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Spatially Micro-simulating Consumption (and other things) Ben Anderson
Contents ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Why bother? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What are ‘small areas’? ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
BUT! ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
The requirement… ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Contents ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
How does it work? ,[object Object],Area 1 in  Region X Area 2 in  Region X If region = X Census ‘constraint’ tables Weights Iterative proportional fitting Ballas et al (2005)
Identifying constraints ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example I: Time Use ,[object Object],[object Object],[object Object],[object Object]
Selecting the constraints… ,[object Object],[object Object],[object Object]
Run the model… ,[object Object],Area 1 in  Region X Area 2 in  Region X If region = X Census ‘constraint’ tables Weights Iterative proportional fitting Ballas et al (2005)
The result…
Contents ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Time in Space: Work ,[object Object],[object Object],[object Object],[object Object],[object Object]
Time in Space - Mass media ,[object Object],[object Object]
Contents ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Example: Income Deprivation ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
HHBMI Results 2005 ,[object Object],[object Object],[object Object],[object Object],[object Object]
HHBMI Results 2005 ,[object Object],[object Object],[object Object],[object Object]
Local income inequality - gini ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Local income inequality - results ,[object Object],[object Object]
External Validation Results ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
But… ,[object Object],[object Object],[object Object]
Contents ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Telephony: 2005/6 ,[object Object],[object Object],[object Object],[object Object],[object Object]
Mobile Telephony 2005/6 ,[object Object],[object Object]
Mobile Telephony 2005/6 ,[object Object],[object Object]
Water 2005/6 ,[object Object],[object Object],[object Object]
Water 2005/6 ,[object Object],[object Object],[object Object]
Water Poverty 2005/6 ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Contents ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
Household Internet access ,[object Object],[object Object]
Change over time ,[object Object],[object Object]
Contents ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]
What if there was…? ,[object Object],[object Object],[object Object]
Contents ,[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],[object Object],[object Object],[object Object],[object Object],[object Object],[object Object],Current Work
Future Work ,[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]
Thank you ,[object Object],[object Object],[object Object],[object Object],[object Object],[object Object]

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Spatially Microsimulating Consumption

Editor's Notes

  1. 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
  2. (and must be in the Census or Census-like data) Relatively few candidates in the Census
  3. 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
  4. Validation against the census is excellent!
  5. Total minutes per day used as sums total behaviour - e.g. what if per minute charging for service? Also indicator of broadband bandwidth demand.
  6. OECD scale : 1 (first adult) + 0.5 for extra adults & children except 0.3 for child < 14
  7. No external validation available (yet) for expenditure
  8. No external validation available (yet) for expenditure
  9. ,408 = Ghana, Turkmenistan & United States .268 = Bosnia, Hungary, Finland http://en.wikipedia.org/wiki/List_of_countries_by_income_equality
  10. No external validation available (yet) for expenditure
  11. No external validation available (yet) for expenditure
  12. So are we picking up a different pattern of poverty in rural areas? Why? Pensioners? Can’t be students
  13. Total minutes per day used as sums total behaviour - e.g. what if per minute charging for service? Also indicator of broadband bandwidth demand.
  14. Total minutes per day used as sums total behaviour - e.g. what if per minute charging for service? Also indicator of broadband bandwidth demand.
  15. Total minutes per day used as sums total behaviour - e.g. what if per minute charging for service? Also indicator of broadband bandwidth demand.
  16. Total minutes per day used as sums total behaviour - e.g. what if per minute charging for service? Also indicator of broadband bandwidth demand.
  17. Total minutes per day used as sums total behaviour - e.g. what if per minute charging for service? Also indicator of broadband bandwidth demand.
  18. Total minutes per day used as sums total behaviour - e.g. what if per minute charging for service? Also indicator of broadband bandwidth demand.
  19. No external validation available (yet) for expenditure
  20. No external validation available (yet) for expenditure
  21. Have to be careful - many areas with large mean spend change are sparsely populated so small overall total spend change Need to account for n households