Estimates of Industry Multifactor Productivity methodology

Latest release
Reference period
2022-23 financial year

Overview

This release contains the estimates of multifactor productivity (MFP) for industry and market sector aggregates. There are different measures of productivity and the choice between them usually depends on the purpose of use and the availability of data. Broadly, productivity measures can be either partial productivity measures, which relate a measure of output to a single measure of input, or MFP measures, which relate a measure of output to a combined input of labour and capital.

The Australian Bureau of Statistics (ABS) has been producing aggregate MFP statistics since 1985. The ABS produces annual indexes of labour productivity and MFP for the market sector, and since 2007, for each industry division within the market sector. The market sector consists of industries which predominantly produce goods and services which are sold at market prices, that is, the transaction price at which the goods and services are exchanged. Industries included in the market sector are detailed in Data collection. 

Data collection

Output, capital services and intermediate inputs are sourced from the Australian System of National Accounts (ASNA). Labour inputs are based on total hours worked in all jobs sourced historically from the Labour Force Survey and since 2021 from the Labour Account Australia. Further information about the data source change for labour inputs is outlined in Improved estimates of the annual national accounts: Results of the 2021 historical revisions.

In addition to the hours worked measure, the ABS also compiles a quality adjusted labour input (QALI) measure which capture changes in hours worked and in labour composition. Changes in labour composition such as changes in educational achievement and experience are sourced from the Census of Population and Housing which is conducted every five years. Inter-census periods are interpolated so care should be taken interpreting year on year changes in labour composition.

Scope and coverage

Ideally, MFP measures should cover all economic activities, but this is only possible if all the necessary data are available. Currently, the ABS publishes MFP measures for all market sector industries and the aggregates. The market sector comprises sixteen industries under the 2006 Australian and New Zealand Industry Classification (ANZSIC06); that is, from ANZSIC06 Divisions A to N, plus Divisions R and S. The market sector consists of industries which predominantly produce goods and services which are sold at market prices, that is, the transaction price at which the goods and services are exchanged. The detailed industries currently included in the market sector are as follows:

ANZSIC market sector divisions
DivisionIndustry
AAgriculture, Forestry and Fishing
BMining
CManufacturing
DElectricity, Gas, Water and Waste Services
EConstruction
FWholesale Trade
GRetail Trade
HAccommodation and Food Services
ITransport, Postal and Warehousing
JInformation, Media and Telecommunications
KFinancial and Insurance Services
LRental, Hiring and Real Estate Services
MProfessional, Scientific and Technical Services
NAdministrative and Support Services
RArts and Recreation
SOther Services

Until 2009-10, the market sector consisted of twelve industries (Divisions A to K and P of Australian and New Zealand Standard Industrial Classification 1993). The current market sector definition improves relevance in two key respects: it reflects the growing contribution of services industries in the economy; and improves economic coverage. The current estimates are not directly comparable to those published prior to the adoption of ANZSIC06 due to significant changes in coverage. To facilitate analysing productivity performance of a longer time series, productivity estimates are available for 12 selected industries (Divisions A to K and R) back to 1973-74. Chapter 19 of Australian System of National Accounts: Concepts, Sources and Methods provides further information on the compilation of MFP statistics. 

Data processing

The approach taken for estimating MFP is based on the standard growth accounting framework, which is widely adopted by leading statistical agencies and recommended by the OECD. The framework relies on two main assumptions: constant returns to scale; and that the marginal products of capital and labour are equal to their respective real market prices. While these assumptions may not hold in practice, the framework is useful in identifying the relative importance of proximate sources of growth. OECD Manual: Measuring Productivity and Chapter 19 of Australian System of National Accounts: Concepts, Sources and Methods provide more detailed information about growth accounting assumptions and associated productivity interpretation.

The productivity estimates benefit from the use of supply and use methodology to confront the data and balance the components of annual GDP, a major unifying feature within the ASNA. The supply and use methodology is a powerful tool to compare and contrast data from various sources and improve the coherence of the economic information system. It reconciles the supply of products within the economy within an accounting period with their use for intermediate inputs, final consumption, capital formation, and exports. The balancing process also facilitates additive growth accounts within and across industries.

Revisions

Productivity statistics are subject to revisions. Revisions are an inevitable consequence of the compilation process, reflecting both the complexity of economic measurement and the need to provide economic policy advisers and other users with initial estimates that are timely to maximise their use in analysis of current economic conditions. Revisions arise from the progressive incorporation of more up to date data, re-weighting of chain volume series and from time-to-time the introduction of new economic concepts, data analysis and improved data sources and methods.

Data release

Annual estimates of MFP for the market sector aggregate are released as part of the Australian System of National Accounts (ASNA), which generally occurs around the last week of October following the end of the most recent financial year. Estimates of industry MFP are released around a few weeks after the release of the ASNA. The gross-output based MFP measures are less timely than the value added based MFP measures, as gross output and intermediate input indexes are compiled using the Supply and Use tables, which are compiled and balanced up to the reference year (T-1). Estimates for current year (T) are not available.

Interpreting the data

The interpretation of productivity indexes depends on how output and inputs are measured. For example, one can arrive at a different interpretation for MFP growth when gross output as opposed to value added is used as the output measure. Ideally, the output indexes will measure all output produced from the input which is measured by the input indexes. Caution is required when interpreting productivity statistics due to the various inputs and output measurement issues and the complexity of the production processes. The ABS measures of productivity growth reflect a mix of factors, including:

  • technical change
  • changes in processes, structures, knowledge or management practices
  • reallocation of inputs between firms and industries
  • changes in capacity utilisation or economies of scale
  • investment and natural resources
  • government policies and external shocks such as weather conditions and
  • measurement error and revisions.

In practice, both output and inputs can be difficult to measure. As productivity is estimated as the ratio of a volume measure of output to a volume measure of input, the timing of recording output and input affects productivity indexes. For example, when production takes longer than a year, inputs will be measured before the corresponding output leading to a decline in measured productivity. 

MFP estimates are most useful when analysed between productivity growth cycle peaks. Productivity growth cycle peaks are determined by comparing the annual MFP estimates with their corresponding long-term trend estimates. The peak deviations between these two series are the primary indicators of a growth cycle peak, although general economic conditions at the time are also considered. The purpose is to minimise the effects of cyclical factors that may cause the year-to-year changes in MFP to deviate from its conceptual definition. In this way, most of the effects of variations in capacity utilisation and much of the random error are removed. By averaging between peaks, it is assumed that these peaks represent similar levels of capacity utilisation, allowing more like-for-like comparisons of MFP between different growth cycles. Detailed information about productivity growth cycles is available in the Feature Article: Experimental Estimates of Industry Value Added Growth Cycles

Alternative available measures

The ABS produces annual indexes of labour, capital and multifactor productivity for the market sector as well as for each industry division within the market sector. 

Alternate available measures
MeasurePublication
Annual productivity measures for the market sectorAustralian System of National Accounts
Annual industry level gross value added-based MFP indexesEstimates of Industry Multifactor Productivity
Experimental - Annual state level gross value added-based MFP indexesEstimates of Industry Multifactor Productivity
Experimental - Annual industry level growth accounting measures of labour productivityEstimates of Industry Multifactor Productivity
Annual industry level KLEMS MFP Estimates of Industry Level KLEMS Multifactor Productivity
Quarterly estimates of labour productivity for the market sector and for the whole economyAustralian National Accounts: National Income, Expenditure and Product
Quarterly and annual GDP per capitaAustralian National Accounts: National Income, Expenditure and Product

Glossary

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Capital deepening

Capital deepening refers to changes in the capital to labour ratio. Increased capital deepening means that, on average, each unit of labour has more capital to work with to produce output, so is an indicator of ability to augment labour. Labour saving practices, such as automation of production, will result in increased capital deepening, which is often associated with a decline in capital productivity. Growth in capital deepening is an important driver (alongside MFP) of labour productivity growth. It may not be very useful to interpret declines in capital productivity in isolation since declines in capital productivity can be more than offset by gains in labour productivity (resulting in MFP growth).

Capital productivity

Capital productivity is defined as a ratio of output to capital input; that is, output per unit of capital. Changes in this ratio can also reflect technological changes, and changes in other factor inputs (such as labour).

Growth accounting

Growth accounting involves decomposing gross output growth into contributions from growth in labour, capital and intermediate inputs and MFP. This framework provides an analytical tool to identify the underlying drivers of growth. ABS MFP statistics are compiled on the basis of the standard growth accounting framework, which is widely adopted by leading statistical agencies and recommended by the OECD. Growth accounting allows us to better understand the contribution of productivity growth to output growth, as well as the other drivers of output growth. In the growth accounting framework, growth in labour productivity can be decomposed into growth in capital deepening (the ratio of capital to labour), growth in labour quality and growth in MFP.

Growth cycles

A useful method of examining changes in productivity over an extended period involves identifying and dividing the data into productivity growth cycles. Productivity growth cycle peaks are determined by comparing the annual MFP estimates with their corresponding long-term trend estimates. The peak deviations between these two series are the primary indicators of a growth cycle peak, although general economic conditions at the time are also considered. The purpose is to minimise the effects of cyclical factors that may cause the year-to-year changes in MFP to deviate from its conceptual definition. In this way, most of the effects of variations in capacity utilisation and much of the random error are removed. By averaging between peaks, it is assumed that these peaks represent similar levels of capacity utilisation, allowing more like-for-like comparisons of MFP between different growth cycles.

KLEMS multifactor productivity

The ABS published experimental estimates of industry level KLEMS MFP in March 2016 and removed the experimental label from KLEMS MFP with the release in 2019-20. The term KLEMS represents the five inputs categories - capital (K), labour (L), energy (E), materials (M), and services (S). KLEMS provides, through a more detailed statistical decomposition, more information on the contributions to output growth, and production efficiency. KLEMS also provides a suitable tool for evaluating the effects of changes in the input mix, such as the role of labour hours and composition relative to capital services or intermediate inputs in accounting for industry output growth. For more information see Estimates of Industry Level KLEMS Multifactor Productivity and Information Paper: Experimental Estimates of Industry Level KLEMS Multifactor Productivity, 2015.

Labour productivity

Labour productivity is defined as a ratio of output to labour input, that is, the amount of output produced for an hour of work. Changes in this ratio can also reflect changes in other factor inputs (such as capital). An increase in labour productivity means that more output is being produced per hour of work.

Multifactor productivity

Multifactor productivity (MFP) is defined as a ratio of a measure of output to a combined input of labour and capital. In empirical analysis, it is expressed in terms of growth rate, that is, growth rate of output minus the growth rate of inputs. At the aggregate and industry level, gross value added-based MFP is defined as the ratio of gross value added to the combined inputs of capital and labour. At an industry level, gross output-based MFP is also measured as the ratio of gross output to the combined inputs of capital, labour, and intermediate inputs.

Productivity

Productivity is broadly defined as the ratio of a volume measure of output to a volume measure of input; that is, output per unit of input. Productivity can be defined for an individual entity, an industry, sector, or the economy as a whole. Growth in productivity can occur from an increase in output, a decrease in inputs or a combination of both. Productivity growth is the gap between output growth that is not accounted for by growth in inputs.

Abbreviations

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$bbillion (thousand million) dollars
$mmillion dollars
ABSAustralian Bureau of Statistics
ANZSICAustralian and New Zealand Standard Industrial Classification
ASNAAustralian System of National Accounts
GDPGross Domestic Product
GVAGross Value Added
IMFInternational Monetary Fund
KLEMSCapital (K), Labour (L), Energy (E), Materials (M) and Services (S)
LFSLabour Force Survey
LPLabour Productivity
MFPMultifactor Productivity
OECDOrganisation for Economic Co-operation and Development
QALIQuality Adjusted Labour Inputs
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