Podcast
Questions and Answers
Considering Schumpeter's perspective on innovation, which statement BEST encapsulates his view on the role of 'creative destruction' in economic evolution?
Considering Schumpeter's perspective on innovation, which statement BEST encapsulates his view on the role of 'creative destruction' in economic evolution?
- Creative distruction is a phenomenon in mature markets, where continuous innovation provides new goods for consumers.
- Creative destruction is merely a cyclical downturn that destabilizes markets and should be mitigated through regulatory interventions.
- Creative destruction is intrinsic to capitalism, perpetually reshaping economic structures by replacing the old with the new. (correct)
- Creative destruction is epiphenomenal, arising incidentally from unrelated technological advancements.
Within the context of Schumpeterian economics, what is the MOST critical distinction between 'Schumpeter Mark I' and 'Schumpeter Mark II' models of innovation?
Within the context of Schumpeterian economics, what is the MOST critical distinction between 'Schumpeter Mark I' and 'Schumpeter Mark II' models of innovation?
- Mark I emphasizes the macroeconomic effects of innovation, contrasting with Mark II's focus on the microeconomic behaviors during innovation.
- Mark I promotes steady incremental optimization, differing from Mark II's volatile, disruptive paradigm-shifting advancements.
- Mark I treats innovation as an exogenous variable, differing from Mark II which considers that innovation is determined by government policy relating to R&D incentives.
- Mark I highlights the role of new, small firms in driving innovation, while Mark II emphasizes the role of large, established firms in oligopolistic market situations. (correct)
In the theoretical landscape of innovation sources, 'learning by doing' (LBD) is recognized for its contributions to efficiency and problem-solving. Which characteristic BEST defines LBD in contrast to formalized R&D?
In the theoretical landscape of innovation sources, 'learning by doing' (LBD) is recognized for its contributions to efficiency and problem-solving. Which characteristic BEST defines LBD in contrast to formalized R&D?
- LBD tends to be informal, experience-driven, and incremental, whereas formalized R&D is structured, planned, and potentially radical. (correct)
- LBD typically arises in large firms with dedicated research departments, while R&D happens more in industrial districts comprising smaller firms.
- LBD leads to innovations exclusively protected through patents, while R&D results are typically openly shared.
- LBD is confined to process improvements, while R&D more often leads to breakthroughs in product innovation.
Considering both neoclassical and evolutionary economic perspectives, which statement BEST delineates a fundamental difference in how they view the firm's operational environment?
Considering both neoclassical and evolutionary economic perspectives, which statement BEST delineates a fundamental difference in how they view the firm's operational environment?
Which of the following BEST encapsulates the critical implication of Kondratiev waves, as adopted by Schumpeter, in the context of long-term economic trends and structural change?
Which of the following BEST encapsulates the critical implication of Kondratiev waves, as adopted by Schumpeter, in the context of long-term economic trends and structural change?
Suppose a company's R&D spending increases dramatically, but its patent filings remain stagnant. Considering various factors, which factor could BEST explain why increased R&D did not immediately translate into more patents?
Suppose a company's R&D spending increases dramatically, but its patent filings remain stagnant. Considering various factors, which factor could BEST explain why increased R&D did not immediately translate into more patents?
What is generally understood as the PRIMARY distinction between scientific knowledge and technology, from an 'economics of innovation' perspective?
What is generally understood as the PRIMARY distinction between scientific knowledge and technology, from an 'economics of innovation' perspective?
Considering the model where 'science leads to invention, and invention leads to innovation', what kind of technological advancement BEST challenges this linear path from science?
Considering the model where 'science leads to invention, and invention leads to innovation', what kind of technological advancement BEST challenges this linear path from science?
How do 'regional' or 'national' innovation policies, typically implemented by governmen, aim to strengthen the overall innovation ecosystem?
How do 'regional' or 'national' innovation policies, typically implemented by governmen, aim to strengthen the overall innovation ecosystem?
Within the context of 'learning by using,' how do user experiences PRIMARILY drive incremental innovations in complex capital goods, such as aircraft engines?
Within the context of 'learning by using,' how do user experiences PRIMARILY drive incremental innovations in complex capital goods, such as aircraft engines?
What is MOST likely to determine whether a specific innovation is categorized as 'radical' as opposed to 'incremental'?
What is MOST likely to determine whether a specific innovation is categorized as 'radical' as opposed to 'incremental'?
Suppose a novel technology demonstration, like Project Loon, proves technologically feasible but cannot progress beyond initial experiments. According to the theory of innovation, which conditions would MOST likely inhibit its widespread adoption?
Suppose a novel technology demonstration, like Project Loon, proves technologically feasible but cannot progress beyond initial experiments. According to the theory of innovation, which conditions would MOST likely inhibit its widespread adoption?
How can analyzing patent citation data contribute to understanding how quickly a specific technology field is evolving?
How can analyzing patent citation data contribute to understanding how quickly a specific technology field is evolving?
What is the MOST significant challenge when attempting to quantify or measure the role of 'innovation' in economic analysis?
What is the MOST significant challenge when attempting to quantify or measure the role of 'innovation' in economic analysis?
Suppose two countries, Country A and Country B, invest equivalent amounts in R&D as a percentage of GDP, but Country A consistently achieves higher levels of innovation, based on metrics like patent filings weighted by citations. Which factor would BEST explain this variance?
Suppose two countries, Country A and Country B, invest equivalent amounts in R&D as a percentage of GDP, but Country A consistently achieves higher levels of innovation, based on metrics like patent filings weighted by citations. Which factor would BEST explain this variance?
In the context of firms, which describes an organizational innovation rather than a technological innovation?
In the context of firms, which describes an organizational innovation rather than a technological innovation?
What is the MOST significant limitation of using the number of patents granted as a measure of innovation output?
What is the MOST significant limitation of using the number of patents granted as a measure of innovation output?
Why might policies designed to BOOST the commercialization of existing innovations in a national economy prove more effective than direct funding for basic research?
Why might policies designed to BOOST the commercialization of existing innovations in a national economy prove more effective than direct funding for basic research?
What is generally seen as the PRIMARY role of 'entrepreneurs' in the Schumpeterian model of economic innovation?
What is generally seen as the PRIMARY role of 'entrepreneurs' in the Schumpeterian model of economic innovation?
In the domain of strategic technology management, what is the MOST likely implication of a firm's sustained investment into 'basic research' with no immediate commercial application?
In the domain of strategic technology management, what is the MOST likely implication of a firm's sustained investment into 'basic research' with no immediate commercial application?
Several factors influence the rate and direction of technological innovation within an industry. What would be the MOST likely result of strong network effects and high switching costs?
Several factors influence the rate and direction of technological innovation within an industry. What would be the MOST likely result of strong network effects and high switching costs?
According to Schumpeter, how does financial development MOST directly contribute to cyclical economic growth?
According to Schumpeter, how does financial development MOST directly contribute to cyclical economic growth?
Consider 'learning by doing' in aircraft development. Which example exemplifies 'learning by doing' in a jet engine manufacturing plant?
Consider 'learning by doing' in aircraft development. Which example exemplifies 'learning by doing' in a jet engine manufacturing plant?
In which scenario would the 'linear model of innovation' (i.e., science leads to technology) NOT be a useful tool in determining how that innovation took place?
In which scenario would the 'linear model of innovation' (i.e., science leads to technology) NOT be a useful tool in determining how that innovation took place?
According to the discussion, what is the 'critical' difference between 'science' and 'technology'?
According to the discussion, what is the 'critical' difference between 'science' and 'technology'?
Why are 'regional/national' innovation policies necessary?
Why are 'regional/national' innovation policies necessary?
In the technology sector which phase comes after beta status?
In the technology sector which phase comes after beta status?
What is the role of the innovator in Shumpeterian economics?
What is the role of the innovator in Shumpeterian economics?
Which of the followiing is NOT a sector Kondratieff suggested underwent big changes at the time?
Which of the followiing is NOT a sector Kondratieff suggested underwent big changes at the time?
What is involved in "learning by using" (LBU)?
What is involved in "learning by using" (LBU)?
What characterizes an innovation as 'radical'?
What characterizes an innovation as 'radical'?
In the context of innovation studies, what is the MOST critical distinction between 'science' and 'technology' according to the first definition presented?
In the context of innovation studies, what is the MOST critical distinction between 'science' and 'technology' according to the first definition presented?
Considering the 'linear model of innovation,' which scenario would MOST significantly undermine its applicability in explaining technological advancement?
Considering the 'linear model of innovation,' which scenario would MOST significantly undermine its applicability in explaining technological advancement?
What is the MOST significant implication of 'creative destruction,' as conceptualized by Schumpeter, for incumbent firms in a rapidly evolving industry?
What is the MOST significant implication of 'creative destruction,' as conceptualized by Schumpeter, for incumbent firms in a rapidly evolving industry?
According to Schumpeter's 'Theory of Economic Development', what foundational element enables entrepreneurial innovation within an economy?
According to Schumpeter's 'Theory of Economic Development', what foundational element enables entrepreneurial innovation within an economy?
In Schumpeter's conceptualization of economic cycles driven by innovation, what role do financial institutions PRIMARILY play?
In Schumpeter's conceptualization of economic cycles driven by innovation, what role do financial institutions PRIMARILY play?
Given the distinctions between 'Schumpeter Mark I' and 'Schumpeter Mark II,' how might government policy BEST foster innovation in a 'Mark I' economy?
Given the distinctions between 'Schumpeter Mark I' and 'Schumpeter Mark II,' how might government policy BEST foster innovation in a 'Mark I' economy?
Within the framework of evolutionary economics, what is the MOST critical factor determining a firm's long-term survival in a technologically dynamic environment?
Within the framework of evolutionary economics, what is the MOST critical factor determining a firm's long-term survival in a technologically dynamic environment?
Considering Schumpeter's perspective on innovation, which type of R&D investment would MOST directly contribute to 'creative destruction'?
Considering Schumpeter's perspective on innovation, which type of R&D investment would MOST directly contribute to 'creative destruction'?
What is the MOST significant problem with relying solely on R&D expenditure as a measure of innovation output at the firm level?
What is the MOST significant problem with relying solely on R&D expenditure as a measure of innovation output at the firm level?
According to Schumpeter, what PRIMARILY drives long-run economic development in a capitalist economy?
According to Schumpeter, what PRIMARILY drives long-run economic development in a capitalist economy?
In industries characterized by 'learning by doing,' what typically happens to the average cost of production as cumulative output increases?
In industries characterized by 'learning by doing,' what typically happens to the average cost of production as cumulative output increases?
In the context of 'learning by using,' which of the following BEST exemplifies how user experiences drive innovation?
In the context of 'learning by using,' which of the following BEST exemplifies how user experiences drive innovation?
When assessing the 'radicalness' of an innovation, what is the MOST relevant benchmark for comparison?
When assessing the 'radicalness' of an innovation, what is the MOST relevant benchmark for comparison?
When evaluating the effectiveness of regional innovation policies, what is the MOST critical factor to consider?
When evaluating the effectiveness of regional innovation policies, what is the MOST critical factor to consider?
What is the MOST significant challenge when using patent counts as a measure of innovation output for cross-country comparisons?
What is the MOST significant challenge when using patent counts as a measure of innovation output for cross-country comparisons?
In the context of evolutionary economics, what is the PRIMARY role of heterogeneity (variety) within a population of firms?
In the context of evolutionary economics, what is the PRIMARY role of heterogeneity (variety) within a population of firms?
Consider an industry where knowledge spillovers are high and firms benefit significantly from each other's R&D investments. What type of innovation policy might be MOST effective in this setting?
Consider an industry where knowledge spillovers are high and firms benefit significantly from each other's R&D investments. What type of innovation policy might be MOST effective in this setting?
How does an emphasis on radical innovation, as opposed to incremental innovation, MOST likely affect industry structure?
How does an emphasis on radical innovation, as opposed to incremental innovation, MOST likely affect industry structure?
According to Schumpeter, which of the following is the MOST critical characteristic of entrepreneurs that drives innovation?
According to Schumpeter, which of the following is the MOST critical characteristic of entrepreneurs that drives innovation?
Which of the statements BEST aligns with the perspective of Nelson and Winter's evolutionary economics on firm behavior?
Which of the statements BEST aligns with the perspective of Nelson and Winter's evolutionary economics on firm behavior?
In a Schumpeterian framework, what is the PRIMARY economic function of patents?
In a Schumpeterian framework, what is the PRIMARY economic function of patents?
What is the MOST likely outcome in an economy where strong network effects and high switching costs characterize a dominant technology?
What is the MOST likely outcome in an economy where strong network effects and high switching costs characterize a dominant technology?
In evolutionary economics, what is the MAIN mechanism through which successful innovations spread throughout an industry?
In evolutionary economics, what is the MAIN mechanism through which successful innovations spread throughout an industry?
How do national innovation policies BEST contribute to strengthening a country's innovation ecosystem?
How do national innovation policies BEST contribute to strengthening a country's innovation ecosystem?
How do 'regional' innovation clusters typically enhance firm-level innovation capabilities?
How do 'regional' innovation clusters typically enhance firm-level innovation capabilities?
When analyzing patent citation data, what does a high frequency of citations to a particular patent MOST likely indicate?
When analyzing patent citation data, what does a high frequency of citations to a particular patent MOST likely indicate?
Which innovation best exemplifies innovation resulting from new combinations of existing elements?
Which innovation best exemplifies innovation resulting from new combinations of existing elements?
According to data, which sector has seen the highest growth in scientific papers?
According to data, which sector has seen the highest growth in scientific papers?
Flashcards
Basic Research
Basic Research
An inquiry into new scientific and tech knowledge that isn't geared toward a certain application or usage.
Applied research
Applied research
An Inquiry done to find new knowledge which is aimed toward a explicit practical goal or objective.
Experimental development
Experimental development
Creative development used to develop new products, services, or systems.
Research and Development
Research and Development
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Combinatorial Innovation
Combinatorial Innovation
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Douglas H Ring's Invention
Douglas H Ring's Invention
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Learning by using
Learning by using
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Learning by Doing
Learning by Doing
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Innovation vs Invention
Innovation vs Invention
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Technology
Technology
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Technical application
Technical application
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Radical vs Incremental Innovation
Radical vs Incremental Innovation
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Product vs Process Innovation
Product vs Process Innovation
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The Role of Science
The Role of Science
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Innovation Definition
Innovation Definition
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Creative destruction
Creative destruction
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Schumpeter Mark 1
Schumpeter Mark 1
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Schumpeter Mark II
Schumpeter Mark II
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Neoclassical VS Evolutive Similarities
Neoclassical VS Evolutive Similarities
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FRASCATI Manual
FRASCATI Manual
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The reality of large companies
The reality of large companies
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Study Notes
Economics of Innovation
- The presenter is Michele Pezzoni
- The course consists of ten classes, each lasting two hours, with a fifteen-minute break
- The teacher's email is [email protected]
- Student evaluation is based on « contrôle continu »
- There will be a QCM plus three open questions in the 5th class lasting 20 minutes
- There will be a QCM plus three open questions in the 10th class lasting 20 minutes
- The final grade is based on exam grades and participation in classes
- Slides and scientific papers provided during classes are the reference material
- Course materials will be available on Moodle, under IPEEIN - ECUE Economics of innovation
What is Innovation?
- The course will cover the concept of innovation and related topics
- Classes 1 and 2 discuss Joseph Schumpeter's contributions
- Classes 1 & 2 will also discuss the main concepts and terminology used during the course, Schumpeter MARK1 and Schumpeter MARK2
- Classes 3 and 4 focus on the role of science in promoting technological change, examining the ways science interacts with innovation
- Classes 3 & 4 will also describe the debate regarding the Linear and Chain-Linked innovation models
- Classes 5 and 6 examine the relationship between the type of innovation and the industry life cycle
- Classes 5 & 6 will also examine the role of new innovative companies entering industries and challenging incumbents
- Classes 7, 8, and 9 discuss patents and intellectual property rights and propose technical material on patenting procedures
- Class 10 is an exam
Innovation as a Subject of Study
- Innovation plays an important role in GDP growth, productivity growth, and a country's competitiveness
- There is a cross-sectional correlation between a country's development and innovation level
- Strong complementarities exist between different types of innovation, such as the electric car and efficient batteries
- A large portion of innovations are evolutionary
- Few innovations are radical; examples are the first mobile phone and the iPhone
- Many innovations result from new combinations of existing elements
- Uncertainty remains high during the innovation process
- Uncertainty includes technical difficulties and market commercialization
Project LOON
- Project LOON, supported by Google, utilized balloons in the stratosphere to provide internet access
- Project LOON was technologically feasible, with the first experiment in Kenya
- Project LOON was economically uninteresting and too costly, ultimately being substituted by satellite constellations
- Innovation results from a relational process involving interaction and collaboration between various actors
- These actors include individuals, universities, firms, and public and private institutions
- Regional and national policies, presence of universities and research centers, and an adequate labor market affect innovation
- Types of innovation systems include national, regional, and sectoral
Microeconomic Innovation
- In microeconomics, innovation equates to technological change
Invention vs Innovation
- Invention is a new idea, whether scientific, technological, or organizational
- Innovation involves a new product ready for commercial exploitation
- The role of the innovator (entrepreneur for Schumpeter) differs from that of the inventor
- There are often delays between invention and innovation
- In pharmaceuticals, invention often coincides with innovation
Invention and Innovation History
- Walter Brattain, John Bardeen, and William Shockley developed the first transistor prototype at Bell Labs in 1941
- They received the Nobel Prize in physics in 1956
- The transistor became commercialized and included in billions of electronic devices
- Douglas H Ring, an engineer at Bell Labs, invented the system that is the basis of the operation of mobile phones in 1947
- The first mobile phone was produced by Motorola in 1973
Innovation as a Process
- Innovation can be seen as either an unpredictable event or a process
- Schumpeter views innovation as a process
- Examples of this process are the modern car, steam engines, and planes
- These are the result of incorporating several innovations
Types of Innovations
- Radical innovation involves a completely new machine (e.g. steam engine) and can represent a technological revolution (e.g. Valve VS transistor)
- Incremental innovation introduces marginal improvements, such as GPS in cars and smartphone evolution
- The distinction between radical and incremental innovation is often a continuum
Types of Innovation: Product vs Process
- Product innovation involves introducing new products
- Process innovation involves improvements to the production process to decrease production costs
Types of Innovation: Organizational vs Technological
- Technological innovation focuses on advancements in technology itself
- Organizational innovation focuses on changes to the structure and management of an organization
- The multi-divisional structure is an example of organizational innovation
Technological Innovation
- Technical application is the materialization of science and technology into projects, machines, and products
- Technology is the finalization of scientific knowledge to specific requirements
Science and Technology
- Science produces abstract and not finalized knowledge
- Science is a public good while technology is a private good
- Characteristics of a public good: non-exclusive and non-rivalry consumption
- There is the common opinion that science is exogenous and produces the advancement of technology, e.g. lasers
Relationship Between Science and Technology
- The reverse is also possible, from technology to science
- Computer - computer science (and a contribution to all scientific domains)
- Transistor -> The physics of the solid state
- Technical applications are sometimes the basis for developing scientific disciplines
- Microscope -> Medicine
- Telescope -> Astronomy
Sources of Innovation
- Three basic sources of innovations include R&D, learning by doing and learning by using
Research & Developments
- R&D has 3 phases including basic research, applied research and experimental development
- The importance of R&D can be seen in countries such as
- Fin / Swe=3.5%
- US=2.8%
- IT=1.3%
- CHINA=1.9%
- This can be seen as the separation of production and research within firms known as Specialization within firms
- Through R&D departments in large companies
- The specialisation of the field known as research professionalization (PhD students) is seen as important for creating the new R&D through specialists
R&D: Definition
- R&D is defined in the FRASCATI Manual, 2002, p.30
- R&D: Research and development (R&D) comprise creative work undertaken on a systematic basis in order to increase the stock of knowledge (including knowledge of man, culture and society) and the use of this knowledge to devise new applications
Learning by Doing
- Learning by Doing is an informal learning process that relies on crucial roles of experience
- Learning is on the job experience that occurs more and more as a firm produces something
- Holding a firms output rate constant means average cost declines with cumulative output increasing
- In summary, the more firms do the cheaper it gets
Learning by Using
- Workers' experience with capital goods and customers' experience with consumer goods suggests better ways to use such goods and possible improvements
- It generates a flow of incremental innovations
Learning by Using Software
- 0 alpha status. Software not stable, internal development, defining characteristics
- 1 Beta status. Software available outside for testing by users (beta release)
- 2 release candidates. This is a beta version with a potential final product
- 3 final release
Leaning by Using JT3D Engines
- Jet Users = air companies
- To be more precise air companies are known to improve jet engines over time through feedback to provide improvements for jet engines
- Initial is earlier maintenance experience referred only to propeller engines with the under estimating of the reliability of JET engines (imposed by producers to users for insurance reasons)
- Very frequent services
- The service = disassembling + tests and checks
- Service data gathering revealed not so much wearing on the components
- Service lags grow longer and no more compulsory disassembling
- Development of diagnostic tools and practices is overcoming of initial excess of caution imposed by producers
Schumpeter's Work
- Innovaton is not stationary
- Innovaton is a process
- It must be analysed from a historical perspective, analysing only a theoretical model is not enough
Schumpeter
- Schumpeter lived from 1883-1950
- Focused upon innovation, enterprise and capitalism
- He focused a broader definition of innovation using creative destruction to fuel innovation, that is the essential fact in capitalism
- capitalism consists of what every capitilist concern has got to live in
- This formed part of his work on Capitlaism, Socialism and Democracy, 1942: 82
Other Schumpter Work
- Schumpeters Book was the THEORY OF ECONOMIC DEVELOPMENT 1911
- He looked at
- Invention VS innovation
- Innovation as new products, new products' quality, new production methods, opening of new markets, new sources of materials or goods, new firms' organization
- New firms and their entrepreneurs can be sources of innovation
- The process of creative destruction revolutionizes the economic structure within the industry
- The process of creative destruction is essential for capitalism
Schumpter Models
There are two models MARK I and MARK II MARK I focused upon
- The fact that Science entrepreneur profits fuel innovation
- The basic model of Garage firms apple, microsoft, Science is exogenous - invention
- The entrepreneur is the innovator, but not necessarily the inventor
MARK II
- The latest SCHUMPETER CAPITLAISM, SOCIALISM AND DEMOCRACY was published in 1942
- This model can be useful in induries such as biotechnology and the biotech market
- The R&D leads to firms innovation and Oligopoly profts
- It is the result of large R&D, which large companies do
- The model is valid in industries such as the automotive and the aeronautic industry
Bells LABS Success From Innovation
- AT&T saw great success through Bell Labs and its innovative approach
- Through firms R&D, Oligopoly profits drove Innvation
- Key discoveries include
- Radio astronomy
- Transistor
- Laser -Information theory -UNIX operating system, -C programming language -C++ programming language
Characteristics of Model Outcomes
- Schumpeter Mark I
- Small new entrant innovators -Turbulence in the market
- Low concentration of innovators
- Schumpeter Mark II*
- Large incumbent innovators
- Stability of the hierarchy of innovators
- High concentration of innovators
Questions Regarding Debate After Schumpter
- As per the Schumpeterian legacy there were questions regarding
- Are small firms more innovative than large firms?
- Are monopolistic markets more innovative than competitive markets??
- Endogeneity is between innovation and market structure in most cases
Key Similarities Regarding Innovation
- There are some similarites that were highlighted regarding innovation
- Innovation is influenced by scientific and technological opportunities in a sector
- The appropriability of innovations influence the economic incentives associated with the R&D investment -> e.g., drug patents
- There is a relationship between market structure and innovation
Key differences Regarding Innovation
- Main differences between two models can be seen where
- Neoclassical = Equilibrium
- Evolutionary = No equilibrium -Neoclassical = Static and dynamic
- Evolutionary = Dynamic-Neoclassical = Technology as information -Evolutionary = Technology as knowledge (learning, cognitive aspects, ...) -Neoclassical = Firm strategy
- Evolutionary = Firm competence and vanity -> heterogeneity and selection-Neoclassical = The history of the firm is not so important
- Evolutionary = History of the firm is important -Neoclassical = Rationality and maximization
- Evolutionary = Bounded rationality-Neoclassical = Learning as an accumulation of information -Evolutionary = Learning as an accumulation of knowledges)
Measurement of Innovation
These can include; Detailed description of innovation through case studies or industry studies
- This is Very detailed but without any generality
- Counting innovations by asking industry experts
- Firm survey- It's a detailed analysis, but subjective answers at country level
- Using the firms' accounting data to measure R&D expenses -> Data availability for large and medium-sized firms, but small firms do not report the R&D consts
- Using patents and patent citations (class) -> Detailed analysis of technology, firms and countries observed over long periods of time
- The drawback is that firms don't always use patents to protect their inventions
How measurement Can be Used
- OECD calculations based on data from the US Patent and Trademark Office
- Top ten corporations in terms of number of US patents are useful for rankings
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