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The IS Academy on Migration and
Development: ‘A World in Motion’
Final Conference
22-24 January 2014, Maastricht
The IS Academy
•

•
•
•

•

The Migration and Development: A World in Motion project is financed by the
Dutch ministry of Foreign Affairs (IS Academy on Migration and
Development)
This project focuses on migration and development processes in four
migrant-sending countries: Afghanistan, Burundi, Ethiopia, and Morocco.
The Netherlands is chosen as the migrant-receiving country.
The main aim of the research project is to better understand the relationship
between migration and development processes in order to stimulate new
approaches to development.
This project contributes to existing knowledge on the migration and
development nexus by collecting innovative data and providing evidencebased policy advice for the both the Dutch government and policy makers in
migrant-sending countries.

Department

2
• The project was implemented from 2009 to 2014
including five major themes:
–
–
–
–

Remittances, development and poverty alleviation;
Brain drain and development policy;
Return migration in the life cycle of migrants;
The Migration – Development Nexus in EU External
Relations
– EU Mobility partnerships: a comparative policy evaluation.

Department

3
About the data
• Morocco: Fieldwork from November 2011-February 2012:
1483 Household Surveys; 18 community surveys
• Afghanistan: Fieldwork March-April 2011: 2005 household
surveys; 100 community surveys; focus groups; key
informant interviews
• Burundi: Fieldwork Jan-March 2011:2310 household
interviews and 154 community interviews (representative
survey 1500hhs/100 communities and urban survey
810hhs/54blocks)
• Ethiopia: Fieldwork 2011: surveyed 1283 households and
15 communities
• The Netherlands: Fieldwork 2010-11: surveys conducted
with 247 Moroccan, 351 Ethiopian, 164 Burundian and 260
Afghan households, totaling 1022 households
Department

4
Insights from the IS Academy on
Migration and Development

• Return
• Remittances
• Highly skilled
• Migration intentions

Department

5
Return

Department

6
Country

Return
migrants
Return migrants surveyed
Freq

Afghanistan

%

Freq

5138

34.77

1100

Burundi

491

6.15

266

Burundi urban

160

3.84

68

Ethiopia

200

3.16

153

Morocco

110

1.96

62

6099

15.85

1649

Total
Department

7
Reason for migration

Reason for Return

100%

100%

90%

90%

80%

80%

70%
60%

Other

50%

Conflict or
environmental

40%

Family related

30%
20%
10%
0%

70%

Deported/
repatriated

60%
50%

Immigration
issues

40%
30%

Employment
related

Other

20%
10%
0%

Security
situation
improved
Lifestyle and
family related
Employment
related

Department

8
Country of migration for returnees
Afghanistan
Iran
Pakistan
Gulf and Middle East
Europe

Freq %
401 36.55
691 62.99
3 0.27
2 0.18

Ethiopia
Europe
Gulf and Middle East
Africa
North America

Freq %
5
3.4
94 63.95
47 31.97
5 0.68

Burundi
DRC
Rwanda
Tanzania
Other

Freq
79
71
156
27

Morocco
Northern Europe
Southern Europe
Gulf & Middle East
North America
Other

Freq %
18 29.03
33 53.23
3 4.84
2 3.22
6 9.68

Department

%
23.72
21.32
46.85
8.11

9
Now that you have
returned, do you feel part of
the community? (freq)
Afghanistan Burundi
Ethiopia
Morocco
No
13
8
4
5
Somewhat
100
24
12
6
Very much
980
299
132
51
Total
1,093
331
148
62

Country of origin
Afghanistan
Burundi
Ethiopia
Morocco
All
Department

Improvement in living conditions (%)
Worse or no
change
Improved
Total
43.78
56.22
63.13
36.88
46
54
50
50
48.03
51.97

100
100
100
100
100
10
Afghanistan
• Individuals who were engaged in paid work at the time of the
survey were 1.6 times more likely to report an improvement
in living conditions
• The number of years since the individual had returned also
slightly raised the likelihood that he or she believed that living
conditions had improved since prior to the migration period.

Department

11
Burundi
• Those returnees in paid work or self-employment upon return
had 3 times higher odds of reporting improved living
conditions – with only refugees the odds were 4 times higher.
• The number of years since return also raised the odds of the
returnee reporting improved living conditions.
• For some Burundian refugees it was possible to maintain
social ties to the origin country during the migration period
while simultaneously feeling well-integrated in the destination
society.

Department

12
Ethiopia
•

•

•
•
•

•

•

Males were over 8 times more likely to report an improvement in living
conditions. Females were far more likely than males to be unemployed or
engaged in unremunerated housework and were much less likely to be selfemployed upon return.
Females were more likely to send remittances and yet were more likely to
perceive that there had been no improvement, or indeed a worsening, of
household living conditions upon return.
Female returnees were more likely to state that their migration had been a
mistake or had placed them in distress.
The number of years since return was positively associated with an
improvement in living conditions.
If a returnee did not return for family-related or socio-cultural reason he or
she was much less likely (20% as likely) to report improved living conditions.
Males were much more likely to have cited immigration-related issues as
their reason for return and were much more likely to have been deported
back to Ethiopia.
Returnees who had prior information on their destination were 2.2 times
more likely to perceive improvements upon return; likewise those who still
maintained contact with the destination country after return were 3.7 times
more likely to report improvement.

Department

13
General findings
• Being employed in the country of destination led to an
increased likelihood of being in paid employment or selfemployment in both Afghanistan and Ethiopia.
• Males are significantly more likely to be involved in selfemployment upon return.
• Returnees to urban areas are more likely to be in paid work
or self-employment than returnees to rural areas.
• Outcomes gendered.

Department

14
Recommendations
• Destination countries, donor countries, and international
organizations should support and encourage employment
opportunities for refugees, migrants, and asylum seekers in
the destination.
• Offer training courses in refugee camps such as business
start-up courses and running your own business.
• Increase training and opportunities for female returnees,
such as entrepreneurship training and opportunities.
• Further questions exist regarding the reintegration
experiences of return migrants.
– Further research is needed on reintegration experiences and the sustainability of
return migration.

Department

15
Remittances

Department

16
Remittances

1) Factors which are associated with
sending and receiving remittances
2) Remittance usage

Department

17
Individuals
Country
Afghanistan
Burundi
Burundi urban
Ethiopia
Morocco
Total

Households

Current migrant

Monetary remittances

Freq
233
28
32
535
345
1173

Freq
145
7
10
219
158
539

%*
1.58
0.35
0.77
7.78
6.14
2.98

%*
62.23
25.00
31.25
40.93
45.80
45.95

Current migrant

Monetary remittances

Afghanistan
Burundi

Freq
185
23

%
9.23
1.53

Freq
152
36

%
7.58
2.40

Burundi urban

22

2.72

129

15.93

Ethiopia
Morocco
Department
Total

429
310
969

33.39
20.90
13.68

263
195
775

20.47
13.14
10.95

Country

18
Afghanistan
• For each additional household member below the age of 15
and over the age of 60 the expected likelihood of that
household receiving remittances is 1.4 times greater.
• Households which have a migrant who is self-employed in the
country of migration are 5 times more likely to receive
remittances.
• Male migrants are 5.7 times more likely to remit than
females.
• Those who had been in contact with the household once a
month or more frequently were twice as likely to send
remittances as those who had engaged in less frequent
contact.

Department

19
Ethiopia
• Households which had both a current and return migrant
were twice as likely to be receiving remittances.
• Owning land resulted in a household having twice the odds of
receiving remittances compared to those which did not.
• Migrants who had a child in the household were over 4 times
as likely to remit, suggesting transnational parenthood.
Monthly or more frequent contact with the household was
associated with nearly 6 times higher odds of a migrant
sending remittances.

Department

20
Morocco
• Having savings was associated with 1.6 times greater odds of
the migrant household receiving remittances.
• Where the household head is employed in paid work (as
opposed to being economically inactive) that household’s
odds of receiving remittances are 3 times higher.
• Households with a migrant in Northern Europe had the
highest odds (5.6) of receiving remittances.
• Migrants who were married, however, were more than twice
as likely than those who were unmarried to send remittances.
• Transnational contact had a profound association with the
sending of remittances, with those who had contact once a
month or more regularly being twice as likely to send
remittances and those who had returned temporarily during
their migration being nearly 5 times as likely to send
remittances than those who had not done so.

Department

21
Amount sent
(US Dollars equivalent)

Afghanistan

Ethiopia

Morocco

# Months Abroad
Age
Male
Married
Literate
Migrant has Child in HH
Second Nationality
Migrant is Child of Household Head
Education: None or Primary
Education: Secondary
Education: Tertiary
Travelled with any Documents
Travelled with No Documents
Migration Reason: Employment
Migrant in Paid Work
Migrant in Education
Migrant Self-employed
Migrant in Housework
Migrant Unemployed
Migrant in Other Work
Temporary Return
Department
Contact: Once a Month or More

15.1***
15.8
1,057.8***
-215.6
-133.9
370.0**
Ref
183.4
28.5
-169.3
Ref
39.7
-84.2
-1,257.6***
Ref
-603.7**
-118.5
421.2*
132.2

0.1
0.3
38.2
-313.0**
212.9
619.0***
45.1
110.5
-79.4
Ref
-165.7
Ref
-226.7*
-131.6
Ref
-483.7*
-363.1
-550.8**
-

4.2
28.9
1012.9
992.4*
2,173.2**
-861.5
-651.1
-109.2
Ref
-842.7
Ref
176.9
1026.1
Ref
402.4
-5,896.0***
-1,970.8**
2,694.7***
22
1,268.8**
Afghanistan

Household has
access to
credit

Household has
Savings

Monetary Remittances
Return Migrant

1.2
1.5***

1.1
1.1

Observations
Pseudo R-Squared
Ethiopia

1,999
Household
0.0964
has access to
credit

1,999
0.0942
Household
has Savings

Monetary Remittances
Return Migrant

1.4**
0.7

1.1
1.2

Observations
Pseudo R-Squared

1,232
0.21

1,261
0.0751

Morocco

Household has Household
access to credit has Savings

Monetary Remittances
Return Migrant

2.1***
2.4**

2.0***
1.4

Observations
Pseudo R-Squared
Department

1,447
0.318

1,482
0.122

23
Recommendations
• Help facilitate remittance sending through
formal channels as a means to make
remittance sending faster, safer and cheaper
while helping to develop the financial system.
• Help to make the costs of remittance sending
more transparent.
• Facilitate the matching for labour supply and
demand.
• Facilitate contact between the migrant abroad
and their networks in the origin country.
Department

24
Highly skilled

Department

25
Understand the potential that highly skilled
migrants have to contribute to development in
their countries of origin:

• Likelihood of intending to migrate
• Likelihood of migrating
• Economic remittances and social
remittances behaviour
– Money is sent back by migrants, the amount
that is sent and the reason for which money was
sent, specifically whether it was for investment
or consumption purposes.
Department

26
Intention to Migrate (%)
Country

Non-highly
skilled

Afghanistan
(***)
11.28
Burundi
(***)
0.61

Highly
Skilled

Full sample
(>18)

20.43

11.41

2.44

0.68

Ethiopia
(***)

11.17

29.25

11.94

Morocco

5.09

5.70

5.12

Department

27
(1)

(1)

(1)

Aspiration to migrate (odds ratios)

Afghanistan Ethiopia

Morocco

Tertiary Education

1.6951*

1.7775**

0.8283

Observations

7,366

3,495

2,047

Pseudo R-squared

0.0538

0.113

0.237

Controls: Age, Male, Married, Mother of Child in HH, Father of Child in HH, Daily
activity, HH Main Income Source, Current Migrant in Household, Return Migrant in
Household, Household Receives any Remittances, Urban, Morris Index Score, HH
Owns Land, Household has Savings, Currently Living Comfortably, Ever had
Difficulty Meeting Food Needs, Household Owns Computer/Laptop, No Trust in
Community and Neighbours and Leaders.

Department

28
(1)

(2)

(3)

Currently a migrant (odds ratios)

Afghanista Ethiopia
n

Morocco

Tertiary Education (Complete)

0.4793

0.7562

3.1365***

Observations
Pseudo R-Squared

7,433
0.171

3,669
0.294

4,269
0.189

Controls: Age, Male, Married, Mother of Child in HH, Father of Child in HH, Daily activity, HH Main Income Source, Return
Migrant in Household, Household Receives any Remittances, Urban, Morris Index Score, HH Owns Land, Household has
Savings, Currently Living Comfortably, Ever had Difficulty Meeting Food Needs, Household Owns Computer/Laptop, No Trust
in Community and Neighbours and Leaders, HH Head has Tertiary Education.

Department

29
Dependent variable

Secondary
Tertiary
Pseudo R-squared

Reason to remit
Amount
Logistic
Propensity to
remitted
(consumption
remit
Tobit (marginal ref. to
Logistic
effects)
investment)
1.37*
.04
1.15
1.57**
.09**
1.64
.15
.07
.10

Controls: Country of origin, Employment status (employed,
student, unemployed, other inactive), income per capita (low,
middle, high), legal status (citizenship), language use at home
(only or some Dutch, or only origin language), occupational status
(low, middle, high), job security (contract status), age, age
squared, gender, married, years in NL (less than 5, more than 5).

No support is found for the hypothesis that the highly
skilled are more likely to remit in order to invest
rather than to finance consumption.
Department

30
Results expressed as odds
ratios
Reference category: primary
or no education
Tertiary education acquired
anywhere
Pseudo R-squared
Tertiary education acquired in
origin
Pseudo R-squared
Tertiary education acquired in
Netherlands
Pseudo R-squared

Dependent variable
(Social remittances)
Advice on
Advice on
Advice on
education
jobs
health
2.2285***
2.2268***
1.7921**
0.361
0.313
0.33
2.2894**
2.5762**
2.0836**
0.346
0.307
0.347
2.4645**
2.4969**
1.5202
0.396

0.336

0.372

No significant difference is observed between highly skilled and secondary
educated migrants in terms of their likelihood of giving advice of this nature but
when comparing highly skilled to low-skilled migrants a substantial difference is
observed.
Department

31
• At the beginning of this study we expected to see
higher rates of migration and the aspiration to
migrate among the highly skilled as a reflection of
their expanded opportunities for mobility.
– Confirmed in some cases but not all, location choice
and skills matter.

• We also expected to see the highly skilled remit
more and be more likely to send remittances for
investment purposes.
– Confirmed that highly skilled were more likely to send and
to send more but no significant differences in purpose of
sending.

Department

32
Recommendations
• Skill-Matching Initiatives Across
Borders
• Engagement of the Highly Skilled
Diaspora
• Facilitating the Transfer of Economic
Remittances
• Improving Channels for Social
Remittances
Department

33
Intentions to migrate

Department

34
Migration intentions/aspiration
• Asked the respondent to state whether or not each
member of the household had ‘concrete plans to
live in another country in the future’
• ‘Where does this person plan to live?’
• ‘Why would this person like to move there?’

Department

35
Number of individuals with concrete plans to
migrate
Individuals
with concrete
plans to
migrate
Afghanistan
Burundi
Ethiopia
Morocco
Burundi urban
Total
Department

Freq
854
17
453
247
26
1597

% of
full
country
sample
11.37
0.45
12.06
5.65
1.06
7.3

% of
adult
sample
11.39
0.45
12.23
5.35
1.07
7.26
36
Uncovering the factors associated
with the intention to migrate
Summary statistics

Afghanistan Burundi

Ethiopia

Morocco

Mean age (years)

Total

30.97
32.87***

30.72

29.39*** 27.00***

Male (%)

59.34
61.89***

Married (%)

Department

69.77*** 47.87

70.67***

63.11

48.84

15.79*** 47.05

29.8***

37
Percentage intending to migrate, by
passport ownership and country
45

% intending to migrate

40
35
30
No passport
25
20
Passport holders

15
10
5
0
Afghanistan

Burundi
(combined)

Ethiopia

Morocco

Country

Department

38
Logistic regressions of aspiration to
migrate showing odds ratios
Aspiration to Migrate

All
Afghani
countrie stan
s

Ethiopia Morocco

Age
Age Squared
Male
Passport
No or Primary Education
Secondary Education
Tertiary Education
Married
Parent of child in HH
Not a parent
Mother
Department
Father

1.0
1.0*
1.2**
2.9***
Ref
2.0***
2.2***
0.7***
1.3***
Ref
-

1.0
1.0
0.9
6.2***
Ref
1.7***
2.1***
0.7*
Ref
0.9
1.7**

1.0
1.0
1.2*
2.5***
Ref
2.0***
2.0***
1.0
1.2
Ref
-

1.0
1.0
1.8***
1.4*
Ref
1.7***
1.3
0.3***
Ref
1.5
1.5

39
Aspiration to Migrate

All
Afghanis Ethiopia
countries tan

Morocco

Daily activity: Paid work
Daily activity: Education
Daily activity: Self-employed,
business
Daily activity: Self-employed,
agriculture
Daily activity: None
HH Main Income, Unskilled
Labour
HH Main Income, Skilled
Labour
HH Main Income, Subsistence
Farming
Current Migrant Household
Return Migrant Household
Remittance-Receiving
Department
Household (Any)

0.9
1.0

0.6***
-

1.1
-

0.8
-

1.5***

1.6***

1.2

1.4

0.7***

0.5**

1.2

4.4***

Ref

Ref

Ref

Ref

0.9*

-

-

-

-

1.4***

-

1.3

-

0.5***

-

0.7***
1.1

0.6**
1.0

0.8
0.9

0.8
1.3

1.7***

1.3

1.4**

3.5***

40
Intended destination of aspiring
migrants, by country of origin

Department

41
Important factors in destination
choice

• Afghanistan: having a passport important
(for every region more than Europe)
• Ethiopia: passport important for going to
the Gulf/Middle East, do not go to
Gulf/Middle East to improve lifestyle
• Morocco: current migrant hhs and hhs that
had trouble meeting food needs more likely
to intend to go to Southern Europe
Department

42
Intentions summary

• Being male, having a passport more
likely to intend to migrate.
• Wealthier and more highly educated
aspire to migrate to Europe and the
US.
• Want to move to Europe or US for
enhanced lifestyle.
Department

43
Recommendations

• Accurate Information on
Destinations
• A Coordinated International
Labour Market
• More Data on Aspirations Over
Time

Department

44
Output
•
•
•
•
•
•
•
•

Policy Reports: 5
Policy Briefs: 18
Country Reports: 10
Working Papers:10
Journal articles:15
PhD theses: 5
Methodology and field reports
And more

Department

45
For more information
• http://mgsog.merit.unu.edu/ISacademie/
• Conference presentations

Department

46

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Siegel Keynote, Migration and Development Conference, January 2014

  • 1. The IS Academy on Migration and Development: ‘A World in Motion’ Final Conference 22-24 January 2014, Maastricht
  • 2. The IS Academy • • • • • The Migration and Development: A World in Motion project is financed by the Dutch ministry of Foreign Affairs (IS Academy on Migration and Development) This project focuses on migration and development processes in four migrant-sending countries: Afghanistan, Burundi, Ethiopia, and Morocco. The Netherlands is chosen as the migrant-receiving country. The main aim of the research project is to better understand the relationship between migration and development processes in order to stimulate new approaches to development. This project contributes to existing knowledge on the migration and development nexus by collecting innovative data and providing evidencebased policy advice for the both the Dutch government and policy makers in migrant-sending countries. Department 2
  • 3. • The project was implemented from 2009 to 2014 including five major themes: – – – – Remittances, development and poverty alleviation; Brain drain and development policy; Return migration in the life cycle of migrants; The Migration – Development Nexus in EU External Relations – EU Mobility partnerships: a comparative policy evaluation. Department 3
  • 4. About the data • Morocco: Fieldwork from November 2011-February 2012: 1483 Household Surveys; 18 community surveys • Afghanistan: Fieldwork March-April 2011: 2005 household surveys; 100 community surveys; focus groups; key informant interviews • Burundi: Fieldwork Jan-March 2011:2310 household interviews and 154 community interviews (representative survey 1500hhs/100 communities and urban survey 810hhs/54blocks) • Ethiopia: Fieldwork 2011: surveyed 1283 households and 15 communities • The Netherlands: Fieldwork 2010-11: surveys conducted with 247 Moroccan, 351 Ethiopian, 164 Burundian and 260 Afghan households, totaling 1022 households Department 4
  • 5. Insights from the IS Academy on Migration and Development • Return • Remittances • Highly skilled • Migration intentions Department 5
  • 7. Country Return migrants Return migrants surveyed Freq Afghanistan % Freq 5138 34.77 1100 Burundi 491 6.15 266 Burundi urban 160 3.84 68 Ethiopia 200 3.16 153 Morocco 110 1.96 62 6099 15.85 1649 Total Department 7
  • 8. Reason for migration Reason for Return 100% 100% 90% 90% 80% 80% 70% 60% Other 50% Conflict or environmental 40% Family related 30% 20% 10% 0% 70% Deported/ repatriated 60% 50% Immigration issues 40% 30% Employment related Other 20% 10% 0% Security situation improved Lifestyle and family related Employment related Department 8
  • 9. Country of migration for returnees Afghanistan Iran Pakistan Gulf and Middle East Europe Freq % 401 36.55 691 62.99 3 0.27 2 0.18 Ethiopia Europe Gulf and Middle East Africa North America Freq % 5 3.4 94 63.95 47 31.97 5 0.68 Burundi DRC Rwanda Tanzania Other Freq 79 71 156 27 Morocco Northern Europe Southern Europe Gulf & Middle East North America Other Freq % 18 29.03 33 53.23 3 4.84 2 3.22 6 9.68 Department % 23.72 21.32 46.85 8.11 9
  • 10. Now that you have returned, do you feel part of the community? (freq) Afghanistan Burundi Ethiopia Morocco No 13 8 4 5 Somewhat 100 24 12 6 Very much 980 299 132 51 Total 1,093 331 148 62 Country of origin Afghanistan Burundi Ethiopia Morocco All Department Improvement in living conditions (%) Worse or no change Improved Total 43.78 56.22 63.13 36.88 46 54 50 50 48.03 51.97 100 100 100 100 100 10
  • 11. Afghanistan • Individuals who were engaged in paid work at the time of the survey were 1.6 times more likely to report an improvement in living conditions • The number of years since the individual had returned also slightly raised the likelihood that he or she believed that living conditions had improved since prior to the migration period. Department 11
  • 12. Burundi • Those returnees in paid work or self-employment upon return had 3 times higher odds of reporting improved living conditions – with only refugees the odds were 4 times higher. • The number of years since return also raised the odds of the returnee reporting improved living conditions. • For some Burundian refugees it was possible to maintain social ties to the origin country during the migration period while simultaneously feeling well-integrated in the destination society. Department 12
  • 13. Ethiopia • • • • • • • Males were over 8 times more likely to report an improvement in living conditions. Females were far more likely than males to be unemployed or engaged in unremunerated housework and were much less likely to be selfemployed upon return. Females were more likely to send remittances and yet were more likely to perceive that there had been no improvement, or indeed a worsening, of household living conditions upon return. Female returnees were more likely to state that their migration had been a mistake or had placed them in distress. The number of years since return was positively associated with an improvement in living conditions. If a returnee did not return for family-related or socio-cultural reason he or she was much less likely (20% as likely) to report improved living conditions. Males were much more likely to have cited immigration-related issues as their reason for return and were much more likely to have been deported back to Ethiopia. Returnees who had prior information on their destination were 2.2 times more likely to perceive improvements upon return; likewise those who still maintained contact with the destination country after return were 3.7 times more likely to report improvement. Department 13
  • 14. General findings • Being employed in the country of destination led to an increased likelihood of being in paid employment or selfemployment in both Afghanistan and Ethiopia. • Males are significantly more likely to be involved in selfemployment upon return. • Returnees to urban areas are more likely to be in paid work or self-employment than returnees to rural areas. • Outcomes gendered. Department 14
  • 15. Recommendations • Destination countries, donor countries, and international organizations should support and encourage employment opportunities for refugees, migrants, and asylum seekers in the destination. • Offer training courses in refugee camps such as business start-up courses and running your own business. • Increase training and opportunities for female returnees, such as entrepreneurship training and opportunities. • Further questions exist regarding the reintegration experiences of return migrants. – Further research is needed on reintegration experiences and the sustainability of return migration. Department 15
  • 17. Remittances 1) Factors which are associated with sending and receiving remittances 2) Remittance usage Department 17
  • 18. Individuals Country Afghanistan Burundi Burundi urban Ethiopia Morocco Total Households Current migrant Monetary remittances Freq 233 28 32 535 345 1173 Freq 145 7 10 219 158 539 %* 1.58 0.35 0.77 7.78 6.14 2.98 %* 62.23 25.00 31.25 40.93 45.80 45.95 Current migrant Monetary remittances Afghanistan Burundi Freq 185 23 % 9.23 1.53 Freq 152 36 % 7.58 2.40 Burundi urban 22 2.72 129 15.93 Ethiopia Morocco Department Total 429 310 969 33.39 20.90 13.68 263 195 775 20.47 13.14 10.95 Country 18
  • 19. Afghanistan • For each additional household member below the age of 15 and over the age of 60 the expected likelihood of that household receiving remittances is 1.4 times greater. • Households which have a migrant who is self-employed in the country of migration are 5 times more likely to receive remittances. • Male migrants are 5.7 times more likely to remit than females. • Those who had been in contact with the household once a month or more frequently were twice as likely to send remittances as those who had engaged in less frequent contact. Department 19
  • 20. Ethiopia • Households which had both a current and return migrant were twice as likely to be receiving remittances. • Owning land resulted in a household having twice the odds of receiving remittances compared to those which did not. • Migrants who had a child in the household were over 4 times as likely to remit, suggesting transnational parenthood. Monthly or more frequent contact with the household was associated with nearly 6 times higher odds of a migrant sending remittances. Department 20
  • 21. Morocco • Having savings was associated with 1.6 times greater odds of the migrant household receiving remittances. • Where the household head is employed in paid work (as opposed to being economically inactive) that household’s odds of receiving remittances are 3 times higher. • Households with a migrant in Northern Europe had the highest odds (5.6) of receiving remittances. • Migrants who were married, however, were more than twice as likely than those who were unmarried to send remittances. • Transnational contact had a profound association with the sending of remittances, with those who had contact once a month or more regularly being twice as likely to send remittances and those who had returned temporarily during their migration being nearly 5 times as likely to send remittances than those who had not done so. Department 21
  • 22. Amount sent (US Dollars equivalent) Afghanistan Ethiopia Morocco # Months Abroad Age Male Married Literate Migrant has Child in HH Second Nationality Migrant is Child of Household Head Education: None or Primary Education: Secondary Education: Tertiary Travelled with any Documents Travelled with No Documents Migration Reason: Employment Migrant in Paid Work Migrant in Education Migrant Self-employed Migrant in Housework Migrant Unemployed Migrant in Other Work Temporary Return Department Contact: Once a Month or More 15.1*** 15.8 1,057.8*** -215.6 -133.9 370.0** Ref 183.4 28.5 -169.3 Ref 39.7 -84.2 -1,257.6*** Ref -603.7** -118.5 421.2* 132.2 0.1 0.3 38.2 -313.0** 212.9 619.0*** 45.1 110.5 -79.4 Ref -165.7 Ref -226.7* -131.6 Ref -483.7* -363.1 -550.8** - 4.2 28.9 1012.9 992.4* 2,173.2** -861.5 -651.1 -109.2 Ref -842.7 Ref 176.9 1026.1 Ref 402.4 -5,896.0*** -1,970.8** 2,694.7*** 22 1,268.8**
  • 23. Afghanistan Household has access to credit Household has Savings Monetary Remittances Return Migrant 1.2 1.5*** 1.1 1.1 Observations Pseudo R-Squared Ethiopia 1,999 Household 0.0964 has access to credit 1,999 0.0942 Household has Savings Monetary Remittances Return Migrant 1.4** 0.7 1.1 1.2 Observations Pseudo R-Squared 1,232 0.21 1,261 0.0751 Morocco Household has Household access to credit has Savings Monetary Remittances Return Migrant 2.1*** 2.4** 2.0*** 1.4 Observations Pseudo R-Squared Department 1,447 0.318 1,482 0.122 23
  • 24. Recommendations • Help facilitate remittance sending through formal channels as a means to make remittance sending faster, safer and cheaper while helping to develop the financial system. • Help to make the costs of remittance sending more transparent. • Facilitate the matching for labour supply and demand. • Facilitate contact between the migrant abroad and their networks in the origin country. Department 24
  • 26. Understand the potential that highly skilled migrants have to contribute to development in their countries of origin: • Likelihood of intending to migrate • Likelihood of migrating • Economic remittances and social remittances behaviour – Money is sent back by migrants, the amount that is sent and the reason for which money was sent, specifically whether it was for investment or consumption purposes. Department 26
  • 27. Intention to Migrate (%) Country Non-highly skilled Afghanistan (***) 11.28 Burundi (***) 0.61 Highly Skilled Full sample (>18) 20.43 11.41 2.44 0.68 Ethiopia (***) 11.17 29.25 11.94 Morocco 5.09 5.70 5.12 Department 27
  • 28. (1) (1) (1) Aspiration to migrate (odds ratios) Afghanistan Ethiopia Morocco Tertiary Education 1.6951* 1.7775** 0.8283 Observations 7,366 3,495 2,047 Pseudo R-squared 0.0538 0.113 0.237 Controls: Age, Male, Married, Mother of Child in HH, Father of Child in HH, Daily activity, HH Main Income Source, Current Migrant in Household, Return Migrant in Household, Household Receives any Remittances, Urban, Morris Index Score, HH Owns Land, Household has Savings, Currently Living Comfortably, Ever had Difficulty Meeting Food Needs, Household Owns Computer/Laptop, No Trust in Community and Neighbours and Leaders. Department 28
  • 29. (1) (2) (3) Currently a migrant (odds ratios) Afghanista Ethiopia n Morocco Tertiary Education (Complete) 0.4793 0.7562 3.1365*** Observations Pseudo R-Squared 7,433 0.171 3,669 0.294 4,269 0.189 Controls: Age, Male, Married, Mother of Child in HH, Father of Child in HH, Daily activity, HH Main Income Source, Return Migrant in Household, Household Receives any Remittances, Urban, Morris Index Score, HH Owns Land, Household has Savings, Currently Living Comfortably, Ever had Difficulty Meeting Food Needs, Household Owns Computer/Laptop, No Trust in Community and Neighbours and Leaders, HH Head has Tertiary Education. Department 29
  • 30. Dependent variable Secondary Tertiary Pseudo R-squared Reason to remit Amount Logistic Propensity to remitted (consumption remit Tobit (marginal ref. to Logistic effects) investment) 1.37* .04 1.15 1.57** .09** 1.64 .15 .07 .10 Controls: Country of origin, Employment status (employed, student, unemployed, other inactive), income per capita (low, middle, high), legal status (citizenship), language use at home (only or some Dutch, or only origin language), occupational status (low, middle, high), job security (contract status), age, age squared, gender, married, years in NL (less than 5, more than 5). No support is found for the hypothesis that the highly skilled are more likely to remit in order to invest rather than to finance consumption. Department 30
  • 31. Results expressed as odds ratios Reference category: primary or no education Tertiary education acquired anywhere Pseudo R-squared Tertiary education acquired in origin Pseudo R-squared Tertiary education acquired in Netherlands Pseudo R-squared Dependent variable (Social remittances) Advice on Advice on Advice on education jobs health 2.2285*** 2.2268*** 1.7921** 0.361 0.313 0.33 2.2894** 2.5762** 2.0836** 0.346 0.307 0.347 2.4645** 2.4969** 1.5202 0.396 0.336 0.372 No significant difference is observed between highly skilled and secondary educated migrants in terms of their likelihood of giving advice of this nature but when comparing highly skilled to low-skilled migrants a substantial difference is observed. Department 31
  • 32. • At the beginning of this study we expected to see higher rates of migration and the aspiration to migrate among the highly skilled as a reflection of their expanded opportunities for mobility. – Confirmed in some cases but not all, location choice and skills matter. • We also expected to see the highly skilled remit more and be more likely to send remittances for investment purposes. – Confirmed that highly skilled were more likely to send and to send more but no significant differences in purpose of sending. Department 32
  • 33. Recommendations • Skill-Matching Initiatives Across Borders • Engagement of the Highly Skilled Diaspora • Facilitating the Transfer of Economic Remittances • Improving Channels for Social Remittances Department 33
  • 35. Migration intentions/aspiration • Asked the respondent to state whether or not each member of the household had ‘concrete plans to live in another country in the future’ • ‘Where does this person plan to live?’ • ‘Why would this person like to move there?’ Department 35
  • 36. Number of individuals with concrete plans to migrate Individuals with concrete plans to migrate Afghanistan Burundi Ethiopia Morocco Burundi urban Total Department Freq 854 17 453 247 26 1597 % of full country sample 11.37 0.45 12.06 5.65 1.06 7.3 % of adult sample 11.39 0.45 12.23 5.35 1.07 7.26 36
  • 37. Uncovering the factors associated with the intention to migrate Summary statistics Afghanistan Burundi Ethiopia Morocco Mean age (years) Total 30.97 32.87*** 30.72 29.39*** 27.00*** Male (%) 59.34 61.89*** Married (%) Department 69.77*** 47.87 70.67*** 63.11 48.84 15.79*** 47.05 29.8*** 37
  • 38. Percentage intending to migrate, by passport ownership and country 45 % intending to migrate 40 35 30 No passport 25 20 Passport holders 15 10 5 0 Afghanistan Burundi (combined) Ethiopia Morocco Country Department 38
  • 39. Logistic regressions of aspiration to migrate showing odds ratios Aspiration to Migrate All Afghani countrie stan s Ethiopia Morocco Age Age Squared Male Passport No or Primary Education Secondary Education Tertiary Education Married Parent of child in HH Not a parent Mother Department Father 1.0 1.0* 1.2** 2.9*** Ref 2.0*** 2.2*** 0.7*** 1.3*** Ref - 1.0 1.0 0.9 6.2*** Ref 1.7*** 2.1*** 0.7* Ref 0.9 1.7** 1.0 1.0 1.2* 2.5*** Ref 2.0*** 2.0*** 1.0 1.2 Ref - 1.0 1.0 1.8*** 1.4* Ref 1.7*** 1.3 0.3*** Ref 1.5 1.5 39
  • 40. Aspiration to Migrate All Afghanis Ethiopia countries tan Morocco Daily activity: Paid work Daily activity: Education Daily activity: Self-employed, business Daily activity: Self-employed, agriculture Daily activity: None HH Main Income, Unskilled Labour HH Main Income, Skilled Labour HH Main Income, Subsistence Farming Current Migrant Household Return Migrant Household Remittance-Receiving Department Household (Any) 0.9 1.0 0.6*** - 1.1 - 0.8 - 1.5*** 1.6*** 1.2 1.4 0.7*** 0.5** 1.2 4.4*** Ref Ref Ref Ref 0.9* - - - - 1.4*** - 1.3 - 0.5*** - 0.7*** 1.1 0.6** 1.0 0.8 0.9 0.8 1.3 1.7*** 1.3 1.4** 3.5*** 40
  • 41. Intended destination of aspiring migrants, by country of origin Department 41
  • 42. Important factors in destination choice • Afghanistan: having a passport important (for every region more than Europe) • Ethiopia: passport important for going to the Gulf/Middle East, do not go to Gulf/Middle East to improve lifestyle • Morocco: current migrant hhs and hhs that had trouble meeting food needs more likely to intend to go to Southern Europe Department 42
  • 43. Intentions summary • Being male, having a passport more likely to intend to migrate. • Wealthier and more highly educated aspire to migrate to Europe and the US. • Want to move to Europe or US for enhanced lifestyle. Department 43
  • 44. Recommendations • Accurate Information on Destinations • A Coordinated International Labour Market • More Data on Aspirations Over Time Department 44
  • 45. Output • • • • • • • • Policy Reports: 5 Policy Briefs: 18 Country Reports: 10 Working Papers:10 Journal articles:15 PhD theses: 5 Methodology and field reports And more Department 45
  • 46. For more information • http://mgsog.merit.unu.edu/ISacademie/ • Conference presentations Department 46