Understanding the Link Between Micro and Macro Consump8on Data ( a - - PowerPoint PPT Presentation

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Understanding the Link Between Micro and Macro Consump8on Data ( a - - PowerPoint PPT Presentation

Understanding the Link Between Micro and Macro Consump8on Data ( a project for 2017-18 ) Thomas Crossley, Essex Sofiya Stoyanova , ONS Richard Tonkin, ONS ESCoE Workshop, October 2 nd 2017 Mo8va8on(s) At least three: Understanding the


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Understanding the Link Between Micro and Macro Consump8on Data (a project for 2017-18)

Thomas Crossley, Essex Sofiya Stoyanova , ONS Richard Tonkin, ONS ESCoE Workshop, October 2nd 2017

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Mo8va8on(s)

  • At least three:

– Understanding the distribu8on of headline growth – Understanding macroeconomic developments and tes8ng macro models – Assessing micro-data

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Distribu8onal Na8onal Accounts

  • Distribu8on of growth
  • Following S8glitz et al., 2009 (see also, OECD,

2013, ONS 2014, PikeYy et al., 2015 and Fixler et al, 2016).

  • Take the micro-data to NA concepts and totals

– Appor8on headline growth figures – Interna8onal comparisons

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Understanding Macroeconomic Developments

  • Many macroeconomic phenomena admit

mul8ple explana8ons

– Eg. Increase in household saving a]er financial crisis

  • Difficult to dis8nguish different models from

aggregate 8me series

  • Micro-data would help (age, cohort, educa8on

employment…..), but

  • Not credible if inconsistent with aggregate data
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Saving on a Rainy Day

Source: Alan, Crossley and Low, (2012)

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Understanding Macroeconomic Developments

  • Source: Crossley&O’Dea (2010)
  • From 1992 to Financial Crisis the correla8on is -0.7
  • 2%

0% 2% 4% 6% 8% 10% 12% 14% 16% Saving Rate Year HSR (Nat. Acc.) EFS/LCFS

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Increasing Disparity Between Micro and Macro Consump8on

  • Ra8o of aggregated micro-data to na8onal accounts total for

consump8on expenditure

  • Source: BarreY et al. , 2015 (calcula8ons due to the authors)
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Understanding Macroeconomic Developments

  • NA concepts deviate considerable from

household cash flows (Cynamon & Fazzari, 2017)

  • Micro-concept much closer to what

households observe and choose

– Therefore superior for tes8ng micro-founda8ons

  • f macro based on household behaviour

– Perceived living standards

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Assessing Micro-data

  • Considerable recent worry about the quality
  • f data from household surveys (Meyer et al.,

2015)

  • For household budget surveys (consump8on)

under-repor8ng is key concern

  • Fewer comparators than income – compare to

NA (eg. BarreY et al, 2015; Passero et al, 2015)

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Different Approaches for Different Purposes

Na8onal Accounts Micro Data

Micro-data for Macro research Distribu8onal Na8onal Accounts Assess survey under-repor8ng?

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Previous ONS Work

  • Distribu8onal accounts for household income and

consump8on (ONS, 2015; Zwijnenburg et al, 2017)

– part of an OECD working group – micro data taken to the NA concept, and then scaled to NA totals, – NA totals appor8oned to groups of households.

  • Experimental alterna8ve measures of disposable

income and the household saving ra8o (ONS, 2017).

– exclude transac8ons that are imputed or unobserved by households èhousehold cash flow basis

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Coverage by Category

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Alterna8ve Measure of the Saving Ra8o

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Worries About Propor8onal Scaling

Source: Brzozowski & Crossley (2011)

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Our plans

“Further light would be shed on the factors behind the discrepancy by means of a reconciliaBon between the FES/EFS data and the figures produced in the naBonal accounts, but that can be provided only by the Office for NaBonal StaBsBcs”

  • Weale (2009)
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Our plans

  • Build on two exis8ng strands of ONS work
  • Exploit newly available NPISH-Household sector

split

  • Consider alterna8ve reconcilia8ons
  • Alterna8ves to propor8onal scaling
  • Document adjustments to raw household

spending data (eg. balancing) in the produc8on

  • f na8onal accounts

– BeYer understanding of discrepancies – Start with food and clothing & footwear

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Ul8mate goals

  • Best possible micro-data for studying

macroeconomic developments

  • BeYer assessment of micro data and possible

feedback to design and produc8on of micro data

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Thank you

  • lcrossley@gmail.com
  • Sofiya.Stoyanova@ons.gsi.gov.uk
  • richard.tonkin@ons.gov.uk
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References

  • BarreY, Garry, Peter Levell, and Kevin Milligan. "A Comparison of Micro and Macro Expenditure Measures across Countries

Using Differing Survey Methods." in Carroll, C. D., Crossley, T.F. & Sabelhaus, J. Improving the Measurement of Consumer Expenditures, NBER Studies in Income and Wealth Vol. 74 (2015): 263-286

  • Brzozowski, M. and T.F. Crossley, (2011), “Measuring the Well-being of the Poor with Income or Consump8on: A Canadian

Perspec8ve,” Canadian Journal of Economics. 44(1):88-106.

  • Crossley and O’Dea, 2010 (Figure B1). “The wealth and saving of UK families on the eve of the crisis", IFS Report no. 71.

hYp://www.ifs.org.uk/publica8ons/5200

  • Cynamon, B.Z and S.M. Fazzari, (2017). “Household Income, Demand, and Saving: Deriving Macro Data With Micro Data

Concepts.” Review of Income and Wealth, 63(1):1475-4991

  • Fixler, D., D. Johnson, A. Craig and K. Furlong. “A Consistent Data Series to Evaluate Growth and Inequality in the Na8onal

Accounts” Na8onal Poverty Center Working Paper Series #16-04. University of Michigan. (July, 2016)

  • Meyer, B., Mok, W., & Sullivan, J. (2015). Household Surveys in Crisis. The Journal of Economic PerspecBves, 29(4), 199-226.
  • OECD (2013), OECD Framework for Sta8s8cs on the Distribu8on of Household Income, Consump8on and Wealth, OECD

Publishing.

  • ONS (2014) Economic Well-being, Framework and Indicators
  • ONS (2015) The Distribu8on of Household Income, Consump8on and Savings, an OECD study.
  • ONS, (2017) Alterna8ve measures of UK real household disposable income and the saving ra8o: Mar 2017
  • Passero, William, Thesia I. Garner, and Clinton McCully. "Understanding the Rela8onship: CE Survey and PCE" in Carroll, C.

D., Crossley, T.F. & Sabelhaus, J. Improving the Measurement of Consumer Expenditures, NBER Studies in Income and Wealth Vol. 74 (2015): 181-203.

  • PikeYy,T., E. Saez and G. Zucman (2015) “Distribu8onal Na8onal Accounts: Methods and Es8mates for the United States

since 1913”, mimeo, hYp://pikeYy.pse.ens.fr/files/PikeYySaezZucman2015DINA.pdf

  • S8glitz, J., A. Sen, and J-P. Fitoussi (2009), “Report of the Commission on the Measurement of Economic Performance and

Social Progress

  • Weale, M., (2009). Saving and the Na8onal Economy.
  • Zwijnenburg, J., S. Bournot and F. Giovannelli (2017), “Expert Group on Dispari8es in a Na8onal Accounts

Framework:Results from the 2015 Exercise”, OECD StaBsBcs Working Papers, 2016/10, OECD Publishing, Paris.