projecting the impact of aids on the education system accelerating the education sector response to...
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Projecting the impact of AIDS Projecting the impact of AIDS on the education system on the education system
Accelerating the education sector response to Accelerating the education sector response to HIV/AIDS in AfricaHIV/AIDS in Africa
Sub-regional seminar on HIV/AIDS education, Mombasa, Kenya
12 November, 2002
Kamal Desai, PCD, Imperial College, London
Overview of this talkOverview of this talk
IntroductionIntroduction– Population-level effects of HIV/AIDSPopulation-level effects of HIV/AIDS– Impacts of HIV/AIDS on education systemsImpacts of HIV/AIDS on education systems– Need for projection modelsNeed for projection models
Situational analysis of HIV/AIDS on the population Situational analysis of HIV/AIDS on the population – example– example
Education sector analysis of HIV/AIDS – exampleEducation sector analysis of HIV/AIDS – example
Next steps -- refining estimates and sensitivity Next steps -- refining estimates and sensitivity analysisanalysis
IntroductionIntroduction
Population level effects of HIV/AIDS:Population level effects of HIV/AIDS:
Decline in fertility rates (20% decline TFR) Decline in fertility rates (20% decline TFR) Decline in life expectancy at birth (up to 15 years)Decline in life expectancy at birth (up to 15 years) Slower population growthSlower population growth Mother-to-child transmission (30-40%)Mother-to-child transmission (30-40%) Rise in numbers of orphansRise in numbers of orphans Shifting paradigms of new HIV infectionsShifting paradigms of new HIV infections . . .. . .
Introduction (2)Introduction (2)
00001-E-45– 27 June 2000
Changes in life expectancy in selected African countries with high HIV prevalence, 1950 to 2000
South-Africa
35
40
45
50
55
60
65
1950-55 1955-60 1960-65 1965-70 1970-75 1975-80 1980-85 1985-90 1990-95 1995-00
Botswana
Uganda
Zambia
Zimbabwe
Source: United Nations Population Division, 1998
Decline in life expectancy at birth for 5 eastern/southern Decline in life expectancy at birth for 5 eastern/southern African countries (source: UNAIDS 2001)African countries (source: UNAIDS 2001)
Introduction (3)Introduction (3)
The Impact of HIV/AIDS on Education :The Impact of HIV/AIDS on Education :
SupplySupply: in terms of numbers of teachers : in terms of numbers of teachers and the capacity to train themand the capacity to train them
DemandDemand: in terms of numbers and : in terms of numbers and characteristics of the school-age characteristics of the school-age populationpopulation
Introduction (4)Introduction (4)
Need for models:Need for models:
Enhance understandingEnhance understanding - to understand complex systems by - to understand complex systems by exploring the impact of assumptions which have to be made exploring the impact of assumptions which have to be made explicitexplicit
Estimate the impact of HIV/AIDSEstimate the impact of HIV/AIDS on education (teachers and on education (teachers and pupils) - predicting the probable present/future impacts of pupils) - predicting the probable present/future impacts of HIV/AIDS (especially in absence of field studies or other data HIV/AIDS (especially in absence of field studies or other data collection)collection)
Identify data requirementsIdentify data requirements -- for sensible planning in face of -- for sensible planning in face of HIV/AIDSHIV/AIDS
Impact of interventions - exploring their potential effectivenessImpact of interventions - exploring their potential effectiveness Assist planners to mitigate impact of HIV/AIDSAssist planners to mitigate impact of HIV/AIDS Powerful advocacy toolsPowerful advocacy tools
Introduction (5)Introduction (5)
Would like to estimate:Would like to estimate:
For country population – absolute numbers of For country population – absolute numbers of infecteds, HIV prevalence, incident cases by infecteds, HIV prevalence, incident cases by age/sex, AIDS cases, infants born with HIVage/sex, AIDS cases, infants born with HIV
For education sector – HIV prevalence in For education sector – HIV prevalence in teachers, AIDS-related attrition, absenteeism, teachers, AIDS-related attrition, absenteeism, required recruitment, school-aged children required recruitment, school-aged children orphaned by AIDSorphaned by AIDS
Situational Analysis of HIV/AIDS on Situational Analysis of HIV/AIDS on populationspopulations
based on SPECTRUM model (USAID, based on SPECTRUM model (USAID, Futures Group)Futures Group)
assumes UN Pop Div medium variant assumes UN Pop Div medium variant demographic assumptions (TFR, country-demographic assumptions (TFR, country-specific life tables)specific life tables)
HIV/AIDS epidemiological assumption HIV/AIDS epidemiological assumption (vertical transmission, life expectancy, (vertical transmission, life expectancy, fertility)fertility)
Situational Analysis (2) – country ASituational Analysis (2) – country A
Population of 11 millionPopulation of 11 million Annual growth rate 2.5%Annual growth rate 2.5% Life expectancy at birth 41 yearsLife expectancy at birth 41 years TFR = 6.0 births per femaleTFR = 6.0 births per female Adult HIV prevalence (ages 15-49) – 20% in 2001Adult HIV prevalence (ages 15-49) – 20% in 2001
Projected adult HIV prevalence
0%
5%
10%
15%
20%
25%
30%
1980 1985 1990 1995 2000 2005 2010 2015
Sentinel surveillance sites in ZambiaSentinel surveillance sites in Zambia
HIV prevalence in Zambia sentinel HIV prevalence in Zambia sentinel sitessites
Population of country A in presence and absence of Population of country A in presence and absence of HIV/AIDS (age groups and for 15-49 year age group)HIV/AIDS (age groups and for 15-49 year age group)
0
5
10
15
2019
80
1990
2000
2010
1980
1990
2000
2010
Year
Po
pu
lati
on
(m
illio
ns
)
Difference in absence of AIDS
In presence of AIDS
Total
15-49 year age group
•By 2015, the actual total population is predicted to be 14.1 million compared to 18.2 million in the absence of HIV/AIDS, a reduction of 22.5% due to the epidemic.•The 15-49 year age group will similarly experience 22% reduction
The absolute number infected with HIV and The absolute number infected with HIV and prevalence of HIV by sex prevalence of HIV by sex
0
200
400
600
800
1000
1200
1400
1600
1980 1985 1990 1995 2000 2005 2010 2015
Year
Nu
mb
er
infe
cte
d
(th
ou
sa
nd
s)
0
5
10
15
20
25
30
35
40
45
50
Pro
po
rtio
n (
%)
Number infected with HIV (both sexes)
Prevalence in menPrevalence in women
• Absolute number of HIV positive individuals in all age groups and in both sexes is 1.04 million in 2002, a figure growing to 1.51 million in 2015. • Prevalence is estimated at 21.2% in women and 17.7% in men in 2002 and is projected to remain essentially constant at this level to 2015
New HIV infections in men and women by New HIV infections in men and women by age-group in country A for years 1985, 2000 age-group in country A for years 1985, 2000 and 2015 and 2015
0
5
10
15
20
25
30
3510
-14
15-1
920
-24
25-2
930
-34
35-3
940
-44
45-4
950
-54
55-5
9
10-1
415
-19
20-2
425
-29
30-3
435
-39
40-4
445
-49
50-5
455
-59
10-1
415
-19
20-2
425
-29
30-3
435
-39
40-4
445
-49
50-5
455
-59
age-group
Inc
ide
nt
ca
se
s (
tho
us
an
ds
)
males females
1985 2000 2015
Annual number of infants contracting HIV due to mother-to-child Annual number of infants contracting HIV due to mother-to-child transmission and this number as a percentage of all births transmission and this number as a percentage of all births
0
5
10
15
20
25
30
35
40
1980 1985 1990 1995 2000 2005 2010 2015
Year
Nu
mb
er
of
infa
nts
bo
rn w
ith
HIV
(th
ou
sa
nd
s)
0.00%
2.00%
4.00%
6.00%
8.00%
10.00%
12.00%
14.00%
16.00%
18.00%
20.00%
Pe
rce
nta
ge
(%
)
absolute number of infants born with HIV
percentage of newborns who are HIV positive
In 2002 there were 29 300 infants (6.8% of all births in the year) who were born HIV positive or who contracted HIV through breast feeding, a figure which will rise to 34 300 (6.8%) of infants born, in 2015
Education sector analysis of Education sector analysis of HIV/AIDSHIV/AIDS
Projections based on Ed-Sida modelProjections based on Ed-Sida model Developed by Dfid, IIEP, World Bank, PCDDeveloped by Dfid, IIEP, World Bank, PCD Previously employed in Burkina-Faso, Benin, Togo, Niger, Nigeria, The Previously employed in Burkina-Faso, Benin, Togo, Niger, Nigeria, The
Gambia, Ghana, Guinea, Senegal, ZambiaGambia, Ghana, Guinea, Senegal, Zambia
Model flows
HIV negative teachers
Recruitment x HIV prevalence
Recruitment x (1- HIV prevalence)
HIV incidence (may be teacher-specific)
retirement
retirement
mortality*
mortality*
*affected by HIV/AIDS
HIV positive teachers
Data requirements (I provide)Data requirements (I provide)
Country-specific mortality rates not due to AIDSCountry-specific mortality rates not due to AIDS
Mortality rates due to AIDS Mortality rates due to AIDS Age and sex stratified HIV prevalence and Age and sex stratified HIV prevalence and
incidenceincidence
Demographic ‘relational’ lifetables
Data requirements (you provide)Data requirements (you provide)
Total annual teacher numbers (by age and sex)Total annual teacher numbers (by age and sex) Annual number of new teachers recruited (by age / Annual number of new teachers recruited (by age /
sex)sex) Total attrition rateTotal attrition rate Primary school-age population (past and Primary school-age population (past and
projected)projected) GER (past and projected EFA target)GER (past and projected EFA target) Pupil-teacher ratio (past and projected EFA target)Pupil-teacher ratio (past and projected EFA target)
Data for Country A Data for Country A (UNESCO, UN Pop Div)(UNESCO, UN Pop Div)
1.1. Current number of teachers in active service-37000 in 2002Current number of teachers in active service-37000 in 20022.2. Current annual teacher recruitment-3600 new teachers in Current annual teacher recruitment-3600 new teachers in
200220023.3. Age and sex of newly recruited teachers to 2015-95% are of Age and sex of newly recruited teachers to 2015-95% are of
ages 20-29; 50% are womenages 20-29; 50% are women4.4. Attrition rate of teachers not due to AIDS or other mortality-Attrition rate of teachers not due to AIDS or other mortality-
1.0%1.0%5.5. HIV prevalence --19.5% in adult population (ages 15-49)HIV prevalence --19.5% in adult population (ages 15-49)6.6. School-aged population (ages 6-14)-2.68 million in 2000, School-aged population (ages 6-14)-2.68 million in 2000,
rising to 3.62 million in 2015.rising to 3.62 million in 2015.7.7. Target gross enrolment rate-81.7% in 2002, rising to 95% in Target gross enrolment rate-81.7% in 2002, rising to 95% in
2015.2015.8.8. Target pupil teacher ratio-60:1 in 2002, declining to 45:1 in Target pupil teacher ratio-60:1 in 2002, declining to 45:1 in
20152015..
Introduction (5)Introduction (5)
Would like to estimate:Would like to estimate:
For country population – absolute numbers of For country population – absolute numbers of infecteds, HIV prevalence, incident cases by infecteds, HIV prevalence, incident cases by age/sex, AIDS cases, infants born with HIVage/sex, AIDS cases, infants born with HIV
For education sector – HIV prevalence in For education sector – HIV prevalence in teachers, AIDS-related attrition, absenteeism, teachers, AIDS-related attrition, absenteeism, required recruitment, school-aged children required recruitment, school-aged children orphaned by AIDSorphaned by AIDS
Projection of the number of teachers
0
20000
40000
60000
80000
100000
120000
1995 2000 2005 2010 2015Year
Projected number ofteachers
Number of teacherswith HIV
Number of teacherswithout HIV
Absolute number ofteachers (data)
Number of teachers inabsence of HIV/AIDS
The total teaching population will have to rise to 75 500 teachers by 2015 in order to achieve a pupil-teacher ratio of 45:1, and to meet 95% gross enrolment rates.
For 2002, 8400 teachers are estimated HIV positive (prevalence of 22.6% in teachers). By 2015, the number of teachers infected with HIV will grow to 17 000 (22.75%) of teachers.
Teacher attrition due to AIDS mortality and other causesTeacher attrition due to AIDS mortality and other causes
0
1000
2000
3000
4000
5000
6000
Year
No
. o
f te
ach
ers
Attrition -- other causes
Attrition due to AIDS
• In 2002 the total annual attrition in the teaching population was 1 900 teachers (all causes), while attrition due to AIDS deaths is 820 (43%).• These figures will grow to 3 500 total annual attrition in 2015, of which 1600 are due to AIDS mortality (46%).
Teacher absenteeism due to AIDS under medium, low and high rates of Teacher absenteeism due to AIDS under medium, low and high rates of HIV infectionHIV infection
0
500
1000
1500
2000
2500
3000
1995 2000 2005 2010 2015
year
teac
her
-yea
rs
medium scenario
low scenario
high scenario
• 840 teacher-years of absenteeism will be incurred in 2002 alone.
• This figure will grow to 1720 teacher-years lost through absenteeism in 2015
Required annual teacher recruitment to meet EFA targets Required annual teacher recruitment to meet EFA targets under medium, low and high rates of HIV infection in teachers under medium, low and high rates of HIV infection in teachers
0
2000
4000
6000
8000
10000
12000
2002 2003 2004 2005 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015
Year
Nu
mb
er
Total recruitment - medium scenario
low scenario
high scenario
Recruitment to replace AIDS deaths -- medium
low scenario
high scenario
• The total annual recruitment will have to have an annual increase of 6.5% in order to reach 8300 new recruits in 2015, from 3600 in 2002, in order to achieve a 45:1 pupil teacher ratio
• 17% of total annual recruitment is required to replace teacher attritions due to HIV/AIDS
Numbers of AIDS orphans (maternal, paternal and dual) Numbers of AIDS orphans (maternal, paternal and dual) of ages 6-14 and this number as a percentage of the total of ages 6-14 and this number as a percentage of the total
primary school aged populationprimary school aged population
0
200000
400000
600000
800000
1000000
1200000
1400000
1990 1995 2000 2005 2010 2015Year
Nu
mb
er
0.00%
10.00%
20.00%
30.00%
40.00%
50.00%
60.00%
70.00%
Per
cent
Numbers of AIDS orphans
percentage of school-aged population who are orphans
• 990 000 children of primary school age (6-14 years) in 2002. who have lost one or both parents to AIDS. This qualifies as 36% of all children in this age group.• 1.28 million children orphaned due to AIDS in 2015 (36%)of all school age children.
Future StepsFuture Steps
Collect required data from MoE to refine Collect required data from MoE to refine projections in line with EFA targetsprojections in line with EFA targets
Examine robustness of conclusions under Examine robustness of conclusions under range of assumptions / scenarios (sensitivity range of assumptions / scenarios (sensitivity analysis)analysis)
Estimate financial impacts of HIV/AIDS Estimate financial impacts of HIV/AIDS (optional)(optional)
Use of projections for advocacy / planning / Use of projections for advocacy / planning / policy formulationpolicy formulation
Economic costs for ZambiaEconomic costs for ZambiaThe major projected financial impact to 2010 associated with The major projected financial impact to 2010 associated with
HIV/AIDS on educational supply occurs at the level of:HIV/AIDS on educational supply occurs at the level of:
teacher training ($15,045,000; 61%),teacher training ($15,045,000; 61%), absenteeism ($8,097,000; 33%) absenteeism ($8,097,000; 33%) teacher funerals ($1,450,000; 6%)teacher funerals ($1,450,000; 6%)
Combined the figures imply a total projected cost of Combined the figures imply a total projected cost of $24,592,000. $24,592,000.
Orphans ($280,000,000).Orphans ($280,000,000).