Productivity and Growth in UK Industries: An Intangible Investment Approach*

This article calculates some facts for the ‘knowledge economy’. Using new data, first we document UK intangible investment and find that (i) this is greater than tangible investment by £37bn in 2008; (ii) R&D is 11% of total intangible investment, software 15%, and training and organizational capital 22% each; (iii) the most intangible‐intensive industries are manufacturing and financial services. Next, we measure the contribution of intangible capital to growth for 2000–08. We find that intangible capital accounts for 23% of labour productivity growth and treating intangibles as investment lowers total factor productivity growth in the 2000s by 24% (R&D lowers it by 3%).     

Impact of ICT on the productivity of the firm: evidence from Turkish manufacturing

This paper aims to explore the impact of Information and Communication Technologies (ICT) on labor productivity growth in Turkish manufacturing. This is the first attempt at exploring the impact of ICT on productivity in Turkish manufacturing at the firm level. The analysis is based on firm level data obtained from Turkish Statistical Institute (TURKSTAT) and covers the period from 2003 to 2012. The data used in the analysis includes all firms employing 19+ workers in Turkish manufacturing industry. Growth accounting results show that the contributions of conventional and ICT capital to value added growth are not significantly different from each other. On the other hand, results based both on static (fixed-effects) and dynamic panel data analysis highlight the positive influence on firms’ productivity exerted by ICT capital. The findings show that the impact of ICT capital on productivity is larger by about 25 to 50% than that of conventional capital. This contribution of ICT capital is higher than that of non-ICT capital for small sized and low-tech firms. Our findings imply that investing in ICT capital increases firm productivity by increasing the productivity of labor and also that convention growth accounting approaches may not be adequate to identify such linkages.     

Production Technology Estimates and Balanced Growth

Capital‐labour substitution and total factor productivity (TFP) estimates are essential features of many economic models. Such models typically embody a balanced growth path. This often leads researchers to estimate models imposing stringent prior choices on technical change. We demonstrate that estimation of the substitution elasticity and TFP growth can be substantially biased if technical progress is thereby mis‐specified. We obtain analytical and simulation results in the context of a model consistent with balanced and near‐balanced growth (i.e. departures from balanced growth but broadly stable factor shares). Given this evidence, a constant elasticity of substitution production function system is then estimated for the US economy. Results show that the estimated substitution elasticity tends to be significantly lower using a factor‐augmenting specification (well below one). We are also able to reject conventional neutrality forms in favour of general factor augmentation with a non‐negligible capital‐augmenting component. Our work thus provides insights into production and supply‐side estimation in balanced‐growth frameworks.     

Exploring the role of technology,tourism and financial development: an empirical study of Vietnam

Vietnam is one of the emerging and industrializing developing countries in East Asia that has experienced a growth in tourism, information and communications technology (ICT) and financial development over the last three decades largely supported by significant structural reforms to escalate its path towards modernization and industrialization by 2020. In this paper, we explore the short-run and long-run effects of tourism, ICT and financial development over the period 1980–2010. Further, we examine the causation between these contemporary drivers of growth. The results show tourism has a positive and statistically significant effect in the short-run whereas ICT and financial development have a momentous positive and significant effect in the long-run. The causality results show unidirectional causation from capital per worker, ICT and financial development to output per worker; from ICT and financial development to capital per worker; and from capital per worker to tourism. Further, we also note a bi-directional causation between tourism and output per worker indicating their mutually reinforcing effect in the economy.     

Roles of Public Capital in Pakistan's Economy: Productivity, Investment and Growth Analysis

This study analyzes the role of public capital in Pakistan's economy, tracing the relationship between productivity of public capital and economic growth. We estimate a production function, with public capital as an inputs. The results indicate that the productivity (output elasticity) of aggregate as well as different components of public capital are sufficiently high. We also analyze substitutability and complementarity between public and private capital by estimating investment functions, revealing that public capital has worked as a substitute for private investment. The net effect of public capital on the national economy is analyzed by estimating reduced forms, with the result that public capital has a positive net effect on national product. The growth analysis shows that the contribution of public capital is declining over time.     

Intangible investment in people and productivity

Organizational activity, information and communication technology work, and research and development (R&D) can be classified as work that creates intangible capital. We measure the returns to these three types of labor input by accounting for differences in their productivity compared with other labor inputs using Finnish firm-level data from 1998 to 2008. We apply a novel idea to use hiring as one proxy for productivity and demand shocks. We find that organizational workers increase total factor productivity and improve the profitability of high-productivity firms. R&D workers account for a large share of intangible capital; however, the returns to R&D are low. Investments in organizational competence are more likely to result in more rapid productivity growth. Firms with performance-related pay or domestically owned firms with extensive foreign activities have been among the highest performers with respect to the use of organizational work.     

Impact of R&D and Technology Diffusion on Productivity Growth: Empirical Evidence for 10 OECD Countries

This paper examines the empirical evidence on the impact of performed R&D and of R&D embodied in intermediate and capital goods on productivity performance in 10 major OECD countries over the last two decades. To quantify intersectoral and international technology flows, industry-level embodied R&D variables were constructed from an input–output (IO) R&D embodiment model. The productivity variables used are discrete Divisia growth indexes of total factor productivity (TFP), which were estimated from an IO growth accounting model. The results from pooled regressions indicate that the rates of return of the R&D variables were positively significant and increasing in the 1980s. In particular, embodied R&D is an important source for TFP growth in services, indicating very high social returns of the flows of capital-embodied technology into this sector. Moreover, the information and communi-cation technology (ICT) cluster of industries played a major role in the generation and cquisition of new technologies at the international level.     

How to optimize the allocation of research resources? An empirical study based on output and substitution elasticities of universities in Chinese provincial level

Although significant progress has been made in China's basic research in recent years, there remains a wide gap between research in China and that from developed countries. How to optimize the allocative efficiency of research resources is of great importance for increasing research output. In this paper, using the fixed effect stochastic frontier model based on the translog production function, we estimate output and substitution elasticities of research and development (R&D) inputs at universities in China's provincial level during 2009–2016. We find that the R&D technical efficiency of China's universities, after a rapid growth, has tended to become relatively stable. Improvements of internationalization degree and exogenous R&D capabilities are conducive to promoting R&D technical efficiency, whereas expenditures from government grants inhibit the promotion of R&D technical efficiency; the effects of R&D capital deepening and internet penetration are not evident. The output elasticity of R&D capital is much higher than that of R&D personnel, suggesting that R&D capital is the main driving force of research output. The substitution elasticity between R&D capital and personnel has experienced a change from substitution to complementary since 2014. To realize sustained growth of research output, we should increase R&D input with positive output elasticity or reduce R&D input with negative output elasticity, making the necessary trade-offs according to the substitution relationship between the two R&D inputs.     

Directed technological change,skill complementarities and sectoral productivity growth: evidence from industrialized countries during the new economy

Recent growth accounting exercises attribute strong productivity growth to increased investments in information and communication technologies (ICT) over the last decades, but abstain from potential complementarity effects with other inputs. Based on three different sets of industrialized countries, this study shows that sectoral productivity growth originated from ICT-skill complementarities and skill-biased technological change (SBTC) during the New Economy. In particular, Scandinavian goods-producing sectors and Anglo–Saxon market services reveal strong SBTC effects that originated from ICT-skill complementarities, while such effects were totally missing in Continental market services during the same periods. Further drivers of productivity growth were intermediate and non-ICT capital deepening.     

Firms' human capital,R&D and performance: a study on French and Swedish firms

This paper studies the effects of human and technological capital on productivity in a sample of large French and Swedish firms. While the role of technological capital as measured by R&D has been intensively investigated, almost no work has been done on the role of human capital as measured by firm-sponsored training and even less its interaction with technological capital. The level of intangible capital may also have a lasting effect on productivity growth, as emphasised by some endogenous growth models in a macroeconomic setting.The study uses data from two panels of large French and Swedish firms for the same period (1987–1993). It constructs measures of a firm's human capital stock, based on their past and present training expenditures. The results confirm that firm-sponsored training and R&D are significant inputs in the two countries, although to a different extent, and have high returns. However, except for managers and engineers in France, we do not find evidence of positive interactions between these two types of capital. Finally, growth effects at the firm level do not appear.     

中国经济增长的动力转换与政策选择

研究目标：探究经济增长动因结构及转换趋势。研究方法：基于中国1980～2014年三次产业的时间序列数据,构造结构指数生产函数,采取指数分析与对数分析相结合的方法进行实证研究。研究发现：2008年以来全要素生产率贡献缩减是经济增长大幅减速的最主要因素;要素规模增长率下降与产出弹性缩减的双重挤压导致资本和劳动力规模贡献下滑;资本和劳动生产率增长双减速是造成全要素生产率大幅下降的主导因素;全要素生产率增长动力从以产业要素生产率的提升为主转向以产业之间要素配置结构的优化为主。研究创新：从三次产业的要素规模和效率进行考察,三个层次层层推进,为经济增长动力及其变迁轨迹分析创造更加广阔的拓展空间。研究价值：揭示了中国经济增长变迁的动因结构以及最新转换趋势,为旨在推动国民经济又快又好发展的政策设计提供了新的科学决策参考。     

Relative productivity growth and the secular “decline” of U.S. manufacturing

There has been considerable debate about the causes of the “decline” of U.S. manufacturing over the post-war period. We show that the behavior of employment, prices and output in manufacturing relative to services over this period can be explained by a two-sector growth model in which productivity shocks are the only driving forces. Household preferences turn out to play a key role in our model. The data are consistent with a specification where households are unwilling to substitute goods for services (the estimated elasticity of substitution is statistically indistinguishable from zero), so the economy adjusts to differential productivity growth entirely by re-allocating labor across sectors.     

时变弹性生产函数生产率分解公式及其政策含义

本文基于时变弹性生产函数,推导出经济增长来源于资本、劳动力、中性技术进步和偏向性技术进步贡献度之和;索洛余值在数值上等于中性技术进步贡献度与偏向性技术进步贡献度之和,也等于资本生产增长率与劳动生产增长率的加权和,其权数分别为资本和劳动时变产出弹性。研究认为,提高劳动收入份额,有利于促进经济向集约型发展方式转变。     

China's total factor productivity estimates by region, investment sources and ownership

This paper constructs China national and provincial physical capital and human capital for the period 1984–2006. The estimation of physical capital is extended to the use of sources of fund and ownership of fund. The growth accounting framework is used to calculate the output, input and total factor productivity growth rates. The relative variance method is used to compare the relative importance to output growth by input growth and productivity growth. The empirical findings show that although output growth in post-reform China has been contributed much by growth in total factor productivity, output volatility has relied more on input growth, and TFP growth has not been supported by complementary changes. There are regional differences when looking at the performance of individual growth rates.     

WHAT HAVE WE LEARNED FROM THREE DECADES OF RESEARCH ON THE PRODUCTIVITY OF PUBLIC CAPITAL?

The last three decades have witnessed a great deal of research effort devoted to measuring the private output elasticity of public capital. The wide range of available estimates have precluded any consensus so far, however. This paper reconciles the empirical findings of the literature by quantitatively analyzing a sample of 578 estimates collected from 68 studies for the 1983–2008 period. Using meta‐regression analysis, we show how study design characteristics and publication bias can explain a large fraction of the variation across estimates. We find a short‐run output elasticity of public capital supplied at the central government level of 0.083, which increases to 0.122 in the long run. If, in addition, only core infrastructure at a regional/local level of government is considered, these estimates are almost doubled. The average output elasticity of public capital amounts to 0.106. Our results suggest that public capital is undersupplied in OECD economies.     

公共资本和私人资本的生产效率及其区域差异——基于分位数回归模型的研究

本文基于中国各省区市1994～2005年的样本数据,利用分位数回归估计了各区域和各省区市的公共资本和私人资本在各分位点的产出弹性,主要结论是:私人资本的产出弹性远远大于公共资本,私人资本的产出弹性系数均为正,且基本上显著;而对于公共资本,除少数省区市外,东中部各省区市的产出弹性系数为正,而西部省区市的弹性系数则基本上为负,且大多数并不显著。各省区市的公共资本和私人资本不仅在产出弹性大小上存在较大差异,而且在条件分布的不同分位点,其弹性的变化规律也不尽相同。     

Het statistische verband tussen arbeidsproduktiviteit en produktie

The statistical relation between labour-productivity and production.
Rising labour productivity can be induced by increases in output, or result from "autonomous" factors. Many induced increases will be irreversible, in particular those associated with "learning" processes. Under conditions of continuous economic growth the learning curve hypothesis leads to a simple exponential relation between labour demand and output in the long run.
In the short run, current and past profits and the profitability of import substitution join output as explanatory factors of labour demand.
In the long run, the effect of growth of capital must be taken into account. Autonomous factors can be represented by an exponential trend. With United States data, increasing returns to scale are still found. Under conditions of a constant savings ratio and continuous population growth a production function, which takes account of all these factors, can be shown to be compatible with a constant labour-output elasticity, however.     

Assessing output and productivity growth in the banking industry

This paper assesses the evolution of output and productivity in the Greek banking industry for the period 1990–2006. Three main categories of bank output were estimated based on modern theoretical approaches, while for the estimation of output and productivity (partial and total factor) we relied on the index number method (Tornqvist index). We also considered the effect of labor quality on banks’ productivity and the contribution of total factor productivity to bank output growth. Bank output and labor productivity outpaced considerably the respective GDP growth and labor productivity of the Greek economy during the period under examination. Capital and total factor productivity have also improved remarkably mainly since 1999, due to the structural changes that took place within the industry, capital (mainly IT) investments and improvement in the quality of human capital.     

Commodity Price Volatility and the Sources of Growth

This paper studies the impact of the growth and volatility of commodity terms of trade (CToT) on economic growth, total factor productivity, physical capital accumulation and human capital acquisition. We use the standard system generalized methods of moments (GMM) approach as well as the dynamic common correlated effects pooled mean group (CCEPMG) methodology for estimation to account for cross‐country heterogeneity, cross‐sectional dependence and feedback effects. Using both annual data for 1970–2007 and 5‐year non‐overlapping observations, we find that while CToT growth enhances real output per capita, CToT volatility exerts a negative impact on economic growth operating mainly through lower accumulation of physical and human capital. Productivity, however, is not affected by either the growth or the volatility of CToT. Our results also indicate that the negative growth effects of CToT volatility offset the positive impact of commodity booms. Therefore, we argue that volatility, rather than abundance per se, drives the ‘resource curse’ paradox. Copyright © 2014 John Wiley & Sons, Ltd.     

Capital Services Growth in the UK: 1950 to 2006*

This paper describes a capital services dataset for the United Kingdom developed for use in empirical work, and some of its key features. The estimates are consistent with National Accounts output estimates, making them ideal for use in growth‐accounting or business‐cycle analysis. The divergence between the volume of capital services and the volume of the capital stock after 1980 is highlighted. This divergence is driven by a shift in investment towards short‐lived and more productive information and communication technology assets for which the flow of capital services is high. Standard capital stock measures understate growth in the productive input of capital, especially after 1990.