Spillover (economics)

Last updated

In economics, a spillover is a positive or a negative, but more often negative, impact experienced in one region or across the world due to an independent event occurring from an unrelated environment. [1]

Contents

For example, externalities of economic activity are non-monetary spillover effects upon non-participants. Odors from a rendering plant are negative spillover effects upon its neighbors; the beauty of a homeowner's flower garden is a positive spillover effect upon neighbors. The concept of spillover in economics could be replaced by terminations of technology spillover, R&D spillover and/or knowledge spillover when the concept is specific to technology management and innovation economics. [2] Moreover, positive or negative impact often creates a social crisis or a shock in the market like booms or crashes. [1]

In the same way, the economic benefits of increased trade are the spillover effects anticipated in the formation of multilateral alliances of many of the regional nation states: e.g. SAARC (South Asian Association for Regional Cooperation), ASEAN (Association of South East Asian Nations).

In an economy in which some markets fail to clear, such failure can influence the demand or supply behavior of affected participants in other markets, causing their effective demand or effective supply to differ from their notional (unconstrained) demand or supply.

Another kind of spillover is generated by information. For example, when more information about someone generates more information about people related to her, and that information helps to eliminate asymmetries in information, then the spillover effects are positive (this issue has been found constantly in the economics and finance literature, see for instance the case of local banking markets [3] ).

History of the concept

19th century economists John Stuart Mill and Henry Sidgwick are credited with founding the early concepts related to spillover effects. These ideas extend upon Adam Smith's famous ‘Invisible Hand’ theory which is a price that suggests prices can be naturally determined by the forces of supply and demand to form a market price and market quantity where buyers and sellers are willing to make a transaction. Spillover effects, also known as externalities in market theory are the costs associated with a transaction borne upon a party/parties that are non participants in the transaction (i.e., Production costs do not consider the cost of pollution on society at large). Furthermore, Mill argues that Government intervention in the market can be a useful tool when necessary to prevent or mitigate spillover effects when necessary [4] as opposed to Adam Smith who believed a competitive market with little to no intervention provides the most adequate outcome.

These ideas on spillover effects later became extended upon further by other economists, notably Arthur Pigou. Pigou developed the concept of externalities in 1920 through ‘The Economics of Welfare’. [5] Essentially, Pigou argued negative externalities (spillover) of an activity should incur an extra cost or tax while activities that produce a positive externalities (spillover) should be subsidized to further encourage this activity. Taxes on these activities that create negative externalities are used commonly in the 21st century through taxes including excise tax on purchasing alcohol and cigarettes which can cause damages to the health and wellbeing of citizens.

Types of spillover effects

There are different types of spillover effects which can take place. According to the Corporate Finance Institute, [6] spillover effects can be categorised in the following ways: 1. Social Interaction Spillover Effect 2. Context Equilibrium Effect 3.General Equilibrium Effect 4. Externalities Spillover Effect

Social interaction spillover effect

Social interaction spillover effect occurs when community programs and initiatives have the effect of benefiting the welfare of people and in turn the community at large. For example, free education, social welfare payments and other public goods are designed to improve the social behaviour, education and employability of citizens which in turn could lower crime rates and poverty in the community in theory. [7]

Context equilibrium effect

Context equilibrium effect emerges from interventions that influence social norms or behaviors within a specific context, such as a local area where the interactions take place.

General equilibrium effects

General equilibrium effects can happen when there is an impact in the market either positively or negatively creating a spillover effect through interdependence of firms and households in the economy. This occurs as entities do not operate in a bubble, hence when there is a financial shock or boon to a business or industry, this impacts factors including pricing, costs and wages for other entities. Rather, entities experience shocks or boons in relation to other entities. [8] For example, if there were to be a global shortage of oil production, global supply and demand would interact to put upward pressure on oil and in turn fuel prices. This occurs as consumers are effectively bidding for the remaining oil which is more scarce than before, forming a new equilibrium price in the market. Hence fuel stations and consumers are impacted by the spillover effect of oil shortages.

Externalities spillover effect

External spillover effects are similar to general equilibrium effects in that they impact third parties which are not directly participating in the transaction. However, the key difference is that externalities are represented by social costs that are not reflected in a price change without government intervention. [9] An example of an externality may be pollution resulting from production of goods and services. This cost does not appear in the cost of production, rather it exists outside of the market supply and demand schedule.

Positive and Negative Spillover Effects

Positive Spillover

Positive spillover occurs when changes in one behavior influence favorably changes in subsequent behaviors. An example can be free public education offered by the government. [1] Students become smarter, gain knowledge and experience. This leads to more educated population, which can move out to the other countries.

Negative Spillover

Negative spillover is the opposite of positive spillover, meaning unwanted social, political, and economic impacts. An example is pollution caused by industrial plants, releasing smoke, carbon dioxide gas, oil wastewater, and other harmful waste materials into the atmosphere. As we know, pollution leads to global warming, which affects all of us. Global warming causes the melting of ice, which leads to raising sea levels. Another example could be demand for commodities (such as palm oil or osy) in one country that cause deforestation in other countries. [10] Negative spillovers impact both the participants and non-participants. [1]

Graphical representation

Externalities in the supply and demand curve: Note the graph representing a negative externality below. To illustrate this concept the ‘marginal social cost’ (MSC) is used in comparison to the ‘marginal private cost’ (MPC). Marginal social cost is the line which includes all externalities including the social cost of pollution in addition to regular production costs. Alternatively, marginal private cost also considers the regular production costs used in a transaction. [11]

Thus, in the diagram below, if the market was functioning properly by accounting for negative externalities, society would produce at quantity 2 (Q2) and a higher price (P2). Without considering negative externalities,, society would produce at Quantity 1 (Q1) and at a lower price (P1). Hence, due to negative externalities (social costs) being excluded from transactions, society overproduces products with negative externalities and underprices them.

Negative Externalities in supply and demand schedule Negative Externalities.png
Negative Externalities in supply and demand schedule

For positive externalities, see the diagram below. Note there are no social costs (negative externalities) that have been excluded from the private cost as there is a single cost line. In this case, social benefit (MSB) exceeds private benefit (MPB). [12] In effect, this means the private benefit of a transaction (ie, profit for a newly established business) is only part of the benefit accrued as an additional social cost (ie, Surrounding cafes and restaurants gain more customers as employees from the newly established business buy lunch). Hence if the market was functioning properly to include social benefits, the market would produce at quantity 2 (Q2) and at price 2 (P2) which represents the true equilibrium quantity and prices.

Positive Externalities in supply and demand schedule Positive Externalities.png
Positive Externalities in supply and demand schedule

Methods of measuring spillovers

There are three main categories which contains methods for assessing international trade-related spillovers.

Multi-Regional Input-Ouput (MRIO)

MRIO is one of the categories of analysis which combines internationally harmonized input-output tables and trade statistics for sectors or groups of products or services of environmental use (e.g. land, water, timber), pollution (e.g. reactive nitrogen), or socioeconomis impacts (e.g. child labor, labor accidents, gender pay gap). [10] The biggest advantage is the relative ease with which analyses can be performed for different countries. The disadvantage could be the fact that MRIO does not consider context-specific technologies, efficiencies or resource- or pollution- intensities but instead use average impacts. So, MRIO methods are best suited to asssessing spillover effects of aggregate sectors or product groups at country level. [10]

Life-Cycle Assessments (LCA)

These assessments are used to evaluate the environmental impact of individual products and their production processes across geographic and temporal scales. Moreover, they can also measure socieconomic impacts. These assessments are provided with a bottom-up method, which is an opposite to the top-down method in MRIO. The LCA are less suitable to assess spillover effects. They have to face the "truncation problem" and also requires vast volumes of data, which can be hard to get. [10]

Material-Flow Analyses (MFA)

These analyses track specific material flows along supply chains and across countries. The tracking is primarily done for raw or less processed commodities. It cannot be as globally comprehensive as MRIO, because it also suffers from the truncation problem like LCA. [10]

Types of Indexes

Spillover Index

The index assesses the positive and negative spillover effects of each UN Member State, based on indicators tracking environmental and social spillovers embodied into trade, economic and financial spillovers, and spillover effects related to security. [13]

Global Commons Stewardship Index

Using the MRIO trade data, environmental research, and industrial ecology, the Global Commons Stewardship Index features a global ranking and detailed features for ten countries and regions (the USA, the EU, China, India, Japan, South Korea, Indonesia, the Phillipines, Brazil and Indonesia) alongside sector-specific analyses of spillovers embodied in trade flows. [14]

Examples of spillover effects

Great Depression

The Great Depression that began in 1929 is a significant example of how spillover effects can occur. It all started in the United States, but spread to the rest of the world and influenced local economies for many years.

Economists debate the exact cause of the Great Depression however, it is mostly regarded as a confluence of events including the stock market crash of 1929, banking panics and monetary contraction, decreased international lending and tariffs. [15]

A contributing factor which led to the Great Depression and Spillover effects was the stock market crash of 1929. As the stock market boomed during the 1920’s it was regarded as a way to earn profit easily. However as investors began to purchase stock through loans, the stock market began overpriced and highly financed through investor debt. Once prices fell, investors rushed to sell stock in order to limit losses leading to the spillover effects of low consumer confidence and in turn low consumer spending, investment, production and high unemployment. [16]

Global Financial Crisis

2007–2008 financial crisis is an example of how spillover effects occur both in terms of the mechanisms of a system but also geographically. Academics have found a correlation between the impact of a shock to a system and its impacts on other systems which have dependency. In the wake of the Global Financial Crisis many spillover effects occurred including a strong correlation between the volatility of the United States stock markets and other global markets. [17] This impact shows how high default rates on home loans in the US did not have isolated impacts. Rather it resulted in spillover effects into equity markets domestically as well as internationally.

Fukushima disaster

The accident at the Fukushima nuclear power statition in 2011 is another example of spillover effect. There has been a sharp decline in the stock prices of utilities that own nuclear power plants, which were observed on the Tokyo Stock Exchange. [18] Such a catastrophe has always an impact on the other countries. One study shows that alternative energy stocks in French and German exhibit abnormal returns during the event window. This happened because market expected a change in policy towards alternative energies. On the other hand, the effect on the U.S. stocks was not confirmed. [19]

Similar spillover effect was observed during Chernobyl nuclear-power accident. It has been shown that during 20-day period immediately following the accident, shareholders earned, on average, significant negative anbormal returns. [20]

COVID-19 pandemic

A high profile example of spillover effects is the COVID-19 pandemic. The global economy has become more interdependent in the 21st century as globalisation has enhanced countries' reliance on other parts of the world for economic growth. Therefore, when the emergence of the pandemic forced countries to close their borders, this had a spillover effect, creating an economic shortfall. Studies from BIS Quarterly [21] on spillover effects in the pandemic showed that confinement measures implemented by countries to limit the number of people contracting the virus showed there is no immunity from economic spillover and spillback effects between regions. The paper notes this is true even for regions that have domestic policy measures in place to reduce the impact of economic slowdown and are not economically immune from other countries without effective measures.

On the other hand, the COVID-19 pandemic caused also some positive spillover effects. Due to the fact that many industrial plants were shut down because of the lockdown measures, pollution fell all over the world significantly. [1]

Influences on spillover effects

Globalisation

Globalisation has been a prominent influence on the economic spillover effect in the global economy. Due to rising economic interactions including trade and investment between economies, the likelihood has risen that events impact one economy will in turn impact others who have economic ties and dependencies. Recent research [22] suggests that even a small change in US monetary policy can have significant ripple effects on economies worldwide, particularly those that are financially open or trade open. This is due to the US' dominant role in the global economic system, impacting all other countries simultaneously and leading to cross-country effects which amplify the global impact. The extent of spillover effects can vary depending on the country from which the shock originates and the recipient country. For instance, China's spillovers impact mostly through trade, while the US impacts the rest of the world mostly through financial channels, and other major economies like the Euro area, UK, and Japan have more regional impacts. [23] [24]

There are opposing views on the aggregate impact of globalisation as having either positive or negative spillover effects for the global economy. For instance, studies by Applied Economics journal [25] indicates that globalisation has been impactful in promoting economic growth across nations in part due to the spillover. However studies by [26] find that despite there being evidence that there is a positive correlation between trade openness and carbon dioxide emissions (negative externality), there could also exist benefits from globalisation impacting the environment through factors including spread of technology and knowledge beyond borders.

Systems built on dependency

Systems in society are built on relationships and interactions that create mutual value for a wide range of stakeholders. This has created circumstances where impacts to one or more of these entities can spillover to the other entities that depend on the system. This can be examined in the Global Financial Crisis example of 2008. As banks granted loans to borrowers with a high chance of default, banks suffered from liquidity risk which led to significant macroeconomic impacts including losses for shareholders across all markets, significantly increased unemployment, bailouts from the Government and low investor and consumer confidence. [27] Hence, entities like large banks can not operate in isolation, they are depended upon by many other entities in the financial system.

Trade policy

In the same way that Financial crises and recessions can cause negative spillover effects through increased dependency between nations, trade policy can create positive spillover effects. It has been observed that one of the main positive spillover effects occurs as developing economies trade more with advanced economies leading to technology, information and investment flows [28] (Dixon & O’Mahony, 2019). Data shows that China trading with more advanced economies has increased its access to new technology and information leading to improved competitiveness in global markets. It has been shown that there is a correlation between China’s trade activity with OECD nations and improved domestic productivity. [29]

Foreign direct investment

Firms who seek to minimise costs in supply chains by using resources from overseas have been shown to invest in local infrastructure. This is classified as foreign direct investment. This dynamic is common as firms from advanced economies expand their production base overseas to take advantage of cheaper labor and capital costs. Studies have shown that foreign direct investment creates productivity gains as local infrastructure of a developing nation is invested into. [30] Examples of how this may occur are a US corporation establishes a production site in Vietnam. Around this production site is the positive spillover of increased investment in local transport infrastructure as well as a food district for the workers.

Special Considerations

Unconnected Economies

The unconnected economies are these which are not influenced or just a little bit by spillover effects from the global market. These economies are though rarer and rarer. Even North Korea as a closed-off economy has begun to feel the spillover effects from intermittent Chinese slowdowns. [14]

Safe-Haven Economies

Certain developed economies are sensitive to some economic phenomena that can overwhelm spillover effects, regardless of their strenght. For example Japan, the United States, and the Eurozone, all influenced by spillover effects from China, this influence is partly offset by investors seeking safety in their respective markets during global market uncertainties. [14] So, if one of the economies has some difficulties, investments shift to the remaining safe-havens.

This effect was seen with the U.S. investment inflows during the EU's struggles with the Greek debt crisis in 2015. As funds flowed into U.S. Treasuries, yields decreased, reducing borrowing costs for American consumers, borrowers, and businesses. This serves as an illustration of a positive spillover effect from the perspective of U.S. consumers. [14]

See also

Related Research Articles

<span class="mw-page-title-main">Network effect</span> Increasing value with increasing participation

In economics, a network effect is the phenomenon by which the value or utility a user derives from a good or service depends on the number of users of compatible products. Network effects are typically positive feedback systems, resulting in users deriving more and more value from a product as more users join the same network. The adoption of a product by an additional user can be broken into two effects: an increase in the value to all other users and also the enhancement of other non-users' motivation for using the product.

<span class="mw-page-title-main">Environmental economics</span> Sub-field of economics

Environmental economics is a sub-field of economics concerned with environmental issues. It has become a widely studied subject due to growing environmental concerns in the twenty-first century. Environmental economics "undertakes theoretical or empirical studies of the economic effects of national or local environmental policies around the world. ... Particular issues include the costs and benefits of alternative environmental policies to deal with air pollution, water quality, toxic substances, solid waste, and global warming."

<span class="mw-page-title-main">Externality</span> In economics, an imposed cost or benefit

In economics, an externality or external cost is an indirect cost or benefit to an uninvolved third party that arises as an effect of another party's activity. Externalities can be considered as unpriced components that are involved in either consumer or producer market transactions. Air pollution from motor vehicles is one example. The cost of air pollution to society is not paid by either the producers or users of motorized transport to the rest of society. Water pollution from mills and factories is another example. All (water) consumers are made worse off by pollution but are not compensated by the market for this damage. A positive externality is when an individual's consumption in a market increases the well-being of others, but the individual does not charge the third party for the benefit. The third party is essentially getting a free product. An example of this might be the apartment above a bakery receiving some free heat in winter. The people who live in the apartment do not compensate the bakery for this benefit.

<span class="mw-page-title-main">Market failure</span> Concept in public goods economics

In neoclassical economics, market failure is a situation in which the allocation of goods and services by a free market is not Pareto efficient, often leading to a net loss of economic value. The first known use of the term by economists was in 1958, but the concept has been traced back to the Victorian philosopher Henry Sidgwick. Market failures are often associated with public goods, time-inconsistent preferences, information asymmetries, non-competitive markets, principal–agent problems, or externalities.

This aims to be a complete article list of economics topics:

A subsidy or government incentive is a type of government expenditure for individuals and households, as well as businesses with the aim of stabilizing the economy. It ensures that individuals and households are viable by having access to essential goods and services while giving businesses the opportunity to stay afloat and/or competitive. Subsidies not only promote long term economic stability but also help governments to respond to economic shocks during a recession or in response to unforeseen shocks, such as the COVID-19 pandemic.

<span class="mw-page-title-main">Economies of agglomeration</span> Urban development in locations generating cost savings

One of the major subfields of urban economics, economies of agglomeration, explains, in broad terms, how urban agglomeration occurs in locations where cost savings can naturally arise. This term is most often discussed in terms of economic firm productivity. However, agglomeration effects also explain some social phenomena, such as large proportions of the population being clustered in cities and major urban centers. Similar to economies of scale, the costs and benefits of agglomerating increase the larger the agglomerated urban cluster becomes. Several prominent examples of where agglomeration has brought together firms of a specific industry are: Silicon Valley and Los Angeles being hubs of technology and entertainment, respectively, in California, United States; and London, United Kingdom, being a hub of finance.

A Pigouvian tax is a tax on any market activity that generates negative externalities. A Pigouvian tax is a method that tries to internalize negative externalities to achieve the Nash equilibrium and optimal Pareto efficiency. The tax is normally set by the government to correct an undesirable or inefficient market outcome and does so by being set equal to the external marginal cost of the negative externalities. In the presence of negative externalities, social cost includes private cost and external cost caused by negative externalities. This means the social cost of a market activity is not covered by the private cost of the activity. In such a case, the market outcome is not efficient and may lead to over-consumption of the product. Often-cited examples of negative externalities are environmental pollution and increased public healthcare costs associated with tobacco and sugary drink consumption.

Social cost in neoclassical economics is the sum of the private costs resulting from a transaction and the costs imposed on the consumers as a consequence of being exposed to the transaction for which they are not compensated or charged. In other words, it is the sum of private and external costs. This might be applied to any number of economic problems: for example, social cost of carbon has been explored to better understand the costs of carbon emissions for proposed economic solutions such as a carbon tax.

A pecuniary externality occurs when the actions of an economic agent cause an increase or decrease in market prices. For example, an influx of city-dwellers buying second homes in a rural area can drive up house prices, making it difficult for young people in the area to buy a house. The externality operates through prices rather than through real resource effects.

International economics is concerned with the effects upon economic activity from international differences in productive resources and consumer preferences and the international institutions that affect them. It seeks to explain the patterns and consequences of transactions and interactions between the inhabitants of different countries, including trade, investment and transaction.

<span class="mw-page-title-main">Financial contagion</span> Scenario in which financial shocks spread to other financial sectors

Financial contagion refers to "the spread of market disturbances – mostly on the downside – from one country to the other, a process observed through co-movements in exchange rates, stock prices, sovereign spreads, and capital flows". Financial contagion can be a potential risk for countries who are trying to integrate their financial system with international financial markets and institutions. It helps explain an economic crisis extending across neighboring countries, or even regions.

In economics, the excess burden of taxation is one of the economic losses that society suffers as the result of taxes or subsidies. Economic theory posits that distortions change the amount and type of economic behavior from that which would occur in a free market without the tax. Excess burdens can be measured using the average cost of funds or the marginal cost of funds (MCF). Excess burdens were first discussed by Adam Smith.

<span class="mw-page-title-main">Environmental enterprise</span>

An environmental enterprise is an environmentally friendly/compatible business. Specifically, an environmental enterprise is a business that produces value in the same manner which an ecosystem does, neither producing waste nor consuming unsustainable resources. In addition, an environmental enterprise rather finds alternative ways to produce one's products instead of taking advantage of animals for the sake of human profits. To be closer to the goal of being an environmentally friendly company, some environmental enterprises invest their money to develop or improve their technologies which are also environmentally friendly. In addition, environmental enterprises usually try to reduce global warming, so some companies use materials that are environmentally friendly to build their stores. They also set in place regulations that are environmentally friendly. All these efforts of the environmental enterprises can bring positive effects both for nature and people. The concept is rooted in the well-enumerated theories of natural capital, the eco-economy and cradle to cradle design.

<span class="mw-page-title-main">Profit (economics)</span> Concept in economics

In economics, profit is the difference between revenue that an economic entity has received from its outputs and total costs of its inputs, also known as surplus value. It is equal to total revenue minus total cost, including both explicit and implicit costs.

Knowledge spillover is an exchange of ideas among individuals. Knowledge spillover is usually replaced by terminations of technology spillover, R&D spillover and/or spillover (economics) when the concept is specific to technology management and innovation economics. In knowledge management economics, knowledge spillovers are non-rival knowledge market costs incurred by a party not agreeing to assume the costs that has a spillover effect of stimulating technological improvements in a neighbor through one's own innovation. Such innovations often come from specialization within an industry.

Public economics(or economics of the public sector) is the study of government policy through the lens of economic efficiency and equity. Public economics builds on the theory of welfare economics and is ultimately used as a tool to improve social welfare. Welfare can be defined in terms of well-being, prosperity, and overall state of being.

<span class="mw-page-title-main">Economics of climate change mitigation</span> Part of the economics of climate change related to climate change mitigation

The economics of climate change mitigation is a contentious part of climate change mitigation – action aimed to limit the dangerous socio-economic and environmental consequences of climate change.

<span class="mw-page-title-main">Effects of cars</span> Impacts of car use

Cars affect many people, not just drivers and car passengers. The externalities of automobiles, similarly to other economic externalities, are the measurable difference in costs for other parties to those of the car proprietor, such costs not taken into account when the proprietor opts to drive their car. According to Harvard University, the main externalities of driving are local and global pollution, oil dependence, traffic congestion and traffic collisions; while according to a meta-study conducted by the Delft University these externalities are congestion and scarcity costs, accident costs, air pollution costs, noise costs, climate change costs, costs for nature and landscape, costs for water pollution, costs for soil pollution and costs of energy dependency.

This glossary of economics is a list of definitions of terms and concepts used in economics, its sub-disciplines, and related fields.

References

  1. 1 2 3 4 5 CFI Team. "Spillover Effect". Corporate Finance Institute.
  2. Wang, Yanzhi (2023). "Trade Secrets Laws and Technology Spillovers" (PDF). Research Policy. accepted.
  3. Garmaise, M. & G. Natividad (2016). "Spillovers in Local Banking Markets". The Review of Corporate Finance Studies. 5 (2): 139–165. doi:10.1093/rcfs/cfw005.
  4. Medema, Steven G. (1 September 2007). "The Hesitant Hand: Mill, Sidgwick, and the Evolution of the Theory of Market Failure". History of Political Economy. 39 (3): 331–358. doi:10.1215/00182702-2007-014.
  5. Pigou, Arthur (1932). The Economics of Welfare (4 ed.). London: Macmillan and Co.
  6. "Spillover Effects". Corporate Finance Institute. Retrieved 12 May 2022.
  7. "Spillover Effects". Corporate Finance Institute. Retrieved 12 May 2022.
  8. Huber, Kilian. "Estimating General Equilibrium Spillovers of Large-Scale Shocks". Brecker Friedman Institute. Retrieved 12 May 2022.
  9. Hutchinson, Emma (16 November 2017). "Principles of Microeconomics". Pressbooks. University of Victoria. Retrieved 12 May 2022.
  10. 1 2 3 4 5 "Tracking Spillover Effects". sdgtransformationcenter.org. 2024-03-22. Retrieved 2024-04-07.
  11. Hutchinson, Emma (16 November 2017). "Principles of Microeconomics". Pressbooks. University of Victoria. Retrieved 12 May 2022.
  12. Hutchinson, Emma (16 November 2017). "Principles of Microeconomics". Pressbooks. University of Victoria. Retrieved 12 May 2022.
  13. "Tracking Spillover Effects". sdgtransformationcenter.org. 2024-03-22. Retrieved 2024-04-08.
  14. 1 2 3 4 "Understanding the Spillover Effect". Investopedia. Retrieved 2024-04-08.
  15. Duignan, Brian. "Causes of the Great Depression". Britannica.
  16. Duignan, Brian. "Causes of the Great Depression". Britannica.
  17. Mensi, Walid; Hammoudeh, Shawkat; Nguyen, Duc Khoung; Kang, Sang Hoon (March 2016). "Global financial crisis and spillover effects among the U.S. and BRICS stock markets". International Review of Economics & Finance. 42: 257–276. doi:10.1016/j.iref.2015.11.005.
  18. Kawashima, Shingo; Takeda, Fumiko (2012). "The effect of the Fukushima nuclear accident on stock prices of electric power utilities in Japan". ScienceDirect.
  19. Ferstl, Robert; Utz, Sebastian; Wimmer, Maximilian (2012-05-01). "The Effect of the Japan 2011 Disaster on Nuclear and Alternative Energy Stocks Worldwide: An Event Study". Business Research. 5 (1): 25–41. doi:10.1007/BF03342730. hdl: 10419/103707 . ISSN   2198-2627.
  20. Fields, M.Andrew; Janjigian, Vahan (1989). "The effect of Chernobyl on electric-utility stock prices". Journal of Business Research. 18 (1): 81–87.
  21. Kohlscheen, Emanuel; Mojon, Benoit; Rees, Daniel (6 April 2020). "The macroeconomic spillover effects of the pandemic on the global economy". BIS.org. BIS Bulletin. Retrieved 12 May 2022.
  22. Thomas, Lina (2023). "Ripple Effect: Disentangling the Global Impact Web of US Monetary Policy". SSRN - Preprint Finance Research Letters. doi:10.2139/ssrn.4474329 . Retrieved 3 August 2023.
  23. Thomas, Lina (2023). "The Tale of Two Titans: Us and China's Distinct Impact on the Global Economy". SSRN - Preprint Finance Research Letters. doi:10.2139/ssrn.4518123 . Retrieved 3 August 2023.
  24. Thomas, Lina (2023). "Global Pulse: How Major Economies Steer the Rhythm of World GDP". SSRN. doi:10.2139/ssrn.4512405. S2CID   260145097 . Retrieved 3 August 2023.
  25. Dreher, Axel (2006). "Does globalization affect growth? Evidence from a new index of globalization". Applied Economics. 38 (10). Applied Economics Journal: 1091–1110. doi:10.1080/00036840500392078. S2CID   153683838 . Retrieved 12 May 2022.
  26. You, Wanhai; Lv, Zhike (2018). "Spillover effects of economic globalization on CO2 emissions: A spatial panel approach". Energy Economics. 73: 248–257. doi:10.1016/j.eneco.2018.05.016. S2CID   158427298 . Retrieved 12 May 2022.
  27. Edey, Malcolm (September 2009). "The Global Financial Crisis and Its Effects". Economic Papers. 28 (3): 186–195. doi:10.1111/j.1759-3441.2009.00032.x.
  28. Dixon, Tim; O'Mahony, John (2019). Australia in the Global Economy (11 ed.). Pearson Australia. ISBN   9780655780731.
  29. Chuang, Yih-Chyi; Hsu, Pi-fum (21 August 2006). "FDI, trade, and spillover efficiency: evidence from China's manufacturing sector". Applied Economics. 36 (10): 1103–1115. doi:10.1080/0003684042000246812. S2CID   154518027.
  30. Meyer, Klaus; Sinani, Evis (26 February 2009). "When and where does foreign direct investment generate positive spillovers? A meta-analysis". Journal of International Business Studies. 40 (7): 1075–1094. doi:10.1057/jibs.2008.111. S2CID   53583857.