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Spatially Microsimulating UK ‘austerity’ measures ,[object Object],[object Object],[object Object]
The menu ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Background
What are we trying to achieve? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
So what pieces do we need? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Worked Example: ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],http://www.ifs.org.uk/budgets/budgetjune2010/browne.pdf
Household Sample Projection
Piece 1: Population projection 2001 2006 2011 2016 1991 1981 1971 2021 British Household Panel Survey Transition probabilities Logistic regressions ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Employment transition
Piece 1: Population projection  (Income) 2001 2006 2011 2016 1991 1981 1971 2021 British Household Panel Survey Transition probabilities Logistic regressions If changes Import income from ‘similar’ household Matching by age/composition/employment etc Assume 5% p.a. income inflation Employment transition Expenditure and Food Survey (n = c 8,000 households) Projected Households and Expenditures (base)
Piece 1: Population projection  (Validation) ,[object Object],[object Object]
Piece 1: Population projection  - Results ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Household Income
Piece 1: Population projection  - Results ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Household composition
Piece 1: Population projection  - Results ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Employment status of household response person
Piece 1: Population projection  - Results ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Age of household response person
Household Expenditure Projection
Piece 2: Expenditure modelling Expenditure and Food Survey (n = c 8,000 households) 2001 2006 2011 2016 1991 1981 1971 2021 British Household Panel Survey UK Census Projected Census Projected Households and Expenditures (base) Transition probabilities Area re-zoning Smoothing & Projection Holt-Winters non-seasonal smoothing, gravity-based projection Logistic regressions Projected Households and  Expenditures (change scenario) Elasticities QUAIDS Demand System Model ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Piece 2: Expenditure modelling - Results ,[object Object],[object Object]
Piece 2: Expenditure modelling - Results ,[object Object],[object Object], ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Piece 2: Expenditure modelling - Results ,[object Object],[object Object], ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Piece 2: Expenditure modelling - Results ,[object Object],[object Object],[object Object], ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Piece 2: Expenditure modelling - Results ,[object Object],[object Object],[object Object],  ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Piece 2: Expenditure projections (base) Expenditure and Food Survey (n = c 8,000 households) 2001 2006 2011 2016 1991 1981 1971 2021 Projected Households and Expenditures (base) QUAIDS Demand System Model ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Piece 2: Expenditure projections (2.5% VAT rise) Expenditure and Food Survey (n = c 8,000 households) 2001 2006 2011 2016 1991 1981 1971 2021 Projected Households and Expenditures (base) Elasticities Projected Households and  Expenditures (change scenario) QUAIDS Demand System Model +2.5% VAT ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Piece 2: Expenditure projections - Results ,[object Object],Telephone Mobile phone Car fuel Public transport ?
Next? Expenditure and Food Survey (n = c 8,000 households) 2001 2006 2011 2016 1991 1981 1971 2021 British Household Panel Survey UK Census Projected Census Projected Households and Expenditures (base) Transition probabilities Elasticities Projected Households and  Expenditures (change scenario) QUAIDS Demand System Model Logistic regressions
Next? Expenditure and Food Survey (n = c 8,000 households) 2001 2006 2011 2016 1991 1981 1971 2021 British Household Panel Survey UK Census Projected Census Projected Households and Expenditures (base) Transition probabilities Elasticities Projected Households and  Expenditures (change scenario) QUAIDS Demand System Model Logistic regressions Projected Households and  Expenditures (change scenario) Small area estimates of expenditure Lower Layer Super Output Areas (LSOAs 2001) Spatial microsimulation (IPF)
Census Projection
Piece 3: Census projection - method 2001 2006 2011 2016 1991 1981 1971 2021 UK Census Projected Census Area re-zoning Smoothing & Projection Holt-Winters non-seasonal smoothing, gravity-based projection ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Piece 3: Census projection - Results
Small Area Estimates
Putting the ‘pieces’ together Expenditure and Food Survey (n = c 8,000 households) 2001 2006 2011 2016 1991 1981 1971 2021 UK Census Projected Census Projected Households and Expenditures (base) Projected Households and  Expenditures (change scenario) Small area estimates of expenditure Lower Layer Super Output Areas (LSOAs 2001) Spatial microsimulation (IPF)
Spatial microsimulation ,[object Object],LSOA 1 in  Region X LSOA 2 in  Region X If region = X ,[object Object],[object Object],Census XXXX ‘constraint’ tables Weights Iterative proportional fitting Ballas et al (2005) etc
Small area estimates: 2001 expenditures Car fuel Public transport Equivalised income
Small area estimates: 2001 expenditures Landline Telephone Mobile telephone Equivalised income
Small area estimates: change over time 2001 2006 2016 Internet subscriptions (baseline)
Small area estimates: 2.5% VAT effect ,[object Object]
Small area estimates: 2.5% VAT effect ,[object Object],[object Object]
Small area estimates: 2.5% VAT effect ,[object Object]
Small area estimates: 2.5% VAT effect ,[object Object],[object Object]
Small area estimates: 2.5% VAT effect ,[object Object]
Small area estimates: 2.5% VAT effect ,[object Object],[object Object]
Small area estimates: 2.5% VAT effect ,[object Object]
Small area estimates: 2.5% VAT effect ,[object Object],[object Object]
Small area estimates: 2.5% VAT effect ,[object Object]
Summary
So what pieces did we need? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],   
But how well did it work? I ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],?
But how well did it work? II ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object], ? 
Thank you! ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Mean weekly household water expenditure 2005/6

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Estimating the small area effects of austerity measures in the UK

  • 1.
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  • 8.
  • 9. Piece 1: Population projection (Income) 2001 2006 2011 2016 1991 1981 1971 2021 British Household Panel Survey Transition probabilities Logistic regressions If changes Import income from ‘similar’ household Matching by age/composition/employment etc Assume 5% p.a. income inflation Employment transition Expenditure and Food Survey (n = c 8,000 households) Projected Households and Expenditures (base)
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  • 25. Next? Expenditure and Food Survey (n = c 8,000 households) 2001 2006 2011 2016 1991 1981 1971 2021 British Household Panel Survey UK Census Projected Census Projected Households and Expenditures (base) Transition probabilities Elasticities Projected Households and Expenditures (change scenario) QUAIDS Demand System Model Logistic regressions
  • 26. Next? Expenditure and Food Survey (n = c 8,000 households) 2001 2006 2011 2016 1991 1981 1971 2021 British Household Panel Survey UK Census Projected Census Projected Households and Expenditures (base) Transition probabilities Elasticities Projected Households and Expenditures (change scenario) QUAIDS Demand System Model Logistic regressions Projected Households and Expenditures (change scenario) Small area estimates of expenditure Lower Layer Super Output Areas (LSOAs 2001) Spatial microsimulation (IPF)
  • 28.
  • 29. Piece 3: Census projection - Results
  • 31. Putting the ‘pieces’ together Expenditure and Food Survey (n = c 8,000 households) 2001 2006 2011 2016 1991 1981 1971 2021 UK Census Projected Census Projected Households and Expenditures (base) Projected Households and Expenditures (change scenario) Small area estimates of expenditure Lower Layer Super Output Areas (LSOAs 2001) Spatial microsimulation (IPF)
  • 32.
  • 33. Small area estimates: 2001 expenditures Car fuel Public transport Equivalised income
  • 34. Small area estimates: 2001 expenditures Landline Telephone Mobile telephone Equivalised income
  • 35. Small area estimates: change over time 2001 2006 2016 Internet subscriptions (baseline)
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  • 49.

Editor's Notes

  1. As car fuel price increases, demand falls but at smaller rate - 1% increase in price, 0.57% decrease in demand Demand for public transport falls slightly faster than price increases
  2. 1% increase in car fuel price -> 0.1% increase in public transport demand But 1% increase in public transport price -> 0.31% increase in car fuel demand NB - s.d values -> greater heterogeneity of response to increase in price of public transport
  3. Car fuel and public transport price rises increase demand for landline (but not mobile telephony) Land line prices and car fuel price rises (weakly) increase demand for internet
  4. It looks like the dynamic population microsimulation has ‘over-weighted’ high spending public transport households in 2006? Low income households are defined as households with income below the poverty line (below 60% of median income ); high income households correspond to the highest 5% income in the sample; medium income households fall in the middle between the previous two categories.
  5. Negatives -> use last positive value or zero
  6. Negatives -> use last positive value or zero Definition problems with employment status Tenure not shown, number of rooms not shown 2+ cars too high as calc as residual of 0 + 1
  7. There are a range of statistical methods Multilevel and hierarchical modelling etc But we’re not using them We’re creating a synthetic ‘Income Census’ We fill each ‘area’ (LSOA)… with ALL households from the relevant region Then give them fractional weights so that key constraint variables in each area match known Census distributions
  8. NB: no model of internet ‘uptake’ here - change driven by ‘year’ variable in QUAIDS?
  9. Basically flat although more variation in more income deprived areas & possible inability to offset higher costs by switching to something else - ref elasticities analysis
  10. Town and Fringe | 532 14.99 14.99 Urban > 10K | 2,480 69.86 84.85 Village, Hamlet & Isolated Dwellings | 538 15.15 100.00
  11. Basically flat, possibly slightly higher rises for income deprived areas
  12. Basically flat, possibly slightly higher rises for income deprived areas
  13. Essentially flat
  14. Essentially flat
  15. Notably less ability to offset rising costs in higher income deprivation areas - elasticities different at different part of the income distribution
  16. Notably less ability to offset rising costs in higher income deprivation areas
  17. Census: problems of inconsistent boundaries, definition changes
  18. Census: problems of inconsistent boundaries, definition changes