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Demonstration on Rebasing and Linking of National Accounts Workshop on the Methodological Review of Benchmarking, Rebasing and Chain-Linking of Economic Indicators 24-26 August 2011, Vientiane, Lao People’s Democratic Republic Benson Sim UN STATISTICS DIVISION • • • Rebasing of national accounts using hypothetical dataset • Calculate volume measures of GDP and Laspeyres volume indexes using a specific base year (Table 2) • Rebase entire GDP series using new base year (Table 3) • Rebase GDP series from new base year onwards with no linking (Table 4) • Rebase GDP series from new base year onwards with linking (Table 5) • Calculate annually-chained volume indexes and measures of GDP (Tables 6 to 8) Conclusion Extensive reference will be made to Excel tables 2 Assumptions • 2 single (homogenous) products, X and Y, in an economy • X and Y are most detailed products available (i.e., no further breakdown possible) • Real growth rates of X and Y will be the same in all situations • Statistical agency has available information on price indexes and value at current prices of X and Y • X shows rising prices and Y shows falling prices • Example of X: service • Example of Y: information technology good 3 • • Currently, statistical agency calculates volume measures of entire GDP series using Year 1 as base year For each product (X and Y), calculate volume measure by deflating nominal value by price index for each year • Example: Volume measure of X for Year 3 is Nominal value for Year 3 from Table 1 ×100 Price index for Year 3 from Table 1 233.1 100 224.1 104.0 4 • • • Sum up deflated values of X and Y to obtain volume measures of GDP Calculate real growth rates of X, Y, and GDP Calculate Laspeyres volume index for GDP with Year 1 as reference year (i.e., volume index for Year 1 will have value of 100.0) • Example: Laspeyres volume index for GDP for Year 3 is Volume measure for Year 3 from Table 2 ×100 Volume measure for Year 1 from Table 2 429.2 100 122.6 350.0 5 • • • Statistical agency realises that present base year (Year 1) has become outdated and decides to rebase GDP Statistical agency calculates volume measures of entire GDP series using Year 6 as new base year as it finds that Year 6 is a normal year with no dramatic changes For each product (X and Y), compute price indexes with Year 6 as reference period (i.e., price indexes for Year 6 will have value of 100.0) • Example: Price index for X for Year 9 is Price index for Year 9 from Table 1 ×100 Price index for Year 6 from Table 1 116.0 100 105.4 110.1 6 • For each product (X and Y), calculate volume measure by deflating nominal value by price index for each year • Example: Volume measure of X for Year 9 is Nominal value for Year 9 from Table 1 ×100 Price index for Year 9 from Table 3 318.0 100 301.8 105.4 7 • • • Sum up volume measures of X and Y to obtain volume measures of GDP Calculate real growth rates of X, Y, and GDP Compute Laspeyres volume index for GDP with Year 6 as reference year (i.e., volume index for Year 6 will have value of 100.0) • Example: Laspeyres volume index for GDP for Year 9 is Volume measure for Year 9 from Table 3 ×100 Volume measure for Year 6 from Table 3 486.8 100 125.7 387.2 8 • • • • • Consistent time series for volume measures of GDP Real growth rates of X and Y are same as those in Table 2 because X and Y are most detailed products available Volume measures of GDP are additive, but real GDP growth rates have been revised throughout and are much lower Economic history has been rewritten As mentioned earlier, this method of doing rebasing is not recommended 9 • • • • Statistical agency realises that the rebasing method in Table 3 is not appropriate as economic history has been rewritten Statistical agency decides to calculate volume measures of GDP from Year 6 using Year 6 as base year and volume measures of GDP from Years 1 to 6 using Year 1 as base year Volume measures of X, Y, and GDP from Years 1 to 6 will be same as those in Table 2 Volume measures of X, Y, and GDP from Years 6 to 10 will be same as those in Table 3 10 • • Combine the two sub-series to get entire time series (see bottom of table) Insert break (|) between volume measures for Years 5 and 6 to indicate they are calculated using different base years 11 • • Question • Which real GDP growth rate for Year 6 do we use? • Real GDP growth rate calculated using Year 1 as base year (11.6%)? • Real GDP growth rate calculated using Year 6 as base year (7.4%)? Answer • Real GDP growth rate calculated using Year 1 as base year (11.6%) 12 • Why? • Volume measures of GDP calculated using Year 6 as base year only start from Year 6, not Year 5 • Volume measures of GDP from Years 1 to 6 calculated using Year 1 as base year are available 13 • • • • • • Real growth rates of X and Y are same as those in Table 2 because X and Y are most detailed products available Volume measures of GDP are additive Real GDP growth rates from Years 2 to 6 are the same as those in Table 2 Real GDP growth rates from Year 7 are lower than those in Table 2 Periodic rebasing ensures real GDP growth rates in recent years are calculated with weights more representative of new base year But, inconsistent time series for volume measures of GDP 14 • • • To solve problem with inconsistent volume measures of GDP, statistical agency decides to link the two sub-series in Table 4 using Year 6 as reference year Volume measures of X, Y, and GDP from Years 6 to 10 will be same as those in Table 4 Calculate volume measures of X, Y, and GDP and volume indexes of GDP separately before Year 6 by using their real growth rates at prices of Year 1 to extrapolate backwards their levels for Year 6 15 • Example: Volume measure of X for Year 5 is Volume measure for Year 6 from Table 5 Real growth rate for Year 6 from Table 5 1+ 100 ×100 271.1 262.6 3.2 1 100 16 • Example: Volume measure of X for Year 4 is Volume measure for Year 5 from Table 5 Real growth rate for Year 5 from Table 5 1+ 100 ×100 262.6 254.0 3.4 1 100 17 • Example: Volume measure of GDP for Year 5 is Volume measure for Year 6 from Table 5 Real growth rate for Year 6 from Table 5 1+ 100 ×100 387.2 346.9 11.6 1 100 18 • Example: Volume measure of GDP for Year 4 is Volume measure for Year 5 from Table 5 Real growth rate for Year 5 from Table 5 1+ 100 ×100 346.9 310.5 11.7 1 100 19 • Example: Laspeyres volume index for GDP for Year 5 is Laspeyres volume index for Year 6 from Table 5 Real growth rate for Year 6 from Table 5 1+ 100 ×100 100.0 100 89.6 11.6 1 100 20 • Example: Laspeyres volume index for GDP for Year 4 is Laspeyres volume index for Year 5 from Table 5 Real growth rate for Year 5 from Table 5 1+ 100 ×100 89.6 100 80.2 11.7 1 100 21 • • • • • Real growth rates of X and Y are same as those in Table 2 because X and Y are most detailed products available Real GDP growth rates from Years 2 to 6 are the same as those in Table 2 Real GDP growth rates from Year 7 are lower than those in Table 2 Laspeyres volume indexes for GDP are periodically chained But, volume measures of GDP are non-additive from Years 1-5 (i.e., X and Y do not add up to GDP) due to the linking of components and GDP independently 22 • • Nevertheless, it is preferable to rebase GDP and then link the volume series so as not to create breaks Explain in methodological notes and metadata why volume measures of GDP are non-additive after rebasing and linking 23 • • • • Statistical agency decides to calculate experimental annually-chained volume indexes and measures of GDP to see how real growth rates would look like Statistical agency decides to do this using the Fisher index number formula Statistical agency also decides to express the volume measures using Year 6 as reference year Statistical agency will need to calculate annually-chained Laspeyres and Paasche volume indexes as the annuallychained Fisher volume indexes are the geometric mean (i.e., square root) of the product of these two volume indexes 24 • • Compute annually-chained Laspeyres volume indexes and measures as follows For each product (X and Y), calculate volume measure for Year t at prices of previous year (t-1) separately by using their real growth rates to extrapolate their nominal levels for Year t • Example: Volume measure of X for Year 2 at price of Year 1 is Real growth rate for Year 2 from Table 2 Nominal value for Year 1 from Table 1 1+ 100 3.2 210.0 1 216.7 100 25 • Example: Volume measure of X for Year 3 at price of Year 2 is Real growth rate for Year 3 from Table 2 Nominal value for Year 2 from Table 1 1+ 100 3.5 221.2 1 228.8 100 26 • • Sum up resultant volume measures of X and Y to obtain volume measures of GDP at prices of previous year (t-1) Compute Laspeyres volume index for GDP at prices of previous year (t-1) • Example: Laspeyres volume index for GDP for Year 2 is Volume measure for Year 2 from Table 6 ×100 Nominal value for Year 1 from Table 1 386.0 100 110.3 350.0 27 • Example: Laspeyres volume index for GDP for Year 3 is Volume measure for Year 3 from Table 6 ×100 Nominal value for Year 2 from Table 1 393.3 100 110.2 357.0 28 • Compute annually-chained Laspeyres volume index for GDP using Year 6 as reference year • Example: Annually-chained Laspeyres volume index for GDP for Year 7 is Index for Year 6 from Table 6 Laspeyres volume index for Year 7 from Table 6 100 107.9 100.0 107.9 100 29 • Example: Annually-chained Laspeyres volume index for GDP for Year 8 is Index for Year 7 from Table 6 Laspeyres volume index for Year 8 from Table 6 100 107.9 107.3 115.8 100 30 • • Compute annually-chained Laspeyres volume measures for X, Y, and GDP using Year 6 as reference year Thus, annually-chained Laspeyres volume measures for X, Y and GDP for Year 6 will be same as corresponding nominal values in Table 1 • Example: Annually-chained Laspeyres volume measure for GDP for Year 7 is Value for Year 6 from Table 6 Laspeyres volume index for Year 7 from Table 6 100 387.2 107.9 417.9 100 31 • Example: Annually-chained Laspeyres volume measure for GDP for Year 8 is Chained value for Year 7 from Table 6 417.9 • Laspeyres volume index for Year 8 from Table 6 100 107.3 448.4 100 Compute real growth rates of annually-chained Laspeyres volume measures for X, Y, and GDP 32 • • • Real growth rates of X and Y are same as those in Table 2 because X and Y are most detailed products available Real GDP growth rates from Year 3 onwards are lower than those in Table 2 Annually-chained Laspeyres volume measures of GDP are non-additive (i.e., X and Y do not add up to GDP) for all years except Years 6 and 7 33 • • Compute annually-chained Paasche volume indexes and measures as follows For each product (X and Y), calculate volume measure for Year t at prices of following year (t+1) separately by using the reciprocal of their real growth rates to extrapolate their nominal levels for Year t+1 • Example: Volume measure of X for Year 1 at the price of Year 2 is Nominal value for Year 2 from Table 1 1 Real growth rate for Year 2 from Table 2 1+ 100 1 221.2 214.4 3.2 1 100 34 • Example: Volume measure of X for Year 2 at price of Year 3 is Nominal value for Year 3 from Table 1 1 Real growth rate for Year 3 from Table 2 1+ 100 1 233.1 225.3 3.5 1 100 35 • • Sum up resultant volume measures of X and Y to obtain volume measures of GDP at prices of following year (t+1) Compute Paasche volume index for GDP at prices of following year (t+1) • Example: Paasche volume index for GDP for Year 2 is Nominal value for Year 2 from Table 1 ×100 Volume measure for Year 1 from Table 7 357.0 100 109.3 326.7 36 • Example: Paasche volume index for GDP for Year 3 is Nominal value for Year 3 from Table 1 ×100 Volume measure for Year 2 from Table 7 364.4 100 109.2 333.7 37 • Compute annually-chained Paasche volume index for GDP using Year 6 as reference year • Example: Annually-chained Paasche volume index for GDP for Year 7 is Index for Year 6 from Table 7 Paasche volume index for Year 7 from Table 7 100 107.3 100.0 107.3 100 38 • Example: Annually-chained Paasche volume index for GDP for Year 8 is Index for Year 7 from Table 7 Paasche volume index for Year 8 from Table 7 100 107.3 106.8 114.6 100 39 • • Compute annually-chained Paasche volume measures for X, Y, and GDP using Year 6 as reference year Thus, annually-chained Paasche volume measures for X, Y and GDP for Year 6 will be same as corresponding nominal values in Table 1 • Example: Annually-chained Paasche volume measure for GDP for Year 7 is Value for Year 6 from Table 7 Paasche volume index for Year 7 from Table 7 100 387.2 107.3 415.4 100 40 • Example: Annually-chained Paasche volume measure for GDP for Year 8 is Chained value for Year 7 from Table 7 415.4 • Paasche volume index for Year 8 from Table 7 100 106.8 443.7 100 Compute real growth rates of annually-chained Paasche volume measures for X, Y, and GDP 41 • • • Real growth rates of X and Y are same as those in Table 2 because X and Y are most detailed products available Real GDP growth rates are lower than those in Table 2 and Table 6 Annually-chained Paasche volume measures of GDP are non-additive (i.e., X and Y do not add up to GDP) for all years except Years 5 and 6 42 • • Compute annually-chained Fisher volume indexes and measures as follows Compute Fisher volume indexes for GDP as geometric mean (square root) of corresponding Laspeyres and Paasche volume indexes • Example: Fisher volume index for GDP for Year 2 is Laspeyres volume index from Table 6 Paasche volume index from Table 7 1 2 110.3109.3 109.8 43 1 2 • Example: Fisher volume index for GDP for Year 3 is Laspeyres volume index from Table 6 Paasche volume index from Table 7 1 2 110.2109.2 109.7 44 1 2 • Compute annually-chained Fisher volume index for GDP using Year 6 as reference year • Example: Annually-chained Fisher volume index for GDP for Year 7 is Index for Year 6 from Table 7 Fisher volume index for Year 7 from Table 8 100 107.6 100.0 107.6 100 45 • Example: Annually-chained Fisher volume index for GDP for Year 8 is Index for Year 7 from Table 7 Fisher volume index for Year 8 from Table 8 100 107.6 • 107.0 115.2 100 Annually-chained Fisher volume index for GDP can also be computed as the geometric mean (square root) of corresponding annually-chained Laspeyres and Paasche volume indexes 46 • • Compute annually-chained Fisher volume measures for X, Y, and GDP using Year 6 as reference year Thus, annually-chained Fisher volume measures for X, Y and GDP for Year 6 will be same as corresponding nominal values in Table 1 • Example: Annually-chained Fisher volume measure for GDP for Year 7 is Value for Year 6 from Table 8 Fisher volume index for Year 7 from Table 8 100 387.2 107.6 416.7 100 47 • Example: Annually-chained Fisher volume measure for GDP for Year 8 is Chained value for Year 7 from Table 8 416.7 • Fisher volume index for Year 8 from Table 8 100 107.0 446.0 100 Compute real growth rates of annually-chained Fisher volume measures for X, Y, and GDP 48 • • • • • Real growth rates of X and Y are same as those in Table 2 because X and Y are most detailed products available Real GDP growth rates are lower than those in Table 2 and between those in Table 6 and Table 7 Real GDP growth rates computed using annually-chained Fisher index number formula provide most appropriate picture of economic growth as it uses weights from two consecutive years Annually-chained Fisher volume measures of GDP are nonadditive (i.e., X and Y do not add up to GDP) for all years except Year 6 Calculation of annually-chained Fisher volume indexes is demanding exercise as it involves many steps 49 • • • Real growth rates of X and Y are same in all situations because X and Y are most detailed products available Periodic rebasing helps to ensure real GDP growth rates in recent years are calculated with weights which are more representative of new base year Calculating annually-chained GDP volume measures (as recommended by 2008 SNA) helps to ensure real GDP growth rates are calculated with even more representative weights 50 • • • However, computation of annually-chained GDP volume indexes and measures (especially, Fisher) is resourceintensive and computationally-demanding exercise Also, additivity of GDP is not preserved If statistical agencies are currently not in a position to calculate annually-chained GDP volume measures, they should consider periodic rebasing with linking so that consistent time-series volume measures of GDP can be produced 51 • • • Base year should not be more than 5 years old Statistical agencies should explain clearly in methodological notes and metadata why periodic rebasing with linking will result in volume measures of GDP becoming non-additive At the earliest convenience, statistical agencies should switch to computing annually-chained volume measures of GDP 52 Thank You 53