Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and...

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* Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton University of Manchester Mary Clare Lennon Graduate Center, CUNY 0

Transcript of Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and...

Page 1: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

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Heather Joshi and Ludovica Gambaro

Centre for Longitudinal Studies

Ruth Lupton – University of Manchester

Mary Clare Lennon – Graduate Center, CUNY

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Page 2: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Our ESRC project

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Home moves in the early years: the impact on children in UK and US

• A comparison of two housing policy regimes

• Using two child cohort studies

• UK Millennium Cohort USA Fragile Families and Child Wellbeing Study

• Followed for first 5 years, from ca 2000

Page 3: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Home Moves and Neighbourhood Change

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• How far and in which direction do moves result in a change in the local environment?

• How much do local areas change for stayers?

• Do objective and subjective measures of area give the same answers ?

• Are areal outcomes of a move related to the reason for it?

Page 4: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Order of Presentation

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• Data and Methods

• Ranking of GB small areas by poverty indicator, 2001-2006

• Extent and locale of change in areas

• The MCS stayers and movers, by location, subjective and objective measures of change and movers’ reasons

• This is still work in progress

Page 5: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

DATA AND METHODS

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Page 6: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Millennium Cohort Study (MCS)

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• About 19,000 children born between 2000 and 2001

• Sampled from England, Scotland, Wales and Northern Ireland

• Interviews with baby’s mother when the child was 9 months, 3, 5, 7, and 11 years

• Oversample ethnic minority and high poverty areas

Page 7: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

MCS data we used

• Sweep 1, 2 and 3 – up to when children were age 5

• Linked the end-user dataset to geo-coded data and to area measure of poverty

• Analyses subject to disclosure control

• Used GB data only

Analytical sample: 11900 children

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Page 8: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Objective measures of neighbourhood disadvantage

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• Index of Multiple Deprivation (IMD)

– Published separately for each UK country: for LSOA in England and Wales, Datazone in Scotland

• Unadjusted Means-Tested Benefit Rate (UMBR)

– Created by Alex Fenton, LSE

– Covers GB

– Rate of claiming means tested benefits per number of households in LSOA/Datazone

Page 9: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Objective measures of neighbourhood disadvantage

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• Index of Multiple Deprivation (IMD)

– Published separately for each UK country: for LSOA in England and Wales, Datazone in Scotland

• Unadjusted Means-Tested Benefit Rate (UMBR)

– Created by Alex Fenton, LSE

– Covers GB

– Rate of claiming means tested benefits per number of households in LSOA/Datazone

• Income Support • Job Seeker’s Allowance (Income-Based and Contribution-Based) • Pension Credit, Guarantee Element (2003 onwards)

Page 10: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Objective measure of neighbourhood change

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• IMD: problematic for tracking absolute change over time and for comparing UK countries

• UMBR: captures yearly changes in poverty from 2001 to 2008, suitable for comparisons within the whole GB, but not available for NI

• Typology of within-area change from between 9 month to age 5 interview based on:

– Change in UMBR, 2001-2006

– Change in number of households, 2001-2006

Page 11: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Objective measure of neighbourhood change

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• Typology of within-area change:

NB limits to the number of categories we can use to prevent disclosure

1. UMBR rising, household population falling

2. UMBR rising, household population NOT falling

3. UMBR stable, household population falling

4. UMBR stable, household population NOT falling

5. UMBR falling, household population NOT rising

6. UMBR falling, household population rising

Page 12: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Subjective reports in MCS

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• Subjective measures of neighbourhood quality:

- General satisfaction with area,

asked at MCS1 & MCS2

- Good area for bringing up children,

asked at MCS2 & MCS3

• Reasons for move

- Multi-coded: area, housing, family, job, etc. Any area-

related reason selected

• Housing conditions, tenure and networks

‘within about a mile or 20 minutes walk’

Page 13: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

RESULTS for NEIGHBOURHOODS

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Page 14: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Rank correlation IMD/UMBR

Dates

nearest MCS1 (2001) MCS3 (2006)

r IMD

published

UMBR

observed r

IMD

published

UMBR

observed

England 0.93 2004 2001 0.94 2007 2005

Scotland 0.95 2004 2002 0.96 2006 2005

Wales 0.93 2004 2003 0.94 2008 2007

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Page 15: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Correlation between UMBR and IMD, by country

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Page 16: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

UMBR by IMD decile, by country

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Page 17: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Neighbourhood change: objective measure

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6. UMBR down, pop up

5. UMBR down, pop NOT up

4. UMBR =, pop NOT down

3. UMBR =, pop down

2. UMBR up, pop NOT down

1. UMBR up, pop down

Page 18: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Neighbourhood change: objective measure, by area-type

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Page 19: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

1

2

3

4

5

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Illustration of area change in Wales 2001-6

Page 20: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

RESULTS FOR MCS

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Page 21: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Numbers moving or not between MCS1 and MCS3

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0 2,000 4,000 6,000 8,000

LSOA/zone

changed

LSOA/zone

unchanged

Address changed

Address unchanged

no move reported

move reported

“phantom movers”

Page 22: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

UMBR change in area of origin: Stayers and Movers

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10

20

30

40

50

1. UMBR ↑ pop ↓

2. UMBR ↑ pop =/↑

3. UMBR = pop ↓

4. UMBR = pop

=/↑

5. UMBR ↓ pop =/↓

6. UMBR ↓ pop ↑

Stayers

Movers

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Page 23: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

UMBR change in area of origin: Movers

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10

20

30

40

50

1. UMBR ↑ pop ↓

2. UMBR ↑ pop =/↑

3. UMBR = pop ↓

4. UMBR = pop

=/↑

5. UMBR ↓ pop =/↓

6. UMBR ↓ pop ↑

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Page 24: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

UMBR change in area of destination by area of origin: Movers

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10

20

30

40

50

1. UMBR ↑ pop ↓

2. UMBR ↑ pop =/↑

3. UMBR = pop ↓

4. UMBR = pop

=/↑

5. UMBR ↓ pop =/↓

6. UMBR ↓ pop ↑

6. UMBR ↓ pop ↑

5. UMBR ↓ pop =/↓

4. UMBR = pop =/↑

3. UMBR = pop ↓

2. UMBR ↑ pop =/↑

1. UMBR ↑ pop ↓

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Page 25: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

“Area good for bringing up children” at MCS2, by UMBR level

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10

20

30

40

50

60

UMBR not high UMBR high (top 30%)

Excellent Good Average Poor or very poor

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Page 26: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

“Area good for bringing up children” at MCS2, by UMBR area change

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10

20

30

40

50

60

1. UMBR ↑

pop ↓

2. UMBR ↑

pop =/↑

3. UMBR =

pop ↓

4. UMBR =

pop =/↑

5. UMBR ↓

pop =/↓

6. UMBR ↓

pop ↑

Excellent Good Average Poor or very poor

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Page 27: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

“Area good for bringing up children” at MSC2 & MCS3, by stayers and movers

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10

20

30

40

50

60

Excellent Good Average Poor and very poor

MCS2, Stayers

MCS3, Stayers

Column2

MCS2, Movers

MCS3, Movers

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Page 28: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

“Area good for bringing up children” at MSC2 & MCS3, by stayers and movers

0

10

20

30

40

50

60

70

2+ up 1 up same 1 down 2+down

Stayers

Movers

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Page 29: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

“Area good for bringing up children” at MCS3, by movers and reasons for moving

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10

20

30

40

50

60

Stayers Movers, not for better areas

Movers for better areas

Excellent Good Average Poor or Very Poor

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Page 30: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Change in UMBR experienced by movers and stayers

Improvement Deterioration

Stable

Page 31: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Change in UMBR experienced by movers, by reason of moving

Improvement Deterioration

Stable

Page 32: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Change in UMBR experienced by movers, by type of original area

Page 33: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Conclusions I area-level change

• UMBR is a straightforward index of neighbourhood poverty:

- lines up well with IMD

- reveals change over time

- comparable across 3 countries

• Change non-negligible in certain areas

• Others conform to ‘not much change’

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Page 34: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Conclusions II individual-level change

• Movers experience larger changes in both area poverty and subjective evaluations

• Movers are more likely to rate their area as excellent if the reason they moved was for a better area

• Movers (especially those moving for a better area) are more likely to arrive in areas with lower poverty than where they came from

• Objective and subjective measures give similar results

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Page 35: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Next steps

• Examine measures of housing conditions (e.g., tenure, number of rooms)

• Evaluate other reasons for moving in relation to change in both objective and subjective measures

• Explore the counterfactual: what level of area poverty would movers have experienced if they had stayed put?

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Page 36: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

The home and the place

“You’re moving into a place where all the parents live well and all the kids test well.”

Page 37: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Acknowledgements

This work is supported by Grant ES/K000438/1 by the Economic and Social Research Council (ESRC).

The MCS is linked to the Millennium Cohort Study, 2001-2008, Geographical Identifiers, Lower Super Output Areas: Secure Access, produced and owned by the Centre for Longitudinal Studies (CLS).

The Secure Data Service at the UK Data Archive has supplied the data and provided support in accessing them.

We are indebted to Alex Fenton for creating the UMBR dataset.

The families taking part in the Millennium Cohort Study are thanked for their cooperation.

Page 38: Heather Joshi and Ludovica Gambaro - University of Bristol · 2020. 7. 12. · Heather Joshi and Ludovica Gambaro Centre for Longitudinal Studies Ruth Lupton – University of Manchester

Thank you!

Comments welcome

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