Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus...

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Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part- time Siyi Feng and Myles Patton EAAE 150 th Seminar, 2015

Transcript of Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus...

Page 1: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Spatial Econometric Analysis of Rural Employment Change during the Recession:

Full-time versus part-time

Siyi Feng and Myles Patton

EAAE 150th Seminar, 2015

Page 2: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Motivation

Recession 2008: general decline in employment but extent varied in different areas

Within employment changes in Northern Ireland

Full-time employment declined in most rural wards

Part-time employment declined little on average

Question: what are driving the spatial variations in the employment change in rural areas?

Page 3: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Methodology- Growth Equilibrium Model Framework

Seminal papers: Carlino and Mills (1987); Boarnet (1994)

Measures linkages between employment and population change and other drivers of economic growth Firm and Residential location choices are

linked– simultaneity between employment and population change

Account for spatial spillover effects

Page 4: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

(Methodology Cont.)

Data: wards level data focusing on rural areas Period: 2007-2011 Caveats:

•Extreme observations•Adjustments in the spatial distribution of population change hindered by crash of housing market3 equation system used in this study: full-time employment, part-time employment and population

Page 5: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

(Methodology Cont.)

Page 6: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

(Methodology Cont.)

•FT emp: population change in own and nearby areas; industry mix;

qualification; full-time employment change in nearby areas

Page 7: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

(Methodology Cont.)

•FT emp: population change in own and nearby areas; industry mix;

qualification; full-time employment change in nearby areas

•PT emp: population change in own and nearby areas; industry mix;

qualification; part-time employment change in nearby areas

Page 8: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

(Methodology Cont.)

•FT emp: population change in own and nearby areas; industry mix;

qualification; full-time employment change in nearby areas

•PT emp: population change in own and nearby areas; industry mix;

qualification; part-time employment change in nearby areas

•Population: total employment change in own and nearby areas; amenity; population change in nearby areas

Page 9: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

(Methodology Cont.)

•FT emp: population change in own and nearby areas; industry mix;

qualification; full-time employment change in nearby areas

•PT emp: population change in own and nearby areas; industry mix;

qualification; part-time employment change in nearby areas

•Population: total employment change in own and nearby areas; amenity; population change in nearby areas

•Ward-level data

-> Spatial spillover effect

Page 10: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

(Methodology Cont.)

•FT emp: population change in own and nearby areas; industry mix;

qualification; full-time employment change in nearby areas

•PT emp: population change in own and nearby areas; industry mix;

qualification; part-time employment change in nearby areas

•Population: total employment change in own and nearby areas; amenity; population change in nearby areas

•Ward-level data

-> Spatial spillover effect

•Endogeneity issue: follow literature to construct IV

Page 11: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Spatial Spillover Effects

50 R1

R 2 R 3

R

R 5

R 6

R 7

5

15 4

10

1 5

5

No. of commutes

from R1 to other regions

Weighting for R4

Distance weight matrix: 0.17

Commute weight matrix: 0.50

•Autoregressive spatial lags•Inverse distance weight matrix

•Cross-regressive spatial lags•Commute weight matrix

Page 12: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Key Transportation Corridors NI(Source: Department of Regional Development (2001))

Page 13: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Preliminary FindingsFull-time Employment Change within Rural Wards

Page 14: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Preliminary FindingsFull-time Employment Change within Rural Wards

•Decline cluster at the north,

Page 15: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Preliminary FindingsFull-time Employment Change within Rural Wards

•Decline cluster at the north, west of Lough Neigh,

Page 16: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Preliminary FindingsFull-time Employment Change within Rural Wards

•Decline cluster at the north, west of Lough Neigh, south of Lough Neigh

Page 17: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Preliminary FindingsFull-time Employment Change within Rural Wards

Page 18: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Preliminary FindingsFull-time Employment Change within Rural Wards

Page 19: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Preliminary FindingsFull-time Employment Change within Rural Wards

Page 20: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Preliminary FindingsPart-time Employment Change within Rural Wards

•High growths tend to be near urban areas

Page 21: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Preliminary FindingsPart-time Employment Change within Rural Wards

Page 22: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Preliminary FindingsPart-time Employment Change within Rural Wards

Page 23: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Preliminary FindingsPart-time Employment Change within Rural Wards

Page 24: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

Preliminary FindingsPart-time Employment Change within Rural Wards

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Preliminary FindingsPopulation Change within Rural Wards

Page 26: Spatial Econometric Analysis of Rural Employment Change during the Recession: Full-time versus part-time Siyi Feng and Myles Patton EAAE 150 th Seminar,

ConclusionsFull-time and part-time employment changes are driven by different explanatory factors

-FT: better skill mix, better resilience; industry mix also plays a role

-PT: tends to follow population growth

-Policy implication: 1.These subtleties need to be taken into consideration in rural development strategies, particularly investment in education, job creation etc.

2.Rural development should take into account impacts on a wider area

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ConclusionsThe role of urban areas

-Previous study using 2001-2007 data suggests employment growth in urban areas drive both employment and population to grow in rural

areas

-In this study: negative impact on part-time employment but still positive in population

-Policy implication: urban-rural linkage is an important component in rural development

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Thank-you