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Inter industry l inkages in New Zealand
Ir is Claus
P A P E R P R E S E N T E D A T T H E A U S T R A L A S I A N
M A C R O E C O N O M I C S W O R K S H O P 2 0 0 2
Inter industry linkages in New Zealand
A U T H O R Iris Claus The Treasury 1 The Terrace PO Box 3724 Wellington NEW ZEALAND
Email Telephone Fax
[email protected] 64-4-471 5221 64-4-499 0992
N Z T R E A S U R Y New Zealand Treasury, PO Box 3724, Wellington 6008, NEW ZEALAND
Email Telephone Website
[email protected] 64-4-472 2733 www.treasury.govt.nz
A C K N O W L E D G E M E N T S I would like to thank Maryanne Aynsley and Geoff Lewis for useful comments.
D I S C L A I M E R The views expressed in this paper are those of the author and do not necessarily reflect the views of the New Zealand Treasury. The paper is presented not as policy advice, but with a view to informand stimulate wider debate.
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Con ten ts Contents ............................................................................................................................... i
Abstract................................................................................................................................iii
1 Introduction.................................................................................................................1
2 Input output tables......................................................................................................1
3 Measures of backward and forward linkages and industry interconnectedness ........5 3.1 Measures of backward and forward linkages .................................................................5 3.2 Measures of industry interconnectedness ......................................................................7
4 Empirical results .........................................................................................................9 4.1 Some descriptive statistics .............................................................................................9 4.2 Backward and forward linkages....................................................................................12 4.3 Industry interconnectedness.........................................................................................13
5 Concluding remarks .................................................................................................15
6 References ...............................................................................................................35
L is t o f F igures Figure 1: Backward linkages (weighted by final demand) ..............................................15 Figure 2: Forward linkages (weighted by final demand).................................................17 Figure 3: Backward linkages (weighted by exports).......................................................18 Figure 4: Forward linkages (weighted by exports) .........................................................19 Figure 5: Backward coefficient of variation index (weighted by final demand)...............20 Figure 6: Forward coefficient of variation index (weighted by final demand) .................21 Figure 7: Backward coefficient of variation index (weighted by exports)........................22 Figure 8: Forward coefficient of variation index (weighted by exports) ..........................23 Figure 9: Backward concentration index for input coefficients .......................................24 Figure 10: Forward concentration index for input coefficients..........................................25 Figure 11: Backward concentration index for total requirement coefficients ....................26 Figure 12: Forward concentration index for total requirement coefficients.......................27 Figure 13: Row entropy for input coefficients ...................................................................28 Figure 14: Column entropy for input coefficients..............................................................29 Figure 15: Row entropy for final demand weighted total requirement coefficients...........30 Figure 16: Column entropy for final demand weighted total requirement coefficients......31 Figure 17: Row entropy for export weighted total requirement coefficients .....................32 Figure 18: Column entropy for export weighted total requirement coefficients ................33 Figure 19: Row entropy for sales flows ............................................................................34
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L is t o f Tables Table 1: Inter industry transactions in basic prices (dollar millions) ................................4 Table 2: Some descriptive statistics..............................................................................10 Table 3: Some descriptive statistics (cont.)...................................................................11
L is t o f Boxes Box 1: Supply and use tables and symmetric input output tables ................................2 Box 2: Link between basic and producer prices...........................................................3
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Inter industry l inkages in New Zealand
Abs t rac t The purpose of this paper is to examine the structure of production of the New Zealand economy using input output analysis. The paper analyses the 1996 input output tables at the 126 industry level by constructing indices of backward and forward linkages and measures of industry interconnectedness. Measures of connectedness are fairly similar across industries and large, in particular for backward linkages. This suggests that New Zealand industries had strong inter industry linkages in 1996. The ranking of industries by degree of connectedness depends on whether direct transactions or both direct and indirect transactions are considered.
J E L C L A S S I F I C A T I O N C67 (input output models), L16 (macroeconomic industrial structure)
K E Y W O R D S Input output models, inter industry dependencies
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1 In t roduc t ion Input output analysis refers to an analytical framework developed by Wassily Leontief in the late 1930s, for which he received the Nobel Prize in Economic Science in 1973. Input output tables, which are at the core of input output analysis, are a summary of the process of production, the use of goods and services (products) and the income generated in that production (United Nations, 1993). Input output tables serve two purposes. 1) As a statistical tool, they provide a framework for checking the consistency of statistics on flows of goods and services obtained from different statistical sources.
1 2) The input output
framework can be used as an analytical tool, to assess the interdependence of industries in an economy, for example. It has also been used in regional economics, environmental economics, trade and transport economics, the study of technological change and employment, growth and development economics.
Inter industry studies are usually conducted five yearly by Statistics New Zealand. The last study is the interim release of the inter industry study 1996 tables at the 49 and 126 industry levels (National Accounts Division Statistics New Zealand, 2001). The release is “interim” as the explanatory text of the study is not yet complete, but the data are final.
The purpose of this paper is twofold: (i) to gain a better understanding of input output tables, and (ii) to examine the structure of production of the New Zealand economy using the 1996 data. The analysis in this paper is undertaken at the most disaggregated level data are available, the 126 industry level. This study is the first in a series of papers. Future studies will examine structural change in the New Zealand economy over time and compare the structure of production across OECD countries. The remainder of this paper proceeds as follows. Section 2 describes input output tables and section 3 the methodology. The results are discussed in section 4 and section 5 summarises and concludes.
2 Inpu t ou tpu t tab les 2 With the release of the 1996 input output tables, Statistics New Zealand has completed the ninth inter industry study for New Zealand. Tables are also available for 1952-53, 1954-55, 1959-60, 1965-66, 1971-72, 1976-77, 1981-82 and 1986-87.
3 The input output tables for the
four years 1971-72, 1976-77, 1981-82 and 1986-87 are based on the 1968 System of National Accounts (SNA68). The 1996 tables are based on SNA93 and Australian and New Zealand Standard Industrial Classification (ANZIC) to define industries and Australian and New Zealand Standard Commodity Classification (ANZSCC) for commodity definitions.
4
Input output tables provide information on the flows of goods and services between industries and sectors of an economy. There are two types of input output tables (matrices): supply and use tables and symmetric input output (or Leontief) tables. Supply and use
1 In New Zealand, these include the national accounts, business surveys, external trade statistics,
income tax statistics, the household economic survey, the crown accounts and local authority surveys (see Statistics New Zealand, 2001).
2 United Nations (1993) provides a useful reference. 3 No official tables were produced for the early 1990s. 4 The 1996 tables are hence not directly comparable to earlier data.
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tables are product by industry tables. However, the focus of input output analysis tends to be on the inter industry transactions table or (symmetric) industry by industry flow matrices. Examples of the types of information contained in input output tables are given in Box 1. They are taken from the interim release of the 1996 tables (National Accounts Division Statistics New Zealand, 2001).
Box 1: Supply and use tables and symmetric input output tables
Supply tables show the supply of products by industries. The bars, clubs, cafes and restaurants industry produces $995m meal services and $554m beverage services. New Zealand industries produce $730m of domestic appliances, while $247m of this commodity is imported.
Use tables show the use of products by industry and final demand categories. The bakery, sugar and confectionery manufacturing industry consumed $170m of grain products and $283m of sugar. The ship and boat building industry paid $106m in salaries, wages and allowances to its employees, either in cash or in kind. Symmetric input output tables show how much each industry buys from and sells to every other industry. The non-building construction industry buys $45m worth of products from other mining and quarrying and $122m worth of imported goods and services. Central government administration purchased $62m of goods and services from the legal services industry. Households purchased $476m of goods and services from the lotteries, casinos and other gambling industry. The seafood processing industry exports $1,066m of its output.
All commodity and industry flows in the input output tables are in dollar millions and recorded at basic prices. “At basic prices” means that transactions are valued at the prices received by the producers rather than those paid by the buyers. Producer prices, i.e. prices paid by buyers, include taxes and trade and transport margins. The link between basic and producer prices is given in Box 2.
Table 1 shows (parts of) the 1996 industry by industry transactions matrix.5 The rows of the
table describe the distribution of an industry’s output throughout the economy (forward linkages). The columns describe the composition of inputs required by a particular industry to produce its output (backward linkages). These inter industry transactions of products constitute the shaded portion of Table 1.
The column labelled “total industry” shows the total of intermediate products supplied by a particular industry. The additional columns record the sales by each sector for final demand, i.e. final consumption expenditure (by households, private non-profit institutions serving households, central and local government), gross capital formation and exports, where gross capital formation consists of gross fixed capital formation and change in inventories. The
5 For more details and an excellent introduction to inter industry transactions and input output analysis
see Dixon (1996).
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column labelled “total economy” is the sum of sales of intermediate and final demand products. It is equal to the row labelled “total supply in basic prices”.
Box 2: Link between basic and producer prices
Products flows Basic price of a product Plus: Taxes on the product Plus: Trade and transport margin in delivering the product to the purchaser Equals: Producer price of the product Inter industry transactions Products purchased by each industry at producer prices Less: Taxes on the products Equals: Value of the products at basic prices
The row labelled “total use in purchasers’ prices” is the sum of inputs purchased from domestic producers and imports required by a particular industry to produce its output. The other rows account for other inputs to production, such as labour. Compensation of employees, operating surplus, consumption of fixed capital, other taxes on production and subsidies add up to total value added. Table 1 also shows the link between total use in basic prices and purchasers’ prices.
The inter industry transactions table can be used to construct input output coefficients. The matrix of technical or input coefficients reports the inputs directly required from one industry in order to produce one dollar’s worth of output of another industry. The matrix of total requirements coefficients shows how much extra output is needed by every industry if a particular industry is to produce one more dollar worth of final output.
Total requirements coefficients are useful for evaluating the effects of a change in the circumstances of one industry upon all other industries as long as the coefficients are constant or only changing slowly. The coefficients will be constant or only changing slowly if:
both relative prices and quantities are constant;
industry composition is constant;
technical coefficients (i.e. quantities of inputs per unit of output) are constant; this implies that inputs cannot be substituted for each other.
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Table 1: Inter industry transactions in basic prices (dollar millions)
Other horticulture
Apple and pear
growingKiwifruit growing …
Personal and other
community services
Waste disposal,
sewerage and
drainage services
Total Industry
Final consumption expenditure
Gross capital
formation ExportsTotal
economyOther horticulture 7 3 2 … 427 125 9 188 749Apple and pear growing … 40 23 5 207 276Kiwifruit growing 2 1 1 … 38 3 2 228 270… … … … … … … … … … … …Personal and other community services … 17 503 1,052 10 84 1,648Waste disposal, sewerage and drainage services … 21 65 258 6 3 3 271Imports 40 15 13 … 103 7 15,468 6,051 4,620 503 26,641Total use in basic prices 385 146 139 … 753 135 101,054 65,801 20,304 27,002 214,161Taxes on products 8 3 3 … 15 4 2,346 6,164 768 348 9,626Total use in purchasers' prices 394 149 142 … 768 139 103,400 71,965 21,073 27,350 223,788Total value added 355 127 128 … 880 132 84,120Compensation of employees 151 110 30 … 604 46 39,450Operating surplus 125 -11 68 … 185 65 29,621Consumption of fixed capital 67 25 24 … 76 17 12,407Other taxes on production 15 5 6 … 17 4 2,957Subsidies -3 -2 -1 … -1 -315Total supply in basic prices 749 276 270 … 1,648 271 187,520
Gross national product
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3 Measures o f backward and fo rward l i nkages and indus t ry i n te rconnec tedness
The methodology in this paper follows Soofi (1992), who adopts a technological definition of structure of production to compare three African countries, Egypt, Morocco and Zambia. This definition refers to “the input coefficients of an input output model derived from Leontief-type fixed-proportion production functions” (Soofi, 1992). Soofi uses two types of measures: (i) backward and forward linkages, and (ii) industry interconnectedness. These are described in more detail in this section.
Backward and forward linkages, which were first proposed by Rasmussen (1956), are descriptive measures of the economic interdependence of industries, while industry interconnectedness refers to the number of direct and indirect inter industry transactions.
3 .1 Measures o f backward and forward l inkages
The input output model in its most basic form consists of a system of linear equations, each of which describes the distribution of an industry’s product through the economy. The basic input output identity can be expressed as follows
FAXX += (1)
where [ ]/N1 X,,XX K= is the vector of gross output, N denotes the number of industries, ]a[A ij= is the matrix of technical coefficients and [ ]/N1 F,,FF K= is the vector of final
demand. Technical or input coefficients are the inputs directly required from one industry in order to produce one dollar’s worth of output of another industry.
Equation (1) can be solved for X to obtain
[ ] FAIX 1−−= (2)
where [ ] 1AI −− is non-singular and I is the identity matrix. The matrix [ ] 1AI −− is called the inverted Leontief matrix or total requirement matrix. Total requirement coefficients show how much output is required directly and indirectly from each industry in the economy for every dollar’s worth of output produced for final use. The elements of [ ] 1AI −− are denoted ijb and
the elements of the final demand weighted Leontief inverse by wijb , where
∑=
= N
1ii
iij
wij
F
Fbb (3)
The sum of the elements i in column j
∑=
=N
1i
wij
wj. bb (4)
shows the input requirements for a unit increase in the final demand for sector j ’s output. It is called the backward linkage as it measures the impact on the supplier industries of a unit increase in the final demand for a product. Expressing backward linkage as an index
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( )
( ) ∑∑==
== N
1j
wj.
wj.
N
1j
wj.
2
wj.w
j
b
Nb
bN/1
bN/1U (5)
allows making inter industry comparisons. The numerator in equation (5) measures the average stimulus to other sectors, according to each sector’s share in total final demand, resulting from a unit increase in the final demand for sector j ’s output. The denominator measures the average stimulus to the whole economy resulting from a unit increase in the final demand for the output of all sectors.
Conversely, the index of forward linkage is given by
( )( ) ∑∑
==
== N
1i
w.i
w.i
N
1i
w.i
2
w.iw
i
b
Nb
bN/1
bN/1U (6)
where the sum of the elements j in row i
∑=
=N
1j
wij
w.i bb (7)
shows the increase in the output of sector i needed to supply the inputs required to produce a unit of the final demand output in sector j , given each sector’s share in total final demand.
Indices (5) and (6) are averages and hence sensitive to extreme values. For example, a sector with high forward linkages could be selling large amounts of output to only a few sectors. To account for extreme values, Rasmussen (1956) supplements the linkage indices with coefficient of variation indices. They measure the dispersion of a given stimulus and are given by
( ) ( )[ ]( ) w
j.
21
2N
1i
wj.
wij
wj bN/1
bN/1bN/1V
−
=∑=
(8)
and
( ) ( )[ ]( ) w
.i
21
2N
1j
w.i
wij
wi bN/1
bN/1bN/1V
−
=∑=
(9)
The numerators in equations (8) and (9) are the standard deviations and the denominators the averages.
The index wjV ( w
iV ) measures the relative evenness with which industry j ( i ) purchases
from (sells to) other sectors. A relatively large value of wjV ( w
iV ) implies that sector j ( i )
purchases (sells) inputs from (to) only a few industries in the economy.
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3 .2 Measures o f indust ry in terconnectedness
Backward and forward linkages assess the magnitude of transactions between industries. Measures of industry interconnectedness, on the other hand, focus on the number of direct and indirect industry sales or purchases. They are related to coefficients of variation.
To determine the degree of industry interconnectedness, Soofi (1992) uses two measures: (i) a measure of concentration, and (ii) entropy as a measure of variation. Measures of concentration focus on the intermediate sector, while entropy based measures of dispersion of inter industry transactions are more descriptive of the characteristics of the economy as a whole.
To derive the measure of concentration, suppose that final demand is zero, i.e.
∑=
=N
1jjiji XaX (10)
This allows normalising the elements of the matrix of technical coefficients A with the
corresponding row sums ∑=
=N
1jij.i aa and column sums ∑
=
=N
1iijj. aa for all i and j , resulting in
matrices ]c[C ij,ii = and ]c[C ij,jj = , where .iijij,i a/ac = and j.ijij,j a/ac = .6
Measures of concentration are then defined as
( ) ( )2/1
N
1j
2ij,iiji c1NaG
−= ∑
=
(11)
and
( ) ( )2/1N
1i
2ij,jijj c1NaG
−= ∑
=
(12)
where equation (11) is the forward concentration index and (12) the backward index.
When sector i sells the same proportion of output to all sectors j , i.e. N/1c ij,i = for all j ,
( ) [ ] 2/1iji 1NaG −= and complete uniformity of intersectoral distribution prevails. Complete
skewness of intersectoral distribution occurs when sector i sells all the output to one sector j , i.e. 1c ij,i = for one j and 0c ij,i = for all other j and ( ) 0aG iji = .
Conversely, when sector j buys the same quantity of inputs from all sectors i , i.e. N/1c ij,j =
for all i , complete uniformity of intersectoral distribution occurs and ( ) [ ] 2/1ijj 1NaG −= . In
contrast, complete skewness of intersectoral distribution occurs when sector j purchases all the inputs from industry i , i.e. 1c ij,j = for one i and 0c ij,j = for all other i . This implies
( ) 0aG ijj = .
6 The matrix of technical coefficients is given by 1XAA −=
)) , where A) is the intermediate input flow
matrix and X) is the diagonal matrix containing on its diagonal the elements for the vector of
gross output X .
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The larger is the measure of concentration, ( )..G , the more direct industries ties. Conversely, the smaller the measure of concentration ( )..G is, the fewer inter industry sales or purchases.
Measures of concentration can also be calculated for total requirement matrices, taking into account both direct and indirect requirements.
An alternative measure of industry interconnectedness is entropy. The entropy of sector i is calculated as follows
( ) ∑=
=
N
1i ij,iij,iiji c
1logcaH (13)
and of sector j as
( ) ∑=
=
N
1j ij,jij,jijj c
1logcaH (14)
Note that
ij.,ij., c
1logc is generally replaced by 0c1logclim
ij.,ij.,0c ij.,
=
→
for 0c ij., = (Theil, 1971).
Entropy is a measure of disorder, which has its origin in physics. The (row) entropy ( )iji aH is zero when sector j is the only sector that purchases additional output from sector i following a one dollar increase in sector i ’s delivery of output to final demand.
( ) ( )NlogaH iji = when all sectors of the economy purchase an equal amount of output after
sector i delivers one dollar’s worth of its output to final demand.
Similarly, the (column) entropy ( )ijj aH is zero if sector j purchases additional output from
only one industry in response to a one dollar increase in sector i ’s delivery of output to final demand. ( ) ( )NlogaH ijj = if sector j uniformly increases its intra industry and inter industry
purchases in response to a change in sector i ’s delivery of output to final demand.
The entropies for the weighted total requirement coefficients matrices, taking into account direct and indirect linkages, can be calculated accordingly.
Finally, entropy can be measured taking into account inter industry sales as well as sales to final demand. To measure the impact of deliveries to both the intermediate and final demand sectors normalise
iNiN22i11ii FXaXaXaX ++++= K (15)
by dividing both sides of (15) by iX and applying the entropy formula in equation (13) to the proportions. 0Hi = if sector i sells to one sector only and ( )1NlogHi += when sector i sells an equal amount of output to all intermediate and final demand sectors.
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4 Emp i r i ca l resu l t s This section presents the results of backward and forward linkages and measures of industry interconnectedness after a brief discussion of some descriptive statistics of the New Zealand business sector.
4 .1 Some descr ip t ive s ta t is t ics In 1996, slightly less than half (45.6 percent) of total gross output in New Zealand consisted of intermediate products, i.e. inputs into other industries’ production. The remainder (54.4 percent) went to final demand, of which 58.6 percent were for final consumption expenditure, 15.4 percent for gross capital formation and 26 percent were exported abroad. The share of value added in gross output was 44.9 percent.
Table 2 shows the industry breakdown. In 1996, New Zealand’s largest industries in terms of percent of total gross output were wholesale and retail trade (7.9 and 5.8 percent respectively) and ownership of owner-occupied dwellings (4.6 percent). In terms of value added, dairy cattle farming and air transport, services to transport and storage contributed the most to total, economy wide value added at 2.3 percent, followed by commercial property operators (2.2 percent) and central government administration (2.0 percent).
The contribution to value added was negative for investors in other property and virtually zero for services to mining, superannuation fund operation, owner builders, oil and gas exploration, petroleum and coal product manufacturing nec, health insurance, and prefabricated building manufacturing. The contribution of these industries to value added was low, in part because these industries are small. However, the value added for investors in other property, superannuation fund operation, and owner builders was also small as a proportion of their own gross output, at -0.5, 1.7 and 6.4 percent respectively. Operating surplus of investors in other property, services to mining, superannuation fund operation, oil and gas exploration, health insurance and apple and pear growing contributed negatively to value added.
Value added as a share of industry output was largest for public order and safety services, at 80.3 percent, followed by 79.5 percent for primary and secondary education and 78.8 percent for commercial property operators. Value added is high in these industries, in part because of a large labour component.
New Zealand’s two largest exporting industries are meat processing and dairy product manufacturing. In 1996, their share of total exports was about 11.4 and 11.3 percent respectively. Wholesale trade (9 percent) and air transport, services to transport and storage (7.8 percent) were also important exporters.
Exports made up about 60.9 percent of total gross output of the dairy product manufacturing industry and 65.1 percent of meat processing’s total gross output. Only other leather product manufacturing, apple and pear growing, seafood processing and kiwifruit growing exported a larger proportion of their gross output, with kiwifruit growing having the highest share (84.4 percent).
The largest providers of intermediate goods and services were wholesale trade and finance with 3.7 and 2.2 percent of total gross output, while superannuation fund operation and ownership of owner-occupied dwellings did not supply any intermediate products.
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Table 2: Some descriptive statistics
Industry share of
total gross
output
Industry share of
total value
added
Value added as a
share of industry
output
Industry share of
total exports
Intermediate products as a
share of industry
output
Exports as a share of
industry output
Intermediate products as a share of total gross output
Consumption expenditure
as a share of total gross
output
Gross capital formation as a
share of total gross output
Other horticulture 0.4 0.4 47.4 0.7 57.0 25.1 0.2 0.1 0.0Apple and pear growing 0.1 0.2 46.0 0.8 14.5 75.0 0.0 0.0 0.0Kiwifruit growing 0.1 0.2 47.4 0.9 14.1 84.4 0.0 0.0 0.0Other fruit growing 0.1 0.1 43.8 0.2 38.6 35.8 0.0 0.0 0.0Mixed livestock and cropping 0.4 0.3 39.6 0.2 82.9 8.3 0.3 0.0 0.0Sheep and beef cattle farming 1.6 1.3 36.9 1.0 96.8 8.8 1.5 0.0 -0.1Dairy cattle farming 1.9 2.3 52.8 0.1 94.0 1.0 1.8 0.0 0.1Other farming 0.4 0.3 41.7 0.2 76.9 9.3 0.3 0.0 0.0Services to agriculture, hunting and trapping 0.5 0.5 45.3 0.1 88.3 3.1 0.4 0.0 0.0Forestry 1.1 1.0 40.6 2.7 49.4 33.6 0.6 0.0 0.2Services to forestry 0.1 0.1 57.9 0.1 87.1 11.1 0.1 0.0 0.0Logging 0.2 0.2 62.8 0.1 92.6 5.2 0.2 0.0 0.0Fishing 0.4 0.3 34.3 0.6 78.4 20.8 0.3 0.0 0.0Coal mining 0.1 0.1 45.6 0.3 56.4 38.2 0.1 0.0 0.0Services to mining 0.0 0.0 38.9 0.0 88.9 0.0 0.0 0.0 0.0Other mining and quarrying 0.4 0.4 44.5 0.9 61.5 34.7 0.2 0.0 0.0Oil and gas extraction 0.5 0.7 63.6 0.6 79.1 16.8 0.4 0.0 0.0Oil and gas exploration 0.0 0.0 26.7 0.0 37.3 8.0 0.0 0.0 0.0Meat processing 2.5 1.3 23.6 11.4 20.4 65.1 0.5 0.4 0.0Poultry processing 0.2 0.1 24.8 0.0 43.0 2.4 0.1 0.1 0.0Bacon, ham and small good manufacturing 0.1 0.1 26.3 0.0 28.1 4.6 0.0 0.1 0.0Dairy product manufacturing 2.6 0.8 13.8 11.3 15.2 60.9 0.4 0.4 0.2Fruit and vegetable, oil and fat, cereal and flour manufacturing 0.7 0.4 24.4 1.1 38.1 23.3 0.3 0.2 0.0Bakery, sugar and confectionery manufacturing 0.6 0.4 25.0 0.6 34.2 13.0 0.2 0.3 0.0Seafood processing 0.7 0.4 27.3 4.0 10.6 82.1 0.1 0.0 0.0Other food manufacturing 0.6 0.4 29.2 0.9 43.7 21.8 0.3 0.2 0.0Soft drink, cordial and syrup manufacturing 0.2 0.2 34.5 0.1 32.1 5.0 0.1 0.1 0.0Beer, wine, spirit and tobacco manufacturing 0.7 0.4 28.6 0.5 27.2 11.5 0.2 0.4 0.0Textile manufacturing 0.7 0.5 30.5 1.5 52.6 29.3 0.4 0.1 0.0Clothing manufacture 0.5 0.4 38.3 0.9 17.1 29.2 0.1 0.2 0.0Footwear manufacture 0.1 0.1 43.6 0.2 3.2 39.1 0.0 0.0 0.0Other leather product manufacturing 0.2 0.1 25.8 1.2 24.5 69.7 0.1 0.0 0.0Log sawmilling and timber dressing 0.8 0.5 26.8 1.4 74.1 24.9 0.6 0.0 0.0Other wood product manufacturing 0.7 0.5 32.7 1.6 63.6 30.7 0.5 0.0 0.0Paper and paper product manufacturing 1.5 1.3 38.1 3.8 53.0 34.5 0.8 0.2 0.0Printing and services to printing 0.8 0.8 42.6 0.3 82.5 5.3 0.7 0.1 0.0Publishing, recorded media manufacturing 0.8 0.9 47.6 0.2 79.1 2.6 0.7 0.2 0.0Petroleum refining 0.7 0.1 7.3 0.4 57.0 8.3 0.4 0.2 0.0Petroleum and coal product manufacturing nec 0.0 0.0 25.3 0.0 64.6 12.7 0.0 0.0 0.0Fertiliser manufacturing 0.3 0.2 21.2 0.0 92.7 1.6 0.3 0.0 0.0Other industrial chemical manufacturing 0.6 0.4 28.7 1.3 63.9 30.1 0.4 0.0 0.0Medicinal, detergent and cosmetic manufacturing 0.5 0.3 29.5 1.0 30.7 27.8 0.2 0.2 0.0Other chemical product manufacturing 0.4 0.2 26.5 0.6 71.1 23.5 0.3 0.0 0.0Rubber manufacturing 0.2 0.2 39.6 0.3 61.6 24.7 0.1 0.0 0.0Plastic product manufacturing 0.8 0.7 37.7 1.1 67.7 19.6 0.5 0.1 0.0Glass and glass product and ceramic manufacturing 0.2 0.2 43.4 0.2 80.2 12.0 0.1 0.0 0.0Other non-metallic mineral product manufacturing 0.6 0.5 42.1 0.1 93.0 2.7 0.5 0.0 0.0Basic metal manufacturing 1.0 0.6 30.4 2.4 62.5 36.2 0.6 0.0 0.0Structural, sheet and fabricated metal product manufacturing 1.5 1.3 37.0 1.9 73.6 17.6 1.1 0.0 0.1Motor vehicle and part manufacturing 0.9 0.4 18.5 0.4 27.7 6.8 0.2 0.2 0.4Ship and boat building 0.2 0.2 40.4 0.3 20.6 21.8 0.0 0.1 0.1Other transport equipment manufacturing 0.3 0.3 43.8 0.2 79.2 12.1 0.2 0.0 0.0Photographic and scientific equipment manufacturing 0.1 0.1 40.6 0.3 41.1 36.5 0.0 0.0 0.0Electronic equipment and appliance manufacturing 1.1 0.8 32.7 1.9 32.7 25.5 0.3 0.2 0.3Agricultural machinery manufacturing 0.2 0.1 41.0 0.2 25.3 19.1 0.0 0.0 0.1Other industrial machinery and equipment manufacturing 0.9 0.8 40.8 1.4 31.1 22.1 0.3 0.0 0.4Prefabricated building manufacturing 0.1 0.0 25.2 0.1 82.0 14.4 0.0 0.0 0.0Furniture manufacturing 0.5 0.4 33.4 0.4 25.8 9.7 0.1 0.2 0.2Other manufacturing 0.2 0.2 40.1 0.5 37.5 33.4 0.1 0.0 0.0Electricity generation 0.7 0.8 54.4 0.0 69.1 0.1 0.5 0.2 0.0Electricity transmission 0.3 0.5 71.4 0.0 99.4 0.0 0.3 0.0 0.0Electricity supply 1.5 1.0 30.2 0.0 69.2 0.0 1.0 0.5 0.0Gas supply 0.3 0.2 39.0 0.3 59.7 16.4 0.1 0.1 0.0
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Table 3: Some descriptive statistics (cont.)
Industry share of
total gross
output
Industry share of
total value
added
Value added as a
share of industry
output
Industry share of
total exports
Intermediate products as a
share of industry
output
Exports as a share of
industry output
Intermediate products as a share of total gross output
Consumption expenditure
as a share of total gross
output
Gross capital formation as a
share of total gross output
Water supply 0.2 0.2 42.8 0.0 100.0 0.0 0.2 0.0 0.0Residential building construction 1.4 0.7 21.4 0.0 12.5 0.3 0.2 0.0 1.2Owner builders 0.4 0.0 1.7 0.0 7.3 0.0 0.0 0.0 0.4Non residential building construction 1.1 0.4 15.8 0.1 27.1 1.2 0.3 0.0 0.8Non building construction 1.3 1.0 33.5 0.0 35.6 0.3 0.5 0.0 0.9Site preparation services 0.4 0.3 39.9 0.0 33.3 0.1 0.1 0.0 0.2Building structure services 0.3 0.2 39.9 0.0 69.1 0.0 0.2 0.0 0.1Plumbing services 0.3 0.3 37.4 0.0 44.5 0.2 0.2 0.0 0.2Installation trade services 0.8 0.6 36.8 0.1 55.6 1.3 0.4 0.0 0.3Building completion services 0.7 0.7 43.0 0.0 69.0 0.2 0.5 0.0 0.2Other construction services 0.2 0.2 41.9 0.0 79.9 0.0 0.1 0.0 0.0Wholesale trade 7.9 7.7 44.0 9.0 46.6 16.2 3.7 2.3 0.7Retail trade 5.8 6.7 51.2 3.4 26.1 8.1 1.5 3.6 0.3Accommodation 0.6 0.6 42.8 1.7 14.0 40.5 0.1 0.3 0.0Bars, clubs, cafes and restaurants 1.1 0.8 32.9 1.9 7.7 24.3 0.1 0.8 0.0Road freight transport 1.4 1.4 45.0 0.2 95.7 2.1 1.3 0.0 0.0Road passenger transport 0.3 0.3 49.5 0.4 40.3 19.0 0.1 0.1 0.0Water and rail transport 0.8 1.0 58.2 2.2 54.0 38.2 0.4 0.1 0.0Air transport, services to transport and storage 2.6 2.3 38.8 7.8 39.5 41.6 1.0 0.5 0.0Communication services 2.5 3.5 61.6 1.0 64.2 5.6 1.6 0.7 0.1Finance 2.8 3.9 62.0 0.4 77.4 1.8 2.2 0.6 0.0Life insurance 0.4 0.3 31.7 0.0 10.3 0.1 0.0 0.3 0.0Superannuation fund operation 0.1 0.0 6.4 0.0 0.0 0.0 0.0 0.1 0.0Health insurance 0.0 0.0 32.9 0.0 17.1 0.0 0.0 0.0 0.0General insurance 0.5 0.6 52.6 0.0 65.2 1.1 0.3 0.2 0.0Services to finance and insurance 0.7 0.7 46.8 0.1 96.0 1.7 0.6 0.0 0.0Residential property operators 1.3 1.7 61.7 0.0 1.6 0.4 0.0 1.2 0.0Commercial property operators 1.3 2.2 78.8 0.0 99.4 0.5 1.3 0.0 0.0Real estate agents 0.7 0.7 41.0 0.0 49.1 0.1 0.4 0.0 0.3Ownership of owner-occupied dwellings 4.6 7.5 72.6 0.0 0.0 0.0 0.0 4.6 0.0Investors in other property 0.2 0.0 -0.6 0.1 88.0 9.9 0.2 0.0 0.0Vehicle and equipment hire 0.6 0.7 52.0 0.7 80.9 16.8 0.5 0.0 0.0Scientific research 0.3 0.4 63.4 0.1 43.4 5.1 0.1 0.1 0.0Technical services 0.9 1.1 55.8 0.2 74.9 3.8 0.6 0.0 0.2Computer services 0.8 0.9 54.9 0.1 88.1 2.4 0.7 0.0 0.1Legal services 0.6 0.9 69.4 0.1 75.7 3.1 0.5 0.1 0.1Accounting services 0.5 0.8 69.9 0.1 95.2 2.6 0.5 0.0 0.0Advertising and marketing services 0.9 0.8 37.7 0.2 95.4 2.7 0.9 0.0 0.0Business administrative and management services 0.7 0.8 49.4 0.1 94.5 2.7 0.7 0.0 0.0Employment, security and investigative services 0.4 0.5 60.2 0.0 97.7 1.0 0.4 0.0 0.0Pest control and cleaning services 0.2 0.4 68.8 0.0 89.5 0.7 0.2 0.0 0.0Other business services 0.7 0.6 39.5 0.3 87.7 6.4 0.6 0.0 0.0Central government administration 2.0 2.0 46.2 0.2 10.1 1.2 0.2 1.7 0.0Defence 0.5 0.7 62.7 0.0 0.6 0.6 0.0 0.5 0.0Public order and safety services 0.5 0.9 80.3 0.0 1.2 0.2 0.0 0.5 0.0Local government administration services and civil defence 1.5 1.5 45.0 0.1 7.9 0.9 0.1 1.3 0.0Pre-school education 0.1 0.2 67.1 0.0 2.7 0.9 0.0 0.1 0.0Primary and secondary education 1.4 2.4 79.5 0.3 4.9 3.0 0.1 1.3 0.0Post school education 0.8 1.3 70.1 0.5 6.2 8.1 0.0 0.7 0.0Other education 0.3 0.3 52.2 0.2 62.8 9.4 0.2 0.1 0.0Hospitals and nursing homes 1.7 2.7 71.0 0.1 2.1 0.4 0.0 1.7 0.0Medical, dental and other health services 1.0 1.5 63.6 0.1 13.7 1.0 0.1 0.9 0.0Veterinary services 0.1 0.1 62.7 0.0 42.2 3.7 0.0 0.0 0.0Child care services 0.1 0.1 63.6 0.0 33.6 0.0 0.0 0.0 0.0Accommodation for the aged 0.3 0.4 61.4 0.0 13.6 0.6 0.0 0.2 0.0Other community care services 0.2 0.3 53.9 0.0 9.2 1.6 0.0 0.2 0.0Motion picture, radio and TV services 0.7 0.6 38.5 0.2 75.3 4.7 0.5 0.1 0.0Libraries, museums and the arts 0.2 0.2 46.1 0.2 36.3 10.3 0.1 0.1 0.0Horse and dog racing 0.1 0.1 33.5 0.2 56.0 28.2 0.1 0.0 0.0Lotteries, casinos and other gambling 0.3 0.4 62.4 0.2 5.2 8.3 0.0 0.3 0.0Other sport and recreational services 0.5 0.4 32.7 0.8 15.4 21.7 0.1 0.3 0.0Personal and other community services 0.9 1.0 53.4 0.3 30.5 5.1 0.3 0.6 0.0Waste disposal, sewerage and drainage services 0.1 0.2 48.7 0.0 95.2 1.1 0.1 0.0 0.0
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 1 2
In 1996, ownership of owner-occupied dwellings, retail and wholesale trade were the largest suppliers of final consumption expenditure, with 14.6, 11.2 and 7.1 percent of total final consumption expenditure. Services to mining and water supply did not provide any final consumption expenditure, with water supply not producing any final demand output.
New Zealand industries produce a relatively small share of gross capital formation, 8.4 percent of total gross output in 1996, of which residential building construction supplied most of gross fixed capital (1.2 percent of total gross output), followed by non building construction (0.9 percent) and non residential building construction (0.8 percent). Gross capital formation, which is the sum of gross fixed capital formation and the change in inventories, was negative for some industries because of a decline in inventories.
4 .2 Backward and forward l inkages The structure of production of the New Zealand economy can be assessed more formally with measures of backward and forward linkages. Backward and forward indices reported in this section are based on total requirement coefficients and hence take into account both direct and indirect linkages. Backward linkages measure the impact on the supplier industries of a dollar increase in the final demand for a particular industry’s product. Forward linkages, on the other hand, measure the increase in the output of industry i needed to supply the inputs required to produce a unit of the final demand output in industry j .
Figures 1 and 2 plot the indices of backward and forward linkages for all 126 industries, using each sector’s share in total final demand as a set of weights. Wholesale trade, ownership of owner-occupied dwellings, and retail trade have the largest backward linkage followed by dairy product manufacturing and meat processing. A high backward linkage means that an increase in the final demand of any of these industries’ output will have a large impact on industries that supply inputs in the production of these industries’ output.
Wholesale trade has also the largest forward linkage. This means that output in the wholesale trade sector must increase following an increase in final demand output in other industries in order to provide the required inputs for the production of an additional dollar’s worth of final demand. Retail trade has the second largest forward linkage although substantially smaller than wholesale trade.
7 Air transport, services to transport and storage,
ownership of owner-occupied dwellings, communication services, meat processing, finance, and dairy product manufacturing also have relatively large forward linkages. These industries, apart from air transport, services to transport and storage, communication services, and finance, also have large backward linkage. At the bottom of the ranking for forward linkages is water supply as it does not produce any final output.
Alternatively, backward and forward linkages can be weighted by exports, with the results reported in Figures 3 and 4. Backward linkages are highest for meat processing, dairy product manufacturing, wholesale trade and air transport, services to transport and storage, largely because of their high proportion of total exports. Other leather product manufacturing and seafood processing also have high backward linkages and an increase in final demand in these industries will affect the output of other industries.
7 Chatterjee (1989) notes a bias in the forward linkage. This issue requires further investigation.
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 1 3
When weighted by exports, wholesale trade, air transport, services to transport and storage, meat processing, and dairy product manufacturing have large backward as well as forward linkages. The forward linkages of retail trade, and paper and paper product manufacturing are also relatively high.
Backward and forward linkages are sensitive to extreme values and coefficient of variation indices are often calculated in addition. The backward and forward coefficient of variation indices weighted by final demand are plotted in Figures 5 and 6 and weighted by exports in Figures 7 and 8. The backward (forward) index measures the relative evenness with which an industry purchases from (sells to) other sectors. A relatively large value implies that a sector purchases (sells) inputs only from (to) a few industries in the economy.
The backward coefficient of variation indices weighted by final demand and exports are high, i.e. the number of transactions with other industries is low, for some of the industries with large backward linkages, like ownership of owner-occupied dwellings, wholesale and retail trade, meat processing, dairy product manufacturing, and air transport, services to transport and storage. This indicates that the strong backward linkage of these industries is mainly the result of large inter industry transactions with only a few industries rather than widespread transactions with many different industries. The index is relatively stable for most sectors, varying between 3 and 6.5 for about 82 percent of the industries.
The rankings of industries by forward coefficients of variation are very similar for the indices weighted by final demand and exports. Measured in terms of evenness of transactions across industries, wholesale trade is the sector with most forward linkages. In fact, wholesale trade sells output to all industries except mining. Meat processing, on the other hand, moves down in the ranking when industry linkages are measured in terms of evenness of transactions across industries, while finance and communication services move up.
4 .3 Indust ry in terconnectedness Indices of concentration as a measure of industry interconnectedness focus on the number of sales or purchases (either direct or both direct and indirect) across industries (rather than the magnitude of transactions) and are hence related to coefficients of variation.
Figures 9 and 10 plot the backward and forward concentration indices for input coefficients, which measure direct transactions. Figure 9 shows that the backward concentration index is very similar across industries, at around 11. This means that industries tend to buy from a large number of supplier industries. Among the industries with somewhat lower backward concentration are meat processing, fertiliser manufacturing, electricity transmission, commercial property operators, seafood processing, other leather product manufacturing, life insurance, real estate agents, general insurance, log sawmilling and timber dressing, water supply, and dairy product manufacturing. A low backward concentration index means that these industries do not require inputs from a lot of other industries to produce an additional unit of final output.
Some of these industries with low backward concentration have larger forward indices, i.e. they sell to more industries than they buy from, and hence move up in the ranking for forward concentration, like general insurance and commercial property operators, for example.
The forward concentration index is slightly more variable across industries than the backward index, in particular at the bottom end. Wholesale and retail trade have the largest forward
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 1 4
concentration, while the index could not be calculated for industries that do not have forward linkages, namely ownership of owner-occupied dwellings and superannuation fund operation.
Backward and forward concentration indices for total requirement coefficients, taking account of both direct and indirect transactions, are plotted in Figures 11 and 12. The backward concentration index for total requirement coefficients indicates how widespread across the economy the effects on supplier industries are from a dollar increase in final demand output by a particular industry. As in the case of the backward index for input coefficients (direct transactions), the effect on other industries is fairly even, i.e. the backward index is not very different across industries, and large. That is, industries purchase inputs from a large number of different industries to produce an additional dollar of final output.
However, a comparison of Figures 9 and 11 shows that the ranking of some industries changes dramatically when taking into account indirect linkages. For example, dairy product manufacturing purchases the least from other industries directly, but moves up to 15th place when also accounting for indirect transactions. Another example is scientific research, which moves from most direct backward transactions to 90th place for direct and indirect purchases.
A comparison of the backward and forward concentration indices for total requirement coefficients (Figures 9 and 10) shows that the forward concentration index differs more widely across industries than the backward index. Some industries (those with a high forward index) sell output to a large number of industries, while those with a low index only sell to a few. The forward index is largest for wholesale trade, finance, retail trade, and communication services and small or zero for pre-school education, public order and safety services, defence, lotteries, casinos and other gambling, footwear manufacture, ownership of owner-occupied dwellings, and superannuation fund operation. A small or zero index means that these industries are generally unaffected by changes in final output in the rest of the economy.
Taking into account indirect transactions does not change the industry ranking as much as for the forward concentration index. This indicates that industries that indirectly sell to a lot of industries also have strong direct inter industries ties.
A second measure of industry interconnectedness is entropy. The row entropy is conceptually parallel to the backward concentration index and the column index to the forward index. A small row entropy means that following an increase in industry i ’s final output, industry i only sells additional output to a few industries. A small column entropy, on the other hand, implies that other industries only purchase additional output from a few industries following an increase in industry i ’s final output.
The row and column entropy for input coefficients are plotted in Figures 13 and 14. Two main points emerge from the comparison of the entropy measures and concentration indices for input coefficients. First, although the ranking of industries is different for the two measures, those industries that are in the top (bottom) half for the entropy measure are also in the top (bottom) half for the concentration index. Second, the column entropy shows larger variation than the row entropy, which is in line with the forward concentration index differing more across industries than the backward index.
The row and column entropies for total requirement coefficients weighted by final demand, i.e. taking into account both direct and indirect transactions, are plotted in Figures 15 and 16 and weighted by exports in Figures 17 and 18. The ranking of industries for total
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 1 5
requirement coefficient entropies weighted by final demand and exports are similar, but different from the input coefficient entropies.
Industries with large row entropies for total requirement coefficients include non residential building construction, owner builders, residential building construction, and investors in other property. That is, a large number of industries will buy additional output from these industries following an increase in final demand for the output of these industries. Industries with small row entropies include ownership of owner-occupied dwellings, other transport equipment manufacturing, and public order and safety services. An increase in the final output of these industries will largely leave other industries unaffected.
Column entropies weighted by final demand or exports are largest for wholesale trade. They are also high for a few other industries, including retail trade, air transport, services to transport and storage, communication services, paper and paper product manufacturing, meat processing, and dairy product manufacturing. A large column entropy means that following an increase in these industries final demand output will have a large stimulatory effect on the rest of the economy.
Finally, the (row) entropy, taking into account both inter industry sales and sales to final demand is plotted in Figure 19. When taking into account intermediate and final sales, accounting services, business administration and management services, other business services, and employment, security and investigative services have the largest entropy. That is, a large number of households, private non-profit institutions serving households and government institutions will buy additional output from these industries following an increase in these industries’ output. Moreover, other industries will also buy additional output from these industries in the form of intermediate products. The entropy is small for hospitals and nursing homes, residential property operators, pre-school education, footwear manufacture, public order and safety services and defence, and zero for ownership of owner-occupied dwellings, and superannuation fund operations.
5 C o n c l u d i n g r e m a r k s
This paper has investigated the production structure of the New Zealand business sector using the recently released 1996 input output tables. Measures of industry interconnectedness are fairly similar across industries and large, in particular for backward linkages. This suggests that New Zealand industries generally had strong industry ties in 1996. Backward and forward linkages show how much each industry buys from (sells to) other industries, directly and indirectly, following a unit increase in the final demand for its output. In 1996, wholesale and retail trade, ownership of owner-occupied dwellings, meat processing, dairy product manufacturing, and air transport, services to transport and storage had the strongest backward and forward linkages. Measured in terms of number of transactions, the backward linkages of some of these industries are less strong. Moreover, it was found that the ranking of industries by degree of interconnectedness can change dramatically depending on whether direct transactions or both direct and indirect transactions are considered. When taking into account intermediate and final sales, accounting services, business administration and management services, other business services, and employment, security and investigative services have the largest inter industry ties.
The next step of the analysis will be to calculate statistics of inter industry linkages that incorporate value added.
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 1 6
Figure 1: Backward linkages (weighted by final demand) 0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5
Wholesale t rade Ownership of owner-occupied dwellings
Retail t rade Dairy product manufacturing
M eat processing Central government administrat ion
Residential building construct ion Air t ransport, services to t ransport and storage
Bars, clubs, cafes and restaurants Local government administrat ion services and civil defence
Hospitals and nursing homes Non building construct ion
Non resident ial building construct ion Bacon, ham and small good manufacturing
Resident ial property operators M otor vehicle and part manufacturing
Other leather product manufacturing Electronic equipment and appliance manufacturing
Primary and secondary education Paper and paper product manufacturing
Seafood processing Fruit and vegetable, oil and fat, cereal and f lour
Other industrial machinery and equipment manufacturing Text ile manufacturing
Bakery, sugar and confect ionery manufacturing Beer, wine, spirit and tobacco manufacturing
Structural, sheet and fabricated metal product manufacturing Owner builders
Accommodation M edicinal, detergent and cosmet ic manufacturing
M edical, dental and other health services Communicat ion services Furniture manufacturing
Forestry Installat ion trade services
Other sport and recreat ional services Other industrial chemical manufacturing
Other food manufacturing Other chemical product manufacturing
Site preparat ion services Other wood product manufacturing
Road passenger transport Post school education
Personal and other community services Log sawmilling and t imber dressing
Footwear manufacture Soft drink, cordial and syrup manufacturing
Clothing manufacture Road freight transport
Building complet ion services Basic metal manufacturing
Plumbing services Poultry processing
Ship and boat building Electricity supply
Fert iliser manufacturing Defence Finance
Real estate agents Petroleum and coal product manufacturing nec
Prefabricated building manufacturing Other construct ion services
Horse and dog racing Investors in other property
Print ing and services to print ing Services to agriculture, hunting and t rapping
Publishing, recorded media manufacturing Other farming
Other mining and quarrying Services to mining
Other business services Agricultural machinery manufacturing
Vehicle and equipment hire Sheep and beef catt le
Lotteries, casinos and other gambling M ixed livestock and cropping Plast ic product manufacturing
Other hort iculture Oil and gas explorat ion
Water and rail t ransport Apple and pear growing
Kiwif ruit growing Photographic and scient if ic equipment manufacturing
Other manufacturing Dairy cat t le farming
Building structure services Health insurance
Other f ruit growing Life insurance
Public order and safety services Other community care services Superannuat ion fund operat ion
Technical services Other non-metallic mineral product manufacturing
Advert ising and market ing services Glass and glass product and ceramic manufacturing
Accommodation for the aged Libraries, museums and the arts
Computer services Other education
Waste disposal, sewerage and drainage services Rubber manufacturing
Business administrat ive and management services Logging
Gas supply M otion picture, radio and TV services
Services to forestry Fishing
Coal mining Scientif ic research
Veterinary services Electricity generat ion Oil and gas extract ion
Petroleum ref ining Legal services
Pre-school education Child care services
Services to f inance and insurance General insurance
Pest control and cleaning services Employment, security and invest igat ive services
Other transport equipment manufacturing Account ing services
Water supply Electricity t ransmission
Commercial property operators
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 1 7
Figure 2: Forward linkages (weighted by final demand)
0 5 10 15 20 25 30 35 40
Wholesale trade Retail t rade
Air transport , services to t ransport and storage Ownership of owner-occupied dwellings
Communication services M eat processing
Finance Dairy product manufacturing
Central government administrat ion Paper and paper product manufacturing
Hospitals and nursing homes Local government administrat ion services and civil
Resident ial building construct ion Electricity supply
Non building construct ion Primary and secondary educat ion
Forestry Structural, sheet and fabricated metal product
Non resident ial building construct ion Resident ial property operators
Electronic equipment and appliance manufacturing Bars, clubs, cafes and restaurants
M edical, dental and other health services Other industrial machinery and equipment
M otor vehicle and part manufacturing Personal and other community services
Basic metal manufacturing Post school educat ion
Water and rail t ransport Seafood processing
Petroleum ref ining Fruit and vegetable, oil and fat , cereal and f lour
Real estate agents Beer, wine, spirit and tobacco manufacturing
Text ile manufacturing Technical services
Bakery, sugar and confect ionery manufacturing Accommodat ion
Installat ion t rade services Plast ic product manufacturing
Other food manufacturing Other sport and recreational services
Public order and safety services M edicinal, detergent and cosmet ic manufacturing
Log sawmilling and t imber dressing Defence
Other wood product manufacturing Furniture manufacturing
Other industrial chemical manufacturing Publishing, recorded media manufacturing
Electricity generat ion Clothing manufacture
M ot ion picture, radio and TV services Owner builders
Print ing and services to print ing Life insurance
General insurance Building complet ion services
Legal services Site preparat ion services
Other mining and quarrying Lot teries, casinos and other gambling
Accommodat ion for the aged Oil and gas extract ion
Plumbing services Dairy catt le farming
Road freight t ransport Vehicle and equipment hire
Computer services Other hort iculture
Road passenger t ransport Other leather product manufacturing
Other community care services Other business services
Scient if ic research Other chemical product manufacturing
Ship and boat building Libraries, museums and the arts
Other educat ion Gas supply
Fishing Soft drink, cordial and syrup manufacturing
Other manufacturing Poult ry processing
Services to agriculture, hunting and trapping Sheep and beef cat t le
Bacon, ham and small good manufacturing Kiwifruit growing
Other farming Apple and pear growing
Agricultural machinery manufacturing Advert ising and marketing services
Pre-school educat ion Business administrat ive and management services
Building structure services M ixed livestock and cropping
Other non-metallic mineral product manufacturing Other t ransport equipment manufacturing
Services to f inance and insurance Rubber manufacturing
Superannuat ion fund operat ion Footwear manufacture
Photographic and scient if ic equipment manufacturing Coal mining
Other fruit growing Accounting services
Horse and dog racing Veterinary services
Glass and glass product and ceramic manufacturing Fert iliser manufacturing
Other construct ion services Child care services
Pest control and cleaning services Health insurance
Investors in other property Commercial property operators
Oil and gas explorat ion Logging
Employment, security and invest igat ive services Petroleum and coal product manufacturing nec
Services to forestry Prefabricated building manufacturing
Waste disposal, sewerage and drainage services Electricity transmission
Services to mining Water supply
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 1 8
Figure 3: Backward linkages (weighted by exports)
0 1 2 3 4 5 6 7
M eat processing Dairy product manufacturing
Wholesale t rade Air t ransport, services to t ransport and storage
Other leather product manufacturing Seafood processing
Paper and paper product manufacturing Bars, clubs, cafes and restaurants
Bacon, ham and small good manufacturing Retail t rade
Structural, sheet and fabricated metal product manufacturing Text ile manufacturing
Electronic equipment and appliance manufacturing Forestry
Other wood product manufacturing Basic metal manufacturing
Log sawmilling and t imber dressing Accommodation
M edicinal, detergent and cosmet ic manufacturing Other industrial chemical manufacturing
Other industrial machinery and equipment manufacturing Fruit and vegetable, oil and fat, cereal and f lour
Water and rail t ransport Other chemical product manufacturing
Other food manufacturing Footwear manufacture
Bakery, sugar and confect ionery manufacturing Furniture manufacturing
Prefabricated building manufacturing Beer, wine, spirit and tobacco manufacturing
Sheep and beef catt le Plast ic product manufacturing
Non resident ial building construct ion Residential building construct ion
Clothing manufacture M otor vehicle and part manufacturing
Print ing and services to print ing Petroleum and coal product manufacturing nec
Other mining and quarrying Kiwif ruit growing
Soft drink, cordial and syrup manufacturing Fert iliser manufacturing
Other sport and recreat ional services Ship and boat building
Apple and pear growing Other manufacturing
Publishing, recorded media manufacturing Agricultural machinery manufacturing
Other hort iculture Poultry processing
Road passenger transport Vehicle and equipment hire
Oil and gas explorat ion Other business services
Installat ion trade services Road freight transport
Investors in other property Non building construct ion
Other construct ion services Building complet ion services
Photographic and scient if ic equipment manufacturing Other farming
Plumbing services Services to agriculture, hunting and t rapping
M ixed livestock and cropping Communicat ion services
Glass and glass product and ceramic manufacturing Site preparat ion services
Horse and dog racing Owner builders
Advert ising and market ing services Other non-metallic mineral product manufacturing
Other f ruit growing Fishing
Rubber manufacturing Oil and gas extract ion
Coal mining Services to mining
Building structure services Dairy cat t le farming
Health insurance Gas supply
Technical services Lotteries, casinos and other gambling
Personal and other community services Business administrat ive and management services
Logging Central government administrat ion
Computer services Services to forestry
Other education Post school education
Defence Local government administrat ion services and civil defence
Superannuat ion fund operat ion Finance
Waste disposal, sewerage and drainage services Petroleum ref ining
Libraries, museums and the arts M otion picture, radio and TV services
Other transport equipment manufacturing Resident ial property operators
Veterinary services Scientif ic research
Services to f inance and insurance Other community care services
Hospitals and nursing homes Primary and secondary education
Employment, security and invest igat ive services Life insurance
M edical, dental and other health services Pest control and cleaning services
Legal services Accommodation for the aged
Account ing services Real estate agents
Water supply Electricity generat ion Pre-school education
Ownership of owner-occupied dwellings Child care services
Electricity supply Electricity t ransmission
General insurance Public order and safety services Commercial property operators
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 1 9
Figure 4: Forward linkages (weighted by exports)
0 5 10 15 20 25 30 35 40 45
Wholesale t rade Air t ransport, services to t ransport and storage
M eat processing Dairy product manufacturing
Retail t rade Paper and paper product manufacturing
Forestry Structural, sheet and fabricated metal product manufacturing
Basic metal manufacturing Communicat ion services Water and rail t ransport
Seafood processing Electronic equipment and appliance manufacturing
Log sawmilling and t imber dressing Other wood product manufacturing
Sheep and beef catt le Other industrial chemical manufacturing
Text ile manufacturing Plast ic product manufacturing
Bars, clubs, cafes and restaurants Other industrial machinery and equipment manufacturing
Finance Accommodation
Other mining and quarrying Fruit and vegetable, oil and fat , cereal and f lour manufacturing
Oil and gas extract ion Vehicle and equipment hire
Other leather product manufacturing Other food manufacturing
M edicinal, detergent and cosmet ic manufacturing Clothing manufacture
Other chemical product manufacturing Fishing
Other hort iculture Other sport and recreat ional services
Petroleum ref ining Kiwif ruit growing
Bakery, sugar and confect ionery manufacturing Road freight transport
Print ing and services to print ing Apple and pear growing Other business services
Beer, wine, spirit and tobacco manufacturing Technical services
M otor vehicle and part manufacturing M otion picture, radio and TV services
Other manufacturing Road passenger transport
Post school education Advert ising and market ing services
Personal and other community services Gas supply
Furniture manufacturing Business administrat ive and management services
Publishing, recorded media manufacturing Coal mining
Rubber manufacturing Other transport equipment manufacturing
Other farming Ship and boat building
Computer services Primary and secondary education
M ixed livestock and cropping Dairy cat t le farming
Legal services Photographic and scient if ic equipment manufacturing
Other education Services to agriculture, hunting and t rapping
Horse and dog racing Central government administrat ion
Services to f inance and insurance Other f ruit growing
Other non-metallic mineral product manufacturing Agricultural machinery manufacturing
Footwear manufacture Account ing services
Glass and glass product and ceramic manufacturing Libraries, museums and the arts
Investors in other property Lotteries, casinos and other gambling
Commercial property operators Non resident ial building construct ion
Scientif ic research Installat ion trade services
Local government administrat ion services and civil defence Logging
M edical, dental and other health services Services to forestry
Fert iliser manufacturing Soft drink, cordial and syrup manufacturing
General insurance Prefabricated building manufacturing
Bacon, ham and small good manufacturing Hospitals and nursing homes
Employment, security and invest igat ive services Non building construct ion
Resident ial building construct ion Poultry processing
Petroleum and coal product manufacturing nec Resident ial property operators Other community care services
Veterinary services Oil and gas explorat ion
Defence Waste disposal, sewerage and drainage services
Pest control and cleaning services Electricity supply
Accommodation for the aged Building complet ion services
Electricity generat ion Pre-school education
Public order and safety services Real estate agents Plumbing services
Site preparat ion services Life insurance
Building structure services Ownership of owner-occupied dwellings
Superannuat ion fund operat ion Health insurance
Child care services Services to mining
Owner builders Electricity t ransmission
Other construct ion services Water supply
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 2 0
Figure 5: Backward coefficient of variation index (weighted by final demand)
0 2 4 6 8 10 12
Child care services Coal mining
Superannuat ion fund operat ion Services to f inance and insurance
Pre-school education Other community care services
Libraries, museums and the arts Gas supply
Other education Horse and dog racing
Other mining and quarrying Business administrat ive and management services
Employment, security and invest igat ive services Oil and gas extract ion
Health insurance Owner builders
Account ing services Oil and gas explorat ion
Log sawmilling and t imber dressing Other business services
Scientif ic research Accommodation for the aged
Fishing Electricity t ransmission
Legal services Other wood product manufacturing
Kiwif ruit growing M otion picture, radio and TV services
Computer services Technical services
Other sport and recreat ional services Advert ising and market ing services
Glass and glass product and ceramic manufacturing Site preparat ion services Apple and pear growing
Other hort iculture Investors in other property
Water supply Poultry processing
Commercial property operators Publishing, recorded media manufacturing
Other food manufacturing Building complet ion services
Print ing and services to print ing Accommodation
Electricity generat ion Other f ruit growing Services to forestry
Pest control and cleaning services Services to mining
Bacon, ham and small good manufacturing Prefabricated building manufacturing
M ixed livestock and cropping Veterinary services
Ship and boat building Furniture manufacturing
Other farming Vehicle and equipment hire
Plumbing services General insurance
Footwear manufacture Dairy cat t le farming
Life insurance Installat ion trade services
Other non-metallic mineral product manufacturing Plast ic product manufacturing
M edicinal, detergent and cosmet ic manufacturing Basic metal manufacturing
Other manufacturing Lotteries, casinos and other gambling
Bakery, sugar and confect ionery manufacturing Building structure services Road passenger transport
Fruit and vegetable, oil and fat, cereal and f lourSoft drink, cordial and syrup manufacturing
Non residential building construct ion Beer, wine, spirit and tobacco manufacturing
Sheep and beef catt le Services to agriculture, hunting and t rapping
Waste disposal, sewerage and drainage services Other leather product manufacturing
Logging Bars, clubs, cafes and restaurants
Road freight transport Agricultural machinery manufacturing
Photographic and scient if ic equipment manufacturing Other transport equipment manufacturing
M otor vehicle and part manufacturing Other construct ion services
Seafood processing Petroleum and coal product manufacturing nec
Forestry Other industrial machinery and equipment manufacturing
Other industrial chemical manufacturing Defence
Clothing manufacture Rubber manufacturing
Structural, sheet and fabricated metal productText ile manufacturing
Water and rail t ransport Non building construct ion
Electronic equipment and appliance manufacturing Personal and other community services
Residential building construct ion Paper and paper product manufacturing
Other chemical product manufacturing Real estate agents Electricity supply
Public order and safety services Petroleum ref ining
Post school education Local government administrat ion services and civil
M edical, dental and other health services Finance
Fert iliser manufacturing M eat processing
Residential property operators Dairy product manufacturing
Central government administrat ion Communicat ion services
Hospitals and nursing homes Air t ransport, services to transport and storage
Primary and secondary education Retail t rade
Wholesale t rade Ownership of owner-occupied dwellings
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 2 1
Figure 6: Forward coefficient of variation index (weighted by final demand)
0 2 4 6 8 10 12
Wholesale trade Finance
Retail t rade Communication services
Commercial property operators Road f reight t ransport
Structural, sheet and fabricated metal product manufacturing Advert ising and marketing services
Air transport , services to transport and storage Business administrat ive and management services
Print ing and services to print ing Paper and paper product manufacturing
Technical services Computer services
Services to f inance and insurance Publishing, recorded media manufacturing
Other business services Electricity supply
Oil and gas extract ion Sheep and beef cat t le
Accounting services Forestry
Services to agriculture, hunt ing and trapping Log sawmilling and t imber dressing
Legal services Basic metal manufacturing
M ot ion picture, radio and TV services Plast ic product manufacturing
Electricity generat ion Petroleum ref ining
Vehicle and equipment hire Other mining and quarrying
M eat processing Other industrial chemical manufacturing
Other non-metallic mineral product manufacturing Dairy catt le farming
General insurance Water and rail t ransport
Employment, security and invest igat ive services Other wood product manufacturing
Other chemical product manufacturing Electronic equipment and appliance manufacturing
Electricity transmission Non residential building construct ion
Non building construct ion Other industrial machinery and equipment manufacturing
Installat ion t rade services Other food manufacturing
Fert iliser manufacturing Personal and other community services
Textile manufacturing Dairy product manufacturing
Central government administrat ion Building complet ion services
M ixed livestock and cropping Other farming
Logging Glass and glass product and ceramic manufacturing
Pest control and cleaning services Other t ransport equipment manufacturing
Other educat ion Other hort iculture
Investors in other property Fishing
M edicinal, detergent and cosmetic manufacturing Other construct ion services
M otor vehicle and part manufacturing Gas supply
Fruit and vegetable, oil and fat, cereal and f lour manufacturing Scient if ic research
Building structure services Residential building construct ion
Road passenger t ransport Plumbing services
Furniture manufacturing Beer, wine, spirit and tobacco manufacturing
Rubber manufacturing Bars, clubs, cafes and restaurants
Services to forestry Site preparat ion services
Other leather product manufacturing Accommodat ion
Local government administrat ion services and civil defence Waste disposal, sewerage and drainage services
Bakery, sugar and confect ionery manufacturing Other sport and recreational services
Horse and dog racing Primary and secondary educat ion
Post school educat ion M edical, dental and other health services
Other manufacturing Coal mining
Clothing manufacture Poult ry processing
Libraries, museums and the arts Real estate agents
Accommodat ion for the aged Veterinary services
Life insurance Seafood processing
Ship and boat building Soft drink, cordial and syrup manufacturing
Agricultural machinery manufacturing Photographic and scient if ic equipment manufacturing
Petroleum and coal product manufacturing nec Prefabricated building manufacturing
Other fruit growing Hospitals and nursing homes
Residential property operators Oil and gas explorat ion
Child care services Other community care services
Services to mining Kiwifruit growing
Apple and pear growing Owner builders
Health insurance Bacon, ham and small good manufacturing
Pre-school educat ion Public order and safety services
Defence Lot teries, casinos and other gambling
Ownership of owner-occupied dwellings Superannuation fund operat ion
Footwear manufacture
Note: The w eighted coeff icient of variation index cannot be calculated for "w ater supply" as f inal demand is zero.
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 2 2
Figure 7: Backward coefficient of variation index (weighted by exports)
0 2 4 6 8 10 12
Coal mining General insurance
Other community care services Employment, security and invest igat ive services
Child care services Libraries, museums and the arts
Legal services Technical services
Services to forestry Central government administrat ion
Services to f inance and insurance Electricity generat ion Pre-school education
Business administrat ive and management services Account ing services
Accommodation for the aged Services to mining
Gas supply Prefabricated building manufacturing
Life insurance Commercial property operators
Other business services Superannuat ion fund operat ion
Horse and dog racing Furniture manufacturing
M otion picture, radio and TV services Personal and other community services
Glass and glass product and ceramic manufacturing Waste disposal, sewerage and drainage services
Road freight transport Non resident ial building construct ion
Real estate agents Scientif ic research
Health insurance Local government administrat ion services and civil defence
Advert ising and market ing services Road passenger transport
Other education Public order and safety services
Resident ial building construct ion Other food manufacturing
Pest control and cleaning services M edicinal, detergent and cosmet ic manufacturing
Electricity t ransmission Footwear manufacture
Other manufacturing Electricity supply
Computer services Other non-metallic mineral product manufacturing
M edical, dental and other health services Ship and boat building
M otor vehicle and part manufacturing Print ing and services to print ing
Bars, clubs, cafes and restaurants Oil and gas explorat ion
Other sport and recreat ional services Other wood product manufacturing
Other f ruit growing Investors in other property
Publishing, recorded media manufacturing Bakery, sugar and confect ionery manufacturing
Logging Post school education
Vehicle and equipment hire Beer, wine, spirit and tobacco manufacturing
Resident ial property operators Kiwif ruit growing
Poultry processing M ixed livestock and cropping
Petroleum and coal product manufacturing nec Agricultural machinery manufacturing
Building complet ion services Other farming
Other mining and quarrying Defence
Other hort iculture Rubber manufacturing
Apple and pear growing Photographic and scient if ic equipment manufacturing
Primary and secondary education Oil and gas extract ion
Ownership of owner-occupied dwellings Finance
Log sawmilling and t imber dressing Fruit and vegetable, oil and fat , cereal and f lour manufacturing
Veterinary services Site preparat ion services
Fishing Accommodation
Water supply Owner builders
Services to agriculture, hunting and t rapping Soft drink, cordial and syrup manufacturing
Hospitals and nursing homes Other industrial machinery and equipment manufacturing
Dairy cat t le farming Other transport equipment manufacturing
Other chemical product manufacturing Plast ic product manufacturing
Non building construct ion Sheep and beef catt le Text ile manufacturing
Other industrial chemical manufacturing Clothing manufacture
Building structure services Other construct ion services
Petroleum ref ining Plumbing services
Installat ion trade services Electronic equipment and appliance manufacturing
Lotteries, casinos and other gambling Structural, sheet and fabricated metal product manufacturing
Bacon, ham and small good manufacturing Other leather product manufacturing
Seafood processing Forestry
Basic metal manufacturing Communicat ion services Fert iliser manufacturing
Retail t rade Water and rail t ransport
Paper and paper product manufacturing M eat processing Wholesale t rade
Dairy product manufacturing Air t ransport, services to t ransport and storage
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 2 3
Figure 8: Forward coefficient of variation index (weighted by exports)
0 2 4 6 8 10 12
Wholesale trade Finance
Retail t rade Communication services
Commercial property operators Road f reight t ransport
Structural, sheet and fabricated metal product manufacturing Advert ising and marketing services
Air transport , services to transport and storage Business administrat ive and management services
Print ing and services to print ing Paper and paper product manufacturing
Technical services Computer services
Services to f inance and insurance Publishing, recorded media manufacturing
Other business services Electricity supply
Oil and gas extract ion Sheep and beef cat t le
Accounting services Forestry
Services to agriculture, hunt ing and trapping Log sawmilling and t imber dressing
Legal services Basic metal manufacturing
M ot ion picture, radio and TV services Plast ic product manufacturing
Electricity generat ion Petroleum ref ining
Vehicle and equipment hire Other mining and quarrying
M eat processing Other industrial chemical manufacturing
Other non-metallic mineral product manufacturing Dairy catt le farming
General insurance Water and rail t ransport
Employment, security and invest igat ive services Other wood product manufacturing
Other chemical product manufacturing Electronic equipment and appliance manufacturing
Non residential building construct ion Non building construct ion
Other industrial machinery and equipment manufacturing Installat ion t rade services Other food manufacturing
Fert iliser manufacturing Personal and other community services
Textile manufacturing Dairy product manufacturing
Central government administrat ion Building complet ion services
M ixed livestock and cropping Other farming
Logging Glass and glass product and ceramic manufacturing
Pest control and cleaning services Other t ransport equipment manufacturing
Other educat ion Other hort iculture
Investors in other property Fishing
M edicinal, detergent and cosmetic manufacturing M otor vehicle and part manufacturing
Gas supply Fruit and vegetable, oil and fat, cereal and f lour manufacturing
Scient if ic research Residential building construct ion
Road passenger t ransport Plumbing services
Furniture manufacturing Beer, wine, spirit and tobacco manufacturing
Rubber manufacturing Bars, clubs, cafes and restaurants
Services to forestry Site preparat ion services
Other leather product manufacturing Accommodat ion
Local government administrat ion services and civil defence Waste disposal, sewerage and drainage services
Bakery, sugar and confect ionery manufacturing Other sport and recreational services
Horse and dog racing Primary and secondary educat ion
Post school educat ion M edical, dental and other health services
Other manufacturing Coal mining
Clothing manufacture Poult ry processing
Libraries, museums and the arts Real estate agents
Accommodat ion for the aged Veterinary services
Life insurance Seafood processing
Ship and boat building Soft drink, cordial and syrup manufacturing
Agricultural machinery manufacturing Photographic and scient if ic equipment manufacturing
Petroleum and coal product manufacturing nec Prefabricated building manufacturing
Other fruit growing Hospitals and nursing homes
Residential property operators Oil and gas explorat ion
Other community care services Kiwifruit growing
Apple and pear growing Bacon, ham and small good manufacturing
Pre-school educat ion Public order and safety services
Defence Lot teries, casinos and other gambling
Footwear manufacture
Note: The w eighted coeff icient of variation index cannot be calculated for "w ater supply", "child care services", "building structure services", "ow ner builders", "other construction services", "ow nership of ow ner-occupied dw ellings", "electricity transmission", "health insurance", "services to mining" and "superannuation fund operation" as exports are zero.
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 2 4
Figure 9: Backward concentration index for input coefficients
0 2 4 6 8 10 12
Scient if ic research Personal and other community services
Primary and secondary education Other sport and recreational services
Wholesale trade Post school education
Retail t rade Hospitals and nursing homes
Accommodat ion for the aged Public order and safety services
Central government administrat ion Beer, wine, spirit and tobacco manufacturing
Horse and dog racing Other farming
Defence Other hort iculture
Dairy catt le farming Other manufacturing
Services to agriculture, hunt ing and trapping Apple and pear growing
Other food manufacturing Legal services
Pre-school education Other construct ion services
Other business services Other fruit growing
Kiwifruit growing Business administrat ive and management services
Investors in other property Accounting services
Other educat ion Glass and glass product and ceramic manufacturing
Logging Bars, clubs, cafes and restaurants
Petroleum and coal product manufacturing nec Other mining and quarrying
Services to forestry Computer services
M ixed livestock and cropping Furniture manufacturing
Veterinary services Sheep and beef catt le
Residential building construct ion Other community care services
Site preparat ion services Plast ic product manufacturing Building complet ion services
Plumbing services Photographic and scient if ic equipment manufacturing
M edical, dental and other health services Rubber manufacturing Ship and boat building
M edicinal, detergent and cosmetic manufacturing Agricultural machinery manufacturing
Soft drink, cordial and syrup manufacturing Child care services
Vehicle and equipment hire Lotteries, casinos and other gambling
Libraries, museums and the arts Technical services
Basic metal manufacturing Electronic equipment and appliance manufacturing
Employment, security and invest igat ive services Accommodat ion
M otor vehicle and part manufacturing Road passenger t ransport Building structure services
M otion picture, radio and TV services Local government administrat ion services and civil defence
Non residential building construct ion Fishing
Forestry Services to f inance and insurance
Other industrial chemical manufacturing Clothing manufacture
Finance Fruit and vegetable, oil and fat , cereal and f lour manufacturing
Publishing, recorded media manufacturing Installat ion t rade services
Oil and gas extract ion Poult ry processing
Paper and paper product manufacturing Other industrial machinery and equipment manufacturing
Other chemical product manufacturing Oil and gas explorat ion
Pest control and cleaning services Health insurance
Advert ising and marketing services Non building construct ion
Bakery, sugar and confect ionery manufacturing Print ing and services to print ing
Other non-metallic mineral product manufacturing Residential property operators
Textile manufacturing Structural, sheet and fabricated metal product manufacturing
Air transport , services to transport and storage Coal mining
Water and rail t ransport Electricity generat ion
Road f reight t ransport Other wood product manufacturing
Owner builders Bacon, ham and small good manufacturing
Footwear manufacture Communicat ion services
Ownership of owner-occupied dwellings Gas supply
Petroleum ref ining Prefabricated building manufacturing
Other transport equipment manufacturing Services to mining Electricity supply
Waste disposal, sewerage and drainage services Superannuation fund operat ion
M eat processing Fert iliser manufacturing Electricity transmission
Commercial property operators Seafood processing
Other leather product manufacturing Life insurance
Real estate agents General insurance
Log sawmilling and t imber dressing Water supply
Dairy product manufacturing
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 2 5
Figure 10: Forward concentration index for input coefficients
0 2 4 6 8 10 12
Wholesale trade Retail t rade
General insurance Commercial property operators
Other business services Communicat ion services
Advert ising and marketing services Accounting services
Finance Petroleum ref ining
Other industrial machinery and equipment manufacturing Central government administrat ion
Legal services Personal and other community services
Publishing, recorded media manufacturing Vehicle and equipment hire
Print ing and services to print ing Computer services
Air transport , services to transport and storage Business administrat ive and management services
Structural, sheet and fabricated metal product manufacturing Road f reight t ransport
Plast ic product manufacturing Investors in other property
Employment, security and invest igat ive services Primary and secondary education
Life insurance Other chemical product manufacturing Non residential building construct ion
Scient if ic research Accommodat ion
Road passenger t ransport Furniture manufacturing
Technical services Other manufacturing
Petroleum and coal product manufacturing nec M edicinal, detergent and cosmetic manufacturing
Pest control and cleaning services M ixed livestock and cropping
Other mining and quarrying Other educat ion
Post school education Rubber manufacturing
Residential building construct ion Clothing manufacture
Other hort iculture Basic metal manufacturing
Paper and paper product manufacturing Bars, clubs, cafes and restaurants
Other food manufacturing Photographic and scient if ic equipment manufacturing
Services to agriculture, hunt ing and trapping Glass and glass product and ceramic manufacturing
Electricity supply M otion picture, radio and TV services
Electricity generat ion Water and rail t ransport
Electronic equipment and appliance manufacturing Dairy product manufacturing
Horse and dog racing Other farming
Other industrial chemical manufacturing Hospitals and nursing homes
Other transport equipment manufacturing Kiwifruit growing
Oil and gas extract ion Seafood processing
Poult ry processing Building complet ion services
Apple and pear growing M otor vehicle and part manufacturing
Non building construct ion Coal mining
Other community care services Other non-metallic mineral product manufacturing
Local government administrat ion services and civil defence Textile manufacturing
Other wood product manufacturing M edical, dental and other health services
Log sawmilling and t imber dressing Services to f inance and insurance
Oil and gas explorat ion Other construct ion services
Other fruit growing Site preparat ion services
Prefabricated building manufacturing Other sport and recreational services
Soft drink, cordial and syrup manufacturing Gas supply
Fert iliser manufacturing Sheep and beef catt le
Child care services Residential property operators
Services to forestry Fruit and vegetable, oil and fat , cereal and f lour manufacturing
Logging M eat processing Services to mining
Building structure services Accommodat ion for the aged
Installat ion t rade services Ship and boat building
Beer, wine, spirit and tobacco manufacturing Bakery, sugar and confect ionery manufacturing
Veterinary services Owner builders
Plumbing services Libraries, museums and the arts
Agricultural machinery manufacturing Pre-school education
Waste disposal, sewerage and drainage services Other leather product manufacturing
Forestry Public order and safety services
Defence Footwear manufacture
Electricity transmission Health insurance
Fishing Real estate agents
Dairy catt le farming Water supply
Lotteries, casinos and other gambling Bacon, ham and small good manufacturing
Note: The forw ard concentration index for input coeff icients cannot be calculated for "ow nership of ow ner-occupied dw ellings" and "superannuation fund operation" as they have no forw ard linkages.
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 2 6
Figure 11: Backward concentration index for total requirement coefficients
0 2 4 6 8 10 12
Owner builders Non residential building construct ion
Investors in other property Residential building construct ion
Prefabricated building manufacturing Poult ry processing
Superannuation fund operat ion Oil and gas explorat ion
M eat processing Other wood product manufacturing
Bars, clubs, cafes and restaurants Horse and dog racing
Log sawmilling and t imber dressing Health insurance
Dairy product manufacturing Other leather product manufacturing
Furniture manufacturing Petroleum and coal product manufacturing nec
M edicinal, detergent and cosmetic manufacturing Seafood processing
Beer, wine, spirit and tobacco manufacturing Non building construct ion
Other chemical product manufacturing Soft drink, cordial and syrup manufacturing Bacon, ham and small good manufacturing
Other sport and recreational services Forestry
Other food manufacturing Footwear manufacture
Other fruit growing Local government administrat ion services and civil defence
Services to mining Life insurance
Other construct ion services M ixed livestock and cropping
Other farming Apple and pear growing Other business services
Accommodation Kiwifruit growing
Coal mining Advert ising and marketing services
Glass and glass product and ceramic manufacturing Building complet ion services
Other industrial chemical manufacturing Other hort iculture
Central government administrat ion Fruit and vegetable, oil and fat , cereal and f lour
Sheep and beef catt le Other industrial machinery and equipment manufacturing
Electronic equipment and appliance manufacturing Building structure services
Site preparat ion services Other mining and quarrying
Textile manufacturing Ship and boat building
Bakery, sugar and confect ionery manufacturing Basic metal manufacturing
Plumbing services Wholesale trade
Print ing and services to print ing Services to agriculture, hunt ing and trapping
Agricultural machinery manufacturing Dairy catt le farming
Structural, sheet and fabricated metal product manufacturing M otor vehicle and part manufacturing
Other manufacturing Business administrat ive and management services
Other community care services Photographic and scient if ic equipment manufacturing
Publishing, recorded media manufacturing Road passenger t ransport
Retail t rade Paper and paper product manufacturing
Libraries, museums and the arts Installat ion t rade services
Electricity generat ion Gas supply
Personal and other community services Services to forestry
Plast ic product manufacturing Other non-metallic mineral product manufacturing
Electricity supply Residential property operators
Other educat ion Accommodat ion for the aged
Clothing manufacture Vehicle and equipment hire
Child care services Scient if ic research
Services to f inance and insurance Lotteries, casinos and other gambling
Computer services Road f reight t ransport
Technical services Pre-school education
Logging M ot ion picture, radio and TV services
General insurance Employment, security and invest igat ive services
Rubber manufacturing Post school education
Defence Fishing
Veterinary services Oil and gas extract ion
Fert iliser manufacturing Electricity transmission
Accounting services Waste disposal, sewerage and drainage services Air transport , services to transport and storage
Ownership of owner-occupied dwellings M edical, dental and other health services
Legal services Hospitals and nursing homes
Finance Water and rail t ransport
Real estate agents Water supply
Pest control and cleaning services Commercial property operators
Petroleum ref ining Primary and secondary education Public order and safety services
Communicat ion services Other transport equipment manufacturing
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 2 7
Figure 12: Forward concentration index for total requirement coefficients
0 2 4 6 8 10 12
Wholesale trade Finance
Retail t rade Communicat ion services
Commercial property operators Road f reight t ransport
Structural, sheet and fabricated metal product manufacturing Advert ising and marketing services
Air transport , services to transport and storage Business administrat ive and management services
Print ing and services to print ing Paper and paper product manufacturing
Technical services Computer services
Services to f inance and insurance Publishing, recorded media manufacturing
Other business services Electricity supply
Oil and gas extract ion Sheep and beef catt le
Accounting services Forestry
Services to agriculture, hunt ing and trapping Log sawmilling and t imber dressing
Legal services Basic metal manufacturing
M otion picture, radio and TV services Plast ic product manufacturing
Electricity generat ion Petroleum ref ining
Vehicle and equipment hire Other mining and quarrying
M eat processing Other industrial chemical manufacturing
Other non-metallic mineral product manufacturing Dairy catt le farming
General insurance Water and rail t ransport
Employment, security and invest igat ive services Other wood product manufacturing
Other chemical product manufacturing Electronic equipment and appliance manufacturing
Electricity transmission Non residential building construct ion
Non building construct ion Other industrial machinery and equipment manufacturing
Installat ion t rade services Other food manufacturing
Fert iliser manufacturing Personal and other community services
Textile manufacturing Dairy product manufacturing
Central government administrat ion Building complet ion services
M ixed livestock and cropping Other farming
Logging Glass and glass product and ceramic manufacturing
Pest control and cleaning services Other transport equipment manufacturing
Other educat ion Other hort iculture
Investors in other property Fishing
M edicinal, detergent and cosmetic manufacturing Other construct ion services
M otor vehicle and part manufacturing Gas supply
Fruit and vegetable, oil and fat , cereal and f lour manufacturing Scient if ic research
Building structure services Residential building construct ion
Road passenger t ransport Plumbing services
Furniture manufacturing Beer, wine, spirit and tobacco manufacturing
Rubber manufacturing Bars, clubs, cafes and restaurants
Services to forestry Site preparat ion services
Other leather product manufacturing Accommodation
Local government administrat ion services and civil defence Waste disposal, sewerage and drainage services
Bakery, sugar and confect ionery manufacturing Other sport and recreational services
Horse and dog racing Primary and secondary education
Post school education M edical, dental and other health services
Other manufacturing Coal mining
Clothing manufacture Poult ry processing
Libraries, museums and the arts Real estate agents
Water supply Accommodat ion for the aged
Veterinary services Life insurance
Seafood processing Ship and boat building
Soft drink, cordial and syrup manufacturing Agricultural machinery manufacturing
Photographic and scient if ic equipment manufacturing Petroleum and coal product manufacturing nec
Prefabricated building manufacturing Other fruit growing
Hospitals and nursing homes Residential property operators
Oil and gas explorat ion Child care services
Other community care services Services to mining Kiwifruit growing
Apple and pear growing Owner builders Health insurance
Bacon, ham and small good manufacturing Pre-school education
Public order and safety services Defence
Lotteries, casinos and other gambling Footwear manufacture
Ownership of owner-occupied dwellings Superannuation fund operat ion
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 2 8
Figure 13: Row entropy for input coefficients
0 0.5 1 1.5 2 2.5
Other sport and recreational services Residential building construct ion Bars, clubs, cafes and restaurants
Central government administrat ion Wholesale trade
Retail t rade Horse and dog racing
Beer, wine, spirit and tobacco manufacturing Non residential building construct ion
Investors in other property Other community care services
Sheep and beef catt le Poult ry processing
Other food manufacturing Fruit and vegetable, oil and fat , cereal and f lour manufacturing
Services to agriculture, hunt ing and trapping Accommodat ion for the aged
Local government administrat ion services and civil defence Personal and other community services
Accommodation Dairy catt le farming
Building complet ion services Non building construct ion
Other educat ion Site preparat ion services
Oil and gas explorat ion Other farming
Other construct ion services Other mining and quarrying
M otor vehicle and part manufacturing Other hort iculture
Other business services Owner builders
M ixed livestock and cropping Furniture manufacturing
Other wood product manufacturing Electronic equipment and appliance manufacturing
Plumbing services Building structure services
M edicinal, detergent and cosmetic manufacturing Libraries, museums and the arts
Child care services Apple and pear growing
M eat processing Hospitals and nursing homes
Forestry Business administrat ive and management services
Installat ion t rade services Other non-metallic mineral product manufacturing
Post school education Advert ising and marketing services
Kiwifruit growing Scient if ic research
Basic metal manufacturing M edical, dental and other health services
Other industrial machinery and equipment manufacturing Structural, sheet and fabricated metal product manufacturing
Air transport , services to transport and storage Coal mining
Other industrial chemical manufacturing Print ing and services to print ing
Soft drink, cordial and syrup manufacturing Technical services
Glass and glass product and ceramic manufacturing Publishing, recorded media manufacturing
M otion picture, radio and TV services Paper and paper product manufacturing
Primary and secondary education Bakery, sugar and confect ionery manufacturing
Defence Other manufacturing Other fruit growing
Ship and boat building Oil and gas extract ion
Fishing Textile manufacturing
Road f reight t ransport Computer services
Accounting services Agricultural machinery manufacturing
Pre-school education Services to f inance and insurance
Legal services Dairy product manufacturing
Electricity generat ion Other chemical product manufacturing
Log sawmilling and t imber dressing Vehicle and equipment hire
Plast ic product manufacturing Petroleum and coal product manufacturing nec
Water and rail t ransport Road passenger t ransport
Lotteries, casinos and other gambling Services to forestry
Photographic and scient if ic equipment manufacturing Electricity supply
Gas supply Superannuation fund operat ion
Other leather product manufacturing Veterinary services
Public order and safety services Residential property operators
Clothing manufacture Prefabricated building manufacturing
Real estate agents Logging
Seafood processing Rubber manufacturing
Life insurance Finance
Employment, security and invest igat ive services Waste disposal, sewerage and drainage services
Water supply Health insurance
Pest control and cleaning services Bacon, ham and small good manufacturing
Ownership of owner-occupied dwellings Petroleum ref ining
Fert iliser manufacturing Communicat ion services
Footwear manufacture Commercial property operators
Other transport equipment manufacturing Electricity transmission
General insurance Services to mining
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 2 9
Figure 14: Column entropy for input coefficients
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 3 0
Figure 15: Row entropy for final demand weighted total requirement coefficients
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6
Non residential building construct ion Owner builders
Residential building construct ion Investors in other property
Horse and dog racing Bars, clubs, cafes and restaurants
Poult ry processing M eat processing
Other wood product manufacturing Dairy product manufacturing
Non building construct ion Log sawmilling and t imber dressing
Oil and gas explorat ion Prefabricated building manufacturing Other sport and recreational services
Beer, wine, spirit and tobacco manufacturing Sheep and beef catt le
Other food manufacturing Fruit and vegetable, oil and fat , cereal and f lour manufacturing
Forestry Building complet ion services
Furniture manufacturing Other leather product manufacturing
M edicinal, detergent and cosmetic manufacturing Local government administrat ion services and civil defence
Other chemical product manufacturing Superannuation fund operat ion
Other mining and quarrying Other construct ion services
Other farming Bacon, ham and small good manufacturing
Services to agriculture, hunt ing and trapping Central government administrat ion
Accommodation Other industrial chemical manufacturing
Other business services Petroleum and coal product manufacturing nec
M ixed livestock and cropping Site preparat ion services
Wholesale trade Building structure services
Advert ising and marketing services Glass and glass product and ceramic manufacturing
Other hort iculture Basic metal manufacturing
Structural, sheet and fabricated metal product manufacturing Dairy catt le farming
Textile manufacturing Soft drink, cordial and syrup manufacturing
Electronic equipment and appliance manufacturing Paper and paper product manufacturing
Electricity supply Other fruit growing
Bakery, sugar and confect ionery manufacturing Print ing and services to print ing
Retail t rade Other non-metallic mineral product manufacturing
Plumbing services Business administrat ive and management services
M otor vehicle and part manufacturing Seafood processing
Other industrial machinery and equipment manufacturing Coal mining
Apple and pear growing Personal and other community services
Health insurance Publishing, recorded media manufacturing
Kiwifruit growing Footwear manufacture
Installat ion t rade services Services to mining
Other community care services Ship and boat building
Other educat ion Libraries, museums and the arts
Electricity generat ion Plast ic product manufacturing
Other manufacturing Technical services
Gas supply Road f reight t ransport
Accommodat ion for the aged Services to f inance and insurance
Life insurance Oil and gas extract ion
Road passenger t ransport M otion picture, radio and TV services
Photographic and scient if ic equipment manufacturing Agricultural machinery manufacturing
Vehicle and equipment hire Computer services Child care services Scient if ic research
Services to forestry Fishing
Air transport , services to transport and storage Real estate agents
Fert iliser manufacturing Waste disposal, sewerage and drainage services
Logging Post school education
Employment, security and invest igat ive services Accounting services
Water and rail t ransport Legal services
Pre-school education Clothing manufacture
Residential property operators Finance
Veterinary services Rubber manufacturing
General insurance Defence
Lotteries, casinos and other gambling M edical, dental and other health services
Water supply Pest control and cleaning services
Electricity transmission Hospitals and nursing homes
Petroleum ref ining Communicat ion services
Commercial property operators Primary and secondary education
Ownership of owner-occupied dwellings Public order and safety services
Other transport equipment manufacturing
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 3 1
Figure 16: Column entropy for final demand weighted total requirement coefficients
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 3 2
Figure 17: Row entropy for export weighted total requirement coefficients
0 0.2 0.4 0.6 0.8 1 1.2 1.4
Non residential building construct ion Residential building construct ion
Investors in other property Horse and dog racing
Bars, clubs, cafes and restaurants Poult ry processing
M eat processing Owner builders
Other wood product manufacturing Log sawmilling and t imber dressing
Dairy product manufacturing Non building construct ion
Prefabricated building manufacturing Other sport and recreational services
Beer, wine, spirit and tobacco manufacturing Other food manufacturing
Sheep and beef catt le Oil and gas explorat ion
Fruit and vegetable, oil and fat , cereal and f lour manufacturing M edicinal, detergent and cosmetic manufacturing
Furniture manufacturing Forestry
Building complet ion services Other leather product manufacturing
Other chemical product manufacturing Local government administrat ion services and civil defence
Superannuation fund operat ion Accommodation
Central government administrat ion Bacon, ham and small good manufacturing
Other farming Other business services
Services to agriculture, hunt ing and trapping Other industrial chemical manufacturing
Petroleum and coal product manufacturing nec Wholesale trade
M ixed livestock and cropping Other mining and quarrying
Advert ising and marketing services Glass and glass product and ceramic manufacturing
Site preparat ion services Structural, sheet and fabricated metal product manufacturing
Soft drink, cordial and syrup manufacturing Textile manufacturing
Other hort iculture Electronic equipment and appliance manufacturing
Dairy catt le farming Basic metal manufacturing
Bakery, sugar and confect ionery manufacturing Print ing and services to print ing
Paper and paper product manufacturing Retail t rade
Other fruit growing Business administrat ive and management services Other non-metallic mineral product manufacturing
Seafood processing M otor vehicle and part manufacturing
Other industrial machinery and equipment manufacturing Personal and other community services
Health insurance Publishing, recorded media manufacturing
Other construct ion services Apple and pear growing
Footwear manufacture Installat ion t rade services
Kiwifruit growing Plumbing services
Ship and boat building Other educat ion
Coal mining Building structure services
Other community care services Services to mining
Libraries, museums and the arts Electricity supply
Other manufacturing Plast ic product manufacturing
Technical services Services to f inance and insurance
Road f reight t ransport Life insurance
M otion picture, radio and TV services Road passenger t ransport
Photographic and scient if ic equipment manufacturing Agricultural machinery manufacturing
Gas supply Vehicle and equipment hire
Computer services Accommodat ion for the aged
Scient if ic research Services to forestry
Oil and gas extract ion Child care services
Electricity generat ion Fishing
Air transport , services to transport and storage Real estate agents
Fert iliser manufacturing Waste disposal, sewerage and drainage services
Logging Employment, security and invest igat ive services
Post school education Accounting services
Water and rail t ransport Legal services
Clothing manufacture Residential property operators
Pre-school education Finance
Veterinary services Rubber manufacturing
General insurance Lotteries, casinos and other gambling
Defence Pest control and cleaning services
M edical, dental and other health services Water supply
Hospitals and nursing homes Petroleum ref ining
Communicat ion services Commercial property operators
Primary and secondary education Electricity transmission
Ownership of owner-occupied dwellings Other transport equipment manufacturing
Public order and safety services
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 3 3
Figure 18: Column entropy for export weighted total requirement coefficients
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 3 4
Figure 19: Row entropy for sales flows
6
0 0.2 0.4 0.6 0.8 1 1.2 1.4 1.6 1.8 2
Accounting services Business administrat ive and management services
Other business services Employment, security and invest igat ive services
Pest control and cleaning services Print ing and services to print ing
Advert ising and marketing services Investors in other property
Commercial property operators Computer services
Legal services Vehicle and equipment hire
General insurance Finance
Road f reight t ransport Publishing, recorded media manufacturing
Technical services Structural, sheet and fabricated metal product manufacturing
Plast ic product manufacturing Communicat ion services
Glass and glass product and ceramic manufacturing Petroleum ref ining
Other chemical product manufacturing Other educat ion
Other transport equipment manufacturing M otion picture, radio and TV services
Services to f inance and insurance Services to agriculture, hunt ing and trapping
Wholesale trade Waste disposal, sewerage and drainage services
Electricity supply Other industrial chemical manufacturing
Oil and gas extract ion Electricity generat ion
Rubber manufacturing M ixed livestock and cropping
Other construct ion services Other mining and quarrying
Water and rail t ransport Petroleum and coal product manufacturing nec
Basic metal manufacturing Other hort iculture
Fert iliser manufacturing Paper and paper product manufacturing
Scient if ic research Log sawmilling and t imber dressing
Other farming Other non-metallic mineral product manufacturing
Building structure services Textile manufacturing
Building complet ion services Gas supply
Horse and dog racing Other food manufacturing
Coal mining Road passenger t ransport
Other wood product manufacturing Air transport , services to transport and storage
Water supply Other industrial machinery and equipment manufacturing
Prefabricated building manufacturing Other manufacturing
Personal and other community services Retail t rade
Installat ion t rade services Photographic and scient if ic equipment manufacturing
M edicinal, detergent and cosmetic manufacturing Electronic equipment and appliance manufacturing
Other fruit growing Poult ry processing Services to mining
Services to forestry Fruit and vegetable, oil and fat , cereal and f lour manufacturing
Plumbing services Veterinary services
Sheep and beef catt le Non residential building construct ion
Oil and gas explorat ion Libraries, museums and the arts
Forestry Site preparat ion services
Non building construct ion M otor vehicle and part manufacturing
Logging Furniture manufacturing
Bakery, sugar and confect ionery manufacturing Child care services Real estate agents
Soft drink, cordial and syrup manufacturing Other leather product manufacturing
Fishing Agricultural machinery manufacturing
Ship and boat building M eat processing
Beer, wine, spirit and tobacco manufacturing Accommodation
Other sport and recreational services Clothing manufacture
Bacon, ham and small good manufacturing Apple and pear growing
Central government administrat ion Kiwifruit growing
Residential building construct ion Dairy product manufacturing
M edical, dental and other health services Dairy catt le farming
Accommodat ion for the aged Electricity transmission
Life insurance Seafood processing
Health insurance Other community care services
Bars, clubs, cafes and restaurants Post school education
Local government administrat ion services and civil defence Primary and secondary education
Owner builders Lotteries, casinos and other gambling
Hospitals and nursing homes Residential property operators
Pre-school education Footwear manufacture
Public order and safety services Defence
Ownership of owner-occupied dwellings Superannuation fund operat ion
I n t e r i n d u s t r y l i n k a g e s i n N e w Z e a l a n d 3 5
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input-output framework." Massey Economic Papers.
Dixon, R (1996) "Inter-industry transactions and input-output analysis." Australian Economic Review 115 (3rd quarter): 327-336.
National Accounts Division Statistics New Zealand (2001) "New Zealand System of National Accounts: Inter-industry study 1996 interim release of tables, 126 industries." http://intranet/information/library/publications/ExplanatoryNote_InterIndustryTables.doc.
Rasmussen, P N (1956) Studies in inter-sectoral relations: North-Holland.
Soofi, A (1992) "Industry linkages, indices of variation and structure of production: An international comparison." Economic Systems Research 4 (4): 349-375.
Statistics New Zealand (2001) "Information about the inter industry study." http://www.stats.govt.nz/__4c256426000e65c9.nsf/240803edd94086ae4c256809000746f1/4f1b29f4de910b01cc256a09007fb342?OpenDocument.
Theil, H (1971) Principles of econometrics: John Wiley & Sons, Inc.
United Nations (1993) "Supply and use tables and input-output." System of National Accounts 1993.