Research and development intensity

Generally speaking, R&D is seen as a main driver of societal and business innovation. The OECD's Frascati Manual describes R&D as "creative work undertaken on a systematic basis in order to increase the stock of knowledge, including knowledge of man, culture and society, and the use of this stock of knowledge to devise new applications." R&D expenditure and R&D intensity are two of the key indicators used to monitor resources devoted to science and technology worldwide. R&D intensity has been defined as "the ratio of expenditures by a firm on research and development to the firm's sales." William Leonard has described research intensity as "measured usually by ratios of scientific personnel to total employment or by R&D expenditures/sales" to gains in such variables as productivity, profits, sales, and asset status. Furthermore, it is aimed at increasing "factor productivity and salable output". There are two types of R&D intensity, calculated as follows: • Direct R&D intensity, calculated by dividing R&D expenditure by output • Indirect R&D intensity, which quantifies the R&D expenditure embodied in the intermediate goods used in the production of another sector and can be calculated using Input-Output Tables ==In enterprises and companies==

As the National Science Foundation explains: absolute levels of "R&D expenditures indicate the level of effort dedicated to producing future products and process improvements while maintaining current market share and increasing operating efficiency. By extension, such expenditures may reflect firms' perceptions of the market's demand for new and improved technology." However, R&D intensity is the most frequently used measure "to gauge the relative importance of R&D across industries and among firms in the same industry." Economic research on sixteen industries by William Leonard, "the relation [between investment and gains] appears two years after R&D spending and increases thereafter", although research intensity relates "less effectively" to "manpower ratios [ratios of scientific personnel to total employment]." ==Among sectors==

R&D intensity differs between different sectors: high-tech sectors (such as aircraft & spacecraft, electrical equipment, and pharmaceuticals) are characterized by the highest R&D intensity, while low-tech sectors (such as food products, iron and steel, and textiles) usually have low R&D intensity. In fact, R&D intensity could be used as the sole indicator to identify high-tech sectors. ==By countries and regions==

R&D intensity for a country or larger political or geographical entity is defined as its R&D expenditure as a percentage of gross domestic product (GDP) of the entity. Generally speaking, developed countries have higher R&D intensities than developing countries. As Eurostat noted in 2013, for a preceding period, GERD can be broken down among four sectors of performance: business enterprise, higher education, government, and private not-for-profit institutions serving households (PNP). The following is a list of countries by business research and development intensity as a percentage of value added in the industry, published by the WIPO in 2023. * indicates "Science and technology in COUNTRY or TERRITORY" links. ==See also==