Two Decades of Household Income Trends in Chicago Community Areas By

James Lewis Rob Paral

Chicago Community Income Trends

Background The following report provides analysis and context for newly computed median incomes of Chicago’s 77 community areas, developed from new American Community Survey data covering the years 2010 through 2014.1 The Census Bureau’s American Community Survey provides the most up-to-date income data available for small local areas by combining the most recent Census survey data with similar data from the previous four years to create rolling average figures.

Citywide Trends New data on Chicago median incomes for the 2010-2014 period shows a small decline in real household income from $48,044 to $47,831 from the 2009-2013 5-year period. Chicago’s median household income is about 13% lower than it was fifteen years ago in 1999. Scanning the past 45 years, Chicago’s real median household income was in the upper $40,000s from 1969 through 1989 before rising to nearly $55,000 in the 1990s. Since then, median income has retreated to around $48,000 reported for the periods ending in 2012, 2013 and 2014. Median Household Income in Chicago 1969 1979 1989 1999 2008200920102012 2013 2014 $48,321 $46,559 $48,502 $54,899 $48,884 $48,044 $47,831 Source: U.S. Census Bureau; all dollar amounts adjusted for inflation to 2014 dollars.

Chicago’s Neighborhood Income Gaps Have Increased Over the last four decades, Chicago has experienced increasing economic distance between its poorest and most affluent neighborhoods. The largest amount of change occurred between 1969 and 1989, when the ratio of median incomes of the poorest 10% to the most affluent 10% nearly doubled, from 2.6 to 4.8. This was driven by the deepening poverty of many neighborhoods caused by industrial change, and the increasing concentration of poverty. Both local and national economic growth during the 1990s that lowered unemployment and grew jobs resulted in a narrowing of the ratio by the end of the 1990s to 3.5.

1

American Community Survey data is reported for census tracts. Jim Lewis aggregated tract-level data and calculated a median income amount for each of Chicago’s 77 community areas.

Rob Paral and Associates – page 1

Chicago Community Income Trends The broad decline in median incomes across Chicago neighborhoods during the 2000s reported here has resulted in a widening of the ratio, back to affluent neighborhoods having nearly 4 times the median income of the poorest ones. That step backwards was driven by the combination of higher-income neighborhoods recovering strongly from the Recession while, as noted above, so many of the lowest-income ones continued to decline. In real terms, the poorest 10 neighborhoods had 13% lower median income in 2014 than they had in 1999. In another sense, the gap is even wider. Insofar as the statistic “median” income is a measure of the center point of a neighborhood’s income distribution, it does not fully capture the value of the highest end of its highest income bracket. Thus in terms of total income, the gap would be far wider than the 3.9:1 ratio calculated here. Because extremely high-income households may not affect the median income of an area, places like Forest Glen have higher median income than Lincoln Park or Near North side, in spite of those latter neighborhoods housing the highest earners in Chicago. Neighborhoods with consistently high median incomes such as Forest Glen, Beverly, Mount Greenwood, North Center, and Edison Park house large numbers of uppermiddle class households that raise the median, but lack the million dollar incomes of the Loop, Near North and Lincoln Park.

Ratio of Income of Wealthiest to Poorest Communities in Chicago 1969 1979 1989 1999 2014 Average income of $73,804 $72,924 $78,556 $85,555 $84,158 wealthiest 10% of communities Average income of $28,497 $23,746 $16,428 $24,596 $21,635 poorest 10% of communities Ratio wealthiest to 2.6 3.1 4.8 3.5 3.9 poorest All dollar amounts adjusted for inflation to 2014 dollars.

Rob Paral and Associates – page 2

Chicago Community Income Trends

Three Patterns of Community Area Income Change Considering data over the past two decades, we can observe that Chicago communities fit into three broad categories: places that have experienced a continual slide in income, places that have had consistent gains, and places that gained during the 1990s, but then declined.

Rob Paral and Associates – page 3

Chicago Community Income Trends Areas with Steady Declines While not the very poorest neighborhoods in Chicago, twelve neighborhoods have declined steadily in median income over the past two decades. Most of these experienced modest real declines of around 6% during the 1990s, when most of the rest of Chicago was growing, and followed this with substantial declines of over 20% in the most recent decade, fuelled by the Recession. Many of these communities are areas where deindustrialization took place, or where manufacturing workers had lived, and/or are not on the path of upscale housing development that has buoyed other lower-income communities. 12 Community Areas with Steady Income DECLINES Over Two Decades Community Area

Median Household Income 1989

Median Household Income 1999

Median Household Income 20102014

% Change 1989 to 1999

% Change 1999 to 20102014 45. Avalon Park $63,847 $63,028 $44,574 -1.3% -29.3% 46. South Chicago $42,120 $40,194 $29,452 -4.6% -26.7% 48. Calumet Heights $70,513 $65,845 $52,393 -6.6% -20.4% 50. Pullman $46,864 $44,013 $38,175 -6.1% -13.3% 51. South Deering $52,618 $49,447 $33,496 -6.0% -32.3% 53. West Pullman $58,457 $57,533 $34,031 -1.6% -40.8% 57. Archer Heights $58,462 $56,045 $42,055 -4.1% -25.0% 63. Gage Park $54,899 $51,826 $37,773 -5.6% -27.1% 67. West Englewood $40,777 $37,940 $26,858 -7.0% -29.2% 71. Auburn Gresham $50,800 $48,664 $29,999 -4.2% -38.4% 73. Washington Heights $62,759 $61,403 $40,553 -2.2% -34.0% 76. O'Hare $65,647 $61,888 $43,259 -5.7% -30.1% Source: Rob Paral and Associates based on U.S. Census Bureau data; all dollar amounts adjusted for inflation to 2014 dollars.

Rob Paral and Associates – page 4

Chicago Community Income Trends Areas with Steady Gains Most of the neighborhoods that had consistent gains have been strongly affected by gentrification patterns where young professionals have moved into neighborhoods that had previously been immigrant or bedroom, Lincoln Square, Logan Square and North Center, or into the more affluent neighborhoods surrounding downtown, north, west and east which have been dominated by loft conversions and construction of new high rises for owner and renter. Owing to upscale conversion from industrial to residential use and pricing out of former low income residents, the Near West and Near South side communities show extraordinary increases in median income. The exceptions to this pattern are Oakland, Washington Park, Woodlawn, and Grand Boulevard, which started at very low levels and where significant loss of very low income people has coupled with some increases of more middle income persons to create net gains in median income.

12 Community Areas with Steady Income GAINS Over Two Decades Community Area

Median Household Income 1989

Median Household Income 1999

Median Household Income 20102014

% Change 1989 to 1999

% Change 1999 to 20102014

04. Lincoln Square $48,581 $58,130 $62,076 19.7% 6.8% 05. North Center $53,371 $73,565 $90,279 37.8% 22.7% 08. Near North Side $71,338 $82,169 $82,169 15.2% 0.0% 22. Logan Square $41,647 $51,516 $56,115 23.7% 8.9% 24. West Town $35,473 $55,311 $69,962 55.9% 26.5% 28. Near West Side $17,217 $42,054 $70,307 144.3% 67.2% 33. Near South Side $12,547 $48,793 $74,175 288.9% 52.0% 36. Oakland $9,346 $15,264 $24,815 63.3% 62.6% 38. Grand Boulevard $13,178 $20,152 $30,347 52.9% 50.6% 40. Washington Park $15,496 $21,547 $22,059 39.1% 2.4% 42. Woodlawn $25,227 $25,962 $26,452 2.9% 1.9% 74. Mount Greenwood $74,181 $81,717 $87,851 10.2% 7.5% Source: Rob Paral and Associates based on U.S. Census Bureau data; all dollar amounts adjusted for inflation to 2014 dollars.

Rob Paral and Associates – page 5

Chicago Community Income Trends Areas with Gains Followed by Declines But the pattern of Chicago economic change is dominated by the 53 neighborhoods whose median income rose during the 1990s and has declined since. These neighborhoods span much of the south and northwest portions of the city, showing recent income declines for a number of reasons. These include unemployment owing to industrial/occupation change exacerbated by the Recession and global economic change, lack of amenities or proximity to development valued by developers and the higher income residents who would move in, population transitions that have replaced higher earners with low income immigrants, and aging persons who remain in place, but whose income shifts from wages to social security and/or pensions. 53 Community Areas with GAIN THEN DECLINE Over Two Decades Community Area

01. 02. 03. 06. 07. 09. 10. 11. 12. 13. 14. 15. 16. 17. 18. 19. 20. 21. 23. 25. 26. 27. 29. 30. 31. 32.

Rogers Park West Ridge Uptown Lake View Lincoln Park Edison Park Norwood Park Jefferson Park Forest Glen North Park Albany Park Portage Park Irving Park Dunning Montclare Belmont Cragin Hermosa Avondale Humboldt Park Austin West Garfield Park East Garfield Park North Lawndale South Lawndale Lower West Side Loop

Median Household Income 1989

Median Household Income 1999

$44,078 $57,920 $36,349 $58,774 $75,638 $75,677 $72,409 $65,359 $94,465 $64,531 $50,317 $59,399 $53,140 $65,510 $61,099 $55,139 $49,304 $49,273 $36,952 $45,876 $27,850 $22,281 $23,181 $41,050 $37,935 $89,128

$44,917 $58,479 $45,949 $76,583 $97,522 $81,134 $75,902 $70,555 $97,033 $69,941 $57,864 $64,126 $59,749 $70,167 $66,285 $61,343 $54,237 $52,130 $40,832 $47,846 $32,863 $34,419 $26,070 $45,937 $39,460 $92,569

Median % % Household Change Change Income 2010- 1989 to 1999 to 2014 1999 20102014 $37,779 $47,941 $44,229 $75,730 $87,694 $79,342 $70,578 $62,021 $84,347 $52,283 $52,666 $54,773 $48,758 $60,945 $41,387 $43,103 $37,327 $44,388 $32,303 $31,289 $25,362 $22,103 $23,107 $31,229 $35,103 $88,756

1.9% 1.0% 26.4% 30.3% 28.9% 7.2% 4.8% 7.9% 2.7% 8.4% 15.0% 8.0% 12.4% 7.1% 8.5% 11.3% 10.0% 5.8% 10.5% 4.3% 18.0% 54.5% 12.5% 11.9% 4.0% 3.9%

-15.9% -18.0% -3.7% -1.1% -10.1% -2.2% -7.0% -12.1% -13.1% -25.2% -9.0% -14.6% -18.4% -13.1% -37.6% -29.7% -31.2% -14.9% -20.9% -34.6% -22.8% -35.8% -11.4% -32.0% -11.0% -4.1%

Rob Paral and Associates – page 6

Chicago Community Income Trends 34. Armour Square 35. Douglas 37. Fuller Park 39. Kenwood 41. Hyde Park 43. South Shore 44. Chatham 47. Burnside 49. Roseland 52. East Side 54. Riverdale 55. Hegewisch 56. Garfield Ridge 58. Brighton Park 59. McKinley Park 60. Bridgeport 61. New City 62. West Elsdon 64. Clearing 65. West Lawn 66. Chicago Lawn 68. Englewood 69. Greater Grand Crossing 70. Ashburn 72. Beverly 75. Morgan Park 77. Edgewater

$24,925 $23,961 $15,325 $42,061 $51,067 $37,056 $44,274 $47,847 $52,744 $50,916 $11,804 $57,726 $60,592 $47,573 $49,081 $46,208 $36,224 $57,016 $62,231 $64,328 $47,499 $24,422 $34,170

$32,344 $35,299 $26,170 $52,038 $51,155 $39,439 $45,967 $49,448 $54,347 $56,461 $18,730 $62,062 $64,580 $51,516 $51,182 $50,507 $36,453 $64,401 $64,718 $66,827 $51,144 $26,941 $39,678

$23,590 $32,389 $16,569 $39,593 $48,643 $26,865 $33,849 $25,430 $37,957 $43,629 $14,579 $49,907 $61,669 $35,667 $42,371 $41,707 $30,716 $44,876 $60,222 $48,793 $32,601 $18,744 $25,950

29.8% 47.3% 70.8% 23.7% 0.2% 6.4% 3.8% 3.3% 3.0% 10.9% 58.7% 7.5% 6.6% 8.3% 4.3% 9.3% 0.6% 13.0% 4.0% 3.9% 7.7% 10.3% 16.1%

-27.1% -8.2% -36.7% -23.9% -4.9% -31.9% -26.4% -48.6% -30.2% -22.7% -22.2% -19.6% -4.5% -30.8% -17.2% -17.4% -15.7% -30.3% -6.9% -27.0% -36.3% -30.4% -34.6%

$72,269 $90,203 $66,993 $46,180

$76,230 $94,978 $75,520 $50,835

$65,200 $91,239 $61,223 $44,429

5.5% 5.3% 12.7% 10.1%

-14.5% -3.9% -18.9% -12.6%

Source: Rob Paral and Associates based on U.S. Census Bureau data; all dollar amounts adjusted for inflation to 2014 dollars.

Chicago’s Most Distressed Places The losses in income taking place in many Chicago community areas can be characterized in two ways between 1999 and 2010-2014: 1) neighborhoods with predominantly low-income residents (median income below $30,000) that still suffered high percentage losses of income (greater than 30% decline), and; 2) neighborhoods starting at somewhat higher levels (median income over $30,000 but less than $45,000) where the absolute amount of income lost was significant (more than 30% decline).

Rob Paral and Associates – page 7

Chicago Community Income Trends Low Income with High Percentage Decline

Seven Chicago communities had income declines exceeding 30% over the last decade and have median incomes below $30,000. All of them are predominantly AfricanAmerican communities on Chicago’s south and west sides.

Community Areas with Household Income Below $30,000, with Greater than 30% Decline since 1999

37. 68. 27. 47. 69. 43. 71.

Community Area Fuller Park Englewood East Garfield Park Burnside Greater Grand Crossing South Shore Auburn Gresham

Median Household income 1999 $26,170 $26,941 $34,419 $49,448 $39,678 $39,439 $48,664

Median Household income 2010-2014 $16,569 $18,744 $22,103 $25,430 $25,950 $26,865 $29,999

1999 to 2010-2014 # Change -$9,600 -$8,198 -$12,316 -$24,018 -$13,728 -$12,574 -$18,665

1999 to 2010-2014 % Change -36.7% -30.4% -35.8% -48.6% -34.6% -31.9% -38.4%

Source: Rob Paral and Associates based on U.S. Census Bureau data; all dollar amounts adjusted for inflation to 2014 dollars.

Rob Paral and Associates – page 8

Chicago Community Income Trends Somewhat Higher Income with High Absolute Decline

Another 12 communities have median incomes up to $45,000, but also suffered losses of 30% or more. Because they started at higher median incomes, their actual dollar losses in many cases exceeded the actual dollar losses of the poorer communities. These communities tend to be mixed white/Latino areas and somewhat higher income African American.

Community Areas with Household Income $30,000-$45,000, with Greater than 30% Decline since 1999 Community Area Median HH Iincome Median HH income 1999 to 2010-14 1999 to 2010-2014 1999 2010-14 # Change % Change 30. 18. 20. 25. 49. 51. 53. 58. 62. 66. 73. 76.

South Lawndale Montclare Hermosa Austin Roseland South Deering West Pullman Brighton Park West Elsdon Chicago Lawn Washington Heights O'Hare

$45,937 $66,285 $54,237 $47,846 $54,347 $49,447 $57,533 $51,516 $64,401 $51,144 $61,403 $61,888

$31,229 $41,387 $37,327 $31,289 $37,957 $33,496 $34,031 $35,667 $44,876 $32,601 $40,553 $43,259

-$14,708 -$24,899 -$16,910 -$16,558 -$16,390 -$15,951 -$23,501 -$15,849 -$19,525 -$18,543 -$20,850 -$18,628

-32.0% -37.6% -31.2% -34.6% -30.2% -32.3% -40.8% -30.8% -30.3% -36.3% -34.0% -30.1%

Source: Rob Paral and Associates based on U.S. Census Bureau data; all dollar amounts adjusted for inflation to 2014 dollars.

Rob Paral and Associates – page 9

Chicago Community Income Trends Highest Dollar Losses Since 1999 Sorted another way, the ranking of communities suffering the greatest dollar losses over the decade are as follows:

Community Areas with Highest Dollar Losses since 1999 Community Area Change in Percent Change in Income from Income from 1999 1999 to 2010to 2010-2014 2014 18. Montclare -$24,899 -37.6% 47. Burnside -$24,018 -48.6% 53. West Pullman -$23,501 -40.8% 73. Washington Heights -$20,850 -34.0% 62. West Elsdon -$19,525 -30.3% 71. Auburn Gresham -$18,665 -38.4% 76. O'Hare -$18,628 -30.1% 66. Chicago Lawn -$18,543 -36.3% 45. Avalon Park -$18,454 -29.3% 19. Belmont Cragin -$18,240 -29.7% 65. West Lawn -$18,034 -27.0% 13. North Park -$17,658 -25.2% 20. Hermosa -$16,910 -31.2% 25. Austin -$16,558 -34.6% 49. Roseland -$16,390 -30.2% 51. South Deering -$15,951 -32.3% 58. Brighton Park -$15,849 -30.8% Source: Rob Paral and Associates based on U.S. Census Bureau data; all dollar amounts adjusted for inflation to 2014 dollars.

Rob Paral and Associates – page 10

Chicago Community Income Trends

Notes on Data Sources Sources  Data are derived from the 1990 and 2000 decennial censuses and from the 2010-2014 American Community Survey conducted by the U.S. Census Bureau. Time periods  Data from the 1990 and 2000 censuses represent the prior year, i.e., year 2000 census data on income is reported for 1999 because survey respondents are asked about their income in the previous calendar year. Inflation adjustment  Inflation adjustment factors for this report were derived from the Census Bureau’s annual Income and Poverty reports.

Acknowledgements Sam Tomko-Jones and Claudia Chi assisted with data preparation of this report.

Rob Paral and Associates – page 11

Chicago Community Income Trends

Appendix: Household Income Data for Chicago Community Areas Median Household Income Adjusted to 2014 Dollars Community Area

1970

1980

1990

2000

2010-14

01. Rogers Park

$48,252

$42,308

$44,078

$44,917

$37,779

02. West Ridge

$69,354

$62,327

$57,920

$58,479

$47,941

03. Uptown

$34,049

$32,784

$36,349

$45,949

$44,229

04. Lincoln Square

$52,570

$47,974

$48,581

$58,130

$62,076

05. North Center

$49,823

$47,721

$53,371

$73,565

$90,279

06. Lake View

$44,837

$48,351

$58,774

$76,583

$75,730

07. Lincoln Park

$42,216

$55,143

$75,638

$97,522

$87,694

08. Near North Side

$46,522

$56,600

$71,338

$82,169

$82,169

09. Edison Park

$69,240

$71,203

$75,677

$81,134

$79,342

10. Norwood Park

$72,975

$72,283

$72,409

$75,902

$70,578

11. Jefferson Park

$64,020

$63,456

$65,359

$70,555

$62,021

12. Forest Glen

$88,086

$85,830

$94,465

$97,033

$84,347

13. North Park

$70,622

$66,405

$64,531

$69,941

$52,283

14. Albany Park

$53,358

$50,271

$50,317

$57,864

$52,666

15. Portage Park

$59,611

$57,002

$59,399

$64,126

$54,773

16. Irving Park

$53,860

$50,572

$53,140

$59,749

$48,758

17. Dunning

$65,185

$63,842

$65,510

$70,167

$60,945

18. Montclare

$61,051

$59,981

$61,099

$66,285

$41,387

19. Belmont Cragin

$56,368

$55,554

$55,139

$61,343

$43,103

20. Hermosa

$53,546

$49,940

$49,304

$54,237

$37,327

21. Avondale

$50,457

$46,574

$49,273

$52,130

$44,388

22. Logan Square

$47,230

$39,685

$41,647

$51,516

$56,115

23. Humboldt Park

$47,436

$37,193

$36,952

$40,832

$32,303

24. West Town

$37,984

$33,380

$35,473

$55,311

$69,962

25. Austin

$52,119

$44,109

$45,876

$47,846

$31,289

26. West Garfield Park

$38,538

$29,376

$27,850

$32,863

$25,362

27. East Garfield Park

$30,205

$24,279

$22,281

$34,419

$22,103

28. Near West Side

$27,293

$18,498

$17,217

$42,054

$70,307

29. North Lawndale

$36,333

$27,675

$23,181

$26,070

$23,107

30. South Lawndale

$44,414

$45,205

$41,050

$45,937

$31,229

31. Lower West Side

$42,136

$37,832

$37,935

$39,460

$35,103

32. Loop

$49,200

$35,577

$89,128

$92,569

$88,756

33. Near South Side

$22,650

$18,513

$12,547

$48,793

$74,175

34. Armour Square

$33,929

$31,262

$24,925

$32,344

$23,590

35. Douglas

$33,038

$26,391

$23,961

$35,299

$32,389

36. Oakland

$21,171

$14,271

$9,346

$15,264

$24,815

37. Fuller Park

$33,489

$23,619

$15,325

$26,170

$16,569

Rob Paral and Associates – page 12

Chicago Community Income Trends 38. Grand Boulevard

$24,329

$16,508

$13,178

$20,152

$30,347

39. Kenwood

$35,408

$37,169

$42,061

$52,038

$39,593

40. Washington Park

$29,035

$20,056

$15,496

$21,547

$22,059

41. Hyde Park

$47,447

$46,096

$51,067

$51,155

$48,643

42. Woodlawn

$31,559

$22,901

$25,227

$25,962

$26,452

43. South Shore

$47,773

$41,523

$37,056

$39,439

$26,865

44. Chatham

$53,129

$47,502

$44,274

$45,967

$33,849

45. Avalon Park

$65,688

$64,734

$63,847

$63,028

$44,574

46. South Chicago

$49,503

$53,080

$42,120

$40,194

$29,452

47. Burnside

$51,239

$60,647

$47,847

$49,448

$25,430

48. Calumet Heights

$72,067

$75,436

$70,513

$65,845

$52,393

49. Roseland

$56,790

$56,415

$52,744

$54,347

$37,957

50. Pullman

$53,489

$57,638

$46,864

$44,013

$38,175

51. South Deering

$60,120

$59,917

$52,618

$49,447

$33,496

52. East Side

$61,764

$65,863

$50,916

$56,461

$43,629

53. West Pullman

$60,422

$61,125

$58,457

$57,533

$34,031

55. Hegewisch

$61,313

$66,499

$57,726

$62,062

$49,907

56. Garfield Ridge

$68,543

$67,552

$60,592

$64,580

$61,669

57. Archer Heights

$62,850

$59,920

$58,462

$56,045

$42,055

58. Brighton Park

$52,141

$48,141

$47,573

$51,516

$35,667

59. McKinley Park

$53,010

$49,051

$49,081

$51,182

$42,371

60. Bridgeport

$48,492

$44,526

$46,208

$50,507

$41,707

61. New City

$47,950

$38,991

$36,224

$36,453

$30,716

62. West Elsdon

$65,517

$61,913

$57,016

$64,401

$44,876

63. Gage Park

$57,338

$55,155

$54,899

$51,826

$37,773

64. Clearing

$67,139

$66,961

$62,231

$64,718

$60,222

65. West Lawn

$65,682

$67,451

$64,328

$66,827

$48,793

66. Chicago Lawn

$55,003

$52,018

$47,499

$51,144

$32,601

67. West Englewood

$49,189

$40,312

$40,777

$37,940

$26,858

68. Englewood

$37,333

$27,885

$24,422

$26,941

$18,744

69. Greater Grand Crossing

$43,244

$36,247

$34,170

$39,678

$25,950

70. Ashburn

$76,864

$77,870

$72,269

$76,230

$65,200

71. Auburn Gresham

$55,277

$56,579

$50,800

$48,664

$29,999

72. Beverly

$79,754

$78,597

$90,203

$94,978

$91,239

73. Washington Heights

$64,814

$66,070

$62,759

$61,403

$40,553

74. Mount Greenwood

$70,776

$66,931

$74,181

$81,717

$87,851

75. Morgan Park

$65,888

$64,597

$66,993

$75,520

$61,223

$0

$64,341

$65,647

$61,888

$43,259

76. O'Hare 77. Edgewater

$49,269

$42,059

$46,180

$50,835

$44,429

CHICAGO

$48,321

$46,559

$48,502

$54,899

$47,831

Rob Paral and Associates – page 13

Median Incomes Report 09-29-16.pdf

Page 1 of 14. Two Decades of Household Income Trends. in Chicago Community Areas. By. James Lewis. Rob Paral. Page 1 of 14 ...

1MB Sizes 41 Downloads 188 Views

Recommend Documents

Median Incomes Report 09-29-16.pdf
Sep 29, 2016 - There was a problem previewing this document. Retrying... Download. Connect more apps... Try one of the apps below to open or edit this item.

The Laffer curve for high incomes - DiVA
31 Aug 2017 - Swedish population data show that the simulated curve matches the theoretically derived Laffer curve well, ... the Laffer curve. ∗Department of Economics and Uppsala Center for Fiscal Studies, Uppsala University. Email: ... of this by

The Laffer curve for high incomes
Aug 31, 2017 - India. 2.68 2011. Ireland. 2.88 2010. 1.98 2009. Israel. 2.97 2012. Italy ... Preferences: Evidence from Swedish Local Elections. 30 pp. 2016:6 ...

The Laffer curve for high incomes - DiVA
Aug 31, 2017 - Swedish population data show that the simulated curve matches the theoretically derived Laffer curve ... the Laffer curve. ∗Department of Economics and Uppsala Center for Fiscal Studies, Uppsala University. ...... 2016:15 Felipe Caro

Is the median voter decisive?
Sep 24, 2010 - median income is decisive. A common feature of all these prior tests is that they rely on ... of California referenda that proposed changing the rules under which ..... fraction of residents that are college educated. As discussed ...

Puzzle: Maintaining the median
and deleted. Priority queue (also commonly called as Heap) is a data structure that supports 3 operations: • INSERT(P, k): Insert key k (along with its data) into priority queue P. • MIN(P): Return the smallest key (along with its data) in P. •

2016 HUD-Median-Income-Limits.pdf
There was a problem previewing this document. Retrying... Download. Connect more apps... Try one of the apps below to open or edit this item. 2016 HUD-Median-Income-Limits.pdf. 2016 HUD-Median-Income-Limits.pdf. Open. Extract. Open with. Sign In. Mai

South Africa top incomes 9 JULY 2010
Jul 9, 2010 - years the tax-paying population was a small minority of the total .... Office Savings Bank, war pensions and miners' phthisis awards, and ...... applying only to individuals who were resident or carrying business in the Union.

1 TOP INCOMES IN ITALY 1974-2004 Facundo ...
Italy was home of Vilfredo Pareto, and under his influence the debate about .... In essence, the structure of the Italian tax system (schedule taxes and a surtax) ... contrast to many countries where joint filing remains optional, in Italy individual

Generalized Mean-Median Filtering for Robust Frequency-Selective ...
of smoothers lacking frequency-selective filtering capabilities. This paper extends ... more general filtering characteristics, i.e, bandpass and high-pass filtering.

Polynomial Weighted Median Image Sequence Prediction - IEEE Xplore
Abstract—Image sequence prediction is widely used in image compression and transmission schemes such as differential pulse code modulation. In traditional ...

Author's personal copy Top incomes and earnings in ...
May 7, 2009 - I also provide estimates of shares of top wages based on micro-data from ... began to be partially abridged, though part of the recovery was due ...

South Africa top incomes 9 JULY 2010 | Google Sites
Jul 9, 2010 - direction: the extent and evolution of top incomes. ..... Office Savings Bank, war pensions and miners' phthisis awards, and —of particular.

Efficient Median Estimation for RFID Systems
We aim to develop an efficient algorithm to estimate the median of a large number of sensor-RFID tags, in-network, at the RFID reader. To the best of our knowledge, this paper presents the first efficient median estimation algorithm for sensor-RFID t

Redistribution, taxes, and the median voter
Jan 9, 2006 - Fax: +1 212 995 4186. E-mail addresses: [email protected] (M. Bassetto), [email protected] (J. Benhabib). 1094-2025/$ .... t = (1 − τt)rtWi t + (1 − νt)wt + Tt ⩾ ci t + Wi t+1. ,. (3) where rt is the gross return to capi

Mean, median and mode filtering of images
Medical Imaging Science Interdisciplinary Research Group,. King's College, London, UK ([email protected]) ..... that seem artefactual, for example the dark spur extending from the top left of the ... Lecture Notes in Computer Science, vol.

Multiple Tail Median and Bootstrap Technique for ...
pareto distribution (GPD) arises as the limiting distribution. The concept of .... standard normal cumulative distribution function applied to the CDF (c) Logarithmic.

Mean, Median, Mode, and Range Color by Numbers.pdf
There was a problem previewing this document. Retrying... Download. Connect more apps... Try one of the apps below to open or edit this item. Mean, Median ...

Heuristics for the Inversion Median Problem
6 -1) can be obtained from A by a single good inversion with respect to B and ... apply good inversions can be thought of as parallel vs. serial, and stepwise .... In designing a heuristic, we must then consider how to select the next edge ..... ASM4

Heterogeneous Labor Skills, The Median Voter and Labor Taxes
Dec 5, 2012 - Email address: [email protected] (Facundo Piguillem) ...... 14See http://myweb.uiowa.edu/fsolt/swiid/swiid.html for further .... Since our main concern is labor taxes, initial wealth heterogeneity would add little content.

chart-main-title Median Giving by Househ chart-axis-header ...
College Degree + ... Economically disadvantaged respondents may receive the benefit of computer hardware and internet access ... Volunteering through one's congregation or volunteering for programs that serve children or youth far outpace ...

man-131\median-salary-mba-operations-management.pdf ...
man-131\median-salary-mba-operations-management.pdf. man-131\median-salary-mba-operations-management.pdf. Open. Extract. Open with. Sign In.

Generalized Mean-Median Filtering for Robust ...
a number of optimization and design tools readily available for the linear filters. ..... signal (where the plot, not the signal, is clipped for visualization purposes) ...

Heron Triangles: A Gergonne-Cevian-and-Median ... - Semantic Scholar
Feb 13, 2001 - gives (a, b, c) = (37,40,13); (m, n) = (27,11) gives (3037,3040,1213) and so on. This technique can be extended. A2. A pair of HT having a common side. Consider the pairs λ = 1, λ = 1. 2. ; λ = 1. 3. , λ = 2. 3. ; or some two disti