may be quite imprecise.Example: The multimedia evolution portrayed by AT&T involves fairly specific technologies; however, the exact nature of the relationship that are developing between computers and the telecommunications sector is still open and likely to be subjected to the actions taken by the firm within these two industries.

56. Technology Management Technology IntelligenceLevels of Technology Intelligence3. Program or Project-level:Program or Project-level technology intelligence refers to technology-related factors for a specific technology-related program or project.

57. Technology Management Technology IntelligenceLevels of Technology Intelligence3. Program or Project-level:Program or Project-level technology intelligence has to be, by its very nature, very specific. Example: if a firm is designing an “environment-friendly” (green) product, very specific technologies need to be tracked, technologies that are useful for developing the product. Further, the intelligence that is needed at this level has to be precise and timely so that immediate action can be taken by a particular firm.

58. Technology Management Technology StrategyTechnology Strategy is the revealed pattern in the technology choices of firms. The choices involved the commitment of resources for the appropriation, maintenance, deployment, and abandonment of technological capabilities. These technology choices determine the character and extent of the firms’ principal technical capabilities and the set of available product and process platforms.

59. Technology Management Technology StrategyFour important points of technology strategies are:Technology strategy focuses on the kinds of technologies that a firm selects for acquisition, development, deployment, or divestment. 2. Commitments surrounding technology selection define technology strategy.

60. Technology Management Technology StrategyFour important points of technology strategies are:Technology strategies are not confined to high-technology industries. Even a capacity-driven industry or a customer-driven industry requires a technology strategy.Finally, technology strategies embrace both the hardware and software elements of a technology.

61. TECHNOLOGY FORECASTING

62. Technology Forecasting M. J. Cetron The prediction with a stated level of confidence, of the anticipated occurrence of a technological achievement within a given time frame with a specified level of support.Definition

63. Technology Forecasting J. R. Bright Technology forecasting is defined as a quantified prediction of timing and the degree of change of technical parameters and attributes aociated with the design, production and use of devices, materials and processes according to a specified system of reasoning.Definition

64. Technology Forecasting R. Y. Ayres A reasonably defined statement about the future, usually qualified in the sense of being contingent on unchanging or very slowly changing environment (i.e. no wars or depression).Definition

65. Technology Forecasting Intutive MethodsTrend ExtrapolationNormative ForecastingGrowth CurvesCross-Impact Analysis MethodMonitoring METHODOLOGIES

66. Technology Forecasting Intutive Methods include methods of obtaining forecasts from experts in their respective areas of specialization. Since most discoveries and innovations are deliberately engineered by sustained inputs of funds and manpower (for R & D activities), it is felt that probing the minds of the people involved in these developments can give an idea of likely future events. It is reasonable to expect that a rough picture of the future is already formed in the minds of these experts. METHODOLOGIES

67. Technology Forecasting Intutive MethodsIndividual Forecasting,Opinion Polls,Panel,Brainstorming,Delphi Technique, METHODOLOGIES

68. Technology Forecasting Intutive MethodsIndividual Forecasting,An expert in a specific field is asked to predict the probable technological events that are expected to occur in the future in the area of his expertise. This method is of limited applicability, specially in developing countries. METHODOLOGIES

69. Technology Forecasting Intutive MethodsOpinion Polls,If opinion of several individual forecasters are combined, the errors and bias of individual predictions are likely to be minimized. METHODOLOGIES

70. Technology Forecasting Intutive MethodsPanel,In the panel approach, a group of experts interact across a table and derive a number of forecasts of signifance. The U.S. Navy and U.S. Air Force have used this methodology for defence forecasting. The panel approach has the advantage of being multidisciplinary. METHODOLOGIES

71. Technology Forecasting Intutive MethodsBrainstorming,This is a modification of the conservative panel approach. In brainstorming, meetings are held in an environment which allows uninhibited and imaginative speculations. Brainstorming should be conducted under a well-trained leader. METHODOLOGIES

72. Technology Forecasting Intutive MethodsDelphi Technique,The Delphi technique is a method of obtaining expert opinion from large groups os people in a systematic way. This technique is a modification of the panel approach. In the Delphi1. Direct interaction is avoided by using a programmed sequential questionnaire of three or four rounds. METHODOLOGIES

73. Technology Forecasting Delphi Technique,2. The expert is not called to defend his publicly expressed opinion, and anonymity of individual forecasters is maintained.3. Subordinate do not have to differ with senior executives face to face.4. Salesmanship forecasts are avoided.5. The final result is a statistical group response.Results are basesd on interactions combined with controlled feedback. METHODOLOGIES

74. Technology Forecasting Trend Extrapolation The basis of trend extrapolation methodologies is that the future value of a technical capability, or production from a technological activity, is an extension of its part performance, at least into near-term futures. The forecasts are generally obtained using statistical time extrapolation techniques similar to those used in economic forecasting. METHODOLOGIES

75. Technology Forecasting Trend Extrapolation - Linear Extrapolation - Extrapolation Using Exponential Trend - Double Exponential Extrapolation - Substitution Technique METHODOLOGIES

76. Technology Forecasting Trend Extrapolation - Linear Extrapolation: In linear extrapolation the parameter to be forecast is linearly plotted against time, and the resulting plot is extrapolated into reasonable future time spans. For example, the high temperature capability of plastics has increased linearly with time and this trend can be extrapolated to project the high temperature capability of plastics in the near future. METHODOLOGIES

77. Technology Forecasting Linear Extrapolation

78. Linear Extrapolation

79. Linear Extrapolation

80. Linear Extrapolation

81. Linear Extrapolation

82. Technology Forecasting Trend Extrapolation - Extrapolation Using Exponential Trend: In this approach, the logarithm of a particular technological capability, or production trend from a specific technology is plotted against time; these semilog plots, which are frequently linear, are then extrapolated into the future to make forecasts. The basis for using this methodology stems from the fact that many technological functional capabilities and technological parameters have shown exponential growth over fairly long time periods. METHODOLOGIES

83. Extrapolation Using Exponential Trend

84. Technology Forecasting - Double Exponential Extrapolation: In the double exponential extrapolation method, the logarithm of a specific technological parameter is plotted with time and these plots, if they follow a linear trend, can be extrapolated for forecasting future values of these parameters. This type of growth is specially characteristic of technologies for which R&D efforts are concentrated in the early phase of development. In theses cases the development is multifold as more inputs are provided. Output emerges from lasers in the area of laser technology show this type of exponential growth. Trend Extrapolation METHODOLOGIES

85. Technology Forecasting - Substitution Technique: The parameters of a technology can often be forecast by extrapolating the rate of substitution of that technology by some other recent technology. The substitution model of Fisher and Pry of General Electric is based on the following concepts:Many technological advances can be considered as competitive substitutions of one method of satisfying a need, by another newer method of satisfying the same need.Trend Extrapolation METHODOLOGIES

86. Technology Forecasting - Substitution Technique: 2. If a substitution has progressed as far as a few percent of the total consumption, it will proceed to completion.3. The fractional rate of substitution of a new technology for an old technology is proportional to the remaining amount of the old technology left to be substituted. If the time periods for the initial few percent of substitution are known, extrapolation of the substitution curve can be used to predict the extent of substitution in the future.Trend Extrapolation METHODOLOGIES

87. Technology Forecasting - Substitution Technique: The Fisher and Pry model for rates of substitution has been found to be obeyed rather well in the USA in the technologies usng the substitution of- Natural fibers by synthetic fibres (Fig. 2.6);Open heart steel-making process by electric arc process (Fig. 2.7);zinc oxide and lead oxide in paint pigments by titanium dioxide;Oil based paints by water-based paints;- Natural rubber by synthetic rubber;Trend Extrapolation METHODOLOGIES

88. Technology Forecasting - Substitution Technique: Natural rubber by synthetic rubber;Soaps by detergents;inorganic insecticides by organic insecticides; and-natural tyre fibres by artificial fibres.Trend Extrapolation METHODOLOGIES

89. Technology Forecasting - Substitution Technique: Natural rubber by synthetic rubber;Soaps by detergents;inorganic insecticides by organic insecticides; and-natural tyre fibres by artificial fibres.Trend Extrapolation METHODOLOGIES

90. Technology Forecasting - Substitution Technique: In Mathemtical termsTrend Extrapolation METHODOLOGIES

91. 2. Trend Extrapolation Substitution Technique:

92. 2. Trend Extrapolation Substitution Technique:

93. 2. Trend Extrapolation – Substitution Technique:

94. Technology Forecasting Normative Forecasting It is a goal oriented forecasting where one recedes fromfuture goals to the present and intermediate-term technological needs. It is primarily need-based forecasting. Future goals are specified and then the capabilities which must exist in the present or intermediate future are identified for the achievement of specific goals. In a way, this is a method of pushing the technologies in the required direction in response to the identified needs of the future. METHODOLOGIES

95. Technology Forecasting Normative Forecasting METHODOLOGIES - Morphological Analysis, - Relevance Trees,

96. Technology Forecasting - Morphological Analysis: It was introduced by Fritz Zwicky with a view to ensuring that all possible solutions to any problem are examined before the choice is made as to the best solution. This method, thus, involves the breakdown of a problem into parts which can, to some extent, be treated independently – they have no heirarchical relationships. In subsequent steps, several solutions or approaches to each part are enumerated. Overall solutions are obtained by taking one of the possible solutions to each part.Normative Forecasting METHODOLOGIES

97. Technology Forecasting Normative Forecasting - Morphological Analysis:

98. Technology Forecasting - Relevance Trees: It is used to analyse systems or processes in which distinct levels of hierarchy can be identified. An overall objective is selected and then all possible paths or routes towards realizing the objective are systematized. In general, they serve to set goals and subgoals at lower and lower levels representing smaller and smaller elements of some overall problem. Performance goals are set at each level to give the tree a normative character. When each of the goals at a lower level is met, only then are the goals at the next higher level tackled. Thus, when all subgoals have been achieved it follows that the highest level goal will perforce be met.Normative Forecasting METHODOLOGIES

99. Technology Forecasting Normative Forecasting - Relevance Trees:

100. Technology Forecasting Growth Curves Similarities between biological growth and the growth of many technologies or technological parameters have been noticed. This observation has been used to forecast the growth of technologies using biological growth curves. METHODOLOGIES

101. Technology Forecasting Growth Curves - Pearl Curve - Gomportz Growth Curve METHODOLOGIES

102. Technology Forecasting Growth Curves METHODOLOGIES - Pearl Curve: Pearl has shown that increase in population follows a growth pattern similar to the increase in biological cells in a closed medium following an S shaped curve. This similarity between population increase and the growth of a bilogical system has been extended to the growth of functional capabilities of technologies.

103. Growth Curves Pearl Curve:

104. Technology Forecasting Growth Curves METHODOLOGIES - Gompertz Growth Curve: There is another growth curve that is frequently used in technological forecasting. This is known as Gompertz curve, and is represented as y = Le – be-ktwhere y = parameter of technological growth or functional capability; L= upper limit of the parameter; b and k are constant; and t =time.

105. Technology Forecasting Growth Curves METHODOLOGIES - Gompertz Growth Curve: This growth curve can be used to predict the state of technology for which there is limit, and when the growth in thr initial stages is comparatively faster than that of the Pearl curve.The Pearl and Gompertz curves have been successfully used for predicting literacy in India.

106. Technology Forecasting 5. Cross-Impact Analysis Method Present and future events interact with each other and influence the probability, timings, and impact of one another. It is based on bringing out interactions between forecasts. Two events can interect in three ways: 1. Mode interaction – one event may enhance or diminish the likelihood of another event; advance or delay; necessitate or obviate; or enable or prevent it. METHODOLOGIES

107. Technology Forecasting 5. Cross-Impact Analysis Method : 2. Force Interaction – the influence of one event on another can be strong or weak. 3. Interaction time lag – the interaction between one event and another may start as soon as the first event occurs or the influnce or the influence may be felt only after ten years. METHODOLOGIES

108. Technology Forecasting 6. Monitoring Many new technologies emerge from physical concepts into technologies at a finite rate. It is posible to identify the majority of probable future technologies by a careful monitoring of new emerging ideas at a very early stage. METHODOLOGIES

109. Technology Forecasting 6. Monitoring Monitoring includes three main activities. 1. Search the environment for signals that are heralders of significant technological innovation. Check whether the trends are continuing in the same direction. It involves selecting parameters, events, and decisions to be followed. 2. Identify possible consequences. 3. Present the data in total form to the decision-maker. METHODOLOGIES

110. Technology Forecasting Accuracy of Forecasting as a function of cost of forecasting METHODOLOGIES

111. Ref: 1. Technology Forecasting by P. K. Rohatgi, K. Rohatgi, B. Bowonder2. Managing Technology and Innovation for Competitive Advantage by V. K. Narayana