SlideShare a Scribd company logo
1 of 22
Download to read offline
THE GEOGRAPHY OF NON-EMPLOYMENT
INCOME IN THE METROPOLITAN 

UPPER GREAT PLAINS: DURING THE
2007-2008 RECESSION

By 	

Edward Beaver	

MA Thesis Defense	

Department of Geography, UNC-Greensboro

4 November, 2013
SUMMARY
Intro	

Research Questions	

Theoretical/Conceptual Background	

Study Area, Data and Methods	

Results	

Conclusions & Summary
NON-EMPLOYMENT INCOME
(NEI)
NEI: monies not from labor	

Includes two types of non-labor income	

Government Transfers (15% of U.S. income)	

Social Security, Medicare, Food Stamps (SNAP)	


Investment Income (25% of U.S. income)	

Capital Gains, Savings Interest, Stock Dividends	


NEI “...can be seen as bringing ‘new
money’ into a local economy...” as
exports or higher wages do, even in
counter-cyclical fashion (Nelson, 2008)
NEI History

Stage 3:
Stage 2:
Stage 1:
Revolution
Growth &
Social Safety
&
Demograph
Net
Deregulatio
ics
(1913-1945)
n
(1946-1975)
(1976-2007)

Stage 4:
New
Normal
(2008Present)
IMPORTANCE
Minimal attention from political/economic
leaders	

Significant geographic concentration &
variation across America	

Government budgets in dire straits
promise changes	

“Grand Bargain” Potential on Taxes/
Revenues	

Demographics in ‘Age of Austerity’	

“Grey” Economies invest more
conservatively & require more
government transfers in support (401K
system #FAIL, poor economic literacy)	

Lower birth rates= less new taxpayers	

Disputes over ‘legitimate’ government
transfers increasingly age-centric
(Brownstein, 2010)
RESEARCH QUESTIONS
[1] What geographic patterns of NEI (e.g., investment income vs.
government transfers) are apparent in the upper Great Plains
region during the early Great Recession (2007-2008)?	

[2] How influential is NEI in this region’s economy?; and	

[3] What factors (e.g., socio-demographics, economic, etc.)
explain the geographic variations of NEI? Very specifically, are
these variations indicating strong relationships to different
industrial sector patterns and are they shaped by the urban
system such as urban, suburban, or exurban?
THEORETICAL/CONCEPTUAL
BACKGROUND
Geographers and other social scientists considered NEI’s importance in
many other types of places and conditions	

!
Rural counties (Nelson and Beyers, 1998)	

Natural resource dependent communities (Petigaraa et al., 2012)	

Life course migration (Nelson, 2005:2008)	

Regional income convergence (Austin and Schmidt, 1998)	

Boom and bust economic cycles (Smith and Harris, 1993)	

Core-based statistical areas (Wenzl, 2008)	

States (Kendall and Pigozzi, 1994; Campbell, 2003)	

Megapolitan areas (Debbage and Beaver, 2012)	

Micropolitan areas (Mulligan and Vias, 2006)
CONTRIBUTIONS OF THIS THESIS
None except Forward (1982:1990) & Wenzl (2008) incorporated
capital gains and private pensions as investment income	

But Wenzl left out multiple NEI types, esp. transfers	

None ever analyzed NEI in metropolitan counties, the population
and economic centers of the nation, especially not the UGP
STUDY AREA
STUDY AREA
DATA AND METHODOLOGY
BEA	

Census/ACS	

IRS SOI	

ZCTA	

!

BEA capital gains refusal	

Multi-County Zip Codes	

IRS 20 months late
DATA AND METHODOLOGY
% Single Parent
Household
Median Home Value
% Uninsured
% Prod/
Transportation

Employment
% Movers 1 Year
Before
% Bachelor Degree
%High School
Dropout
% Population

% Non-Caucasian

% Elderly

% Services
Employment
% Low Birth Weight
% MGMT/
Professional


% Construction
Employment
% Office Employment

Employment

% Employment
Growth 2000-07/08

% Unemployment

% Workforce
Participation
% Rental Housing

% Married

% Diabetes

 

 

% Poverty
RESULTS
Highest NEI %
Counties
Polk , MO
Macoupin , IL
Carlton , MN
Jasper , MO
St. Louis , MN
Douglas , WI
Pennington , SD
Callaway , MO
Washington , MO
Greene , MO
Dubuque , IA
Jones , IA
Cape Girardeau , MO
St. Louis , MO
Henry , IL
Franklin , MO
Blue Earth , MN
Shawnee , KS
Rock Island , IL
Polk , MN

48.11%
45.82%
44.82%
43.78%
43.75%
43.60%
43.32%
43.27%
42.75%
42.72%
42.55%
42.46%
41.92%
41.65%
41.32%
40.83%
40.43%
40.34%
40.32%
40.24%

Lowest NEI %
Counties
Riley , KS
Scott , MN
Sarpy , NE
Geary , KS
Carver , MN
Warren , IA
Platte , MO
St. Croix , WI
Wright , MN
Dallas , IA
Sherburne , MN
St. Charles , MO
Dakota , MN
Isanti , MN
Clay , MO
Polk , IA
Anoka , MN
Jefferson , MO
Pottawattamie , IA
Sumner , KS

25.98%
26.65%
27.40%
27.69%
27.89%
28.98%
29.01%
29.68%
29.81%
30.00%
30.02%
30.20%
30.48%
30.55%
30.63%
31.24%
31.27%
31.51%
31.82%
32.36%
RESULTS
Highest Gain From IRS Counties
Callaway , MO
Lincoln , MO
Christian , MO
Macoupin , IL
Benton , IA
Meade , SD
Franklin , MO
Anoka , MN
Jersey , IL
Butler , KS
Leavenworth , KS
Geary , KS
Carlton , MN
Chisago , MN
Benton , MN
Lincoln , SD
Douglas , WI
Cass , MO
Jefferson , MO
Clay , MO

99.31%
90.89%
84.40%
81.62%
76.18%
76.16%
75.40%
69.69%
69.63%
67.77%
62.86%
61.22%
61.05%
59.89%
58.07%
57.32%
56.67%
54.67%
52.95%
52.13%
RESULTS
Highest Transfer %
Washington , MO 29.80%
Polk , MO
26.04%
Wyandotte , KS
22.29%
St. Louis city, MO 21.90%
Carlton , MN
21.86%
Webster , MO
21.81%
Douglas , WI
21.48%
Jasper , MO
21.23%
Buchanan , MO
20.47%
Lafayette , MO
19.90%
St. Louis , MN
19.85%
Polk , MN
19.78%
Franklin , KS
18.92%
Warren , MO
18.29%
Jones , IA
17.99%
St. Clair , IL
17.88%
Macoupin , IL
17.78%
Dakota , NE
17.73%
Callaway , MO
17.66%
Pottawattamie , IA 17.27%

Lowest Transfer %
Lincoln , SD
4.95%
Carver , MN
6.03%
Johnson , KS
6.68%
Dallas , IA
7.48%
Scott , MN
7.71%
Washington , MN 7.93%
Riley , KS
8.02%
Dakota , MN
8.67%
Johnson , IA
8.76%
Sarpy , NE
9.06%
Platte , MO
9.08%
St. Croix , WI
9.18%
Cass , ND
9.36%
Hennepin , MN
9.61%
Geary , KS
9.89%
St. Louis , MO
10.15%
St. Charles , MO 10.23%
Douglas , NE
10.60%
Monroe , IL
10.69%
Douglas , KS
10.73%
RESULTS
Highest Investment %
St. Louis , MO
31.50%
Johnson , KS
29.27%
Pennington , SD
28.65%
Meade , SD
28.57%
Douglas , NE
28.17%
Macoupin , IL
28.04%
Lincoln , SD
27.52%
Dubuque , IA
27.39%
Minnehaha , SD
27.34%
Greene , MO
27.24%
Douglas , KS
26.75%
Hennepin , MN
26.70%
Franklin , MO
26.58%
Blue Earth , MN
26.51%
Monroe , IL
26.31%
Cape Girardeau , MO 26.19%
Henry , IL
25.76%
Callaway , MO
25.60%
Rock Island , IL
25.55%
Ramsey , MN
25.30%

Lowest Investment %
Washington , MO
12.95%
Wyandotte , KS
12.99%
Pottawattamie , IA
14.54%
Dakota , NE
15.47%
Ray , MO
15.70%
Isanti , MN
15.99%
Sumner , KS
16.14%
Webster , MO
16.32%
Warren , MO
16.50%
Clinton , MO
16.54%
Jefferson , MO
16.87%
Warren , IA
16.91%
Lafayette , MO
17.32%
Geary , KS
17.79%
Buchanan , MO
17.80%
Riley , KS
17.96%
St. Louis city, MO
18.01%
Wright , MN
18.34%
Sarpy , NE
18.34%
Miami , KS
18.59%
RESULTS 	

PRINCIPAL COMPONENTS ANALYSIS (PCA):
Component

1 Hi-Low SES
2 Diversity
3 Office/SPH
4 Mobility
5 Home Value
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22

Total
6.62
4.47
2.16
1.87
1.08
1
0.82
0.73
0.59
0.46
0.44
0.39
0.34
0.26
0.17
0.15
0.13
0.12
0.09
0.06
0.05
0

Eigenvalues
Extraction Sums of Squared Loadings
%Variance %Cumulative Total %Variance %Cumulative
30.09
30.09
6.62
30.09
30.09
20.33
50.42
4.47
20.33
50.42
9.82
60.24
2.16
9.82
60.24
8.48
68.72
1.87
8.48
68.72
4.93
73.65
1.08
4.93
73.65
4.53
78.18
3.71
81.89
3.33
85.22
2.67
87.89
2.1
89.99
2
91.99
1.76
93.74
1.57
95.31
1.16
96.47
0.78
97.25
0.68
97.93
0.6
98.53
0.57
99.1
0.41
99.51
0.26
99.77
0.22
99.99
0.01
100
RESULTS
RESULTS
Variables
Constant
PC1

Model 1
2305734
-5452488

Model 2
776526
-23574

PC2

1579810*
409943
1926048*
510557
31.88
0.39
99

1060650*
519160*
174022*
235921
- -1369981*
556066*
174116*
336441
26.53
20.19
0.51
0.37
99
99

PC3
PC4
PC5
F-Statistic
Adj. R-Square
Total
Observations
Note: *Significant at 0.05
level
Model 1: NEI $
Model 2: Investment Income
Model 3: Transfer Income
Model 4: NEI Ratio

Model 3
1529208
-521674*

Model 4
1.74
0.57195*
0.11949*
0.09
-0.02
0
72.68
0.59
99
SUMMARY & CONCLUSIONS
Greatest impact observed in suburban & exurban counties, much more than in
wealthy suburban counties.	

Where NEI concentrates, transfers and investment NEI trend at high levels relatively
equally 	

Counties with lower NEI trended suburban or exurban.	

Urban cores and very well educated counties had highest levels of investment income	

NEI is no more or less influential in UGP than nationally	

BEA accounts of NEI are inaccurate without capital gains.	

Socio-economic status indicators are most important indicators
NEXT STEPS
Incorporate IRS data across all
metropolitan counties in U.S. for
regional comparisons	

Structural equation modeling instead
of PCA and regression- better
explains variable relationships	

Account for ‘accrued capital gains’
somehow	

Promote NEI awareness among
policymakers and academics
ACKNOWLEDGEMENTS &
QUESTIONS
Thank you to my advisor Dr. Selima Sultana!	

My thesis committee members Dr. Keith Debbage &
Dr. Zhi-Jun Liu.	

The San Francisco Blue Cross/Blue Shield Research
Team, Wake County Tea Party & N.C. NAACP for
supportive and constructive comments over the
summer and fall.

More Related Content

What's hot

Annie Williams Real Estate Report - September 2021
Annie Williams Real Estate Report - September 2021Annie Williams Real Estate Report - September 2021
Annie Williams Real Estate Report - September 2021Annie Williams
 
Annie Williams Real Estate Report - March 2022
Annie Williams Real Estate Report - March 2022Annie Williams Real Estate Report - March 2022
Annie Williams Real Estate Report - March 2022Annie Williams
 
Annie Williams Real Estate Report - August 2021
Annie Williams Real Estate Report - August 2021Annie Williams Real Estate Report - August 2021
Annie Williams Real Estate Report - August 2021Annie Williams
 
Examining the Housing Market in Metro Atlanta
Examining the Housing Market in Metro AtlantaExamining the Housing Market in Metro Atlanta
Examining the Housing Market in Metro AtlantaARCResearch
 
Fraser Valley Real Estate Board Statistics Package Jan 2021
Fraser Valley Real Estate Board Statistics Package Jan 2021Fraser Valley Real Estate Board Statistics Package Jan 2021
Fraser Valley Real Estate Board Statistics Package Jan 2021Vicky Aulakh
 
Annie Williams Real Estate Report - December 2021
Annie Williams Real Estate Report - December 2021Annie Williams Real Estate Report - December 2021
Annie Williams Real Estate Report - December 2021Annie Williams
 
Philanthropy in Economic Slowdowns
Philanthropy in Economic SlowdownsPhilanthropy in Economic Slowdowns
Philanthropy in Economic SlowdownsAdvancement Partners
 
Fvreb aug 2019 stats package
Fvreb aug 2019 stats packageFvreb aug 2019 stats package
Fvreb aug 2019 stats packageVicky Aulakh
 
Fraser Valley Real Estate Board Statistics Package January 2020
Fraser Valley Real Estate Board Statistics Package January 2020 Fraser Valley Real Estate Board Statistics Package January 2020
Fraser Valley Real Estate Board Statistics Package January 2020 Vicky Aulakh
 
Robert Chote: Public finances and health care
Robert Chote: Public finances and health careRobert Chote: Public finances and health care
Robert Chote: Public finances and health careThe King's Fund
 
Annie Williams Real Estate Report - September 2020
Annie Williams Real Estate Report - September 2020Annie Williams Real Estate Report - September 2020
Annie Williams Real Estate Report - September 2020Jon Weaver
 
Nov 2019 fvreb stats package
Nov 2019 fvreb stats packageNov 2019 fvreb stats package
Nov 2019 fvreb stats packageVicky Aulakh
 
Annie Williams Real Estate Report - August 2020
Annie Williams Real Estate Report - August 2020Annie Williams Real Estate Report - August 2020
Annie Williams Real Estate Report - August 2020Jon Weaver
 
Annie Williams Real Estate Report - November 2019
Annie Williams Real Estate Report - November 2019Annie Williams Real Estate Report - November 2019
Annie Williams Real Estate Report - November 2019Jon Weaver
 
Chicagoland Quarterly Supply/Demand Report - 7/1/2011
Chicagoland Quarterly Supply/Demand Report - 7/1/2011Chicagoland Quarterly Supply/Demand Report - 7/1/2011
Chicagoland Quarterly Supply/Demand Report - 7/1/2011chipwags
 
Dec 2020 Fraser Valley Real Estate Board Package
Dec 2020 Fraser Valley Real Estate Board PackageDec 2020 Fraser Valley Real Estate Board Package
Dec 2020 Fraser Valley Real Estate Board PackageVicky Aulakh
 
Rising Bond Yields and Equity Performance
Rising Bond Yields and Equity PerformanceRising Bond Yields and Equity Performance
Rising Bond Yields and Equity PerformanceJonathan Wilmot
 
July fvreb stats package
July fvreb stats packageJuly fvreb stats package
July fvreb stats packageVicky Aulakh
 

What's hot (20)

Annie Williams Real Estate Report - September 2021
Annie Williams Real Estate Report - September 2021Annie Williams Real Estate Report - September 2021
Annie Williams Real Estate Report - September 2021
 
Annie Williams Real Estate Report - March 2022
Annie Williams Real Estate Report - March 2022Annie Williams Real Estate Report - March 2022
Annie Williams Real Estate Report - March 2022
 
2016PowerPt (2)
2016PowerPt (2)2016PowerPt (2)
2016PowerPt (2)
 
Population Mobility and Monsoon Anomalies in Pakistan by Katrina Kosec, IFPRI
Population Mobility and Monsoon Anomalies in Pakistan by Katrina Kosec, IFPRI  Population Mobility and Monsoon Anomalies in Pakistan by Katrina Kosec, IFPRI
Population Mobility and Monsoon Anomalies in Pakistan by Katrina Kosec, IFPRI
 
Annie Williams Real Estate Report - August 2021
Annie Williams Real Estate Report - August 2021Annie Williams Real Estate Report - August 2021
Annie Williams Real Estate Report - August 2021
 
Examining the Housing Market in Metro Atlanta
Examining the Housing Market in Metro AtlantaExamining the Housing Market in Metro Atlanta
Examining the Housing Market in Metro Atlanta
 
Fraser Valley Real Estate Board Statistics Package Jan 2021
Fraser Valley Real Estate Board Statistics Package Jan 2021Fraser Valley Real Estate Board Statistics Package Jan 2021
Fraser Valley Real Estate Board Statistics Package Jan 2021
 
Annie Williams Real Estate Report - December 2021
Annie Williams Real Estate Report - December 2021Annie Williams Real Estate Report - December 2021
Annie Williams Real Estate Report - December 2021
 
Philanthropy in Economic Slowdowns
Philanthropy in Economic SlowdownsPhilanthropy in Economic Slowdowns
Philanthropy in Economic Slowdowns
 
Fvreb aug 2019 stats package
Fvreb aug 2019 stats packageFvreb aug 2019 stats package
Fvreb aug 2019 stats package
 
Fraser Valley Real Estate Board Statistics Package January 2020
Fraser Valley Real Estate Board Statistics Package January 2020 Fraser Valley Real Estate Board Statistics Package January 2020
Fraser Valley Real Estate Board Statistics Package January 2020
 
Robert Chote: Public finances and health care
Robert Chote: Public finances and health careRobert Chote: Public finances and health care
Robert Chote: Public finances and health care
 
Annie Williams Real Estate Report - September 2020
Annie Williams Real Estate Report - September 2020Annie Williams Real Estate Report - September 2020
Annie Williams Real Estate Report - September 2020
 
Nov 2019 fvreb stats package
Nov 2019 fvreb stats packageNov 2019 fvreb stats package
Nov 2019 fvreb stats package
 
Annie Williams Real Estate Report - August 2020
Annie Williams Real Estate Report - August 2020Annie Williams Real Estate Report - August 2020
Annie Williams Real Estate Report - August 2020
 
Annie Williams Real Estate Report - November 2019
Annie Williams Real Estate Report - November 2019Annie Williams Real Estate Report - November 2019
Annie Williams Real Estate Report - November 2019
 
Chicagoland Quarterly Supply/Demand Report - 7/1/2011
Chicagoland Quarterly Supply/Demand Report - 7/1/2011Chicagoland Quarterly Supply/Demand Report - 7/1/2011
Chicagoland Quarterly Supply/Demand Report - 7/1/2011
 
Dec 2020 Fraser Valley Real Estate Board Package
Dec 2020 Fraser Valley Real Estate Board PackageDec 2020 Fraser Valley Real Estate Board Package
Dec 2020 Fraser Valley Real Estate Board Package
 
Rising Bond Yields and Equity Performance
Rising Bond Yields and Equity PerformanceRising Bond Yields and Equity Performance
Rising Bond Yields and Equity Performance
 
July fvreb stats package
July fvreb stats packageJuly fvreb stats package
July fvreb stats package
 

Viewers also liked

Produccion y comercializacion de bolsos artisticos para celulares (1)
Produccion y comercializacion de bolsos artisticos para celulares (1)Produccion y comercializacion de bolsos artisticos para celulares (1)
Produccion y comercializacion de bolsos artisticos para celulares (1)IPAE
 
Introducción a la programación
Introducción a la programación Introducción a la programación
Introducción a la programación Carlos Garcia
 
Open Source Tools for the Systems Administrator
Open Source Tools for the Systems AdministratorOpen Source Tools for the Systems Administrator
Open Source Tools for the Systems AdministratorCharles Profitt
 
領導菁英 2013.12 cover p21
領導菁英 2013.12 cover p21領導菁英 2013.12 cover p21
領導菁英 2013.12 cover p21Jerry Hsueh
 
Creativity in group interview for primary six pupils, 20 and 27 January 2015
Creativity in group interview for primary six pupils, 20 and 27 January 2015Creativity in group interview for primary six pupils, 20 and 27 January 2015
Creativity in group interview for primary six pupils, 20 and 27 January 2015Annita Mau
 
Family Communication Class
Family Communication ClassFamily Communication Class
Family Communication ClassFernando Escobar
 

Viewers also liked (6)

Produccion y comercializacion de bolsos artisticos para celulares (1)
Produccion y comercializacion de bolsos artisticos para celulares (1)Produccion y comercializacion de bolsos artisticos para celulares (1)
Produccion y comercializacion de bolsos artisticos para celulares (1)
 
Introducción a la programación
Introducción a la programación Introducción a la programación
Introducción a la programación
 
Open Source Tools for the Systems Administrator
Open Source Tools for the Systems AdministratorOpen Source Tools for the Systems Administrator
Open Source Tools for the Systems Administrator
 
領導菁英 2013.12 cover p21
領導菁英 2013.12 cover p21領導菁英 2013.12 cover p21
領導菁英 2013.12 cover p21
 
Creativity in group interview for primary six pupils, 20 and 27 January 2015
Creativity in group interview for primary six pupils, 20 and 27 January 2015Creativity in group interview for primary six pupils, 20 and 27 January 2015
Creativity in group interview for primary six pupils, 20 and 27 January 2015
 
Family Communication Class
Family Communication ClassFamily Communication Class
Family Communication Class
 

Similar to BTD1

Austin, TX: State of the Economy
Austin, TX: State of the EconomyAustin, TX: State of the Economy
Austin, TX: State of the EconomyCivic Analytics LLC
 
2017 Housing Market Forecast - Leslie Appleton Young
2017 Housing Market Forecast - Leslie Appleton Young2017 Housing Market Forecast - Leslie Appleton Young
2017 Housing Market Forecast - Leslie Appleton YoungInman News
 
AIER_2015_CDI_brochure
AIER_2015_CDI_brochureAIER_2015_CDI_brochure
AIER_2015_CDI_brochureTodd Hoffman
 
Changing Rockford Demographics 2011: The Meaning for Advertising and Marketing
Changing Rockford Demographics 2011: The Meaning for Advertising and MarketingChanging Rockford Demographics 2011: The Meaning for Advertising and Marketing
Changing Rockford Demographics 2011: The Meaning for Advertising and MarketingAAF Northern Illinois
 
Presentation UNM BBER Community Economic Assessment on Zuni Pueblo
Presentation UNM BBER Community Economic Assessment on Zuni PuebloPresentation UNM BBER Community Economic Assessment on Zuni Pueblo
Presentation UNM BBER Community Economic Assessment on Zuni Pueblozunipueblomainstreet
 
Transportation Ecoefficiency: Social and Political Forces for Change in U.S. ...
Transportation Ecoefficiency: Social and Political Forces for Change in U.S. ...Transportation Ecoefficiency: Social and Political Forces for Change in U.S. ...
Transportation Ecoefficiency: Social and Political Forces for Change in U.S. ...Anna McCreery
 
Kansas City Metro Area Economic-Demographic Overview
Kansas City Metro Area Economic-Demographic OverviewKansas City Metro Area Economic-Demographic Overview
Kansas City Metro Area Economic-Demographic Overviewjeffpinkerton
 
2017 Rocky Mount & Twin Counties Economic Outlook
2017 Rocky Mount & Twin Counties Economic Outlook2017 Rocky Mount & Twin Counties Economic Outlook
2017 Rocky Mount & Twin Counties Economic OutlookKenneth Hunter
 
The State of Erie County and the City of Sandusky
The State of Erie County and the City of SanduskyThe State of Erie County and the City of Sandusky
The State of Erie County and the City of SanduskyGSPAdmin
 
Transportation Ecoefficiency: Social and Political Drivers in U.S. Metropolit...
Transportation Ecoefficiency: Social and Political Drivers in U.S. Metropolit...Transportation Ecoefficiency: Social and Political Drivers in U.S. Metropolit...
Transportation Ecoefficiency: Social and Political Drivers in U.S. Metropolit...Anna McCreery
 
Williamson County, Texas: Changing Demographics and Implications of Growth
Williamson County, Texas: Changing Demographics and Implications of GrowthWilliamson County, Texas: Changing Demographics and Implications of Growth
Williamson County, Texas: Changing Demographics and Implications of GrowthCivic Analytics LLC
 
Spring 2017 Economic Update
Spring 2017 Economic UpdateSpring 2017 Economic Update
Spring 2017 Economic UpdateKenneth Hunter
 
ARC Aging Snapshot Final 2023.pdf
ARC Aging Snapshot Final 2023.pdfARC Aging Snapshot Final 2023.pdf
ARC Aging Snapshot Final 2023.pdfARCResearch
 
Regional Economic Conditions
Regional Economic Conditions Regional Economic Conditions
Regional Economic Conditions The New York Fed
 

Similar to BTD1 (20)

Austin, TX: State of the Economy
Austin, TX: State of the EconomyAustin, TX: State of the Economy
Austin, TX: State of the Economy
 
2017 Housing Market Forecast - Leslie Appleton Young
2017 Housing Market Forecast - Leslie Appleton Young2017 Housing Market Forecast - Leslie Appleton Young
2017 Housing Market Forecast - Leslie Appleton Young
 
AIER_2015_CDI_brochure
AIER_2015_CDI_brochureAIER_2015_CDI_brochure
AIER_2015_CDI_brochure
 
Changing Rockford Demographics 2011: The Meaning for Advertising and Marketing
Changing Rockford Demographics 2011: The Meaning for Advertising and MarketingChanging Rockford Demographics 2011: The Meaning for Advertising and Marketing
Changing Rockford Demographics 2011: The Meaning for Advertising and Marketing
 
Presentation UNM BBER Community Economic Assessment on Zuni Pueblo
Presentation UNM BBER Community Economic Assessment on Zuni PuebloPresentation UNM BBER Community Economic Assessment on Zuni Pueblo
Presentation UNM BBER Community Economic Assessment on Zuni Pueblo
 
comass2_binder.pdf
comass2_binder.pdfcomass2_binder.pdf
comass2_binder.pdf
 
Transportation Ecoefficiency: Social and Political Forces for Change in U.S. ...
Transportation Ecoefficiency: Social and Political Forces for Change in U.S. ...Transportation Ecoefficiency: Social and Political Forces for Change in U.S. ...
Transportation Ecoefficiency: Social and Political Forces for Change in U.S. ...
 
Oregon Economic and Revenue Forecast, June 2014
Oregon Economic and Revenue Forecast, June 2014Oregon Economic and Revenue Forecast, June 2014
Oregon Economic and Revenue Forecast, June 2014
 
HBA 2016 Housing Forecast
HBA 2016 Housing Forecast HBA 2016 Housing Forecast
HBA 2016 Housing Forecast
 
Kansas City Metro Area Economic-Demographic Overview
Kansas City Metro Area Economic-Demographic OverviewKansas City Metro Area Economic-Demographic Overview
Kansas City Metro Area Economic-Demographic Overview
 
2017 Rocky Mount & Twin Counties Economic Outlook
2017 Rocky Mount & Twin Counties Economic Outlook2017 Rocky Mount & Twin Counties Economic Outlook
2017 Rocky Mount & Twin Counties Economic Outlook
 
The State of Erie County and the City of Sandusky
The State of Erie County and the City of SanduskyThe State of Erie County and the City of Sandusky
The State of Erie County and the City of Sandusky
 
Austin information
Austin informationAustin information
Austin information
 
Transportation Ecoefficiency: Social and Political Drivers in U.S. Metropolit...
Transportation Ecoefficiency: Social and Political Drivers in U.S. Metropolit...Transportation Ecoefficiency: Social and Political Drivers in U.S. Metropolit...
Transportation Ecoefficiency: Social and Political Drivers in U.S. Metropolit...
 
Williamson County, Texas: Changing Demographics and Implications of Growth
Williamson County, Texas: Changing Demographics and Implications of GrowthWilliamson County, Texas: Changing Demographics and Implications of Growth
Williamson County, Texas: Changing Demographics and Implications of Growth
 
Spring 2017 Economic Update
Spring 2017 Economic UpdateSpring 2017 Economic Update
Spring 2017 Economic Update
 
ARC Aging Snapshot Final 2023.pdf
ARC Aging Snapshot Final 2023.pdfARC Aging Snapshot Final 2023.pdf
ARC Aging Snapshot Final 2023.pdf
 
Carroll County Did You Know Nov09
Carroll County Did You Know Nov09Carroll County Did You Know Nov09
Carroll County Did You Know Nov09
 
Northern Utah Economic Status Report: Oct 2008
Northern Utah Economic Status Report: Oct 2008Northern Utah Economic Status Report: Oct 2008
Northern Utah Economic Status Report: Oct 2008
 
Regional Economic Conditions
Regional Economic Conditions Regional Economic Conditions
Regional Economic Conditions
 

Recently uploaded

Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)eniolaolutunde
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfJayanti Pande
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpinRaunakKeshri1
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingTechSoup
 
CARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxCARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxGaneshChakor2
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfciinovamais
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationnomboosow
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxSayali Powar
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Celine George
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...EduSkills OECD
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdfQucHHunhnh
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Sapana Sha
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactPECB
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactdawncurless
 
Privatization and Disinvestment - Meaning, Objectives, Advantages and Disadva...
Privatization and Disinvestment - Meaning, Objectives, Advantages and Disadva...Privatization and Disinvestment - Meaning, Objectives, Advantages and Disadva...
Privatization and Disinvestment - Meaning, Objectives, Advantages and Disadva...RKavithamani
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxNirmalaLoungPoorunde1
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxheathfieldcps1
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfsanyamsingh5019
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdfQucHHunhnh
 

Recently uploaded (20)

Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)Software Engineering Methodologies (overview)
Software Engineering Methodologies (overview)
 
Web & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdfWeb & Social Media Analytics Previous Year Question Paper.pdf
Web & Social Media Analytics Previous Year Question Paper.pdf
 
Student login on Anyboli platform.helpin
Student login on Anyboli platform.helpinStudent login on Anyboli platform.helpin
Student login on Anyboli platform.helpin
 
Grant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy ConsultingGrant Readiness 101 TechSoup and Remy Consulting
Grant Readiness 101 TechSoup and Remy Consulting
 
CARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptxCARE OF CHILD IN INCUBATOR..........pptx
CARE OF CHILD IN INCUBATOR..........pptx
 
Activity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdfActivity 01 - Artificial Culture (1).pdf
Activity 01 - Artificial Culture (1).pdf
 
Interactive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communicationInteractive Powerpoint_How to Master effective communication
Interactive Powerpoint_How to Master effective communication
 
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptxPOINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
POINT- BIOCHEMISTRY SEM 2 ENZYMES UNIT 5.pptx
 
Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17Advanced Views - Calendar View in Odoo 17
Advanced Views - Calendar View in Odoo 17
 
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
Presentation by Andreas Schleicher Tackling the School Absenteeism Crisis 30 ...
 
1029 - Danh muc Sach Giao Khoa 10 . pdf
1029 -  Danh muc Sach Giao Khoa 10 . pdf1029 -  Danh muc Sach Giao Khoa 10 . pdf
1029 - Danh muc Sach Giao Khoa 10 . pdf
 
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111Call Girls in Dwarka Mor Delhi Contact Us 9654467111
Call Girls in Dwarka Mor Delhi Contact Us 9654467111
 
Beyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global ImpactBeyond the EU: DORA and NIS 2 Directive's Global Impact
Beyond the EU: DORA and NIS 2 Directive's Global Impact
 
Accessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impactAccessible design: Minimum effort, maximum impact
Accessible design: Minimum effort, maximum impact
 
Privatization and Disinvestment - Meaning, Objectives, Advantages and Disadva...
Privatization and Disinvestment - Meaning, Objectives, Advantages and Disadva...Privatization and Disinvestment - Meaning, Objectives, Advantages and Disadva...
Privatization and Disinvestment - Meaning, Objectives, Advantages and Disadva...
 
Employee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptxEmployee wellbeing at the workplace.pptx
Employee wellbeing at the workplace.pptx
 
The basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptxThe basics of sentences session 2pptx copy.pptx
The basics of sentences session 2pptx copy.pptx
 
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptxINDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
INDIA QUIZ 2024 RLAC DELHI UNIVERSITY.pptx
 
Sanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdfSanyam Choudhary Chemistry practical.pdf
Sanyam Choudhary Chemistry practical.pdf
 
1029-Danh muc Sach Giao Khoa khoi 6.pdf
1029-Danh muc Sach Giao Khoa khoi  6.pdf1029-Danh muc Sach Giao Khoa khoi  6.pdf
1029-Danh muc Sach Giao Khoa khoi 6.pdf
 

BTD1

  • 1. THE GEOGRAPHY OF NON-EMPLOYMENT INCOME IN THE METROPOLITAN 
 UPPER GREAT PLAINS: DURING THE 2007-2008 RECESSION
 By Edward Beaver MA Thesis Defense Department of Geography, UNC-Greensboro
 4 November, 2013
  • 2. SUMMARY Intro Research Questions Theoretical/Conceptual Background Study Area, Data and Methods Results Conclusions & Summary
  • 3. NON-EMPLOYMENT INCOME (NEI) NEI: monies not from labor Includes two types of non-labor income Government Transfers (15% of U.S. income) Social Security, Medicare, Food Stamps (SNAP) Investment Income (25% of U.S. income) Capital Gains, Savings Interest, Stock Dividends NEI “...can be seen as bringing ‘new money’ into a local economy...” as exports or higher wages do, even in counter-cyclical fashion (Nelson, 2008)
  • 4. NEI History Stage 3: Stage 2: Stage 1: Revolution Growth & Social Safety & Demograph Net Deregulatio ics (1913-1945) n (1946-1975) (1976-2007) Stage 4: New Normal (2008Present)
  • 5. IMPORTANCE Minimal attention from political/economic leaders Significant geographic concentration & variation across America Government budgets in dire straits promise changes “Grand Bargain” Potential on Taxes/ Revenues Demographics in ‘Age of Austerity’ “Grey” Economies invest more conservatively & require more government transfers in support (401K system #FAIL, poor economic literacy) Lower birth rates= less new taxpayers Disputes over ‘legitimate’ government transfers increasingly age-centric (Brownstein, 2010)
  • 6. RESEARCH QUESTIONS [1] What geographic patterns of NEI (e.g., investment income vs. government transfers) are apparent in the upper Great Plains region during the early Great Recession (2007-2008)? [2] How influential is NEI in this region’s economy?; and [3] What factors (e.g., socio-demographics, economic, etc.) explain the geographic variations of NEI? Very specifically, are these variations indicating strong relationships to different industrial sector patterns and are they shaped by the urban system such as urban, suburban, or exurban?
  • 7. THEORETICAL/CONCEPTUAL BACKGROUND Geographers and other social scientists considered NEI’s importance in many other types of places and conditions ! Rural counties (Nelson and Beyers, 1998) Natural resource dependent communities (Petigaraa et al., 2012) Life course migration (Nelson, 2005:2008) Regional income convergence (Austin and Schmidt, 1998) Boom and bust economic cycles (Smith and Harris, 1993) Core-based statistical areas (Wenzl, 2008) States (Kendall and Pigozzi, 1994; Campbell, 2003) Megapolitan areas (Debbage and Beaver, 2012) Micropolitan areas (Mulligan and Vias, 2006)
  • 8. CONTRIBUTIONS OF THIS THESIS None except Forward (1982:1990) & Wenzl (2008) incorporated capital gains and private pensions as investment income But Wenzl left out multiple NEI types, esp. transfers None ever analyzed NEI in metropolitan counties, the population and economic centers of the nation, especially not the UGP
  • 11. DATA AND METHODOLOGY BEA Census/ACS IRS SOI ZCTA ! BEA capital gains refusal Multi-County Zip Codes IRS 20 months late
  • 12. DATA AND METHODOLOGY % Single Parent Household Median Home Value % Uninsured % Prod/ Transportation Employment % Movers 1 Year Before % Bachelor Degree %High School Dropout % Population % Non-Caucasian % Elderly % Services Employment % Low Birth Weight % MGMT/ Professional % Construction Employment % Office Employment Employment % Employment Growth 2000-07/08 % Unemployment % Workforce Participation % Rental Housing % Married % Diabetes     % Poverty
  • 13. RESULTS Highest NEI % Counties Polk , MO Macoupin , IL Carlton , MN Jasper , MO St. Louis , MN Douglas , WI Pennington , SD Callaway , MO Washington , MO Greene , MO Dubuque , IA Jones , IA Cape Girardeau , MO St. Louis , MO Henry , IL Franklin , MO Blue Earth , MN Shawnee , KS Rock Island , IL Polk , MN 48.11% 45.82% 44.82% 43.78% 43.75% 43.60% 43.32% 43.27% 42.75% 42.72% 42.55% 42.46% 41.92% 41.65% 41.32% 40.83% 40.43% 40.34% 40.32% 40.24% Lowest NEI % Counties Riley , KS Scott , MN Sarpy , NE Geary , KS Carver , MN Warren , IA Platte , MO St. Croix , WI Wright , MN Dallas , IA Sherburne , MN St. Charles , MO Dakota , MN Isanti , MN Clay , MO Polk , IA Anoka , MN Jefferson , MO Pottawattamie , IA Sumner , KS 25.98% 26.65% 27.40% 27.69% 27.89% 28.98% 29.01% 29.68% 29.81% 30.00% 30.02% 30.20% 30.48% 30.55% 30.63% 31.24% 31.27% 31.51% 31.82% 32.36%
  • 14. RESULTS Highest Gain From IRS Counties Callaway , MO Lincoln , MO Christian , MO Macoupin , IL Benton , IA Meade , SD Franklin , MO Anoka , MN Jersey , IL Butler , KS Leavenworth , KS Geary , KS Carlton , MN Chisago , MN Benton , MN Lincoln , SD Douglas , WI Cass , MO Jefferson , MO Clay , MO 99.31% 90.89% 84.40% 81.62% 76.18% 76.16% 75.40% 69.69% 69.63% 67.77% 62.86% 61.22% 61.05% 59.89% 58.07% 57.32% 56.67% 54.67% 52.95% 52.13%
  • 15. RESULTS Highest Transfer % Washington , MO 29.80% Polk , MO 26.04% Wyandotte , KS 22.29% St. Louis city, MO 21.90% Carlton , MN 21.86% Webster , MO 21.81% Douglas , WI 21.48% Jasper , MO 21.23% Buchanan , MO 20.47% Lafayette , MO 19.90% St. Louis , MN 19.85% Polk , MN 19.78% Franklin , KS 18.92% Warren , MO 18.29% Jones , IA 17.99% St. Clair , IL 17.88% Macoupin , IL 17.78% Dakota , NE 17.73% Callaway , MO 17.66% Pottawattamie , IA 17.27% Lowest Transfer % Lincoln , SD 4.95% Carver , MN 6.03% Johnson , KS 6.68% Dallas , IA 7.48% Scott , MN 7.71% Washington , MN 7.93% Riley , KS 8.02% Dakota , MN 8.67% Johnson , IA 8.76% Sarpy , NE 9.06% Platte , MO 9.08% St. Croix , WI 9.18% Cass , ND 9.36% Hennepin , MN 9.61% Geary , KS 9.89% St. Louis , MO 10.15% St. Charles , MO 10.23% Douglas , NE 10.60% Monroe , IL 10.69% Douglas , KS 10.73%
  • 16. RESULTS Highest Investment % St. Louis , MO 31.50% Johnson , KS 29.27% Pennington , SD 28.65% Meade , SD 28.57% Douglas , NE 28.17% Macoupin , IL 28.04% Lincoln , SD 27.52% Dubuque , IA 27.39% Minnehaha , SD 27.34% Greene , MO 27.24% Douglas , KS 26.75% Hennepin , MN 26.70% Franklin , MO 26.58% Blue Earth , MN 26.51% Monroe , IL 26.31% Cape Girardeau , MO 26.19% Henry , IL 25.76% Callaway , MO 25.60% Rock Island , IL 25.55% Ramsey , MN 25.30% Lowest Investment % Washington , MO 12.95% Wyandotte , KS 12.99% Pottawattamie , IA 14.54% Dakota , NE 15.47% Ray , MO 15.70% Isanti , MN 15.99% Sumner , KS 16.14% Webster , MO 16.32% Warren , MO 16.50% Clinton , MO 16.54% Jefferson , MO 16.87% Warren , IA 16.91% Lafayette , MO 17.32% Geary , KS 17.79% Buchanan , MO 17.80% Riley , KS 17.96% St. Louis city, MO 18.01% Wright , MN 18.34% Sarpy , NE 18.34% Miami , KS 18.59%
  • 17. RESULTS PRINCIPAL COMPONENTS ANALYSIS (PCA): Component 1 Hi-Low SES 2 Diversity 3 Office/SPH 4 Mobility 5 Home Value 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 Total 6.62 4.47 2.16 1.87 1.08 1 0.82 0.73 0.59 0.46 0.44 0.39 0.34 0.26 0.17 0.15 0.13 0.12 0.09 0.06 0.05 0 Eigenvalues Extraction Sums of Squared Loadings %Variance %Cumulative Total %Variance %Cumulative 30.09 30.09 6.62 30.09 30.09 20.33 50.42 4.47 20.33 50.42 9.82 60.24 2.16 9.82 60.24 8.48 68.72 1.87 8.48 68.72 4.93 73.65 1.08 4.93 73.65 4.53 78.18 3.71 81.89 3.33 85.22 2.67 87.89 2.1 89.99 2 91.99 1.76 93.74 1.57 95.31 1.16 96.47 0.78 97.25 0.68 97.93 0.6 98.53 0.57 99.1 0.41 99.51 0.26 99.77 0.22 99.99 0.01 100
  • 19. RESULTS Variables Constant PC1 Model 1 2305734 -5452488 Model 2 776526 -23574 PC2 1579810* 409943 1926048* 510557 31.88 0.39 99 1060650* 519160* 174022* 235921 - -1369981* 556066* 174116* 336441 26.53 20.19 0.51 0.37 99 99 PC3 PC4 PC5 F-Statistic Adj. R-Square Total Observations Note: *Significant at 0.05 level Model 1: NEI $ Model 2: Investment Income Model 3: Transfer Income Model 4: NEI Ratio Model 3 1529208 -521674* Model 4 1.74 0.57195* 0.11949* 0.09 -0.02 0 72.68 0.59 99
  • 20. SUMMARY & CONCLUSIONS Greatest impact observed in suburban & exurban counties, much more than in wealthy suburban counties. Where NEI concentrates, transfers and investment NEI trend at high levels relatively equally Counties with lower NEI trended suburban or exurban. Urban cores and very well educated counties had highest levels of investment income NEI is no more or less influential in UGP than nationally BEA accounts of NEI are inaccurate without capital gains. Socio-economic status indicators are most important indicators
  • 21. NEXT STEPS Incorporate IRS data across all metropolitan counties in U.S. for regional comparisons Structural equation modeling instead of PCA and regression- better explains variable relationships Account for ‘accrued capital gains’ somehow Promote NEI awareness among policymakers and academics
  • 22. ACKNOWLEDGEMENTS & QUESTIONS Thank you to my advisor Dr. Selima Sultana! My thesis committee members Dr. Keith Debbage & Dr. Zhi-Jun Liu. The San Francisco Blue Cross/Blue Shield Research Team, Wake County Tea Party & N.C. NAACP for supportive and constructive comments over the summer and fall.