Part of a series on |
Science |
---|
![]() |
General |
Branches |
In society |
Research funding is a term generally covering any funding for scientific research, in the areas of natural science, technology, and social science. Different methods can be used to disburse funding, but the term often connotes funding obtained through a competitive process, in which potential research projects are evaluated and only the most promising receive funding. It is often measured via Gross domestic expenditure on R&D (GERD).
Most research funding comes from two major sources: corporations (through research and development departments) and government (primarily carried out through universities and specialized government agencies; often known as research councils). A smaller amount of scientific research is funded by charitable foundations, especially in relation to developing cures for diseases such as cancer, malaria, and AIDS.
According to the Organisation for Economic Co-operation and Development (OECD), more than 60% of research and development in scientific and technical fields is carried out by industry, and 20% and 10% respectively by universities and government. [1] Comparatively, in countries with less GDP such as Portugal and Mexico, the industry contribution is significantly lower. The government funding proportion in certain industries is higher, and it dominates research in social science and humanities. In commercial research and development, all but the most research-oriented corporations focus more heavily on near-term commercialization possibilities rather than "blue-sky" ideas or technologies (such as nuclear fusion). [2]
Conducting research requires funds. The funding trend for research has gone from a closed patronage system to which only few could contribute, to an open system with multiple funding possibilities.
In the early Zhou dynasty (-c. 6th century to 221 BCE), government officials used their resources to fund schools of thought of which they were patron. The bulk of their philosophies are still relevant, including Confucianism, Legalism and Taoism.
During the Mayan Empire (-c. 1200–1250), scientific research was funded for religious purposes. Research there developed a Venus Table, showing precise astronomical data about the position of Venus in the sky. In Cairo (-c. 1283), the Mamluk Sultan Qalawun funded a monumental hospital, patronizing the medical sciences over the religious sciences. Furthermore, Tycho Brahe was given an estate (-c. 1576 – 1580) by his royal patron King Frederik II, which was used to build Uraniborg, an early research institute.
In 1700–1799, scientific academies became central creators of scientific knowledge. Funded by state sponsorship, academic societies were free to manage scientific developments. Membership was exclusive in terms of gender, race and class, but academies opened the world of research up beyond the traditional patronage system.
In 1799, Louis-Nicolas Robert patented the paper machine. When he quarreled over invention ownership, he sought financing from the Fourdrinier brothers. In 19th century Europe, businessmen financed the application of science to industry.
In the eighteenth and nineteenth centuries, as the pace of technological progress increased before and during the Industrial Revolution, most scientific and technological research was carried out by individual inventors using their own funds. A system of patents was developed to allow inventors a period of time (often twenty years) to commercialize their inventions and recoup a profit, although in practice many found this difficult.
The Manhattan Project (1942 – 1946) had cost $27 billion and employed 130,000 people, many of them scientists charged with producing the first nuclear weapons. In 1945, 70 scientists signed the Szilard petition, asking President Truman to make a demonstration of the power of the bomb before using it. Most of the signers lost their jobs in military research.
In the twentieth century, scientific and technological research became increasingly systematized, as corporations developed, and discovered that continuous investment in research and development could be a key element of competitive success. It remained the case, however, that imitation by competitors - circumventing or simply flouting patents, especially those registered abroad - was often just as successful a strategy for companies focused on innovation in matters of organization and production technique, or even in marketing.
In 2025, many funders make research outcomes transparent and accessible in data repositories or Open-access. Some researchers turn to crowdfunding in search of new projects to fund. Private and public foundations, governments, and others sponsor opportunities for researchers. As new funding sources become available, the research community grows and becomes accessible to a wider, and more diverse group of scientists.
The guidelines for R&D data collections are laid down in the Frascati Manual published by the OECD. [3] In the publication, R&D denotes three type of activity: basic research, applied research and experimental development. This definition does not cover innovation but it may feed into the innovative process. Business sector innovation has a dedicated OECD manual. [4]
The most frequently used measurement for R&D is Gross domestic expenditure on R&D (GERD). GERD is often represented in GERD-to-GDP ratios, as it allows for easier comparisons between countries. The data collection for GERD is based on reporting by performers. GERD differentiates according to the funding sector (business, enterprise, government, higher education, private non-profit, rest of the world) and the sector of performance (all funding sectors with the exception of rest of the world as GERD only measures activity within the territory of a country). The two may coincide for example when government funds government performed R&D.
Government funded science also may be measured by the Government budget appropriations and outlays for R&D (GBAORD/ GBARD). GBARD is a funder-based method, it denotes what governments committed to R&D (even if final payment might be different). GERD-source of funding-government and GBARD are not directly comparable. On data collection, GERD is performer based, GBARD is funder. The level of government considered also differs: GERD may include spending by all levels of the government (federal – state – local), whereas GBARD excludes the local level and often lacks state level data. On geographic coverage, GERD takes into account performance within the territory of a country whereas GBARD also payments to the Rest of the world.
Comparisons on the effectiveness of both the different sources of funding and sectors of performance as well as their interplay have been made. [5] The analysis often boils down to whether public and private finance show crowding-in or crowding-out patterns. [6] [7]
Public funding refers to activities financed by tax-payers money. This is primarily the case when the source of funds is channeled through government agencies. Higher education institutions are usually not completely publicly financed as they charge tuition fees and may receive funds from non-public sources.
R&D is a costly, and long-term investment to which disruptions are harmful. [8]
The public sector has multiple reasons to fund science. The private sector is said to focus on the closer to the market stage of R&D policy, where appropriability hence private returns are high. [9] Basic research is weak on appropriability and so remains risky and under-financed. [10] [11] Consequently, although governmental sponsorship of research may provide support across the R&D value chain, it is often characterized as a market failure induced intervention. Market incentives to invest in early-stage research are low. The theory of public goods seconds this argument. [12] Publicly funded research often supports research fields where social rate of return may be higher than private rate of return. Appropriability potential is the potential for an entity to capture the value of an innovation or research outcome. [13] The general free rider problem of public goods is a threat especially in case of global public goods such as climate change research, which may lower incentives to invest by both the private sector but also other governments. [14]
In endogenous growth theories, R&D contributes to growth. [15] Some have depicted this relationship in the inverse, claiming that growth drives innovation. [16] [17] As of 2013, science workers applying their (tacit) knowledge may be considered an economic driver. [18] When this knowledge and/or human capital emigrates, countries face the so-called brain–drain. Science policy can assist to avoid this as large shares of governmental R&D is spent on researchers and supporting staff personnel salaries. [3] [19] In this sense, science funding is not only discretionary spending but also has elements of entitlement spending.
R&D funded and especially performed by the State may allow greater influence over its direction. [20] This is particularly important in the case of R&D contributing to public goods. However, the ability of governments have been criticized over whether they are best positioned to pick winners and losers. [21] In the EU, dedicated safeguards have been enacted under a dedicated form of competition law called State Aid. State Aid safeguards business activities from governmental interventions. This invention was largely driven by the German ordoliberal school as to eliminate state subsidies advocated by the French dirigiste. [22] Threats to global public goods has refueled the debate on the role of governments beyond a mere market failure fixer, the so-called mission-driven policies. [23]
Governments may fund science through different instruments such as: direct subsidies, tax credits, loans, financial instruments, regulatory measures, public procurement etc. While direct subsidies have been the prominent instrument to fund business R&D, since the financial crisis a shift has taken place in OECD countries in the direction of tax breaks. The explanation seems to lay in the theoretical argument that firms know better, and in the practical benefit of lower administrative burden of such schemes. [24] Depending on the funding type, different modalities to distribute the research funds may be used. For regulatory measures, often the competition/antitrust authorities will rule on exemptions. In case of block funding the funds may be directly allocated to given institutions such as higher education institutions with relative autonomy over their use. [3] For competitive grants, governments are often assisted by research councils to distribute the funds. [25] Research councils are (usually public) bodies that provide research funding in the form of research grants or scholarships. These include arts councils and research councils for the funding of science.
An incomplete list of national and international pan-disciplinary public research councils:
In addition to project deliverables, funders also increasingly introduce new eligibility requirements alongside traditional ones such as research integrity/ethics.
The 2016 Open Science movement, tied funding increasingly tied to data management plans and making data FAIR. [30] The Open Science requirement complements Open Access mandates [31] which in 2025 are widespread. [32]
The gender dimension also gained ground in recent years. The European Commission mandates research applicants to adopt gender equality plans across their organization. [33] The UK Research and Innovation Global Challenges Research Fund mandates a gender equality statement. [34]
As of 2022, the European Commission also introduced a “Do No Significant Harm” principle to the Framework Program which aims to curb the environmental footprint of scientific projects. [35] "Do No Significant Harm" has been criticized as coupled with other eligibility requirements it is often characterized as red-tape. [36] [37] Since 2020, European Commission has been trying to simplify the Framework Program with limited success. [38] Simplification attempts were also taken by the UK Research and Innovation. [39]
Often scientists apply for research funding which a granting agency may (or may not) approve to financially support. These grants require a lengthy process as the granting agency can inquire about the researcher(s)'s background, the facilities used, the equipment needed, the time involved, and the overall potential of the scientific outcome. The process of grant writing and grant proposing is a somewhat delicate process for both the grantor and the grantee: the grantors want to choose the research that best fits their scientific principles, and the individual grantees want to apply for research in which they have the best chances but also in which they can build a body of work towards future scientific endeavors.[ citation needed ]
As of 2009, the Engineering and Physical Sciences Research Council in the United Kingdom devised an alternative method of fund-distribution: the sandpit. [40]
Most universities have research administration offices to facilitate the interaction between the researcher and the granting agency. [41] "Research administration is all about service—service to our faculty, to our academic units, to the institution, and to our sponsors. To be of service, we first have to know what our customers want and then determine whether or not we are meeting those needs and expectations." [42]
In the United States of America, the National Council of University Research Administrators serves its members and advances the field of research administration through education and professional development programs, the sharing of knowledge and experience, and by fostering a professional, collegial, and respected community.
In academic contexts, hard money may refer to funding received from a government or other entity at regular intervals, thus providing a steady inflow of financial resources to the beneficiary. The antonym, soft money, refers to funding provided only through competitive research grants and the writing of grant proposals. [43]
Hard money is usually issued by the government for the advancement of certain projects or for the benefit of specific agencies. Community healthcare, for instance, may be supported by the government by providing hard money. Since funds are disbursed regularly and continuously, the offices in charge of such projects are able to achieve their objectives more effectively than if they had been issued one-time grants.
Individual jobs at a research institute may be classified as "hard-money positions" or "soft-money positions"; [43] the former are expected to provide job security because their funding is secure in the long term, whereas individual "soft-money" positions may come and go with fluctuations in the number of grants awarded to an institution.
Private funding for research comes from philanthropists, [44] crowd-funding, [45] private companies, non-profit foundations, and professional organizations. [46] Philanthropists and foundations have been pouring millions of dollars into a wide variety of scientific investigations, including basic research discovery, disease cures, particle physics, astronomy, marine science, and the environment. [44] Privately funded research has been adept at identifying important and transformative areas of scientific research. [47] [48] Many large technology companies spend billions of dollars on research and development each year to gain an innovative advantage over their competitors, though only about 42% of this funding goes towards projects that are considered substantially new, or capable of yielding radical breakthroughs. [49] New scientific start-up companies initially seek funding from crowd-funding organizations, venture capitalists, and angel investors, gathering preliminary results using rented facilities, [50] but aim to eventually become self-sufficient. [45] [51]
Europe and the United States have both reiterated the need for further private funding within universities. [52] The European Commission highlights the need for private funding via research in policy areas such the European Green Deal and Europe's role in the digital age. [53]
The source of funding may introduce conscious or unconscious biases into a researcher's work. [54] This is highly problematic due to academic freedom in case of universities and regulatory capture in case of government-funded R&D.
Disclosure of potential conflicts of interest (COIs) is used by journals to guarantee credibility and transparency of the scientific process. Conflict of interest disclosure, however, is not systematically nor consistently dealt with by journals that publish scientific research results.
When research is funded by the same agency that can be expected to gain from a favorable outcome there is a potential for biased results and research shows that results are indeed more favorable than would be expected from a more objective view of the evidence. [55] A 2003 systematic review studied the scope and impact of industry sponsorship in biomedical research. The researchers found financial relationships among industry, scientific investigators, and academic institutions widespread. Results showed a statistically significant association between industry sponsorship and pro-industry conclusions and concluded that "Conflicts of interest arising from these ties can influence biomedical research in important ways". [56] A British study found that a majority of the members on national and food policy committees receive funding from food companies. [57]
In an effort to cut costs, the pharmaceutical industry has turned to the use of private, nonacademic research groups (i.e., contract research organizations [CROs]) which can do the work for less money than academic investigators. In 2001 CROs came under criticism when the editors of 12 major scientific journals issued a joint editorial, published in each journal, on the control over clinical trials exerted by sponsors, particularly targeting the use of contracts which allow sponsors to review the studies prior to publication and withhold publication of any studies in which their product did poorly. They further criticized the trial methodology stating that researchers are frequently restricted from contributing to the trial design, accessing the raw data, and interpreting the results. [58]
The Cochrane Collaboration, a worldwide group that aims to provide compiled scientific evidence to aid well informed health care decisions, conducts systematic reviews of randomized controlled trials of health care interventions and tries to disseminate the results and conclusions derived from them. [59] [60] A few more recent reviews have also studied the results of non-randomized, observational studies. The systematic reviews are published in the Cochrane Library. A 2011 study done to disclose possible conflicts of interests in underlying research studies used for medical meta-analyses reviewed 29 meta-analyses and found that conflicts of interest in the studies underlying the meta-analyses were rarely disclosed. The 29 meta-analyses reviewed an aggregate of 509 randomized controlled trials. Of these, 318 trials reported funding sources with 219 (69%) industry funded. 132 of the 509 trials reported author disclosures of conflict of interest, with 91 studies (69%) disclosing industry financial ties with one or more authors. However, the information was seldom reflected in the meta-analyses. Only two (7%) reported funding sources and none reported author-industry ties. The authors concluded, "without acknowledgment of COI due to industry funding or author industry financial ties from RCTs included in meta-analyses, readers' understanding and appraisal of the evidence from the meta-analysis may be compromised." [61]
In 2003 researchers looked at the association between authors' published positions on the safety and efficacy in assisting with weight loss of olestra, a fat substitute manufactured by the Procter & Gamble (P&G), and their financial relationships with the food and beverage industry. They found that supportive authors were significantly more likely than critical or neutral authors to have financial relationships with P&G and all authors disclosing an affiliation with P&G were supportive. The authors of the study concluded: "Because authors' published opinions were associated with their financial relationships, obtaining noncommercial funding may be more essential to maintaining objectivity than disclosing personal financial interests." [62]
A 2005 study in the journal Nature [63] surveyed 3247 US researchers who were all publicly funded (by the National Institutes of Health). Out of the scientists questioned, 15.5% admitted to altering design, methodology or results of their studies due to pressure of an external funding source.
Private funding also may be channelled to public funders. In 2022, a news story broke following the resignation of Eric Lander, former director of the Office of Science and Technology Policy (OSTP) at the Biden administration, that the charity of former Google executive Eric Schmidt, Schmidt Futures, paid the salary of a number employees of the OSTP. [64] Ethics inquiries were initiated in the OSTP.
The traditional measurement for efficiency of funding are publication output, citation impact, number of patents, number of PhDs awarded etc. However, the use of journal impact factor has generated a publish-or-perish culture and a theoretical model has been established whose simulations imply that peer review and over-competitive research funding foster mainstream opinion to monopoly. [65] Calls have been made to reform research assessment, most notably in the San Francisco Declaration on Research Assessment [66] and the Leiden Manifesto for research metrics. [67] The current system also has limitations to measure excellence in the Global South. [68] [69] Novel measurement systems such as the Research Quality Plus has been put forward to better emphasize local knowledge and contextualization in the evaluation of excellence. [70]
Another question is how to allocate funds to different disciplines, institutions, or researchers. A recent study by Wayne Walsh found that “prestigious institutions had on average 65% higher grant application success rates and 50% larger award sizes, whereas less-prestigious institutions produced 65% more publications and had a 35% higher citation impact per dollar of funding.” [71] [72]
In endogenous growth theories R&D contributes to economic growth. Therefore, countries have strong incentives to maintain investments in R&D.
Different countries spend vastly different amounts on research, in both absolute and relative terms. For instance, South Korea and Israel spend more than 4% of their GDP while many less developed countries spend less than 1%. [73] In developed economies, GERD is financed mainly by the business sector, whereas the government and the university sector dominates in less-developed economies. [74] In some countries, funding from the Rest of the World makes up 20-30% of total GERD, probably due to FDI and foreign aid, but only in Mali it is the main source of fund. [75] Private non-profit is not the main source of fund in any countries, but it reaches 10% of total GERD in Columbia and Honduras. [76]
When comparing annual GERD and GDP Growth, it can be seen that countries with lower GERD are often growing faster. However, as most of these countries are developing, their growth is probably driven by other factors of production. On the other hand, developed countries who have higher GERD also produce positive growth rates. GERD in these countries has a more substantial contribution to growth rate.
Country (and the EU) | GERD as % of the GDP in 2017 [73] | GDP Growth (annual %) in 2017 [77] | Main GERD source of fund [73] | Targets |
---|---|---|---|---|
Israel | 4,81 | 4,38 | Business | |
Republic of Korea | 4,29 | 3,16 | Business | 5% by 2017 |
USA | 2,81 | 2,33 | Business | |
European Union | 2,15 | 2,8 | Business | 3% of EU GDP by 2030 |
China | 2,11 | 6,95 | Business | annual increase of 7% (2021- 2025) [78] |
Uruguay | 0,48 | 1,63 | Higher Education | |
Mali | 0,29 | 5,31 | Rest of the World | |
Armenia | 0,22 | 7,5 | Government | |
Iraq | 0,04 | -1,82 | Government | |
Guatemala | 0,02 | 4,63 | Higher education |
In crisis, business R&D tends to act procyclically. [79] As R&D is a long-term investments and so disruptions should be avoided Keynesian countercyclical reactions were advocated for in the wake of the 2008 financial crisis, but this was difficult to achieve for some countries. [80] [81] Due to the nature of COVID-19, the pandemic accelerated publicly funded R&D spending in 2020, primarily into the pharmaceutical industry. A fall is expected in spending for 2021, although not below 2020 levels. [82] The pandemic made health research and sectors with strategic value-chain dependencies the main target of science funding. [83]
Innovation is the practical implementation of ideas that result in the introduction of new goods or services or improvement in offering goods or services. ISO TC 279 in the standard ISO 56000:2020 defines innovation as "a new or changed entity, realizing or redistributing value". Others have different definitions; a common element in the definitions is a focus on newness, improvement, and spread of ideas or technologies.
Research and development, known in some countries as experiment and design, is the set of innovative activities undertaken by corporations or governments in developing new services or products. R&D constitutes the first stage of development of a potential new service or the production process.
Science and technology in China have developed rapidly since the 1980s to the 2020s, with major scientific and technological progress over the last four decades. From the 1980s to the 1990s, the Chinese government successively launched the 863 Program and the "Strategy for Rejuvenating the Country through Science and Education", which greatly promoted the development of China's science and technological institutions. Governmental focus on prioritizing the advancement of science and technology in China is evident in its allocation of funds, investment in research, reform measures, and enhanced societal recognition of these fields. These actions undertaken by the Chinese government are seen as crucial foundations for bolstering the nation's socioeconomic competitiveness and development, projecting its geopolitical influence, and elevating its national prestige and international reputation.
Technology transfer (TT), also called transfer of technology (TOT), is the process of transferring (disseminating) technology from the person or organization that owns or holds it to another person or organization, in an attempt to transform inventions and scientific outcomes into new products and services that benefit society. Technology transfer is closely related to knowledge transfer.
Science policy is concerned with the allocation of resources for the conduct of science towards the goal of best serving the public interest. Topics include the funding of science, the careers of scientists, and the translation of scientific discoveries into technological innovation to promote commercial product development, competitiveness, economic growth and economic development. Science policy focuses on knowledge production and role of knowledge networks, collaborations, and the complex distributions of expertise, equipment, and know-how. Understanding the processes and organizational context of generating novel and innovative science and engineering ideas is a core concern of science policy. Science policy topics include weapons development, health care and environmental monitoring.
Science and technology in Israel is one of the country's most developed sectors. Israel spent 4.3% of its gross domestic product (GDP) on civil research and development in 2015, the highest ratio in the world. In 2019, Israel was ranked the world's fifth most innovative country by the Bloomberg Innovation Index. It ranks thirteenth in the world for scientific output as measured by the number of scientific publications per million citizens. In 2014, Israel's share of scientific articles published worldwide (0.9%) was nine times higher than its share of the global population (0.1%).
The National Innovation System is the flow of technology and information among people, enterprises and institutions which is key to the innovative process on the national level. According to innovation system theory, innovation and technology development are results of a complex set of relationships among actors in the system, which includes enterprises, universities and government research institutes.
Government spending or expenditure includes all government consumption, investment, and transfer payments. In national income accounting, the acquisition by governments of goods and services for current use, to directly satisfy the individual or collective needs of the community, is classed as government final consumption expenditure. Government acquisition of goods and services intended to create future benefits, such as infrastructure investment or research spending, is classed as government investment. These two types of government spending, on final consumption and on gross capital formation, together constitute one of the major components of gross domestic product.
The Canadian Scientific Research and Experimental Development Tax Incentive Program provides support in the form of tax credits and refunds to corporations, partnerships or individuals who conduct scientific research or experimental development in Canada.
Open data are data that are openly accessible, exploitable, editable and shareable by anyone for any purpose. Open data are generally licensed under an open license.
Research and development intensity is generally defined as expenditures by a firm on its research and development (R&D) divided by the firm's sales. There are two types of R&D intensity: direct and indirect. R&D intensity varies, in general, according to a firm's industry sector, product knowledge, manufacturing, and technology, and is a metric that can be used to gauge the level of a company's investment to spur innovation in and through basic and applied research. A further aim of R&D spending, ultimately, is to increase productivity as well as an organization's salable output.
Christopher Freeman was a British economist, recognised as one of the founders of the post-war school of Innovation Studies. He played a lead role in the development of the neo-Schumpeterian tradition focusing on the crucial role of innovation for economic development and of scientific and technological activities for well-being.
Science policy in Malaysia is regulated by the Ministry of Science, Technology, and Innovation. The ministry focuses on five areas: biotechnology, ICT policy, industry, sea to space and core science and technology. Other ministries, such as the Ministry of Agriculture and the Ministry of Health also have science departments. Training in scientific areas was promoted during the 1970s and 1980s. From 1987 to 1997 research and development used 0.24% of GNP, and in 2023 high-tech exports made up 59% of Malaysia's manufactured exports.
The science policy of the United States is the responsibility of many organizations throughout the federal government. Much of the large-scale policy is made through the legislative budget process of enacting the yearly federal budget, although there are other legislative issues that directly involve science, such as energy policy, climate change, and stem cell research. Further decisions are made by the various federal agencies which spend the funds allocated by Congress, either on in-house research or by granting funds to outside organizations and researchers.
Open scientific data or open research data is a type of open data focused on publishing observations and results of scientific activities available for anyone to analyze and reuse. A major purpose of the drive for open data is to allow the verification of scientific claims, by allowing others to look at the reproducibility of results, and to allow data from many sources to be integrated to give new knowledge.
Igor Yegorov is a Ukrainian economist, Sc.D. in Economics, Deputy Director of the Institute for Economics and Forecasting of the National Academy of Sciences of Ukraine, and Professor at the Faculty of Economics at the Taras Shevchenko National University of Kyiv. Until 2013 he was the Head of Department for Systemic Studies of S&T Potential at G.M. Dobrov Center for Scientific and Technological Potential and Science History Studies of the NAS of Ukraine. He is a member of the Academic Council of Scientific and Technical Complex for Statistical Research of the State Statistics Service of Ukraine.
Industry funding of academic research in the United States is one of the two major sources of research funding in academia along with government support. Currently, private funding of research accounts for the majority of all research and development funding in the United States as of 2007 overall. Overall, Federal and Industrial sources contribute similar amounts to research, while industry funds the vast majority of development work.
Science and technology in the Netherlands has an extended history, producing many notable achievements and discoveries in the field. It is an important component in the economic and societal development of the Netherlands. The Dutch government is a driver of scientific and technological progress with science expenditure passing €4.5 billion every year.
Public research and development refers to the R&D activities related to public sectors, including governments, colleges and non-profit organizations. Public R&D include academic fundamental research, applied research and R&D grants and contracts to private sectors, where later two are known as 'R&D subsidy'. Public R&D could be understood as a funder or a performer of an R&D activity. According to National Science Foundation in U.S., in 2015, R&D expenditures performed by federal governments, local governments, colleges and non-profit organizations are 54, 0.6, 64, and 20 billions of dollars, respectively. Meanwhile, industries perform R&D expenditures of 356 billion dollars. Moreover, R&D expenditures funded by federal governments, local governments, colleges and non-profit organizations are 121, 4.3, 17, and 19 billions of dollars, respectively. R&D expenditures funded by industries are 333 billion dollars. In terms of R&D funders, public R&D to private R&D ratio is about 0.5.
Regulation of artificial intelligence is the development of public sector policies and laws for promoting and regulating artificial intelligence (AI). It is part of the broader regulation of algorithms. The regulatory and policy landscape for AI is an emerging issue in jurisdictions worldwide, including for international organizations without direct enforcement power like the IEEE or the OECD.
{{cite book}}
: CS1 maint: location missing publisher (link){{cite book}}
: CS1 maint: location missing publisher (link)Sandpits, which were devised by the Engineering and Physical Sciences Research Council, typically involve about 30 selected researchers from different areas who are brought together for several days of intensive discussions about a particular topic. [...] The wheels of such events are oiled with the promise of up to £1 million in funding, which is dished out at the end through a group peer-review process.
{{cite book}}
: CS1 maint: location missing publisher (link){{cite journal}}
: Cite journal requires |journal=
(help)