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Page 1: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

www.rti.orgRTI International is a registered trademark and a trade name of Research Triangle Institute.

Uganda Early Years Enrolment and Repetition Study

March 2018Funded by DFID East Africa Research Fund (EARF)

Page 2: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Purpose of the Study

Examine efficiency in primary one in Uganda through the collection of enrolment and repetition data, and pre-primary exposure, in a nationally representative sample of pupils

Explore, at a macro-level, education sector spending in Uganda

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Page 3: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Overview

3

1

2

3

What is education efficiency?

Objectives of the National Study

Findings from the National Study

Page 4: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

What is Education Efficiency?

All learners move through years of schooling at an appropriate rate and exit the system with the skills needed to participate meaningfully in the job market or go on to higher education (Lockheed, 1988)

– Internal efficiency access to and flow through the education system• Gross and net enrolment• Promotion and repetition• Completion and dropout

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Page 5: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Indicators of Education Inefficiency

1

2

3

Grade-specific enrolment rates well over 100%

Repetition rates that are much higher than officially reported

5

4 Limited or no access to pre-primary education

Low primary school completion rates

Page 6: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Low Primary School Completion Rates in Uganda

6

UPE was adopted by the Government of Uganda in 1997 • Enrolment = 2.5 million (1996)• Enrolment - 8.2 million (2015)

(UNESCO, 2015)

Page 7: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Grade-Specific Enrolment Rates Higher than 100%

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0 500,000 1,000,000 1,500,000 2,000,000

P1

P2

P3

P4

P5

P6

P7

Enrolment with Population Overlay

Population of Appropriate Age Enrollment

Source: Graphed by RTI from enrollment data sourced from the EMIS 2013 (Ministry of Education 2014) and, for population, World Bank’s EdStats system data (http://datatopics.worldbank.org/education/wDataQuery/QFull.aspx.)

Page 8: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

High Repetition Rates

In Uganda, 2016 pilot study found repetition rates 30% to 40% higher than officially reported in Mbale and Kumi. (Brunette et al., 2016)

Under-reported repetition is not new. (Amadio, 1996, Cuadra & Ewer, 1987; Gargiulo & Crouch, 1994; Gimeno, 1984; Klein & Roberio, 1991; Schiefelbein & Wolff, 1993)

A policy of automatic promotion does not address poor learning outcomes.(Glick & Sahn, 2010)

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Page 9: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Limited Access to Pre-primary

• Pre-primary education is not provided by the government in Uganda.

• Official reports suggest that the pre-primary enrolment rate in Uganda is low, at 13% (UNESCO Institute for Statistics, 2016)

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Page 10: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Conceptual Framework

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RTI Evidence-Based Conceptual Framework

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National Study: 2017

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Page 13: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Objectives of the National Study 2017

School Study: Examination of Internal Efficiency• Over-enrolment – Who are the pupils in primary 1?• Repetition – Is there under-reported repetition?• Pre-primary - What is the role of pre-primary

education?Education Sector: Cost of Internal Inefficiency• Macro-level regional comparisons• Policy reviews and interviews• Cost-projection model

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Page 14: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

National School Study 2017

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Page 15: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Research Questions

15

Age of pupils in primary 1

Repetition rates in primary 1

Relationship between age and repetition

Pre-primary exposure and relationship to repetition

Parents’ attitudes and expectations about education

1

2

3

4

5

Page 16: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Sample

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Sampling Framework• Nationally representative covering all regions• Stratified simple random technique with proportional to size

sampling

Participants• 1440 pupils randomly selected from 120 schools across 24 districts• 1439 teacher interviews• 1318 parent/guardian interviews

Sample Description• Mean pupil age 7.6 years• 50% girls; 50% boys• 9% reported to have disability• SES evenly distributed across low, mid-low, mid-high, and high

wealth indices

Page 17: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Methodology

Pupil-level Data

• Parent/guardian interviews• Teacher interviews

School/Classroom-level Data

• Classroom registers • Head teacher registers• EMIS forms

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Page 18: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Research Questions

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Age of pupils in primary 1

Repetition rates in primary 1

Relationship between age and repetition

Pre-primary exposure and relationship to repetition

Parents’ attitudes and expectations about education

1

2

3

4

5

Page 19: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Findings: Enrolment and AgeWhat is the enrolment pattern and age distribution of pupils

enrolled in primary 1, according to school records, teachers, and parents/guardians?

19

Underage= Under 6 years

Target age = 6-7 years

Overage= 8 years and up

(Education Act of 2008)

11.2

45 43.8

4.8

57.3

37.9

6.8

58.8

34.4

6.3

62.2

31.5

0

10

20

30

40

50

60

70

80

90

100

Underage Target Age Overage

Parent Report Classroom Register Head Teacher Register EMIS Records

Page 20: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Findings: Enrolment and Age

Discrepancy between school records and parent/guardian report

School records show that most pupils are at the appropriate age for primary 1

Parent report shows almost equal percentages of pupils who are at target age and overage.

Low levels of children who are underage for grade.

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Page 21: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Research Questions

21

Age of pupils in primary 1

Repetition rates in primary 1

Relationship between age and repetition

Pre-primary exposure and relationship to repetition

Parents’ attitudes and expectations about education

1

2

3

4

5

Page 22: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Findings: Repetition Rate

What is the repetition rate in primary 1, according to school records, teachers, and parents/caregivers?

22

51.5

41.2

15.29.9 10.5

0

10

20

30

40

50

60

70

80

90

100

Parents* Teachers* ClassroomRegister

Head TeacherRegister

EMIS Records

Perc

enta

ge o

f Pup

ils

Percentage of Repeaters by Source

* Responses regarding randomly selected pupils, not the whole class population

Page 23: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Findings: Reasons for Repetition

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Parent/guardian- and teacher-report of reasons for child repeating

Parent/guardian report Percentagea nChild did not learn enough 18.8% 218

Child failed class 11.1% 133

Child is too young 4.4% 57

Child missed exams due to illness 3.0% 36

Child missed too much school 2.5% 32

Teacher report Percentagea nTeacher or school didn’t think child learned enough 22.8% 284

Child was sick or absent too often 6.9% 118

Child started too young 6.2% 92

Parent/guardian did not think child learned enough 4.4% 61

*Does not include pupils in hidden pre-primary.aThe reasons listed do not constitute all reasons given by parents/guardians and teachers; therefore, the percentages do not sum to 100%.

Page 24: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Mean Repetition Rate by District

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23.625.4

26.332.232.8

41.442.242.242.4

45.146.3

47.247.448

49.152.9

54.256.9

58.358.7

60.861.1

62.371.9

0 10 20 30 40 50 60 70 80

KamuliMbale

DokoloMasindi

AmolatarKotidoKitgumNgora

JinjaKayunga

BulambuliMubende

IsingiroKobokoLuweroMukonoKibaaleAmuriaKaseseIbandaGombaPallisaKabale

Arua

Mean = 51.5%

Page 25: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Findings: Expectations of Progression to Primary 2

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Table 6. Parent/guardian-report of expectation of next year

Reason Percentage N

Primary 1 (child is expected to repeat primary 1) 19.4% 216

Primary 2 (child will progress to next grade) 77.1% 1059

Table 7. Teacher-report of expectation of next year

Reason Percentage N

Primary 1 (pupil is expected to repeat primary 1) 40.9% 568

Another primary 1 stream/classroom 14.7% 181

Same primary 1 stream/classroom 26.2% 387

Primary 2 (pupil will progress to primary 2) 57.1% 844

Page 26: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Research Questions

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Age of pupils in primary 1

Repetition rates in primary 1

Relationship between age and repetition

Pre-primary exposure and relationship to repetition

Parents’ attitudes and expectations about education

1

2

3

4

5

Page 27: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Findings: Age Group and Repetition

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5.4 8.4

40.1 41

54.5 50.6

0

10

20

30

40

50

60

70

80

90

100

Parent-Report Teacher Report

Perc

enta

ge o

f Rep

eate

rsPercentage of Repeaters in Each Age Group

Underage Target Age Overage

Page 28: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Findings: Underage at Time of Enrolment

26% of parents/guardians enrolled their child in primary 1 before the age of 6 years.

41% of those parents/guardians sent their child to school early so that their child could learn.

56% of those parents/guardians reported that they knew the child would repeat primary 1.

61% of those parents/guardians expected that their child would learn less in the first year.

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Page 29: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Research Questions

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Age of pupils in primary 1

Repetition rates in primary 1

Relationship between age and repetition

Pre-primary exposure and relationship to repetition

Parents’ attitudes and expectations about education

1

2

3

4

5

Page 30: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Findings: Pre-primary Exposure and Repetition

What is the enrolment rate in pre-primary education and its relationship with primary 1 repetition?

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Percentage of pupils who attended pre-primary = 34%

Pre-primary exposure was significant by SES

No significant differences by gender or age

Page 31: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Findings: Determinants of Repetition and Pre-primary

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Pupils who did not go to pre-primary school were 3.8 times more likely to repeat than those who did.

Pupils who were underage at time of enrolment were 1.65 times more likely to repeat than pupils who were at target

age.

Pupils reported having a disability were 2.11 times more likely to repeat than pupils who were not reported as

having a disability.

Pupils from low SES households were less likely to have attended pre-primary than pupils from high SES

households.

Page 32: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Research Questions

32

Age of pupils in primary 1

Repetition rates in primary 1

Relationship between age and repetition

Pre-primary exposure and relationship to repetition

Parents’ attitudes and expectations about education

1

2

3

4

5

Page 33: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Findings: Parents’ Perceptions of Education

What are parents/guardians’ attitudes and expectations about pre-primary education and repetition in primary 1?

Parents/guardians’ expectations of learning in pre-primary school are primarily academic in nature although other types of learning are also expected.

75% of parents/guardians reported that the reason for sending their child to pre-primary school is to learn, followed by the child is ready and the child was the right age.

60% of parents/guardians did not send their child to pre-primary school due to financial reasons.

Most parents/guardians reported that a child should start pre-primary school at 3 or 4 years of age.

38% of parents/guardians reported that a child should start primary 1 at 6 years of age, and 23% reported at 7 years.

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Education Sector Review

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Page 35: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Regional Comparisons of Inefficiency

Common characteristics– Low official repetition, but higher hidden repetition in primary 1– Higher than 100% official gross intake ratio– Low primary school completion rates– Low gross enrolment ratio to pre-primary

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Efficiency ParametersUganda Madagascar Ethiopia

Estimated official repetition in primary 1 4% 23% 29%Alternative estimation of primary 1 repetition* 34% 48% 40.2%Official gross intake ratio*^ 138% 184% 124%Primary school completion rate 56% 70% 55%Gross enrolment ratio pre-primary 11% 15% 19%

*EMIS data on enrolment by age and grade, sourced directly from countries;*^combination of courses;

no symbol is World Bank data.

Page 36: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Regional Comparisons of EfficiencyRegional Differences

– Higher primary school completion rates– Higher pre-primary gross enrolment rates– Lower ratio of primary 1 pupils to the appropriate population– Lower estimates of excess cost of primary school– Lower expenses on primary school as a percentage of total education

expenses

Average of last 5 years of World Bank education data.

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Contrast of education efficiency estimates in regional countries

Country

Primary School Completion Rate

Pre-primary Gross

Enrolment Rate

Gross Enrolment Ratio for Primary 1

Excess Cost of Primary School

Expenditure on Primary as % of Ed

ExpenditureUganda 56% 11.1% 1.6 114% 58%Tanzania 76% 32.0% 1.0 29% 49%Kenya 104% 75.0% 1.1 9% 36%

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Figure of Regional Comparisons

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0.00

0.20

0.40

0.60

0.80

1.00

1.20

1.40

1.60

1.80

0

20

40

60

80

100

120

Uganda Tanzania Kenya

Indicators of Internal Efficiency of Primary Schooling and Access to Pre-Primary Schooling

Primary School Completion Rate Pre-primary Gross Enrolment Ratio

Exp. on prim. % of ed. exp. Ratio Grade 1 to Approp. Pop.

Excess Cost of Primary School

Page 38: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Demographically-driven Cost Projection Model

The cost of the inefficiency in education to the GOU in 2015 is estimated to be $177.1M, which is 43% of the total estimated GOU expenditure on primary education that year. Over 12 years, the cost adds up to almost $3B.

The cost of investments to pre-primary and primary education adds up to approximately $941M

– GOU subsidies to private pre-primary providers for the expansion of quality pre-primary,

– Improved book provision, – In-service teacher education, – Teacher support or coaching,– Improved school management and governance, and – Systems improvements

These investments have the potential to pay for themselves in 12 years through the reduction of repetition and increase in completion rates.

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Costing Model

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0

50

100

150

200

250

300

2015 2016 2017 2018 2019 2020 2021 2022 2023 2024 2025 2026 2027

Dol

lars

in M

illion

s

Current Cost of Inefficiency Cost with Investments Cost of Interventions

Page 40: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Themes from policy documents and interviews

Options for provision of pre-primary education continue to be under

discussion.

There is a tendency to underestimate the possible financial benefits of improved foundation years policy

affecting learning and performance.

Policies could benefit from quantitative goals for state subsidization, or the

precise mix and type of public-private partnerships that are desired.

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1

2

3

Page 41: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Policy Recommendations

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Page 42: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Policy Recommendations

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Prioritize support for vulnerable children.

• Pupils with the lowest SES had a higher likelihood of not attending pre-primary and that pupils with disabilities had a higher likelihood of repetition.

• Parents/guardians reported that financial reasons and access were drivers of lack of enrolment, and other studies have found that poorer areas have fewer pre-primary services.

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Policy Recommendations, continued

Revisit current policy around automatic promotion.

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• School leaders, as well as teachers and parents/guardians, were not adhering to the policy of automatic promotion.

• It is likely that schools are reporting inaccurate enrolment and repetition data to MoES in order to be seen as compliant with the policy.

• Investments in quality pre-primary and early primary would likely lead to the working of automatic promotion as it was intended.

Page 44: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Policy Recommendations, continued

44

Consider remedial support to struggling learners as a short-term measure.

• Investments made in quality pre-primary and early primary education will take time to achieve the desired efficiency outcomes, as shown in our cost projection model.

• Meanwhile, remedial services could be used to increase learning achievement of pupils who are struggling.

• Remediation services would naturally be needed less and less as the improvements in pre-primary and primary manifest over time.

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Policy Recommendations, continued

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Invest to expand high-quality pre-primary as well as to improve the quality of primary education.

• Stated another way, investing in pre-primary education may not make a difference if attention is not paid to the quality of the education that children receive in the early primary years.

• Investments might encompass the following ways:• subsidies to private pre-primary providers, • more and better books for primary schools, • in-service teacher education, • teacher support or coaching, • improved school management and governance, and • systems improvements.

Page 46: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Policy Recommendations, continued

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Set minimum standards of quality and strengthen quality assurance.

• Defining a clear vision and a strong mandate for pre-primary education would create an incentive for quality and intensify the appetite for reform

• It is important to creating an environment which supports various approaches to high-quality pre-primary education, provided by multiple partners, as noted by Cambridge Education (2017).

• The GOU could define minimum standards of quality and enhance regulation.

Page 47: Uganda Early Years Enrolment and Repetition StudyMarch 2018 Funded by DFID East Africa Research Fund (EARF) ... meaningfully in the job market or go on to higher education ... In Uganda,

Policy Recommendations, continued

47

Improve school management and leadership of the early grades.

• Guide head teachers to prioritize support to teachers of early primary grades.

• School leadership should be concerned with classrooms with high pupil to teacher ratios and the use of appropriate school assignment processes for teachers.

• Head teachers and school staff should recognize the importance of the foundational years in children’s later academic achievement.

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Special Thanks

-GOU-Participating schools-DRASPAC-DFID

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This presentation references the following report:

Weatherholt, T., Crouch, L., Pressley, J., Jordan, R., Healey, H., Merseth, K., & Dombrowski, E. (2018). Uganda Early Years Enrolment and Repetition. Report prepared for UK Aid East Africa Research Hub.

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References

Amadio, M. (1996). Primary school repetition: a global perspective. Retrieved from http://unesdoc.unesco.org/images/0014/001493/149393eo.pdf

Behrman, J. R., & van Ravens, J. (2013). Ex-ante benefit-cost analysis of individual, economic and social returns from proposed investment scenarios for pre-primary schooling in Uganda. Retrieved from http://fenu.or.ug/wp-content/uploads/2013/02/Ex-Ante-Benefit-Cost-Analysis-for-ECD-in-Uganda-May-2013.pdf

Brunette, T., Crouch, L., Cummiskey, C., Dick, A., Henny, C., Jordan, R., … Weatherholt, T. (2017). Repetition of primary 1 and pre-primary education in Uganda. Research Triangle Park, NC: RTI Press.

Cambridge Education. (2017). Review of the 2007 education sector early childhood development policy and operational standards. Cambridge, UK: Cambridge Education.

Crouch, L., & Merseth, K. A. (2017). Stumbling at the first step: efficiency implications of poor performance in the foundational first five years. Prospects, 1–22.

Cuadra, E., & Ewert, G. (1987). Comparison of school records with parent’s information of enrollment, repetition, and dropout: a field study in Honduras. Project Bridges: Harvard University.

Gibbs, B. G., & Heaton, T. B. (2014). Drop out from primary to secondary school in Mexico: A life course perspective. International Journal of Educational Development, 36, 63–71.

Glick, P., & Sahn, D. E. (2010). Early academic performance, grade repetition, and school attainment in Senegal: a panel data analysis. The World Bank Economic Review, lhp023.

Heckman, J. J. (2008). Schools, skills, and synapses. Economic Inquiry, 46(3), 289–324.49

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References

Human Rights Watch (2015). Complicit in exclusion: South Africa's failure to guarantee an inclusive education for children with disabilities. New York, NY: Human Rights Watch

Hungi, N. (2010). What are the levels and trends in grade repetition. SACMEQ III Policy Issues Series, 5.

Kirp, D. L. (2007). The sandbox investment: The preschool movement and kids-first movement.Cambridge, MA: Harvard University Press.

Klein, R., & Ribeiro, S. C. (1991). O censo educacional e o modelo de fluxo: o problema da repetência. Revista Brasileira de Estatística, 52(197/198), 5–45.

Ministry of Education & Sports. (2014). The Education and Sports Sector Annual Performance Report (FY2013/14). Retrieved from http://www.education.go.ug/files/downloads/ESSAPR%202013_14%20%281%29.pdf

Nores, M., & Barnett, W. S. (2010). Benefits of early childhood interventions across the world: (under) investing in the very young. Economics of Education Review, 29(2), 271–282.

Sabates, R., Hossain, A., & Lewin, K. M. (2013). School drop out in Bangladesh: insights using panel data. International Journal of Educational Development, 33(3), 225–232.

UNESCO Institute for Statistics (2015). Primary Completion Rate. The World Bank Group. Retrieved from http://datatopics.worldbank.org/education/country/uganda

UNESCO Institute for Statistics (2015). Pre-primary Gross Enrolment. The World Bank Group. Retrieved from http://datatopics.worldbank.org/education/country/uganda

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