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Microsimulation and SCOTSIM: an introduction Ashley McCormick - PowerPoint PPT Presentation

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Microsimulation and SCOTSIM: an introduction Ashley McCormick Microsimulation A Definition A simulation of individual-level behaviours through time Individuals can be classed as persons, families, households etc. The

  1. Microsimulation and SCOTSIM: an introduction Ashley McCormick

  2. Microsimulation – A Definition A simulation of individual-level behaviours through time • Individuals can be classed as persons, families, households etc. The Microsimulation model used for general register Office for Scotland (GROS) is being built from ‘scratch’, and is named SCOTSIM

  3. Dynamic Microsimulation Year t Ageing Age = Age + 1 P(Death | age, sex, SES) Mortality P(Birth | age, parity, partnership duration) Fertility P(Move | age, education, h/hold comp.) P(Formation | age, sex, p’ship status) Partner- ship P(Dissolution | age, sex, p’ship status)

  4. Dynamic Microsimulation Year t Year t+1 Year t+2 Ageing Ageing Ageing Mortality Mortality Mortality Fertility Fertility Fertility Migration Partner- Partner- Partner- ship ship ship

  5. Microsimulation Data Individual Individual Family Family Hous Household ehold Ag Age Sex Sex Health S Health Status tatus 1 1 1 35 Male Healthy 2 1 1 32 Female Healthy 3 1 1 8 Male Healthy 4 1 1 5 Female Healthy 5 2 2 23 Male Unhealthy 6 2 2 21 Female Healthy 7 3 2 25 Male Healthy

  6. How Data is Calculated • Logistic Regression Event Event Explained By Explained By Age Group Socio-Economic Status Sex Child Presence in HH Relationship Previous Marital Status Health Status Formation (Marriage and Education Level Temporal Trends Cohabitation) Child Presence in HH

  7. The next step All rates are fed into SCOTSIM, w hich w ill supply data on: • Differential experiences of events • A spatial distribution of events by local authority area The spread of population change w ill be captured

  8. An Added Bonus ‘What if’ scenarios can be modelled For example, increase/decrease in fertility, mortality and in/out migration can be ‘run’ in SCOTSIM.

  9. Problems Microsimulation is ‘data hungry’ and is labour intensive (a) Access to large enough datasets (b) Calculating events from data (c) Correctly scaled data i.e. at Local Authority Level and Sub-Local Authority Level

  10. Conclusions Pros SCOTSIM w ill provide a w ide array of complementary data/analytic results to current GROS projections ‘What if’ scenarios can be modelled Cons Data hungry Resource intensive Maintenance

  11. Thank you, any questions? For all things microsimulation go to: w w w .microsimulation.org

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