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Analytical retrospective superlative index based on New Zealand’s CPI: 2017

Analytical retrospective superlative index based on New Zealand's CPI: 2017 presents the results of an analytical retrospective superlative index time series calculated between the June 2002 and September 2017 quarters.

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Summary of key points

This paper draws on and extends work previously published by Stats NZ (2007, 2008, 2011, and 2015) and presents the results of an analytical retrospective superlative index time series calculated between the June 2002 and September 2017 quarters. It also highlights the benefits of reweighting the CPI frequently:

  • The published consumers price index (CPI), which is calculated using a fixed-weight Laspeyres-type formula, increased 35.9 percent between the June 2002 and September 2017 quarters, an average of 2.0 percent per year.
  • The analytical superlative time series, which is calculated using a Fisher formula, increased 32.3 percent between the June 2002 and September 2017 quarters, an average of 1.9 percent per year.
  • If no CPI reweights had happened after 2002, the CPI would have increased 42.8 percent between the June 2002 and September 2017 quarters, an average of 2.4 percent per year.
  • If no CPI reweight had happened in 2014, the CPI would have increased 4.0 percent between the June 2014 and September 2017 quarters (an average of 1.2 percent per year), compared with an increase of 3.1 percent for the published CPI over the same period (an average of 0.9 percent per year).

Introduction to CPI reweighting

On average, the New Zealand CPI is reweighted once every three years. Once each new set of CPI expenditure weights is calculated, the previous and new weights can be used to calculate a superlative index on a retrospective basis. This shows the impact of commodity substitution on the fixed-weighted CPI. Commodity substitution occurs when households react to changes in relative prices by reducing purchases of goods and services that have increased in price and instead buying more goods and services that haven’t increased as much.

Stats NZ implemented a review of the CPI in the December 2017 quarter covering the periods up to and including the September 2017 quarter. The new weightings have been used from December 2017. The review involved reselecting and reweighting the basket of representative goods and services to ensure it continued to reflect household spending patterns.

This paper also shows how the CPI might have tracked had no reweight, or only some reweights, occurred since 2002.

Retrospective superlative index

In this section we introduce the analytical retrospective superlative index, outline how it was constructed, and present the results in comparison with the published Laspeyres time series, and the tradables/non-tradables series.

Introduction to the superlative index

Under normal economic conditions, households tend to react to changes in relative prices by reducing purchases of goods and services that have increased in price and instead buying more goods and services that haven’t increased as much. For example, if apple prices increased a lot, but pear prices only a little, consumers might buy more pears and fewer apples than before. Continuing to price the same quantities of apples and pears would overstate the actual price change faced by consumers. Under such circumstances, a base-weighted Laspeyres index will be greater than a current-weighted Paasche index. In other words, a Laspeyres index will overstate price change, whereas a Paasche index will understate price change.

In New Zealand, as in most countries, the CPI is calculated using a Laspeyres formula, where weights reflect expenditure shares in some historical period. The CPI is therefore subject to upper-level (or item) substitution bias, unlike indexes calculated using a superlative index formula such as the Fisher index formula (which is the geometric mean of the overstating Laspeyres index and understating Paasche index). For this reason, many national statistical organisations calculate superlative indexes to help show the level of upward bias that can result when CPIs are not regularly reviewed or reweighted.

International studies (eg Shoemaker, 2013, and Van Kints & Bishop, 2013) have found the long-term difference between superlative and Laspeyres CPI indexes to be about 0.2 of a percentage point a year. In other words, annual price changes would be around 0.2 of a percentage point lower if the CPIs accounted for commodity substitution. In another study (Clews, Sanderson, & Ralph, 2014) found that in the short term, the difference can be as high as half a percentage point a year.

How the superlative index was constructed

A superlative index is the geometric mean of a Laspeyres and a Paasche index. The formula used to calculate these three index types can be found in the appendix.

Stats NZ based the analytical retrospective superlative index from the June 2002 quarter to the September 2017 quarter. (This would normally be the June quarter, however, the most recent review was delayed one quarter following the 2016 Kaikoura earthquake.) There were six reweights in this period. (These indexes are expressed on a base where 2002=1000.)

We based the most recent CPI reweight, implemented in the December 2017 quarter, on expenditure information from the 2015/16 Household Economic Survey (HES) and other sources, price-updated to the September 2017 quarter.

At each reweight, we price-update the expenditure weights to the price reference period. The effect of price-updating, recommended for CPIs by the International Labour Organization (ILO) and common international practice, is to express the underlying quantities of the weight reference period (ie the HES period) in the prices of the price reference period. We also made volume adjustments in 2017 to reflect trend changes in quantities since the 2015/16 weight reference period.

The retrospective superlative index between the June 2014 and September 2017 quarters is based on the underlying quantities for 2012/13 and 2015/16 (although in some cases adjustments were made to reflect quantity changes after both weight reference periods). We then linked the resulting three-year series to the June 2002 to June 2014 quarter series at the June 2014 quarter.

As part of a CPI review/reweight, we add and remove some goods and services from the basket. To calculate the Paasche index, we reallocate the expenditure weights of goods and services added to the basket across similar goods and services at each reweight year. The expenditures of goods and services removed from the basket are reallocated across similar, remaining goods and services. Table 1 gives a summary of the HES data time periods and number of items in the basket for each reweight.

Table 1

Summary of CPI baskets for last six reweights

CPI reweight year

Time period of HES data

No. of items in the basket

Superlative index published year

2002

2000–01

672

 

2006

2003–04

685

2007

2008

2006–07

694

2008

2011

2009–10

710

2011

2014

2012–13

709

2015

2017

2015–16

701

2018


Analytical retrospective superlative index results

CPI all groups

The analytical retrospective superlative index, calculated using a Fisher formula, increased 32.3 percent between the June 2002 and September 2017 quarters, while the published CPI all groups index, calculated using a fixed-weight Laspeyres-type formula, increased by 35.9 percent over the same period.

Between the June 2014 quarter and the September 2017 quarter, the analytical retrospective superlative index increased 2.6 percent, compared with a 3.1 percent increase for the Laspeyres-type index over the same period.

Table 2 below shows the superlative index time series from the June 2002 quarter to the September 2017 quarter. At the September 2017 quarter, the analytical Fisher all groups series was 1323, which was 36 index points lower than the Laspeyres-type index, at 1359.

Table 2

CPI analytical all groups index numbers

June quarters

Laspeyres

Fisher

Index points difference

2002

1000

1000

0

2003

1013

1011

2

2004

1034

1030

4

2005

1061

1055

6

2006

1103

1096

7

2007

1124

1115

9

2008

1170

1158

12

2009

1192

1179

13

2010

1212

1196

16

2011

1276

1258

18

2012

1288

1265

23

2013

1297

1270

27

2014

1318

1289

29

2015

1323

1293

30

2016

1329

1296

33

2017

1352

1317

35

September quarter

 

 

 

2017

1359

1323

36

Base:   June 2002 quarter (=1000)

 

Created with Highcharts 5.0.14IndexBase: June 2002 quarter (=1000)Analytical CPI indexes, quarterly, June 2002 to September 2017 (not seasonally adjusted)LaspeyresFisher20032004200520062007200820092010201120122013201420152016201790010001100120013001400Stats NZ

Analytical CPI indexes, quarterly, June 2002 to September 2017 (not seasonally adjusted)

Created with Highcharts 5.0.14IndexAnalytical CPI indexes, quarterly, June 2002 to September 2017 (not seasonally adjusted)LaspeyresFisher20032004200520062007200820092010201120122013201420152016201790010001100120013001400Stats NZ
DateTimeLaspeyresFisher
2002-06-011,0001,000
2002-09-011,0051,005
2002-12-011,0121,011
2003-03-011,0151,014
2003-06-011,0131,011
2003-09-011,0181,015
2003-12-011,0241,020
2004-03-011,0281,024
2004-06-011,0341,030
2004-09-011,0411,036
2004-12-011,0501,044
2005-03-011,0541,048
2005-06-011,0611,055
2005-09-011,0751,068
2005-12-011,0821,074
2006-03-011,0871,080
2006-06-011,1031,096
2006-09-011,1101,102
2006-12-011,1091,100
2007-03-011,1141,105
2007-06-011,1241,115
2007-09-011,1311,122
2007-12-011,1441,133
2008-03-011,1521,141
2008-06-011,1701,158
2008-09-011,1881,175
2008-12-011,1821,170
2009-03-011,1851,173
2009-06-011,1921,179
2009-09-011,2071,193
2009-12-011,2051,190
2010-03-011,2091,194
2010-06-011,2121,196
2010-09-011,2261,209
2010-12-011,2541,236
2011-03-011,2641,246
2011-06-011,2761,258
2011-09-011,2811,262
2011-12-011,2771,257
2012-03-011,2831,261
2012-06-011,2881,265
2012-09-011,2911,268
2012-12-011,2901,265
2013-03-011,2951,269
2013-06-011,2971,270
2013-09-011,3091,282
2013-12-011,3101,283
2014-03-011,3141,286
2014-06-011,3181,289
2014-09-011,3221,293
2014-12-011,3201,290
2015-03-011,3181,287
2015-06-011,3231,293
2015-09-011,3281,297
2015-12-011,3211,290
2016-03-011,3231,291
2016-06-011,3291,296
2016-09-011,3331,300
2016-12-011,3391,305
2017-03-011,3521,316
2017-06-011,3521,317
2017-09-011,3591,323

From the June 2002 quarter to the September 2017 quarter, the Laspeyres-type index rose an average of 2.0 percent a year, compared with 1.9 percent for the Fisher index. (Note that alternative housing weights were used from the June 2002 to June 2006 quarters. More information about this can be found in the appendix.) Over the three years from the June 2014 quarter to the September 2017 quarter, the Laspeyres-type index rose an average of 0.9 percent a year, compared with 0.8 percent for the Fisher index.

Tradables and non-tradables

The tradables and non-tradables components of the CPI divide CPI goods and services into two categories – one contains goods and services that are imported or in competition with foreign goods, either in domestic or foreign markets (tradables); and the other contains goods and services that do not face foreign competition (non-tradables). Movements in the tradables category (tradable inflation) demonstrate how international price movements and exchange rates affect movements in consumer prices. The non-tradables category shows how domestic demand and supply conditions affect consumer prices.

Table 3 below shows the Laspeyres and analytical Fisher index time series for tradables and non-tradables. At the September 2017 quarter, the difference for the tradables component was 39 index points, while the difference for the non-tradables component was only 15 index points.

Table 3

CPI analytical all groups index numbers – tradables and non-tradables
June quartersTradablesNon-tradables
LaspeyresFisherIndex points differenceLaspeyresFisherIndex points difference
2002 1000 1000 0 1000 1000 0
2003 988 986 2 1034 1034 0
2004 982 979 3 1078 1077 1
2005 990 984 6 1122 1120 2
2006 1027 1019 8 1167 1165 2
2007 1022 1011 11 1214 1213 1
2008 1071 1056 15 1256 1253 3
2009 1073 1055 18 1298 1295 3
2010 1083 1062 21 1327 1323 4
2011 1143 1118 25 1396 1390 6
2012 1130 1101 29 1430 1421 9
2013 1112 1081 31 1466 1454 12
2014 1113 1080 33 1506 1492 14
2015 1093 1060 33 1537 1522 15
2016 1077 1041 36 1566 1551 15
2017 1087 1048 39 1602 1587 15
September quarter            
2017 1088 1049 39 1614 1599 15
Base: June 2002 quarter (=1000)

 

From the June 2002 quarter to the September 2017 quarter, the published tradables Laspeyres-type index rose an average of 0.6 percent a year, compared with 0.3 percent for the analytical Fisher index. Over the same period, the published non-tradables Laspeyres-type index rose an average of 3.2 percent a year, compared with 3.1 percent for the analytical Fisher Index.

The reason for the difference between the tradables and non-tradables is partly because the former experiences large price decreases and associated large quantity and quality increases (eg the audio-visual equipment class, and the telecommunication equipment subgroup), while the latter does not.

Impact of reweighting the CPI basket

This section examines how the CPI would have tracked under the following four scenarios:

  • Scenario 1 – CPI reweights in 2006, 2008, 2011, and 2014. This time series is identical to the published CPI.
  • Scenario 2 – no CPI reweights between 2002 and 2017. Shows the situation where the CPI is not reweighted at all.
  • Scenario 3 – CPI reweights in 2006, 2008, and 2011, but not 2014. Shows the short-term effect of not reweighting for one review period.
  • Scenario 4 – CPI reweights in 2008, 2011, and 2014, but not 2006. Shows the long-term effect of not reweighting for one review period.

Table 4 below shows the Laspeyres-type index time series from the June 2002 quarter to the September 2017 quarter for each scenario. At the September 2017 quarter, the difference between the scenario 1 and scenario 2 indexes is 69 index points.

Table 4

CPI analytical all groups index numbers

June quarters

Published CPI (scenario 1)

No reweight (scenario 2)

No reweight in 2014 (scenario 3)

No reweight in 2006 (scenario 4)

2002

1000

1000

1000

1000

2003

1013

1013

1013

1013

2004

1034

1034

1034

1034

2005

1061

1061

1061

1061

2006

1103

1103

1103

1103

2007

1124

1129

1124

1129

2008

1170

1179

1170

1179

2009

1192

1206

1192

1201

2010

1212

1233

1212

1221

2011

1276

1302

1276

1286

2012

1288

1326

1288

1297

2013

1297

1347

1297

1307

2014

1318

1375

1318

1328

2015

1323

1383

1327

1333

2016

1329

1393

1336

1339

2017

1352

1422

1365

1362

September quarter

 

 

 

 

2017

1359

1428

1371

1369

Base:   June 2002 quarter (=1000)

Note: The 2006 reweight was implemented four years after the previous reweight in 2002, a year later than usual. However, the 2008 reweight was implemented two years after the 2006 reweight, bringing the CPI back to a three-yearly review cycle.

Between the June 2002 and September 2017 quarters, the published CPI (scenario 1) increased 35.9 percent (2.0 percent per year).

Had reweights not taken place in 2006, 2008, 2011, or 2014 (scenario 2) the index would have increased 42.8 percent (2.4 percent per year).

This compares with 37.1 percent had the index been reweighted in 2006, 2008, and 2011, but not in 2014 (2.1 percent per year – scenario 3). Or 36.9 percent had the index been reweighted in 2008, 2011, and 2014, but not in 2006 (also 2.1 percent per year – scenario 4).

Figure 2

Created with Highcharts 5.0.14IndexBase: June 2002 quarter (=1000)Analytical CPI indexes timeseries for all four scenarios, quarterly, June 2002 to September 2017 (not seasonally adjusted)Scenario 1 – LaspeyresScenario 2 – no reweightScenario 3 – no reweight in 2014Scenario 4 – no reweight in 2006200320042005200620072008200920102011201220132014201520162017900100011001200130014001500Stats NZ

Analytical CPI indexes timeseries for all four scenarios, quarterly, June 2002 to September 2017 (not seasonally adjusted)

Created with Highcharts 5.0.14IndexAnalytical CPI indexes timeseries for all four scenarios, quarterly, June 2002 to September 2017 (not seasonally adjusted)Scenario 1 – LaspeyresScenario 2 – no reweightScenario 3 – no reweight in 2014Scenario 4 – no reweight in 2006200320042005200620072008200920102011201220132014201520162017900100011001200130014001500Stats NZ
DateTimeScenario 1 – LaspeyresScenario 2 – no reweightScenario 3 – no reweight in 2014Scenario 4 – no reweight in 2006
2002-06-011,0001,0001,0001,000
2002-09-011,0051,0051,0051,005
2002-12-011,0121,0121,0121,012
2003-03-011,0151,0151,0151,015
2003-06-011,0131,0131,0131,013
2003-09-011,0181,0181,0181,018
2003-12-011,0241,0241,0241,024
2004-03-011,0281,0281,0281,028
2004-06-011,0341,0341,0341,034
2004-09-011,0411,0411,0411,041
2004-12-011,0501,0501,0501,050
2005-03-011,0541,0541,0541,054
2005-06-011,0611,0611,0611,061
2005-09-011,0751,0751,0751,075
2005-12-011,0821,0821,0821,082
2006-03-011,0871,0871,0871,087
2006-06-011,1031,1031,1031,103
2006-09-011,1101,1121,1101,112
2006-12-011,1091,1141,1091,114
2007-03-011,1141,1181,1141,118
2007-06-011,1241,1291,1241,129
2007-09-011,1311,1381,1311,138
2007-12-011,1441,1521,1441,152
2008-03-011,1521,1611,1521,161
2008-06-011,1701,1791,1701,179
2008-09-011,1881,1981,1881,197
2008-12-011,1821,1981,1821,191
2009-03-011,1851,2001,1851,194
2009-06-011,1921,2061,1921,201
2009-09-011,2071,2231,2071,216
2009-12-011,2051,2251,2051,214
2010-03-011,2091,2291,2091,218
2010-06-011,2121,2331,2121,221
2010-09-011,2261,2481,2261,235
2010-12-011,2541,2781,2541,263
2011-03-011,2641,2901,2641,273
2011-06-011,2761,3021,2761,286
2011-09-011,2811,3101,2811,291
2011-12-011,2771,3101,2771,287
2012-03-011,2831,3211,2831,293
2012-06-011,2881,3261,2881,297
2012-09-011,2911,3321,2911,301
2012-12-011,2901,3341,2901,299
2013-03-011,2951,3431,2951,305
2013-06-011,2971,3471,2971,307
2013-09-011,3091,3591,3091,319
2013-12-011,3101,3631,3101,320
2014-03-011,3141,3691,3141,324
2014-06-011,3181,3751,3181,328
2014-09-011,3221,3801,3231,332
2014-12-011,3201,3781,3211,330
2015-03-011,3181,3771,3211,328
2015-06-011,3231,3831,3271,333
2015-09-011,3281,3881,3321,337
2015-12-011,3211,3821,3261,331
2016-03-011,3231,3851,3291,333
2016-06-011,3291,3931,3361,339
2016-09-011,3331,3991,3421,343
2016-12-011,3391,4041,3481,349
2017-03-011,3521,4181,3621,362
2017-06-011,3521,4221,3651,362
2017-09-011,3591,4281,3711,369

Conclusion

Stats NZ prepared the analytical superlative time series to assess the impact on the CPI of commodity substitution. The results shown in these time series are broadly in line with results from international studies.

These time series also show the potential effect of not reweighting the CPI, reweighting it less frequently, and the benefit of three-yearly reweights currently in place.

Stats NZ will compile a retrospective superlative index following the next reweight of the CPI basket, which is scheduled for 2020.

References

Akem, A (2018). Reference paper for the “Methodological issues in CPI compilation” [PDF, 19p]. Paper presented at United Nations Economic Commission for Europe, 7–9 May 2018, Geneva, Switzerland.

Clews, G, Sanderson, R, & Ralph, J (2014). Calculating a retrospective superlative consumer prices index for the UK [PDF, 41p]. Retrieved from Office for National Statistics, www.ons.gov.uk.

International Labour Organization (2003). Resolution concerning consumer price indices. Available from www.ilo.org.

Shoemaker, OJ (2013). 10 Years of comparative results: Chained C-CPI-U vs regular CPI-U [PDF, 13p]. Available from Bureau of Labor Statistics, www.bls.gov/.

Statistics New Zealand (2007). Consumers price index: Retrospective superlative index and impact of alternative housing weights – Information paper. Available from www.stats.govt.nz.

Statistics New Zealand (2008). Consumers price index retrospective superlative index, 2008. Available from www.stats.govt.nz.

Statistics New Zealand (2011). Analytical retrospective superlative index based on New Zealand’s CPI: 2011. Available from www.stats.govt.nz.

Statistics New Zealand (2013). CPI Advisory Committee 2013. Available from www.stats.govt.nz.

Statistics New Zealand (2014). Analytical retrospective superlative index based on New Zealand’s CPI: 2014. Available from www.stats.govt.nz.

Stats NZ (2017). Consumer price index review: 2017 (revised). Available from www.stats.govt.nz.

Van Kints, M & Bishop, G. (2013). Geometric indexes and substitution bias in the CPI [PDF, 26p]. Paper presented to the Ottawa Group. Available from www.ottawagroup.org/Ottawa/ottawagroup.nsf/home/Papers.

Appendix

The time series presented in this paper use housing weights for 2002 that are different from the housing weights used in the official CPI. We calculated the alternative housing weights to be consistent with the method used to calculate the 2006, 2008, 2011, 2014, and 2017 housing weights. These differences affect the time series from the June 2002 quarter to the June 2006 quarter. From the June 2006 quarter onwards, weights used match those in the official CPI. For more details on these alternative housing weights, see Consumers price index: Retrospective superlative index and impact of alternative housing weights (Statistics NZ, 2007).

Prices for fresh fruit and vegetables are not seasonally adjusted for the analytical retrospective time series, between the June 2002 and September 2017 quarters. In the official CPI, prices for fresh fruit and vegetables were seasonally adjusted between the June 2002 and June 2006 quarters but not after that.

Price index formulae

The Laspeyres price index formula, expressed in terms of expenditure weights and price relatives is:

The Paasche price index formula, expressed in terms of expenditure weights and price relatives is:

The Fisher price index is the geometric mean of the Laspeyres and Paasche price indexes:

 

Where:

PL = Laspeyres price index

PP = Paasche price index

PF = Fisher price index

wi0 = expenditure weight of the ith good or service for the base period 0

wi1 = expenditure weight of the ith good or service for the current period 1

pi0 = price or index number of the ith good or service for the base period 0

pi = price or index number of the ith good or service for the current period 1

 

ISBN 978-1-98-852892-2

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