Technological Progress:
Invention, Innovation, and
Diffusion - Theories,
Models, and Economic
Implications
Dr. Arifa Saeed
Theories, Models, and
Economic Implications
Definition: Technological progress refers to the
continuous improvement of tools, systems, and
processes that enhance productivity, efficiency, and
economic growth.
Three Key Aspects:
o Invention – The creation of new ideas or products.
o Innovation – The process of refining and commercializing inventions.
o Diffusion – The spread and adoption of new technologies across markets
and societies.
The transition from steam engines to electric motors
revolutionized industries.
Joseph Schumpeter (1883–1950) emphasized the role of
technological progress in economic growth. His most important
contributions include:
1. Innovation as the Engine of Economic Growth
o Unlike classical economists who focused on capital and labor, Schumpeter argued that
new technologies drive economic progress.
o Technological advancements create productivity gains, leading to economic expansion.
2. Creative Destruction
o Schumpeter introduced the concept of “Creative Destruction”, which means old industries
collapse as new technologies replace them.
o 📌 Example: The Rise of Smartphones
o Traditional mobile phones (Nokia, Blackberry) dominated in the early 2000s.
o Apple’s iPhone (2007) revolutionized the market, making touchscreens and apps essential.
o Today, smartphones have almost entirely replaced traditional mobile phones and landlines.
Schumpeter’s Ideology on
Innovation
Concept Explanation
Innovation as the Driver of Growth Economic progress is primarily driven
by technological advancements.
Entrepreneurs as Change Agents
Entrepreneurs introduce new
technologies, leading to economic
transformations.
Creative Destruction Old industries and firms decline as
new innovations replace them.
Cyclical Growth Pattern Innovation occurs in waves, creating
economic booms and recessions.
Joseph Schumpeter (1883–1950) was an Austrian economist who argued that
technological progress is the engine of economic growth. Unlike classical
economists who focused on capital and labor, Schumpeter emphasized
innovation and entrepreneurship as key drivers of economic development.
Key Ideas of Schumpeter’s Theory:
The Process of Creative
Destruction
Schumpeter introduced the term “Creative Destruction”, which refers
to the continuous cycle where new technologies disrupt and replace
older industries, leading to economic renewal and progress.
Steps in the Process of Creative Destruction:
• Innovation: A new technology or product is introduced.
• Growth and Adoption: The innovation gains traction, attracting
investment and consumers.
• Displacement of Old Industries: Older businesses decline as new
technology takes over.
• Economic Transformation: The economy shifts towards newer
industries, leading to job creation and productivity gains.
• Repeat Cycle: A new innovation emerges, continuing the process.
Schumpeter’s Three Stages of
Technological Change
Stage Description Example: Light Bulb
1. Invention Discovery of a new
technology
Thomas Edison invents the electric
light bulb (1879)
2. Innovation
Applying and
commercializing the
invention
Edison establishes General Electric
(GE) and mass-produces light bulbs
3. Diffusion Widespread adoption of
the innovation
Cities and homes worldwide switch
from gas lamps to electric lighting
Schumpeter described technological change as a three-step process:
📊 Chart: The Three Stages of Technological Change Over Time
• The invention phase is slow.
• The innovation phase accelerates as businesses invest.
• The diffusion phase leads to mass adoption and economic transformation.
Role of Entrepreneurs in
Innovation
Entrepreneur Company Disruptive Innovation
Elon Musk Tesla
Electric vehicles (EVs)
replacing gasoline cars
Steve Jobs Apple iPhone, App Store,
digital music
Jeff Bezos Amazon E-commerce replacing
traditional retail
Mark Zuckerberg Meta (Facebook) Social media revolution
Entrepreneurs are key drivers of technological change. They introduce
disruptive innovations that transform industries.
Schumpeterian Waves of
Innovation
Wave Time Period Key Innovations
Creative Destruction
Examples
1st Wave 1780s–1840s
Steam engines, textile
industry
Manual weaving
replaced by
mechanized looms
2nd Wave 1850s–1890s
Railways, steel,
telegraphs
Horse-drawn transport
declines
3rd Wave 1900s–1940s Automobiles,
electricity
Decline of coal power,
gas lamps
4th Wave 1950s–1990s Computers,
electronics, internet
Typewriters replaced
by PCs
5th Wave 2000s–Present AI, renewable energy,
digital economy
Traditional banking
challenged by fintech
Technological Progress: Invention, Innovation, and Diffusion - Theories, Models, and Economic Implications
Why Schumpeter’s Ideas
Still Matter
Technological change is the most important driver of economic
growth.
🔹 Creative destruction ensures that economies evolve and improve.
🔹 Entrepreneurs play a crucial role in introducing innovations.
🔹 Schumpeter’s waves of innovation explain how economies grow
in cycles.
📌 What’s Next?
The 6th Wave of Innovation could be driven by:
• Quantum computing️🖥️
• Biotechnology & AI 🧬
• Sustainable energy & automation 🌍
Invention
Invention
• An invention is the creation of a new product, process, or idea that did not
previously exist. It typically results from scientific research, technological
advancements, or experimentation.
• Characteristics of Invention
• ✔ Novelty – The invention must be new and not previously known.
Originality – It must be a unique idea or solution.
✔
Scientific or Technical Basis – Inventions are often based on rigorous
✔
research and experimentation.
• 📌 Example: The Wright Brothers’ Airplane (1903)
• Orville and Wilbur Wright developed the first powered aircraft in 1903.
• Their airplane, the Wright Flyer, flew for 12 seconds and revolutionized
human transportation.
• This invention led to the modern aviation industry, valued at $800 billion
globally today.
Year Aviation Milestone
1903 First powered flight (Wright Flyer)
1927 First transatlantic flight (Charles Lindbergh)
1958 Introduction of commercial jet airliners
1969 First human moon landing (Apollo 11)
2000s Rise of low-cost airlines (Ryanair, Southwest)
2020s Advancements in electric and AI-powered aircraft
Role of R&D in Invention
Research and Development (R&D) is the systematic
process of studying, designing, and improving new
technologies. It is the foundation of invention.
Two Types of Research in R&D
Type of Research Definition Example
Basic Research
Expands knowledge
with no immediate
commercial goal
Studying quantum
mechanics
Applied Research Focuses on practical uses
of scientific discoveries
Developing self-driving
cars
Experimental
Development
Creating prototypes and
testing inventions
Tesla’s first electric
vehicle
Patents and Intellectual
Property
A patent is a legal right granted to inventors, giving
them exclusive ownership of their invention for 20
years.
Why Are Patents Important?
🔹 Encourage innovation – Inventors can profit from their ideas.
🔹 Prevent copying – Competitors cannot use patented technology without
permission.
🔹 Drive economic growth – Companies invest in R&D when they can protect
their inventions.
Technological Progress: Invention, Innovation, and Diffusion - Theories, Models, and Economic Implications
Innovation
Innovation
Innovation is the process of transforming an invention
into a marketable product, service, or process that
adds value.
Key Features of Innovation
• ✔ Practical Application – Unlike inventions,
innovations must have real-world use.
✔ Commercialization – Innovations generate
economic or societal impact.
✔ Continuous Improvement – Innovations evolve
over time through refinement.
Stages from Invention to
Innovation (Internet Example)
Stage Year Development
Invention 1960s ARPANET (military use)
Early Adoption 1980s
Universities and
researchers begin using
it
Innovation 1990s
World Wide Web and
public internet access
Diffusion 2000s–2020s
Global adoption, social
media, e-commerce
Technological Progress: Invention, Innovation, and Diffusion - Theories, Models, and Economic Implications
Incremental vs. Disruptive
Innovation
Incremental Innovation
• 🔹 Small, continuous improvements in existing products or processes.
📌 Example: Smartphone Cameras
• Each year, iPhone and Samsung improve camera quality, but the
core product remains the same.
Disruptive Innovation
• 🔹 Radical breakthroughs that transform industries.
📌 Example: Blockchain in Finance
• Traditional banking relies on centralized control.
• Blockchain (Bitcoin, Ethereum) eliminates the need for
intermediaries.
• Potential impact: Decentralized finance (DeFi) could replace banks
in transactions
Rogers' Five Attributes of
Technological Innovation
• ' Diffusion of Innovation Theory (1962)
Attribute Definition Example
Relative Advantage Is it better than existing
alternatives?
EVs are cheaper to
maintain than gas cars
Compatibility Does it fit with current
needs?
Smartphones fit modern
communication habits
Complexity Is it easy to use?
Social media is user-
friendly, while AI tools
can be complex
Trialability Can it be tested before
full adoption?
Free trials for Netflix, test
drives for EVs
Observability Are benefits visible to
others?
EV users show lower
fuel costs, encouraging
adoption
Technological Progress: Invention, Innovation, and Diffusion - Theories, Models, and Economic Implications
What is
Diffusion?
Diffusion
Diffusion is the process by which an innovation spreads across
industries and societies over time. It determines how quickly and
widely new technology is adopted.
Key Factors Affecting Diffusion
• ✔ Technology's usefulness and affordability
✔ Availability of infrastructure
✔ Government support and regulations
📌 Example: Smartphone Adoption in Pakistan
• 2000s: Feature phones dominated (e.g., Nokia 3310).
• 2010s: Smartphones became affordable, leading to mass adoption.
• 2020s: Pakistan has 190+ million mobile connections, with
smartphone penetration over 55%.
The S-Shaped Logistic
Curve
The Diffusion Process
Follows an S-Curve
Technological adoption does not happen overnight. It follows
a predictable pattern:
1 Early Adoption Phase (Slow Growth)
2 Rapid Growth Phase (Majority Adoption)
3 Saturation Phase (Late Adopters/Laggards)
📌 Example: 3G/4G Internet Adoption in Pakistan
• 2014: 3G/4G launched in Pakistan. Adoption was slow at first
due to high costs.
• 2016–2020: Rapid growth as prices dropped and
smartphones became cheaper.
• 2021–2023: Over 120 million mobile broadband users
(saturation phase).
Barriers to Diffusion
Even when technology is beneficial, several barriers can slow down diffusion.
1. High Costs
• 📌 Example: Electric Vehicles (EVs) in Pakistan
• EVs are expensive, with limited charging stations.
• Government incentives (duty reductions) aim to boost adoption.
2. Resistance to Change
• 📌 Example: E-learning Adoption
• Many universities hesitated to shift to online learning during COVID-19.
• Faculty and students struggled with digital adaptation.
3. Infrastructure Issues
• 📌 Example: Internet Connectivity in Rural Pakistan
• Urban areas have high-speed internet, while rural areas face connectivity issues.
• 5G rollout is delayed due to poor infrastructure in remote areas.
4. Government Regulations
• 📌 Example: Cryptocurrency Ban in Pakistan
• Bitcoin and crypto transactions were banned due to regulatory concerns.
• This prevented mass adoption, unlike countries like El Salvador, where Bitcoin is legal tender.
Robert Solow
and Technology
in Economic
Growth
Robert Solow’s Growth
Model
Robert Solow developed the Neoclassical Growth Model
(1956), which explains how capital accumulation, labor,
and technological progress contribute to economic
growth.
Insights from the Model
• In the short run: Growth is driven by capital investment
and labor force expansion.
• In the long run: Technology is the key driver of sustained
economic growth.
• Diminishing Returns to Capital: Simply increasing capital
(factories, machines) has limited effects on growth.
The Solow Residual
Economic growth comes from three factors:
o Capital (K) – Factories, machines, infrastructure.
o Labor (L) – Workforce size and skills.
o Technology (A) – Innovation, efficiency, and automation.
The Solow Residual measures growth that cannot be explained by
capital or labor and is attributed to technological progress.
• 📌 Formula: Y=A F(K,L)
⋅
where A (Solow Residual) represents technological progress.
Note: Pakistan’s IT Sector (2010–2023)
o Investment in IT startups (capital) and skilled labor (human capital) contributed to GDP growth.
o However, productivity gains from AI, automation, and cloud computing were unexplained by
capital or labor alone → This is the Solow Residual.
How Does Technology
Boost Productivity?
Technology enhances economic productivity by:
✔ Improving efficiency (e.g., automation reducing
costs).
Enabling
✔ new industries (e.g., e-commerce).
Increasing
✔ output per worker (e.g., digital banking).
Criticism of the Solow
Growth Model
Despite its importance, the Solow model has some limitations:
1. Does Not Explain How Innovation Happens
• The model assumes technological progress is external ("exogenous"), but it does not explain what drives innovation.
• Alternative Theory: Endogenous Growth Theory (Paul Romer) suggests that R&D, education, and entrepreneurship
drive technological progress.
• 📌 Example: Pakistan’s Startup Ecosystem
• The Solow model cannot explain why some startups (Careem) succeed while others fail.
• Romer’s approach: Investment in education, digital skills, and R&D leads to innovation.
2. Assumes Diminishing Returns to Capital
• Real-world examples (e.g., China’s long-term growth) show that capital investment + technology can sustain high
growth.
• 📌 Example: China’s Belt and Road Initiative (BRI) vs. Pakistan’s CPEC
• Solow predicts diminishing returns from CPEC infrastructure projects.
• But if technology, skills, and innovation improve, Pakistan can sustain higher growth.
3. Ignores Human Capital and Institutions
• Solow focuses only on capital and labor.
• Modern growth economists emphasize education, governance, and entrepreneurship.
• 📌 Example: Education Reform in Pakistan
• Countries like South Korea invested in education and technology → sustained economic growth.
• Pakistan needs stronger STEM education, R&D funding, and business innovation policies.
Solow, Technology, and
Pakistan’s Economic Growth
Solow’s Model explains long-term growth but does not
fully explain innovation.
✔ The Solow Residual shows that technology is a major
driver of economic progress.
✔ Pakistan needs investment in technology, AI, and
human capital to sustain high growth.
✔ Combining Solow’s Model with Endogenous Growth
Theories can create a better growth strategy for
Pakistan.
The Linear
Model of
Innovation
Linear Model of Innovation describes a sequential process where
innovation moves step by step from research to market adoption.
📌 Stages of the Linear Model:
• Basic Research → Expanding knowledge (e.g., discovery of
semiconductors).
• Applied Research → Practical use (e.g., developing silicon
chips).
• Development → Prototype creation (e.g., first microprocessor).
• Production → Mass manufacturing (e.g., Intel chips).
• Market Adoption → Commercial success (e.g., laptops,
smartphones)
Technological Progress: Invention, Innovation, and Diffusion - Theories, Models, and Economic Implications
Weaknesses of the Linear
Model
Although widely used, the Linear Model has limitations:
• Ignores Market Feedback
o It assumes innovation flows in one direction, but in reality, users shape
innovation.
o Example: Ride-hailing services (Uber, Careem) evolved by integrating
customer feedback.
• Rigid Process
o Not suitable for fast-changing industries like software and AI.
o Example: Pakistan’s Fintech Startups (JazzCash, Easypaisa) evolve quickly,
unlike traditional banks.
• Slow Adoption
o Pakistan’s agriculture sector struggles with slow tech diffusion due to a
linear R&D model.
Feature Linear Model Real-World Innovation
Feedback from Users ❌ No ✅ Yes
Speed ⏳ Slow ⚡ Fast
Flexibility ❌ Low ✅ High
Market-driven ❌ No ✅ Yes
Technological Change
Model
The Technological Change Model is a non-linear
approach where innovation happens through
collaboration, feedback, and iteration rather than a
strict step-by-step process.
📌 Key Features:
✔ Dynamic & Iterative – Ideas evolve based on user
needs.
✔ Feedback-driven – Market feedback shapes new
versions.
✔ Collaboration & Experimentation – Universities, firms,
and consumers contribute.
Open Innovation
Companies no longer rely only on in-house R&D but
instead collaborate with external experts, startups,
universities, and users.
📌 Key Aspects of Open Innovation:
✔ Crowdsourcing ideas.
✔ University partnerships (e.g., research grants).
✔ Startup collaboration (e.g., accelerators).
The Future of
Technological
Innovation
Key Future Technologies Driving Change
✔ Artificial Intelligence (AI): Automating decision-making,
improving efficiency.
✔ Robotics: Enhancing manufacturing, healthcare, and service
industries.
✔ Green Technology: Renewable energy, electric vehicles (EVs),
sustainable agriculture.
✔ Quantum Computing: Revolutionizing data processing and
cybersecurity.
📌 Example: AI-Powered Services in Pakistan
• Banking: AI chatbots in HBL and UBL.
• E-commerce: AI-driven recommendations on Daraz.
• Education: AI tutors for personalized learning (Maqsad).

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Technological Progress: Invention, Innovation, and Diffusion - Theories, Models, and Economic Implications

  • 1. Technological Progress: Invention, Innovation, and Diffusion - Theories, Models, and Economic Implications Dr. Arifa Saeed
  • 2. Theories, Models, and Economic Implications Definition: Technological progress refers to the continuous improvement of tools, systems, and processes that enhance productivity, efficiency, and economic growth. Three Key Aspects: o Invention – The creation of new ideas or products. o Innovation – The process of refining and commercializing inventions. o Diffusion – The spread and adoption of new technologies across markets and societies. The transition from steam engines to electric motors revolutionized industries.
  • 3. Joseph Schumpeter (1883–1950) emphasized the role of technological progress in economic growth. His most important contributions include: 1. Innovation as the Engine of Economic Growth o Unlike classical economists who focused on capital and labor, Schumpeter argued that new technologies drive economic progress. o Technological advancements create productivity gains, leading to economic expansion. 2. Creative Destruction o Schumpeter introduced the concept of “Creative Destruction”, which means old industries collapse as new technologies replace them. o 📌 Example: The Rise of Smartphones o Traditional mobile phones (Nokia, Blackberry) dominated in the early 2000s. o Apple’s iPhone (2007) revolutionized the market, making touchscreens and apps essential. o Today, smartphones have almost entirely replaced traditional mobile phones and landlines.
  • 4. Schumpeter’s Ideology on Innovation Concept Explanation Innovation as the Driver of Growth Economic progress is primarily driven by technological advancements. Entrepreneurs as Change Agents Entrepreneurs introduce new technologies, leading to economic transformations. Creative Destruction Old industries and firms decline as new innovations replace them. Cyclical Growth Pattern Innovation occurs in waves, creating economic booms and recessions. Joseph Schumpeter (1883–1950) was an Austrian economist who argued that technological progress is the engine of economic growth. Unlike classical economists who focused on capital and labor, Schumpeter emphasized innovation and entrepreneurship as key drivers of economic development. Key Ideas of Schumpeter’s Theory:
  • 5. The Process of Creative Destruction Schumpeter introduced the term “Creative Destruction”, which refers to the continuous cycle where new technologies disrupt and replace older industries, leading to economic renewal and progress. Steps in the Process of Creative Destruction: • Innovation: A new technology or product is introduced. • Growth and Adoption: The innovation gains traction, attracting investment and consumers. • Displacement of Old Industries: Older businesses decline as new technology takes over. • Economic Transformation: The economy shifts towards newer industries, leading to job creation and productivity gains. • Repeat Cycle: A new innovation emerges, continuing the process.
  • 6. Schumpeter’s Three Stages of Technological Change Stage Description Example: Light Bulb 1. Invention Discovery of a new technology Thomas Edison invents the electric light bulb (1879) 2. Innovation Applying and commercializing the invention Edison establishes General Electric (GE) and mass-produces light bulbs 3. Diffusion Widespread adoption of the innovation Cities and homes worldwide switch from gas lamps to electric lighting Schumpeter described technological change as a three-step process: 📊 Chart: The Three Stages of Technological Change Over Time • The invention phase is slow. • The innovation phase accelerates as businesses invest. • The diffusion phase leads to mass adoption and economic transformation.
  • 7. Role of Entrepreneurs in Innovation Entrepreneur Company Disruptive Innovation Elon Musk Tesla Electric vehicles (EVs) replacing gasoline cars Steve Jobs Apple iPhone, App Store, digital music Jeff Bezos Amazon E-commerce replacing traditional retail Mark Zuckerberg Meta (Facebook) Social media revolution Entrepreneurs are key drivers of technological change. They introduce disruptive innovations that transform industries.
  • 8. Schumpeterian Waves of Innovation Wave Time Period Key Innovations Creative Destruction Examples 1st Wave 1780s–1840s Steam engines, textile industry Manual weaving replaced by mechanized looms 2nd Wave 1850s–1890s Railways, steel, telegraphs Horse-drawn transport declines 3rd Wave 1900s–1940s Automobiles, electricity Decline of coal power, gas lamps 4th Wave 1950s–1990s Computers, electronics, internet Typewriters replaced by PCs 5th Wave 2000s–Present AI, renewable energy, digital economy Traditional banking challenged by fintech
  • 10. Why Schumpeter’s Ideas Still Matter Technological change is the most important driver of economic growth. 🔹 Creative destruction ensures that economies evolve and improve. 🔹 Entrepreneurs play a crucial role in introducing innovations. 🔹 Schumpeter’s waves of innovation explain how economies grow in cycles. 📌 What’s Next? The 6th Wave of Innovation could be driven by: • Quantum computing️🖥️ • Biotechnology & AI 🧬 • Sustainable energy & automation 🌍
  • 12. Invention • An invention is the creation of a new product, process, or idea that did not previously exist. It typically results from scientific research, technological advancements, or experimentation. • Characteristics of Invention • ✔ Novelty – The invention must be new and not previously known. Originality – It must be a unique idea or solution. ✔ Scientific or Technical Basis – Inventions are often based on rigorous ✔ research and experimentation. • 📌 Example: The Wright Brothers’ Airplane (1903) • Orville and Wilbur Wright developed the first powered aircraft in 1903. • Their airplane, the Wright Flyer, flew for 12 seconds and revolutionized human transportation. • This invention led to the modern aviation industry, valued at $800 billion globally today.
  • 13. Year Aviation Milestone 1903 First powered flight (Wright Flyer) 1927 First transatlantic flight (Charles Lindbergh) 1958 Introduction of commercial jet airliners 1969 First human moon landing (Apollo 11) 2000s Rise of low-cost airlines (Ryanair, Southwest) 2020s Advancements in electric and AI-powered aircraft
  • 14. Role of R&D in Invention Research and Development (R&D) is the systematic process of studying, designing, and improving new technologies. It is the foundation of invention. Two Types of Research in R&D Type of Research Definition Example Basic Research Expands knowledge with no immediate commercial goal Studying quantum mechanics Applied Research Focuses on practical uses of scientific discoveries Developing self-driving cars Experimental Development Creating prototypes and testing inventions Tesla’s first electric vehicle
  • 15. Patents and Intellectual Property A patent is a legal right granted to inventors, giving them exclusive ownership of their invention for 20 years. Why Are Patents Important? 🔹 Encourage innovation – Inventors can profit from their ideas. 🔹 Prevent copying – Competitors cannot use patented technology without permission. 🔹 Drive economic growth – Companies invest in R&D when they can protect their inventions.
  • 18. Innovation Innovation is the process of transforming an invention into a marketable product, service, or process that adds value. Key Features of Innovation • ✔ Practical Application – Unlike inventions, innovations must have real-world use. ✔ Commercialization – Innovations generate economic or societal impact. ✔ Continuous Improvement – Innovations evolve over time through refinement.
  • 19. Stages from Invention to Innovation (Internet Example) Stage Year Development Invention 1960s ARPANET (military use) Early Adoption 1980s Universities and researchers begin using it Innovation 1990s World Wide Web and public internet access Diffusion 2000s–2020s Global adoption, social media, e-commerce
  • 21. Incremental vs. Disruptive Innovation Incremental Innovation • 🔹 Small, continuous improvements in existing products or processes. 📌 Example: Smartphone Cameras • Each year, iPhone and Samsung improve camera quality, but the core product remains the same. Disruptive Innovation • 🔹 Radical breakthroughs that transform industries. 📌 Example: Blockchain in Finance • Traditional banking relies on centralized control. • Blockchain (Bitcoin, Ethereum) eliminates the need for intermediaries. • Potential impact: Decentralized finance (DeFi) could replace banks in transactions
  • 22. Rogers' Five Attributes of Technological Innovation • ' Diffusion of Innovation Theory (1962) Attribute Definition Example Relative Advantage Is it better than existing alternatives? EVs are cheaper to maintain than gas cars Compatibility Does it fit with current needs? Smartphones fit modern communication habits Complexity Is it easy to use? Social media is user- friendly, while AI tools can be complex Trialability Can it be tested before full adoption? Free trials for Netflix, test drives for EVs Observability Are benefits visible to others? EV users show lower fuel costs, encouraging adoption
  • 25. Diffusion Diffusion is the process by which an innovation spreads across industries and societies over time. It determines how quickly and widely new technology is adopted. Key Factors Affecting Diffusion • ✔ Technology's usefulness and affordability ✔ Availability of infrastructure ✔ Government support and regulations 📌 Example: Smartphone Adoption in Pakistan • 2000s: Feature phones dominated (e.g., Nokia 3310). • 2010s: Smartphones became affordable, leading to mass adoption. • 2020s: Pakistan has 190+ million mobile connections, with smartphone penetration over 55%.
  • 27. The Diffusion Process Follows an S-Curve Technological adoption does not happen overnight. It follows a predictable pattern: 1 Early Adoption Phase (Slow Growth) 2 Rapid Growth Phase (Majority Adoption) 3 Saturation Phase (Late Adopters/Laggards) 📌 Example: 3G/4G Internet Adoption in Pakistan • 2014: 3G/4G launched in Pakistan. Adoption was slow at first due to high costs. • 2016–2020: Rapid growth as prices dropped and smartphones became cheaper. • 2021–2023: Over 120 million mobile broadband users (saturation phase).
  • 28. Barriers to Diffusion Even when technology is beneficial, several barriers can slow down diffusion. 1. High Costs • 📌 Example: Electric Vehicles (EVs) in Pakistan • EVs are expensive, with limited charging stations. • Government incentives (duty reductions) aim to boost adoption. 2. Resistance to Change • 📌 Example: E-learning Adoption • Many universities hesitated to shift to online learning during COVID-19. • Faculty and students struggled with digital adaptation. 3. Infrastructure Issues • 📌 Example: Internet Connectivity in Rural Pakistan • Urban areas have high-speed internet, while rural areas face connectivity issues. • 5G rollout is delayed due to poor infrastructure in remote areas. 4. Government Regulations • 📌 Example: Cryptocurrency Ban in Pakistan • Bitcoin and crypto transactions were banned due to regulatory concerns. • This prevented mass adoption, unlike countries like El Salvador, where Bitcoin is legal tender.
  • 30. Robert Solow’s Growth Model Robert Solow developed the Neoclassical Growth Model (1956), which explains how capital accumulation, labor, and technological progress contribute to economic growth. Insights from the Model • In the short run: Growth is driven by capital investment and labor force expansion. • In the long run: Technology is the key driver of sustained economic growth. • Diminishing Returns to Capital: Simply increasing capital (factories, machines) has limited effects on growth.
  • 31. The Solow Residual Economic growth comes from three factors: o Capital (K) – Factories, machines, infrastructure. o Labor (L) – Workforce size and skills. o Technology (A) – Innovation, efficiency, and automation. The Solow Residual measures growth that cannot be explained by capital or labor and is attributed to technological progress. • 📌 Formula: Y=A F(K,L) ⋅ where A (Solow Residual) represents technological progress. Note: Pakistan’s IT Sector (2010–2023) o Investment in IT startups (capital) and skilled labor (human capital) contributed to GDP growth. o However, productivity gains from AI, automation, and cloud computing were unexplained by capital or labor alone → This is the Solow Residual.
  • 32. How Does Technology Boost Productivity? Technology enhances economic productivity by: ✔ Improving efficiency (e.g., automation reducing costs). Enabling ✔ new industries (e.g., e-commerce). Increasing ✔ output per worker (e.g., digital banking).
  • 33. Criticism of the Solow Growth Model Despite its importance, the Solow model has some limitations: 1. Does Not Explain How Innovation Happens • The model assumes technological progress is external ("exogenous"), but it does not explain what drives innovation. • Alternative Theory: Endogenous Growth Theory (Paul Romer) suggests that R&D, education, and entrepreneurship drive technological progress. • 📌 Example: Pakistan’s Startup Ecosystem • The Solow model cannot explain why some startups (Careem) succeed while others fail. • Romer’s approach: Investment in education, digital skills, and R&D leads to innovation. 2. Assumes Diminishing Returns to Capital • Real-world examples (e.g., China’s long-term growth) show that capital investment + technology can sustain high growth. • 📌 Example: China’s Belt and Road Initiative (BRI) vs. Pakistan’s CPEC • Solow predicts diminishing returns from CPEC infrastructure projects. • But if technology, skills, and innovation improve, Pakistan can sustain higher growth. 3. Ignores Human Capital and Institutions • Solow focuses only on capital and labor. • Modern growth economists emphasize education, governance, and entrepreneurship. • 📌 Example: Education Reform in Pakistan • Countries like South Korea invested in education and technology → sustained economic growth. • Pakistan needs stronger STEM education, R&D funding, and business innovation policies.
  • 34. Solow, Technology, and Pakistan’s Economic Growth Solow’s Model explains long-term growth but does not fully explain innovation. ✔ The Solow Residual shows that technology is a major driver of economic progress. ✔ Pakistan needs investment in technology, AI, and human capital to sustain high growth. ✔ Combining Solow’s Model with Endogenous Growth Theories can create a better growth strategy for Pakistan.
  • 36. Linear Model of Innovation describes a sequential process where innovation moves step by step from research to market adoption. 📌 Stages of the Linear Model: • Basic Research → Expanding knowledge (e.g., discovery of semiconductors). • Applied Research → Practical use (e.g., developing silicon chips). • Development → Prototype creation (e.g., first microprocessor). • Production → Mass manufacturing (e.g., Intel chips). • Market Adoption → Commercial success (e.g., laptops, smartphones)
  • 38. Weaknesses of the Linear Model Although widely used, the Linear Model has limitations: • Ignores Market Feedback o It assumes innovation flows in one direction, but in reality, users shape innovation. o Example: Ride-hailing services (Uber, Careem) evolved by integrating customer feedback. • Rigid Process o Not suitable for fast-changing industries like software and AI. o Example: Pakistan’s Fintech Startups (JazzCash, Easypaisa) evolve quickly, unlike traditional banks. • Slow Adoption o Pakistan’s agriculture sector struggles with slow tech diffusion due to a linear R&D model.
  • 39. Feature Linear Model Real-World Innovation Feedback from Users ❌ No ✅ Yes Speed ⏳ Slow ⚡ Fast Flexibility ❌ Low ✅ High Market-driven ❌ No ✅ Yes
  • 40. Technological Change Model The Technological Change Model is a non-linear approach where innovation happens through collaboration, feedback, and iteration rather than a strict step-by-step process. 📌 Key Features: ✔ Dynamic & Iterative – Ideas evolve based on user needs. ✔ Feedback-driven – Market feedback shapes new versions. ✔ Collaboration & Experimentation – Universities, firms, and consumers contribute.
  • 41. Open Innovation Companies no longer rely only on in-house R&D but instead collaborate with external experts, startups, universities, and users. 📌 Key Aspects of Open Innovation: ✔ Crowdsourcing ideas. ✔ University partnerships (e.g., research grants). ✔ Startup collaboration (e.g., accelerators).
  • 43. Key Future Technologies Driving Change ✔ Artificial Intelligence (AI): Automating decision-making, improving efficiency. ✔ Robotics: Enhancing manufacturing, healthcare, and service industries. ✔ Green Technology: Renewable energy, electric vehicles (EVs), sustainable agriculture. ✔ Quantum Computing: Revolutionizing data processing and cybersecurity. 📌 Example: AI-Powered Services in Pakistan • Banking: AI chatbots in HBL and UBL. • E-commerce: AI-driven recommendations on Daraz. • Education: AI tutors for personalized learning (Maqsad).