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Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2 , Anne Goujon 1,2 , Wolfgang Lutz 1,2 , Warren Sanderson 1,3 , Vegard Skirbekk 1 1 IIASA World Population Program, Laxenburg, Austria; 2 Vienna Institute for Demography, Vienna, Austria ; 3 Stony Brook University, Stony Brook, New York, USA

Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

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Page 1: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Population Projections Back and Forward

by Age, Sex and Educational

AttainmentPresented by Samir KC1

Contributors: Bilal Barakat1,2, Anne Goujon1,2, Wolfgang Lutz1,2, Warren Sanderson1,3, Vegard

Skirbekk1

1 IIASA World Population Program, Laxenburg, Austria; 2Vienna Institute for Demography, Vienna, Austria ; 3Stony Brook University, Stony Brook, New York, USA 

Page 2: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Presentation Outline

• Need for Population Projections by education• Our Approach• Applications

Page 3: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Need for population projections by age, sex and educational attainment

• Changing definition of education categories in national time series– Standardization needed– Categories based on ISCED

• Absence of time series data by age and sex• Education being an important explanatory

variable in many processes– fertility, mortality, migration, vulnerability analysis,

conflict, ….• Future planning, target setting (MDG, EFA) etc….

Page 4: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Reconstruction of past education distribution by age and sex

• Start with 2000 distribution as base year– 5 yearly age groups– Males/Females– 4 education categories

• Less than one year of Primary education• More than one year of Primary education• Completed lower secondary education• Completed first level of tertiary education

Page 5: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Reconstruction • Move backwards

– 5 year step – With differential mortality and migration

• Positive Correlation between life expectancy and educational attainment

• At age 15: a difference of 5 years – Demographic Multi-state Cohort Component Method

used• Four states of education with backward education

transitions from higher level to lower level • Moving backward along cohort line

– Matching Population Distribution with the UNPD’s estimates

Page 6: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Singapore

Page 7: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Nepal

Page 8: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projections

• Same starting distribution • 2005 – 2050• Future Demographic Trajectories

– UNPD – World Population Prospects 2006– Eurostat– Own Estimates for few non European low fertility countries

• Future Education Trajectories– Baseline – Global Education Trend Scenario– Other scenarios ranges from

• Most rapid educational expansion – Fast Track Scenario• Assumptions of constant enrollment ratios and numbers

Page 9: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projections

• Multi-state– Transition between different levels of education

• Cohort Component method– Projections along cohort lines

• 123 countries of the world

Page 10: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Global Education Trend Scenario

• Baseline Trend, Business as Usual etc.• Based on the past education trend

– All countries pooled together– Fitted using cubic spline

• General trend of improvement• Plausible medium-term scenario

Page 11: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Fertility Differential

Page 12: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Mortality Differentials

• Life expectancy at age 15– 5 years difference between the tertiary educated

and those with no formal education• Migration

– Net Migration (WPP 2006)– Own calculation – age-sex distribution– By education

• Negative Net migration – sending country’s distribution• Positive Net migration – pool of all sending countries’

distribution

Page 13: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Result

Page 14: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Result

Page 15: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Result

Page 16: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Result

Page 17: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Result

Page 18: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Result

Page 19: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Result

Page 20: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Result

Page 21: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Result

Page 22: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Result

Page 23: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Result

Page 24: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Result

Page 25: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,
Page 26: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Projection Results

Page 27: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,
Page 28: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Using the data

• Economic analysis: Human Capital and Economic Growth – (Lutz et al, 2008 in Science; Sanderson and Striessnig, 2009)

• Analysis of Youth Bulges and Conflict (Barakat & Urdal, 2008)

• OECD: Projected tertiary educated population in 2030 in a selected number of non-OECD countries.

• Eberstadt, Nicholas: Economic Outlook for Central Asian states, China, Russia, Iran, Turkey.

Page 29: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Using the data

• Estimating effects of educational attainment on economic growth

• Improving economic growth forecasts by assessing the interactions between education and demographic trends

• Studying the effect of human capital on health indicators

• Assessing the effects of education on democratization processes and politicalinstitutions

Page 30: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Possible Uses

• Check feasibility of international education targets

• Analyze the role of education in:– Adaptive capacity to environmental disaster– Vulnerability analysis

Page 31: Population Projections Back and Forward by Age, Sex and Educational Attainment Presented by Samir KC 1 Contributors: Bilal Barakat 1,2, Anne Goujon 1,2,

Future plans

• Country or Region specific differentials• Country or Region specific Education

Scenarios• Adding more countries• Link education and disability (health) status

for projections• Link education and place of residence

(urban/rural) status for projections