Title: Technology Forecasting
1Technology Forecasting
- Introduction to
- Technology Forecasting
- Strengths and limitations of market trials for
new technology
2Introduction
- What is Technology?
- The Evolution of Technology
- Technology Forecasting
- Technology Forecasting Taxonomies
- Objectives of Technology Forecasting
- The Need for Experts
3What is Technology?
- There is much ambiguity in the use of the term
technology - In one sense technology embodies the totality of
the way we do things. - Websters 7th Collegiate Dictionary defines
technology as the totality of the means employed
to provide objects necessary for human
subsistence and comfort.
4What is Technology?
- Western Technology refers to the totality of
the way things are done in the Western nations of
the world. - This is not the way we will use the term.
- In another sense, technology has a more
restricted definition - the tools, techniques, and procedures used to
accomplish some desired human purpose. - For example, metal cutting technology or nuclear
power technology.
5What is Technology?
- This more restricted definition is more suitable
for our purposes. - Technology includes not only goods but also
services - Technology is not restricted to hardware, it also
may includes know-how and software
6The Evolution of Technology
- Prior to the 19th century
- technology could be differentiated from other
human activities by its direct involvement with
the material world - Persons involved in technology shaped and altered
their physical environment - Other forms of activities, like politics, were
clearly distinguishable from technology - Technological activities did not have
particularly high status artisans were
considered inferior - contemplative activities were glorified
7The Evolution of Technology
- By the end of the 19th Century
- Physical sciences began to influence technology
- laboratories were a source of invention
- scientific grounding added credibility to
technology - Science and Technology became partners to the
benefit of both
8The Evolution of Technology
- During the early 20th Century
- Large laboratories emerged often they were
mission oriented - Science and technology became institutionalized
as a means to achieve National and corporate
objectives
9The Evolution of Technology
- Post World War II
- Advances in applied mathematics lead to the
emergence of operations research, information
theory, and systems engineering - In conjunction with the growth of computing
power, the information revolution was sparked
10The Evolution of Technology
- At the end of the 20th Century
- the line distinguishing technology from other
activities has become blurred - technology is becoming a measure of national
power - Technology leads to competitive advantage
- aerospace, chemicals plastics, petrochemicals
- drugs, electronics, engines, machines,
- computers, radio, tv, telecommunications
11Technology Forecasting
- Three definitions of technology forecasting from
leading experts - Technology forecasting is
- A group of techniques that predict the direction,
character, rate, implication, and impact of
technological advances - Vanston
12Technology Forecasting
- A prediction of the future characteristics of
useful machines, procedures, or techniques - Martino
- Anticipation of the character, intensity, and
timing of changes in technology - Porter
13Can Technology be Forecast?
- Three rationales support the claim that
technology can be forecast - Examination of the historical growth of
technological capability (speed, power, etc.)
shows surprisingly ordered patterns - continuity seems to be the norm
- discontinuities are rare
- This leads to trend extrapolation techniques
14Can Technology be Forecast?
- Technological development responds to opportunity
and need - It is also sensitive to allocation of resources
and social control through regulation - By monitoring influencing factors, progress can
be anticipated - This leads correlation techniques
15Can Technology be Forecast?
- Understanding the process of technological
innovation aids in successful prediction of
technological development - Orderly progression of emergence
- New knowledge acquired
- Technology emerges from lab
- Technology is field tested
- Technology is commercialized
- Technology is widely adopted
16Technology Forecasting in Context
- Technology forecasting has not attained the level
of laws - It is still more art than science
- inherent complexity of the systems
- social, political, economic, ethical influences
- lack of significant data bases
- Experts are required
17Technology Forecasting Taxonomies
- There are multiple ways to classify technology
forecasting techniques - Exploratory vs. Normative
- Exploratory techniques seek to predict the state
of a technology area in the future - Normative techniques seek to determine courses of
action to achieve a postulated future state
18Technology Forecasting Taxonomies
- Porter, et al. suggest
- Direct
- directly forecast parameters of the technology
- Correlative
- forecast growth or change by forecasting elements
in the technologys context - Structural
- formally consider interactions between the
technology and its context
19Technology Forecasting Taxonomies
- Kostoff suggests
- Bibliometric or literature based methods
- data mining from large databases followed by
application of visualization and analysis tools - Workshop methods
- groups of subject matter experts who interact
under the auspices of nominal group techniques
(e.g., the Delphi procedure) to develop scenarios
and forecasts the evolution of technology
20Technology Forecasting Taxonomies
- Vanston suggests
- Surveillance
- Passive observational techniques
- Projective
- Future will be like the past
- Normative
- future needs drive technological development
- Integrative
- advances are driven by relationships
21Objectives for Technology Forecasting
- The first step in a technology forecasting
project is to determine the purpose the forecast
is to serve. - Vanston suggests five purposes
- Projections of the rates at which new
technologies will replace older ones - Important to companies dependent on the old as
well as the new technology
22Objectives for Technology Forecasting
- Assistance in the Management of Technical
Research and Development - Forecasting the technology emergence process can
facilitate allocation of RD resources - Evaluation of the Present Value of Technology
Under Development - Forecasting the commercial value of a technology
in the development process
23Objectives for Technology Forecasting
- Identification and Evaluation of New Products or
Processes that May Present the Organization with
New Opportunities or Threats - Forecasting new business opportunities or threats
to present markets
24Objectives for Technology Forecasting
- Analysis of New Technical Developments that Might
Change Organizational Strategies or Operations - Forecasting technology changes that might change
the internal operations of the organization
itself.
25The Need for Experts
- Gathering and analyzing the opinions of experts
is an important activity. - Three types of experts are valuable in
technology forecasting - generalists with a spread of interests and
perceptions - persons with deep knowledge of the area
- persons whose present or future actions may be
affected
26Expert Opinion
- Three circumstances
- No historical data
- Impact of external factors is more important than
the factors that governed the previous
development of technology - Ethical or moral considerations dominate
27How to obtain expert opinion?
- Committees
- Advantages
- Synergy
- Total is greater than the sum of the parts
28Disadvantages
- Misinformation
- Social pressure
- Group takes on a life of its own
- Repetition of arguments can influence opinion
- Vulnerability to dominant individuals
- Vested interests
- Entire group may share common biases
29How to counteract this?
- Structured group processes
- Delphi Process
- Nominal Group Technique
30Delphi Process
- Developed at the Rand Corporation as a means of
extracting opinion from a group of experts. - First dealt with a series of technological
forecasts - Not just a Technology Forecasting method, however
31Delphi Process
- Conducted in rounds
- Panel (participants) are not physically together
- Panel answers directed survey questions
- Moderator has responsibility for compiling and
feeding back the input.
32Three characteristics
- Anonymity
- Iteration with controlled feedback
- Statistical group response
33Anonymity
- Avoids the possibility of associating responses
with specific individuals - Participants can change their minds without
publicly admitting he/she has done so.
34Iteration
- Interaction is conducted through responses to
questionnaires - Moderator extracts pertinent information
35Statistical Group Response
- What kind of output do most groups produce?
- Delphi
- Presents a statistical response
- Opinions of entire group
- Statistics that describe both the center and
the spread
36Round 1
- Typically is completely unstructured
- Anticipate events or trends in the technology of
interest - Questionnaires returned to moderator to compile
- Similar items are combined, some dropped, events
stated as clearly as possible - This is the questionnaire for the second round
37Round 2
- Consolidated list of events
- Asked to estimate time of occurrence
- Moderator prepares statistical summary
38Round 3
- Third questionnaire consists of the set of events
and the statistical summary - Events, medians and quartiles
- Asked to prepare new forecasts for each event
- If their forecasts fall in the upper/lower
quartiles, they are asked to support their
position.
39Round 3 (contd)
- Moderator prepares a statistical summary of
forecast and summary of arguments - Arguments/positions/objections are advanced just
as they would be in a face-to-face meeting but, - interaction is anonymous and written.
40Round 4
- Questionnaire consists of
- Lists of events
- Medians/quartiles
- Summary of arguments for changing the forecasts
41Round 4
- Panelists are asked to consider the reasons
offered for changing the estimates and make new
forecasts for each event. - May be asked to justify position
- Moderator again computes medians and quartiles
(and summarizes comments if necessary). - Looking for stability
42Outcome
- Events/trends
- Dates - usually use the median date in the fourth
round - Understanding of factors panelists believe are
important and may affect the forecast.
43Delphi vs. Committees
- Structured process for discussion and
disagreement - Panel members may or may not shift
- Can do so without losing face
- Delphi generally results in a convergence of the
panel estimates. - this is less frequently an outcome of an
unstructured committee
44Variations on Delphi
- Providing an initial list of events
- Beginning with a context
- Number of rounds
- Multiple dates
- Computerized
- Partial Anonymity
45Important issues
- Group process
- Efficient
- Precision
- Selection of panel members
- Survey/questionnaire design
46Success factors
- Selection of experts
- Pay them?
- Contact them personally
- Explain the method
- Easy survey
- High response rate
47Nominal Group Technique (NGT)
- Developed by Delbecq and Van de Ven in the early
1970s - Useful to define the dimensions of a decision
- Based on research that indicates that small
groups that do not interact are the most creative
idea generators, while groups that do interact
perform the best evaluation. - Incorporates evaluation as well as idea
generation.
48Output
- Rich list of ideas.
- Preliminary rating of those the group feels are
most important.
49Steps in NGT
- Silent Generation
- Round Robin
- Discuss/Clarify
- Vote/Rank
- Discussion
50Silent Generation
- Task statement
- 5-10 minutes (or until people run out of ideas.)
- Imperative to obtain individual responses.
51Round Robin
- List responses on flip charts or board.
- Each respondent offers one idea from their list
and the facilitator moves on. - The ideas should be numbered as they are listed.
52Discuss/Clarify
- Go through the list one by one.
- Make sure all participants understand each idea.
53Vote/Rank
- Depending on how many ideas are on the list, give
each participant a set number of index cards. - Rule of thumb is 15-25 (If you have 28 ideas,
give them 7 cards) - Instructions
- From the list of ideas, pick your top x and write
one idea on each card. Put the idea number in
the top left corner.
54Rank
- Spread your cards out in front of you.
- From this list, which is your top choice?
- Give this a 7 write a 7 in the top right hand
corner of your card. Turn this card over. - From the cards that are remaining, which is your
least favorite. - Give this a 1 write a 1 in the top right hand
corner of your card. Turn this card over.
55Rank (contd)
- Continue with this process until there are no
more cards left. - Everyone should have 7 cards with ideas, idea
numbers, and ranking numbers.
56Record votes
- This is a good time for a break!
- Collect cards List votes by each idea.
- Tally
- Record using a/b where a Number of people who
voted for an idea b Sum of votes.
57Interpretation
- You can order the ideas according to the
numerator or the denominator. - Usually 1-2 ideas dominate.
- Provides powerful information about the subject
of interest. - Consensus?
- Divergence?
- Strong opinions?
58- Technology Forecasting
- Surveillance Techniques
59Surveillance Techniques
- Surveillance techniques are primarily
observational. - The are based on the assumption that by
understanding the innovation process and closely
observing trends, influences, and events, we can
accurately forecast technological changes.
60Surveillance Premises
- These techniques are founded on two fundamental
premises - Technological innovations follow a common
development pattern - The length of time required to complete the
pattern is normally quite long.
61Stages of Innovation
- Innovation Model
- Scientific finding
- Laboratory feasibility
- Operating prototype
- Commercial introduction
- Widespread adoption
- Diffusion to other areas
- Social and economic impact
62Getting Started with Surveillance
- A prerequisite to good surveillance is access to
suitable data and mechanisms for information
retrieval. - Initiating a surveillance effort is normally
easy. - Integration with other forecasting tools and
techniques is critical.
63Three Primary Techniques
- There are three primary Surveillance Techniques.
- They differ primarily in their degree of focus
and intensity of effort. - Scanning
- Monitoring
- Tracking
64Scanning
- Scanning is a broadly oriented activity that
seeks to identify developments that may
materially affect the organization. - Scanning seeks to observe as wide a spectrum as
possible. - Scanning is unfocused
- not looking for something in particular
- are looking for anomalies of interest
65Anomalies of Interest
- Changes in technical performance
- Changes in personnel and facilities
- Funding announcements
- Paper and meeting topics
- Technical demonstrations
- Patent awards
- New partnerships
66Monitoring
- Monitoring is a more focused and disciplined than
Scanning. - It begins when an anomaly spotted in scanning may
be of significant interest. - Monitoring is primarily focused on developments
outside the company - University research
- National laboratories
- Competitors
67Typical Monitoring Questions
- What is the present and potential significance of
this anomaly? - What is its current state of development?
- At what pace do we expect progress?
- What organizations are involved?
- What funding (and other) support are being
provided and by whom?
68Formal Monitoring System
- Selecting areas to be monitored
- Link to Scanning
- Assigning monitoring responsibility
- Setting action triggers
- Setting actions in response to trigger
- Periodic review of the monitoring program and
related databases - Feedback on the Monitoring System
69Monitoring Outcomes
- Monitoring may lead to the need for a more
quantitative Technology Forecast - using trend and curve techniques or some of the
others we will cover subsequently - Monitoring may also lead to the most focused of
the Surveillance Techniques, Tracking
70Tracking
- Tracking is the most carefully focused and
detailed Surveillance Technique. - Near-term product/process introductions that will
change market dynamics - Major technical break-through
- Information reporting and review procedures must
be streamlined and responsive
71Tracking Implementation
- Tracking is normally assigned to a task force
which has been specifically tasked to follow
developments. - Tracking is normally a time and resource
intensive activity. - If interest subsides, tracking may fall back to
monitoring.
72Technology ForecastingForecasting using Scenarios
73Scenarios
- Scenarios are outlines of some aspect of the
world - Scenarios incorporate and emphasize aspects of
the world that are important to the forecast. - Scenarios frequently integrate several specific
forecasts into a more global forecast.
74Scenarios
- Scenarios may incorporate uncertainty through a
range of outcomes or through multiple specific
outcomes. - Most-likely, optimistic, pessimistic
- Science fiction writers provide a wealth of
examples of technology forecasts using scenarios
75Scenario Types
- Future History
- dynamic paths through time that focus on the
evolution of events in a particular part of the
world - Snapshot
- a cross-sectional view of a particular part of
the world a single point in time - Orwells 1984
76How Are Scenarios Used?
- Scenarios provide intellectual stimulation for
imagining the range of possible futures - The use of scenarios is common in business and
government planning processes - strategic, tactical, operational
77The Power of Scenarios
- Scenarios are an integrative technique.
- They allow us to bring together information from
diverse sources and of different character into a
unified, and hopefully, coherent picture of the
future. - Broad features of a situation are usually
expressed clearly - details may be vague.
78Procedure for Scenario Forecasting
- General procedure for facilitating scenario
forecasting - Identify topic factors of interest
- Identify users and style of presentation
- Specify time frame
- Specify societal technical assumptions
- Select key factors relationships
- Decide on number emphasis of scenarios
79Scenario Construction
- Actual construction of the scenario is usually
based on a template. - The template is based on the key factors and
relationships. - The finished scenario may take the form of a
technical report, a short story, a bullet list, a
movie, .
80Critiquing Scenarios
- Scenarios should be evaluated on two criteria
utility and validity. - Utility do the scenarios provided information
useful to the user group? - Validity is the scenario logical based on the
quality, quantity, and consistency of information
used to build it?
81Scenarios Conclusion
- Scenario forecasting may be the oldest of all
technology forecasting techniques. - It can involve significant expenditures of time
and effort. - It has been useful in many venues.
- Science fiction writers to business strategists
82End of Lecture