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SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 58 UGANDA RURAL POVERTY RATES BY REGION, DISTRICT, COUNTY AND SUB-COUNTY 2005 Region / District / Individual Headcount Poverty Gap Income Inequality Estimated no. of Estimated no. of County/Sub-County Index % inds. below Index Gini coefficient poor individuals individuals 2005 Poverty Line % of Pov. Line (std. error) (std. error) (std. error) (std. error) CENTRAL REGION 19.62 4.75 (0.32) 0.38 (0.01) 948,927 (42,561) 4,836,527 KALANGALA DISTRICT 7.74 (1.16) 1.56 (0.28) 0.36 (1.33) 2,356 (0,353) 30,437 BUJUMBA COUNTY 9.41 (1.18) 1.97 (0.31) 0.33 (0.01) 1,316 (0,165) 13,983 Mugoye 10.32 (1.47) 2.2 (0.4) 0.32 (0.01) 784 (112) 7,601 Bujjumba 8.34 (1.22) 1.7 (0.32) 0.34 (0.01) 530 (78) 6,360 KYAMUSWA COUNTY 5.76 (0.84) 1.2 (0.21) 0.35 (0.01) 0,969 (0,141) 16,826 Bubeke 4.85 (1.07) 1 (0.28) 0.38 (0.02) 128 (28) 2,640 Bufumira 6.58 (1.04) 1.43 (0.27) 0.35 (0.01) 542 (86) 8,231 Kyamuswa 5.67 (1.48) 1.11 (0.36) 0.33 (0.01) 155 (41) 2,737 Mazinga 4.49 (1.33) 0.85 (0.29) 0.33 (0.01) 144 (43) 3,218 KIBOGA DISTRICT 34.67 (1.38) 9.53 (0.61) 0.33 (0.83) 73,251 (2,916) 211,282 KIBOGA COUNTY 29.1 (1.24) 7.63 (0.5) 0.35 (0.01) 53,566 (2,283) 184,075 Kyankwanzi 38.2 (3.37) 11.72 (1.63) 0.42 (0.02) 3,613 (319) 9,459 Wattuba 29.79 (2.03) 7.64 (0.68) 0.3 (0.01) 4,473 (305) 15,014 Ntwetwe 26.93 (1.65) 6.62 (0.59) 0.31 (0.01) 6,728 (412) 24,984 Nsambya 28.97 (2.06) 7.45 (0.73) 0.31 (0.01) 7,651 (544) 26,409 Muwanga 28.33 (1.97) 7.01 (0.66) 0.31 (0.01) 3,633 (253) 12,823 Lwamata 37.71 (2.29) 10.09 (0.89) 0.29 (0.01) 3,566 (217) 9,456 Butemba 36.12 (2.43) 9.73 (0.97) 0.29 (0.01) 4,991 (336) 13,819 Kibiga 26.37 (1.40) 6.72 (0.52) 0.32 (0.01) 5,333 (283) 20,223 Kapeke 33.01 (2.26) 8.75 (0.84) 0.31 (0.01) 3,595 (246) 10,891 Gayaza 29.43 (2.55) 7.4 (0.88) 0.29 (0.01) 3,056 (265) 10,383 Dwaniro 37.56 (2.17) 10.96 (0.99) 0.33 (0.01) 4,067 (235) 10,827 Mulagi 24.53 (2.10) 6.24 (0.73) 0.34 (0.01) 2,038 (174) 8,309 LUWERO DISTRICT 30.42 (1.16) 7.67 (0.45) 0.32 (0.87) 126,995 (4,843) 417,472 BAMUNANIKA COUNTY 22.75 (1.25) 5.52 (0.44) 0.33 (0.01) 31,117 (1,710) 136,777 Bamunanika 21.61 (1.69) 5.16 (0.55) 0.32 (0.01) 5,249 (410) 24,289 Zirobwe 20.24 (1.49) 4.71 (0.48) 0.32 (0.01) 7,222 (532) 35,684 Kikyusa 25.85 (1.70) 6.42 (0.61) 0.32 (0.01) 6,268 (412) 24,247 Kalagala 18.23 (1.4) 4 (0.44) 0.33 (0.01) 5,948 (457) 32,629 Kamira 32.28 (1.72) 8.8 (0.72) 0.32 (0.01) 6,433 (343) 19,928 KATIKAMU COUNTY 14.52 (0.97) 3.22 (0.31) 0.36 (0.01) 23,234 (1,552) 160,013 Luwero 22.07 (1.67) 5.04 (0.55) 0.3 (0.01) 6,374 (482) 28,879 Nyimbwa 13.28 (1.4) 2.7 (0.37) 0.34 (0.01) 2,455 (259) 18,484 Katikamu 15.91 (1.4) 3.44 (0.41) 0.32 (0.01) 4,321 (380) 27,157 Butuntumula 26.43 (2.43) 6.22 (0.8) 0.3 (0.01) 4,779 (439) 18,083 Makulubita 16.56 (2.13) 3.51 (0.63) 0.3 (0.01) 1,480 (190) 8,935 APPENDIX

Uganda Rural Poverty Rates 2005

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PDF document comprising an estimated of poverty by region, district, county and sub-county in Uganda for 2005. Also comprises inequality estimates

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Page 1: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200558

UGANDA RURAL POVERTY RATES BY REGION, DISTRICT, COUNTY AND SUB-COUNTY 2005

Region / District / Individual Headcount Poverty Gap Income Inequality Estimated no. of Estimated no. ofCounty/Sub-County Index % inds. below Index Gini coefficient poor individuals individuals 2005

Poverty Line % of Pov. Line (std. error) (std. error) (std. error) (std. error)

CENTRAL REGION 19.62 4.75 (0.32) 0.38 (0.01) 948,927 (42,561) 4,836,527

KALANGALA DISTRICT 7.74 (1.16) 1.56 (0.28) 0.36 (1.33) 2,356 (0,353) 30,437

BUJUMBA COUNTY 9.41 (1.18) 1.97 (0.31) 0.33 (0.01) 1,316 (0,165) 13,983Mugoye 10.32 (1.47) 2.2 (0.4) 0.32 (0.01) 784 (112) 7,601Bujjumba 8.34 (1.22) 1.7 (0.32) 0.34 (0.01) 530 (78) 6,360

KYAMUSWA COUNTY 5.76 (0.84) 1.2 (0.21) 0.35 (0.01) 0,969 (0,141) 16,826Bubeke 4.85 (1.07) 1 (0.28) 0.38 (0.02) 128 (28) 2,640Bufumira 6.58 (1.04) 1.43 (0.27) 0.35 (0.01) 542 (86) 8,231Kyamuswa 5.67 (1.48) 1.11 (0.36) 0.33 (0.01) 155 (41) 2,737Mazinga 4.49 (1.33) 0.85 (0.29) 0.33 (0.01) 144 (43) 3,218

KIBOGA DISTRICT 34.67 (1.38) 9.53 (0.61) 0.33 (0.83) 73,251 (2,916) 211,282

KIBOGA COUNTY 29.1 (1.24) 7.63 (0.5) 0.35 (0.01) 53,566 (2,283) 184,075Kyankwanzi 38.2 (3.37) 11.72 (1.63) 0.42 (0.02) 3,613 (319) 9,459Wattuba 29.79 (2.03) 7.64 (0.68) 0.3 (0.01) 4,473 (305) 15,014Ntwetwe 26.93 (1.65) 6.62 (0.59) 0.31 (0.01) 6,728 (412) 24,984Nsambya 28.97 (2.06) 7.45 (0.73) 0.31 (0.01) 7,651 (544) 26,409Muwanga 28.33 (1.97) 7.01 (0.66) 0.31 (0.01) 3,633 (253) 12,823Lwamata 37.71 (2.29) 10.09 (0.89) 0.29 (0.01) 3,566 (217) 9,456Butemba 36.12 (2.43) 9.73 (0.97) 0.29 (0.01) 4,991 (336) 13,819Kibiga 26.37 (1.40) 6.72 (0.52) 0.32 (0.01) 5,333 (283) 20,223Kapeke 33.01 (2.26) 8.75 (0.84) 0.31 (0.01) 3,595 (246) 10,891Gayaza 29.43 (2.55) 7.4 (0.88) 0.29 (0.01) 3,056 (265) 10,383Dwaniro 37.56 (2.17) 10.96 (0.99) 0.33 (0.01) 4,067 (235) 10,827Mulagi 24.53 (2.10) 6.24 (0.73) 0.34 (0.01) 2,038 (174) 8,309

LUWERO DISTRICT 30.42 (1.16) 7.67 (0.45) 0.32 (0.87) 126,995 (4,843) 417,472

BAMUNANIKA COUNTY 22.75 (1.25) 5.52 (0.44) 0.33 (0.01) 31,117 (1,710) 136,777Bamunanika 21.61 (1.69) 5.16 (0.55) 0.32 (0.01) 5,249 (410) 24,289Zirobwe 20.24 (1.49) 4.71 (0.48) 0.32 (0.01) 7,222 (532) 35,684Kikyusa 25.85 (1.70) 6.42 (0.61) 0.32 (0.01) 6,268 (412) 24,247Kalagala 18.23 (1.4) 4 (0.44) 0.33 (0.01) 5,948 (457) 32,629Kamira 32.28 (1.72) 8.8 (0.72) 0.32 (0.01) 6,433 (343) 19,928

KATIKAMU COUNTY 14.52 (0.97) 3.22 (0.31) 0.36 (0.01) 23,234 (1,552) 160,013Luwero 22.07 (1.67) 5.04 (0.55) 0.3 (0.01) 6,374 (482) 28,879Nyimbwa 13.28 (1.4) 2.7 (0.37) 0.34 (0.01) 2,455 (259) 18,484Katikamu 15.91 (1.4) 3.44 (0.41) 0.32 (0.01) 4,321 (380) 27,157Butuntumula 26.43 (2.43) 6.22 (0.8) 0.3 (0.01) 4,779 (439) 18,083Makulubita 16.56 (2.13) 3.51 (0.63) 0.3 (0.01) 1,480 (190) 8,935

APPENDIX

Page 2: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200558

UGANDA RURAL POVERTY RATES BY REGION, DISTRICT, COUNTY AND SUB-COUNTY 2005

Region / District / Individual Headcount Poverty Gap Income Inequality Estimated no. of Estimated no. ofCounty/Sub-County Index % inds. below Index Gini coefficient poor individuals individuals 2005

Poverty Line % of Pov. Line (std. error) (std. error) (std. error) (std. error)

CENTRAL REGION 19.62 4.75 (0.32) 0.38 (0.01) 948,927 (42,561) 4,836,527

KALANGALA DISTRICT 7.74 (1.16) 1.56 (0.28) 0.36 (1.33) 2,356 (0,353) 30,437

BUJUMBA COUNTY 9.41 (1.18) 1.97 (0.31) 0.33 (0.01) 1,316 (0,165) 13,983Mugoye 10.32 (1.47) 2.2 (0.4) 0.32 (0.01) 784 (112) 7,601Bujjumba 8.34 (1.22) 1.7 (0.32) 0.34 (0.01) 530 (78) 6,360

KYAMUSWA COUNTY 5.76 (0.84) 1.2 (0.21) 0.35 (0.01) 0,969 (0,141) 16,826Bubeke 4.85 (1.07) 1 (0.28) 0.38 (0.02) 128 (28) 2,640Bufumira 6.58 (1.04) 1.43 (0.27) 0.35 (0.01) 542 (86) 8,231Kyamuswa 5.67 (1.48) 1.11 (0.36) 0.33 (0.01) 155 (41) 2,737Mazinga 4.49 (1.33) 0.85 (0.29) 0.33 (0.01) 144 (43) 3,218

KIBOGA DISTRICT 34.67 (1.38) 9.53 (0.61) 0.33 (0.83) 73,251 (2,916) 211,282

KIBOGA COUNTY 29.1 (1.24) 7.63 (0.5) 0.35 (0.01) 53,566 (2,283) 184,075Kyankwanzi 38.2 (3.37) 11.72 (1.63) 0.42 (0.02) 3,613 (319) 9,459Wattuba 29.79 (2.03) 7.64 (0.68) 0.3 (0.01) 4,473 (305) 15,014Ntwetwe 26.93 (1.65) 6.62 (0.59) 0.31 (0.01) 6,728 (412) 24,984Nsambya 28.97 (2.06) 7.45 (0.73) 0.31 (0.01) 7,651 (544) 26,409Muwanga 28.33 (1.97) 7.01 (0.66) 0.31 (0.01) 3,633 (253) 12,823Lwamata 37.71 (2.29) 10.09 (0.89) 0.29 (0.01) 3,566 (217) 9,456Butemba 36.12 (2.43) 9.73 (0.97) 0.29 (0.01) 4,991 (336) 13,819Kibiga 26.37 (1.40) 6.72 (0.52) 0.32 (0.01) 5,333 (283) 20,223Kapeke 33.01 (2.26) 8.75 (0.84) 0.31 (0.01) 3,595 (246) 10,891Gayaza 29.43 (2.55) 7.4 (0.88) 0.29 (0.01) 3,056 (265) 10,383Dwaniro 37.56 (2.17) 10.96 (0.99) 0.33 (0.01) 4,067 (235) 10,827Mulagi 24.53 (2.10) 6.24 (0.73) 0.34 (0.01) 2,038 (174) 8,309

LUWERO DISTRICT 30.42 (1.16) 7.67 (0.45) 0.32 (0.87) 126,995 (4,843) 417,472

BAMUNANIKA COUNTY 22.75 (1.25) 5.52 (0.44) 0.33 (0.01) 31,117 (1,710) 136,777Bamunanika 21.61 (1.69) 5.16 (0.55) 0.32 (0.01) 5,249 (410) 24,289Zirobwe 20.24 (1.49) 4.71 (0.48) 0.32 (0.01) 7,222 (532) 35,684Kikyusa 25.85 (1.70) 6.42 (0.61) 0.32 (0.01) 6,268 (412) 24,247Kalagala 18.23 (1.4) 4 (0.44) 0.33 (0.01) 5,948 (457) 32,629Kamira 32.28 (1.72) 8.8 (0.72) 0.32 (0.01) 6,433 (343) 19,928

KATIKAMU COUNTY 14.52 (0.97) 3.22 (0.31) 0.36 (0.01) 23,234 (1,552) 160,013Luwero 22.07 (1.67) 5.04 (0.55) 0.3 (0.01) 6,374 (482) 28,879Nyimbwa 13.28 (1.4) 2.7 (0.37) 0.34 (0.01) 2,455 (259) 18,484Katikamu 15.91 (1.4) 3.44 (0.41) 0.32 (0.01) 4,321 (380) 27,157Butuntumula 26.43 (2.43) 6.22 (0.8) 0.3 (0.01) 4,779 (439) 18,083Makulubita 16.56 (2.13) 3.51 (0.63) 0.3 (0.01) 1,480 (190) 8,935

APPENDIX

IntroductionD

ata and Methods

Spatial Patterns in Poverty and Inequality

References

Appendix

Spatial relationships between

poverty and service provisionC

onclusion and Implications

for Policy and Programs

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 59

NAKASEKE COUNTY 24.81 (1.13) 6.26 (0.46) 0.34 (0.01) 28,503 (1,298) 114,886Kapeeka 18.56 (1.52) 4.31 (0.48) 0.35 (0.01) 2,143 (176) 11,549Kasangombe 22.14 (2.03) 5.02 (0.63) 0.29 (0.01) 1,880 (172) 8,492Kikamulo 27.22 (1.84) 6.78 (0.7) 0.33 (0.01) 6,010 (406) 22,080Nakaseke 24.41 (1.99) 6 (0.79) 0.34 (0.01) 4,700 (383) 19,253Ngoma 36.56 (2.74) 10.71 (1.15) 0.35 (0.01) 6,042 (453) 16,526Semuto 17.36 (1.54) 3.74 (0.45) 0.32 (0.01) 4,333 (384) 24,960Wakyato 28.25 (2.07) 7.58 (0.83) 0.32 (0.01) 3,397 (249) 12,026

MASAKA DISTRICT 29.63 (0.97) 7.4 (0.39) 0.32 (0.7) 203,832 (6,673) 687,923

BUKOMANSIMBICOUNTY 22.33 (1.33) 5.12 (0.44) 0.31 (0.01) 31,564 (1,880) 141,354Kibinge 20.39 (1.56) 4.6 (0.47) 0.32 (0.01) 6,465 (495) 31,707Kitanda 22.9 (1.51) 5.29 (0.49) 0.3 (0.01) 6,051 (399) 26,423Butenga 20.26 (1.54) 4.51 (0.46) 0.31 (0.01) 9,197 (699) 45,397Bigasa 26.05 (1.78) 6.18 (0.6) 0.29 (0.01) 9,854 (673) 37,827

BUKOTO COUNTY 20.06 (1.07) 4.59 (0.36) 0.33 (0.01) 81,607 (4,353) 406,817Kyanamukaaka 22 (1.26) 5.06 (0.4) 0.31 (0.01) 10,019 (574) 45,539Ndagwe 25.84 (1.9) 6 (0.6) 0.29 (0.01) 8,769 (645) 33,936Mukungwe 15.51 (1.18) 3.53 (0.37) 0.34 (0.01) 5,385 (410) 34,721Malongo 27.71 (2.11) 6.77 (0.69) 0.3 (0.01) 9,614 (732) 34,696Bukakata 16.69 (1.49) 3.96 (0.48) 0.38 (0.01) 2,197 (196) 13,162Kyazanga 20.32 (1.33) 4.82 (0.44) 0.34 (0.01) 8,617 (564) 42,407Kkingo 16.77 (1.43) 3.65 (0.43) 0.32 (0.01) 5,809 (495) 34,640Kisekka 17.15 (1.29) 3.75 (0.39) 0.34 (0.01) 7,636 (574) 44,523Kabonera 14.04 (1.33) 2.93 (0.37) 0.33 (0.01) 4,078 (386) 29,046Buwunga 18.36 (1.32) 3.99 (0.41) 0.31 (0.01) 7,067 (508) 38,494Lwengo 22.33 (1.47) 5.13 (0.49) 0.31 (0.01) 12,427 (818) 55,653

KALUNGU COUNTY 19.84 (1.14) 4.51 (0.37) 0.33 (0.01) 30,475 (1,751) 153,602Bukulula 22.94 (1.57) 5.27 (0.52) 0.31 (0.01) 9,462 (648) 41,248Lwabenge 27.72 (1.57) 6.87 (0.59) 0.3 (0.01) 5,976 (338) 21,560Kalungu 15.91 (1.34) 3.41 (0.39) 0.33 (0.01) 7,243 (610) 45,523Kyamuliibwa 21.1 (1.7) 4.71 (0.51) 0.3 (0.01) 6,565 (529) 31,112

MPIGI DISTRICT 29.97 (1.12) 7.55 (0.42) 0.33 (0.77) 117,875 (4,405) 393,310

BUTAMBALA COUNTY 20.71 (1.55) 4.78 (0.48) 0.33 (0.01) 9,194 (0,688) 44,393Kalamba 15.84 (2.34) 3.41 (0.68) 0.3 (0.01) 619 (91) 3,909Kibibi 20.09 (1.91) 4.68 (0.59) 0.35 (0.01) 4,893 (465) 24,354Ngando 22.83 (1.83) 5.27 (0.58) 0.3 (0.01) 3,682 (295) 16,130

GOMBA COUNTY 26.27 (1.47) 6.5 (0.5) 0.31 (0.01) 34,907 (1,953) 132,878

Kabulasoke 26.35 (1.63) 6.46 (0.56) 0.31 (0.01) 11,109 (687) 42,161Kyegonza 23.98 (1.68) 5.66 (0.53) 0.31 (0.01) 8,727 (611) 36,393Maddu 32.79 (1.98) 9.07 (0.79) 0.33 (0.01) 8,155 (492) 24,869Mpenja 23.48 (1.89) 5.4 (0.57) 0.3 (0.01) 6,916 (557) 29,455

APPENDIX

Page 3: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200560

MAWOKOTA COUNTY 19.53 (1.13) 4.48 (0.36) 0.34 (0.01) 34,354 (1,988) 175,904

Kamengo 22.58 (1.41) 5.27 (0.46) 0.31 (0.01) 6,773 (423) 29,996Nkozi 20.51 (1.69) 4.76 (0.51) 0.35 (0.01) 3,678 (303) 17,931Muduma 16.74 (1.5) 3.74 (0.45) 0.32 (0.01) 3,558 (319) 21,256Mpigi 20.12 (1.69) 4.49 (0.51) 0.31 (0.01) 4,889 (411) 24,298Kiringente 16.01 (1.54) 3.53 (0.43) 0.34 (0.01) 2,029 (195) 12,676Buwama 18.55 (1.19) 4.25 (0.38) 0.33 (0.01) 7,301 (468) 39,356Kituntu 26.55 (1.88) 6.32 (0.58) 0.3 (0.01) 5,351 (379) 20,153

MUBENDE DISTRICT 32.61 (1.12) 8.41 (0.47) 0.32 (0.67) 206,373 (7,088) 632,852

BUSUJJU COUNTY 20.48 (1.21) 4.65 (0.4) 0.32 (0.01) 15,801 (0,934) 77,151

Butayunja 21.07 (2.01) 4.71 (0.61) 0.3 (0.01) 2,233 (213) 10,597Kakindu 18.45 (1.66) 4.01 (0.49) 0.33 (0.01) 3,110 (280) 16,854Maanyi 23.65 (1.43) 5.58 (0.48) 0.31 (0.01) 7,221 (437) 30,532Malangala 16.9 (1.44) 3.69 (0.43) 0.32 (0.01) 3,239 (276) 19,168

BUWEKULA COUNTY 26.67 (1.42) 6.86 (0.53) 0.35 (0.01) 59,395 (3,162) 222,704

Kiyuni 24.05 (1.63) 5.82 (0.53) 0.32 (0.01) 5,094 (345) 21,180Kitenga 30.9 (1.81) 8.05 (0.69) 0.31 (0.01) 11,664 (683) 37,749Kasambya 27.18 (1.73) 7.1 (0.68) 0.32 (0.01) 20,042 (1276) 73,738Butoloogo 37.93 (2.55) 10.24 (0.98) 0.28 (0.01) 5,983 (402) 15,774Bagezza 26.28 (1.55) 6.59 (0.55) 0.33 (0.01) 11,115 (656) 42,293Madudu 28.62 (1.97) 7.29 (0.72) 0.31 (0.01) 4,679 (322) 16,347

KASSANDA COUNTY 26.5 (1.34) 6.54 (0.48) 0.31 (0.01) 48,835 (2,469) 184,283

Bukuya 26.32 (1.5) 6.57 (0.54) 0.32 (0.01) 11,566 (659) 43,943Kassanda 25.69 (1.48) 6.2 (0.49) 0.31 (0.01) 15,296 (881) 59,542Kiganda 30.25 (1.73) 7.85 (0.65) 0.31 (0.01) 11,690 (669) 38,643Myanzi 24.37 (1.39) 5.8 (0.48) 0.3 (0.01) 10,273 (586) 42,155

MITYANA COUNTY 16.57 (1.05) 3.73 (0.32) 0.35 (0.01) 25,507 (1,616) 153,934

Bulera 20.93 (1.42) 4.84 (0.44) 0.32 (0.01) 10,752 (729) 51,371Ssekanyonyi 20.45 (2.45) 4.38 (0.64) 0.3 (0.01) 1,137 (136) 5,558Busimbi 16.56 (1.32) 3.63 (0.39) 0.35 (0.02) 6,996 (558) 42,247Kikandwa 20.92 (1.64) 4.65 (0.48) 0.3 (0.01) 4,515 (354) 21,584

MUKONO DISTRICT 24.24 (1.01) 6.01 (0.36) 0.35 (0.84) 158,836 (6,618) 655,266

BUIKWE COUNTY 18.26 (1.13) 4.4 (0.38) 0.39 (0.01) 42,201 (2,612) 231,113

Ngogwe 23.56 (1.41) 5.68 (0.49) 0.32 (0.01) 7,189 (430) 30,512Wakisi 23.18 (1.66) 5.69 (0.57) 0.33 (0.01) 7,887 (565) 34,026Ssi-Bukunja 23 (1.85) 5.5 (0.6) 0.32 (0.01) 2,296 (185) 9,981Buikwe 25.75 (2.04) 6.32 (0.68) 0.32 (0.01) 6,341 (502) 24,625Najjembe 18.21 (1.83) 4.22 (0.55) 0.33 (0.01) 2,192 (220) 12,035Najja 29.67 (2.56) 7.54 (0.87) 0.31 (0.01) 4,433 (382) 14,940Kawolo 20.82 (1.65) 5.01 (0.53) 0.35 (0.01) 6,484 (514) 31,142

APPENDIX

Page 4: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200560

MAWOKOTA COUNTY 19.53 (1.13) 4.48 (0.36) 0.34 (0.01) 34,354 (1,988) 175,904

Kamengo 22.58 (1.41) 5.27 (0.46) 0.31 (0.01) 6,773 (423) 29,996Nkozi 20.51 (1.69) 4.76 (0.51) 0.35 (0.01) 3,678 (303) 17,931Muduma 16.74 (1.5) 3.74 (0.45) 0.32 (0.01) 3,558 (319) 21,256Mpigi 20.12 (1.69) 4.49 (0.51) 0.31 (0.01) 4,889 (411) 24,298Kiringente 16.01 (1.54) 3.53 (0.43) 0.34 (0.01) 2,029 (195) 12,676Buwama 18.55 (1.19) 4.25 (0.38) 0.33 (0.01) 7,301 (468) 39,356Kituntu 26.55 (1.88) 6.32 (0.58) 0.3 (0.01) 5,351 (379) 20,153

MUBENDE DISTRICT 32.61 (1.12) 8.41 (0.47) 0.32 (0.67) 206,373 (7,088) 632,852

BUSUJJU COUNTY 20.48 (1.21) 4.65 (0.4) 0.32 (0.01) 15,801 (0,934) 77,151

Butayunja 21.07 (2.01) 4.71 (0.61) 0.3 (0.01) 2,233 (213) 10,597Kakindu 18.45 (1.66) 4.01 (0.49) 0.33 (0.01) 3,110 (280) 16,854Maanyi 23.65 (1.43) 5.58 (0.48) 0.31 (0.01) 7,221 (437) 30,532Malangala 16.9 (1.44) 3.69 (0.43) 0.32 (0.01) 3,239 (276) 19,168

BUWEKULA COUNTY 26.67 (1.42) 6.86 (0.53) 0.35 (0.01) 59,395 (3,162) 222,704

Kiyuni 24.05 (1.63) 5.82 (0.53) 0.32 (0.01) 5,094 (345) 21,180Kitenga 30.9 (1.81) 8.05 (0.69) 0.31 (0.01) 11,664 (683) 37,749Kasambya 27.18 (1.73) 7.1 (0.68) 0.32 (0.01) 20,042 (1276) 73,738Butoloogo 37.93 (2.55) 10.24 (0.98) 0.28 (0.01) 5,983 (402) 15,774Bagezza 26.28 (1.55) 6.59 (0.55) 0.33 (0.01) 11,115 (656) 42,293Madudu 28.62 (1.97) 7.29 (0.72) 0.31 (0.01) 4,679 (322) 16,347

KASSANDA COUNTY 26.5 (1.34) 6.54 (0.48) 0.31 (0.01) 48,835 (2,469) 184,283

Bukuya 26.32 (1.5) 6.57 (0.54) 0.32 (0.01) 11,566 (659) 43,943Kassanda 25.69 (1.48) 6.2 (0.49) 0.31 (0.01) 15,296 (881) 59,542Kiganda 30.25 (1.73) 7.85 (0.65) 0.31 (0.01) 11,690 (669) 38,643Myanzi 24.37 (1.39) 5.8 (0.48) 0.3 (0.01) 10,273 (586) 42,155

MITYANA COUNTY 16.57 (1.05) 3.73 (0.32) 0.35 (0.01) 25,507 (1,616) 153,934

Bulera 20.93 (1.42) 4.84 (0.44) 0.32 (0.01) 10,752 (729) 51,371Ssekanyonyi 20.45 (2.45) 4.38 (0.64) 0.3 (0.01) 1,137 (136) 5,558Busimbi 16.56 (1.32) 3.63 (0.39) 0.35 (0.02) 6,996 (558) 42,247Kikandwa 20.92 (1.64) 4.65 (0.48) 0.3 (0.01) 4,515 (354) 21,584

MUKONO DISTRICT 24.24 (1.01) 6.01 (0.36) 0.35 (0.84) 158,836 (6,618) 655,266

BUIKWE COUNTY 18.26 (1.13) 4.4 (0.38) 0.39 (0.01) 42,201 (2,612) 231,113

Ngogwe 23.56 (1.41) 5.68 (0.49) 0.32 (0.01) 7,189 (430) 30,512Wakisi 23.18 (1.66) 5.69 (0.57) 0.33 (0.01) 7,887 (565) 34,026Ssi-Bukunja 23 (1.85) 5.5 (0.6) 0.32 (0.01) 2,296 (185) 9,981Buikwe 25.75 (2.04) 6.32 (0.68) 0.32 (0.01) 6,341 (502) 24,625Najjembe 18.21 (1.83) 4.22 (0.55) 0.33 (0.01) 2,192 (220) 12,035Najja 29.67 (2.56) 7.54 (0.87) 0.31 (0.01) 4,433 (382) 14,940Kawolo 20.82 (1.65) 5.01 (0.53) 0.35 (0.01) 6,484 (514) 31,142

APPENDIX

IntroductionD

ata and Methods

Spatial Patterns in Poverty and Inequality

References

Appendix

Spatial relationships between

poverty and service provisionC

onclusion and Implications

for Policy and Programs

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 61

BUVUMA ISLANDS COUNTY 18.79 (1.52) 4.62 (0.52) 0.38 (0.01) 7,664 (0,620) 40,785

Bugaya 15.07 (2.09) 3.66 (0.66) 0.39 (0.01) 970 (135) 6,438Busamuzi 22.49 (1.95) 5.65 (0.68) 0.33 (0.01) 2,856 (248) 12,698Bweema 20.5 (2.4) 5.06 (0.81) 0.34 (0.01) 1,313 (154) 6,407Nairambi 16.57 (1.5) 3.97 (0.49) 0.4 (0.02) 2,526 (229) 15,242

MUKONO COUNTY 12.04 (0.86) 2.74 (0.26) 0.38 (0.01) 25,152 (1,797) 208,906Ntenjeru 17.6 (1.27) 4.12 (0.39) 0.34 (0.01) 9,886 (713) 56,172Nama 16.57 (1.41) 3.9 (0.45) 0.34 (0.01) 4,313 (367) 26,031Kkome Islands 10.86 (1.55) 2.43 (0.44) 0.35 (0.01) 981 (140) 9,029Goma 6.89 (0.76) 1.43 (0.19) 0.36 (0.01) 3,020 (333) 43,835Kyampisi 16.4 (1.32) 3.62 (0.4) 0.32 (0.01) 4,758 (383) 29,014

NAKIFUMA COUNTY 20.54 (1.1) 4.79 (0.37) 0.34 (0.01) 34,242 (1,834) 166,711

Kasawo 16.54 (1.3) 3.63 (0.38) 0.33 (0.01) 5,173 (407) 31,278Kimenyedde 22.39 (1.47) 5.34 (0.5) 0.34 (0.01) 7,053 (463) 31,499Nabaale 15.25 (1.17) 3.3 (0.35) 0.35 (0.01) 4,330 (332) 28,391Nagojje 20.22 (1.61) 4.76 (0.5) 0.34 (0.01) 5,781 (460) 28,592Ntunda 21.27 (1.8) 5.02 (0.58) 0.32 (0.01) 2,879 (244) 13,535Seeta-Namuganga 27 (1.84) 6.55 (0.62) 0.3 (0.01) 9,022 (615) 33,416

NAKASONGOLA DISTRICT 24.35 (2.11) 5.85 (0.69) 0.34 (1.09) 29,319 (2,541) 120,406

BURULI COUNTY 31.47 (1.87) 8.75 (0.8) 0.36 (0.01) 40,127 (2,384) 127,510

Lwabyata 38 (3.3) 10.98 (1.4) 0.32 (0.01) 4,109 (357) 10,813Wabinyonyi 37.41 (2.64) 10.71 (1.18) 0.32 (0.01) 5,132 (362) 13,717Nakitoma 33.73 (2.61) 9.41 (1.09) 0.33 (0.01) 3,053 (236) 9,051Lwampanga 20.97 (1.8) 5.3 (0.6) 0.36 (0.01) 4,508 (387) 21,496Kalungi 34.54 (2.64) 9.31 (1.05) 0.31 (0.01) 6,036 (461) 17,474Kalongo 39.34 (3.02) 11.32 (1.29) 0.31 (0.01) 5,422 (416) 13,782Kakooge 29.99 (1.92) 8.38 (0.84) 0.35 (0.01) 6,151 (394) 20,510Nabiswera 33.18 (2.6) 9.49 (1.15) 0.36 (0.01) 4,814 (377) 14,508

RAKAI DISTRICT 31.19 (1.14) 7.74 (0.44) 0.31 (0.65) 140,395 (5,131) 450,127

KABULA COUNTY 26.53 (1.71) 6.69 (0.6) 0.36 (0.01) 15,875 (1,023) 59,839

Kaliiro 30.15 (2.36) 7.68 (0.87) 0.29 (0.01) 4,623 (362) 15,333Kasagama 23.64 (2.7) 5.96 (0.87) 0.33 (0.01) 1,225 (140) 5,183Kinuuka 34.55 (2.76) 8.96 (0.98) 0.31 (0.01) 2,525 (202) 7,307Lyantonde 27.61 (2.6) 6.79 (0.86) 0.3 (0.01) 2,113 (199) 7,653Mpumudde 30.23 (2.6) 7.61 (0.88) 0.29 (0.01) 5,077 (437) 16,795

KAKUUTO COUNTY 25.55 (1.37) 6.29 (0.5) 0.33 (0.01) 19,266 (1,033) 75,404

Kasasa 23.83 (2.1) 5.76 (0.74) 0.31 (0.01) 1,522 (134) 6,385Kyebe 21.95 (1.84) 5.1 (0.58) 0.37 (0.02) 3,427 (287) 15,612Kakuuto 27.83 (1.76) 7.08 (0.66) 0.33 (0.01) 7,009 (443) 25,186Kibanda 30.55 (1.98) 7.92 (0.71) 0.29 (0.01) 4,788 (310) 15,673Kifamba 20.11 (1.81) 4.44 (0.52) 0.3 (0.01) 2,523 (227) 12,548

APPENDIX

Page 5: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200562

KOOKI COUNTY 27.88 (1.7) 6.93 (0.61) 0.31 (0.01) 50,300 (3,067) 180,416

Byakabanda 29.15 (2.48) 7.56 (1.01) 0.32 (0.01) 4,004 (341) 13,736Ddwaniro 26.61 (2.01) 6.53 (0.69) 0.31 (0.01) 7,345 (555) 27,601Kacheera 31.49 (2.32) 8.21 (0.89) 0.3 (0.01) 5,675 (418) 18,021Kagamba (Buyamba) 29.37 (2.18) 7.15 (0.73) 0.29 (0.01) 8,267 (614) 28,149Kyalulangira 31.49 (2.31) 8.08 (0.85) 0.3 (0.01) 8,969 (658) 28,483Lwamaggwa 28 (1.99) 6.96 (0.71) 0.3 (0.01) 9,429 (670) 33,675Lwanda 22.61 (1.67) 5.19 (0.54) 0.31 (0.01) 5,664 (418) 25,050

KYOTERA COUNTY 19.33 (1.17) 4.33 (0.37) 0.36 (0.01) 25,963 (1,572) 134,317

Kalisizo 14.24 (1.35) 3.14 (0.4) 0.42 (0.01) 3,015 (286) 21,173Nabigasa 19.88 (1.43) 4.45 (0.44) 0.29 (0.01) 3,728 (268) 18,754Lwankoni 22.12 (1.81) 5.1 (0.56) 0.3 (0.01) 3,106 (254) 14,043Kasaali 18.53 (1.74) 4.06 (0.51) 0.31 (0.01) 4,191 (394) 22,617Kabira 26.92 (1.8) 6.3 (0.62) 0.29 (0.01) 7,092 (474) 26,343Kirumba 19.32 (1.48) 4.13 (0.42) 0.31 (0.01) 4,594 (352) 23,776

SSEMBABULE DISTRICT 31.72 (1.38) 8.11 (0.55) 0.32 (0.77) 55,593 (2,419) 175,261

LWEMIYAGA COUNTY 28.34 (1.87) 7.37 (0.72) 0.33 (0.01) 5,465 (0,361) 19,285

Lwemiyaga 31.95 (2.41) 8.52 (0.93) 0.32 (0.01) 3,358 (253) 10,509Ntusi 24.01 (2.11) 5.99 (0.75) 0.33 (0.01) 2,107 (185) 8,776

MAWOGOLA COUNTY 27.15 (1.43) 6.91 (0.56) 0.32 (0.01) 40,566 (2,137) 149,414

Lugusulu 32.61 (2.2) 8.85 (0.86) 0.32 (0.01) 6,989 (471) 21,431Lwebitakuli 28.29 (1.85) 7.27 (0.71) 0.31 (0.01) 13,740 (898) 48,567Mateete 23.6 (1.46) 5.78 (0.56) 0.32 (0.01) 12,196 (754) 51,676Mijwala 29.39 (1.88) 7.34 (0.68) 0.29 (0.01) 7,005 (448) 23,836

KAYUNGA DISTRICT 35.89 (1.67) 9.7 (0.65) 0.32 (0.71) 98,000 (4,560) 273,057

BBAALE COUNTY 32.06 (1.87) 8.5 (0.72) 0.31 (0.01) 33,674 (1,964) 105,035

Galiraaya 34.88 (2.61) 9.69 (1.06) 0.32 (0.01) 5,043 (377) 14,457Kayonza 35.51 (2.26) 9.74 (0.89) 0.3 (0.01) 14,509 (923) 40,859Wabwoko-Kitimbwa 27.49 (1.86) 6.71 (0.64) 0.31 (0.01) 10,870 (735) 39,541Bbaale 31.95 (2.35) 8.78 (0.95) 0.33 (0.01) 3,252 (239) 10,178

NTENJERU COUNTY 23.31 (1.23) 5.75 (0.44) 0.34 (0.01) 43,128 (2,276) 185,019

Busana 31.68 (2.07) 8.2 (0.77) 0.3 (0.01) 15,496 (1013) 48,914Kangulumira 22.82 (1.46) 5.59 (0.51) 0.34 (0.01) 9,995 (639) 43,801Kayunga 21.73 (1.43) 5.12 (0.48) 0.32 (0.01) 7,883 (519) 36,278Nazigo 21.44 (1.35) 5.14 (0.43) 0.33 (0.01) 7,879 (496) 36,749

APPENDIX

Page 6: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200562

KOOKI COUNTY 27.88 (1.7) 6.93 (0.61) 0.31 (0.01) 50,300 (3,067) 180,416

Byakabanda 29.15 (2.48) 7.56 (1.01) 0.32 (0.01) 4,004 (341) 13,736Ddwaniro 26.61 (2.01) 6.53 (0.69) 0.31 (0.01) 7,345 (555) 27,601Kacheera 31.49 (2.32) 8.21 (0.89) 0.3 (0.01) 5,675 (418) 18,021Kagamba (Buyamba) 29.37 (2.18) 7.15 (0.73) 0.29 (0.01) 8,267 (614) 28,149Kyalulangira 31.49 (2.31) 8.08 (0.85) 0.3 (0.01) 8,969 (658) 28,483Lwamaggwa 28 (1.99) 6.96 (0.71) 0.3 (0.01) 9,429 (670) 33,675Lwanda 22.61 (1.67) 5.19 (0.54) 0.31 (0.01) 5,664 (418) 25,050

KYOTERA COUNTY 19.33 (1.17) 4.33 (0.37) 0.36 (0.01) 25,963 (1,572) 134,317

Kalisizo 14.24 (1.35) 3.14 (0.4) 0.42 (0.01) 3,015 (286) 21,173Nabigasa 19.88 (1.43) 4.45 (0.44) 0.29 (0.01) 3,728 (268) 18,754Lwankoni 22.12 (1.81) 5.1 (0.56) 0.3 (0.01) 3,106 (254) 14,043Kasaali 18.53 (1.74) 4.06 (0.51) 0.31 (0.01) 4,191 (394) 22,617Kabira 26.92 (1.8) 6.3 (0.62) 0.29 (0.01) 7,092 (474) 26,343Kirumba 19.32 (1.48) 4.13 (0.42) 0.31 (0.01) 4,594 (352) 23,776

SSEMBABULE DISTRICT 31.72 (1.38) 8.11 (0.55) 0.32 (0.77) 55,593 (2,419) 175,261

LWEMIYAGA COUNTY 28.34 (1.87) 7.37 (0.72) 0.33 (0.01) 5,465 (0,361) 19,285

Lwemiyaga 31.95 (2.41) 8.52 (0.93) 0.32 (0.01) 3,358 (253) 10,509Ntusi 24.01 (2.11) 5.99 (0.75) 0.33 (0.01) 2,107 (185) 8,776

MAWOGOLA COUNTY 27.15 (1.43) 6.91 (0.56) 0.32 (0.01) 40,566 (2,137) 149,414

Lugusulu 32.61 (2.2) 8.85 (0.86) 0.32 (0.01) 6,989 (471) 21,431Lwebitakuli 28.29 (1.85) 7.27 (0.71) 0.31 (0.01) 13,740 (898) 48,567Mateete 23.6 (1.46) 5.78 (0.56) 0.32 (0.01) 12,196 (754) 51,676Mijwala 29.39 (1.88) 7.34 (0.68) 0.29 (0.01) 7,005 (448) 23,836

KAYUNGA DISTRICT 35.89 (1.67) 9.7 (0.65) 0.32 (0.71) 98,000 (4,560) 273,057

BBAALE COUNTY 32.06 (1.87) 8.5 (0.72) 0.31 (0.01) 33,674 (1,964) 105,035

Galiraaya 34.88 (2.61) 9.69 (1.06) 0.32 (0.01) 5,043 (377) 14,457Kayonza 35.51 (2.26) 9.74 (0.89) 0.3 (0.01) 14,509 (923) 40,859Wabwoko-Kitimbwa 27.49 (1.86) 6.71 (0.64) 0.31 (0.01) 10,870 (735) 39,541Bbaale 31.95 (2.35) 8.78 (0.95) 0.33 (0.01) 3,252 (239) 10,178

NTENJERU COUNTY 23.31 (1.23) 5.75 (0.44) 0.34 (0.01) 43,128 (2,276) 185,019

Busana 31.68 (2.07) 8.2 (0.77) 0.3 (0.01) 15,496 (1013) 48,914Kangulumira 22.82 (1.46) 5.59 (0.51) 0.34 (0.01) 9,995 (639) 43,801Kayunga 21.73 (1.43) 5.12 (0.48) 0.32 (0.01) 7,883 (519) 36,278Nazigo 21.44 (1.35) 5.14 (0.43) 0.33 (0.01) 7,879 (496) 36,749

APPENDIX

IntroductionD

ata and Methods

Spatial Patterns in Poverty and Inequality

References

Appendix

Spatial relationships between

poverty and service provisionC

onclusion and Implications

for Policy and Programs

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 63

WAKISO DISTRICT 13.06 (1.03) 3.17 (0.32) 0.40 (1.51) 105,893 (8,351) 810,820

BUSIRO COUNTY 10.65 (0.8) 2.34 (0.23) 0.37 (0.01) 36,855 (2,768) 346,059

Wakiso 10.57 (1.1) 2.27 (0.29) 0.34 (0.01) 7,037 (732) 66,578Ssisa 9.75 (0.98) 2.08 (0.26) 0.36 (0.01) 4,460 (448) 45,747Nsangi 6.64 (0.77) 1.43 (0.21) 0.36 (0.01) 4,791 (556) 72,158Masulita 16.95 (1.28) 3.88 (0.4) 0.34 (0.01) 3,449 (260) 20,350Katabi 4.65 (0.62) 0.98 (0.16) 0.36 (0.01) 2,611 (348) 56,154Kakiri 17.98 (2.21) 3.89 (0.63) 0.32 (0.01) 2,402 (295) 13,357Kasanje 16.41 (1.27) 3.72 (0.38) 0.34 (0.01) 5,150 (399) 31,382Namayumba 22.66 (1.48) 5.24 (0.51) 0.31 (0.01) 5,894 (385) 26,012

KYADONDO COUNTY 3.77 (0.47) 0.78 (0.12) 0.36 (0.01) 15,951 (1,989) 423,100

Nabweru 3.47 (0.53) 0.73 (0.13) 0.34 (0.01) 3,555 (543) 102,440Nangabo 6.36 (0.79) 1.3 (0.19) 0.35 (0.01) 3,473 (431) 54,610Kira 3 (0.4) 0.63 (0.1) 0.38 (0.02) 3,652 (487) 121,724Gombe 12.47 (1.59) 2.48 (0.41) 0.3 (0.01) 1,158 (148) 9,289Ssabagabo-Makindye 3.07 (0.45) 0.63 (0.11) 0.35 (0.01) 4,146 (608) 135,037

APPENDIX

Page 7: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200564

EASTERN REGION 38.39 11.07 0.36 (0.02) 2,253,049 (62,797) 5,868,844

BUGIRI DISTRICT 50.89 (1.34) 16.93 (0.95) 0.41 (3.96) 202,507 (5,332) 397,931

BUKOOLI COUNTY 36.43 (1.4) 10.22 (0.6) 0.32 (0.01) 146,532 (5,631) 402,228Iwemba 33.85 (1.84) 9.08 (0.66) 0.3 (0.01) 4,708 (256) 13,908Sigulu Islands 27.98 (1.97) 8.46 (1.04) 0.36 (0.02) 6,879 (484) 24,585Nankoma 41.43 (1.43) 12.55 (0.76) 0.32 (0.01) 12,520 (432) 30,219Nabukalu 37.42 (1.87) 10.17 (0.76) 0.3 (0.01) 9,119 (456) 24,370Bulidha 38.89 (1.9) 10.84 (0.79) 0.3 (0.01) 7,467 (365) 19,201Muterere 39.72 (1.72) 11.17 (0.71) 0.31 (0.01) 8,354 (362) 21,032Mutumba 40.02 (2) 11.13 (0.83) 0.29 (0.01) 11,447 (572) 28,602Kapyanga 31.89 (1.53) 8.66 (0.61) 0.34 (0.01) 13,628 (654) 42,734Buwunga 35.68 (1.36) 9.82 (0.59) 0.32 (0.01) 11,627 (443) 32,588Buluguyi 34.52 (1.72) 10.18 (0.89) 0.32 (0.01) 7,012 (349) 20,314Bulesa 34.34 (1.56) 9.4 (0.64) 0.38 (0.02) 9,644 (438) 28,084Budhaya 39.1 (2.06) 11.49 (0.85) 0.32 (0.01) 8,485 (447) 21,700Banda 39.54 (1.92) 10.97 (0.85) 0.3 (0.01) 12,814 (622) 32,407Buswale 37.36 (1.88) 10.09 (0.75) 0.29 (0.01) 7,276 (366) 19,476Buyinja 36.2 (1.53) 9.87 (0.64) 0.32 (0.01) 15,569 (658) 43,008

BUSIA DISTRICT 50.41 (1.52) 16.33 (0.83) 0.37 (2.64) 97,034 (2,926) 192,490

SAMIA-BUGWE COUNTY 33.13 (1.43) 8.91 (0.58) 0.34 (0.04) 63,969 (2,761) 193,086Buteba 37.28 (1.92) 10.13 (0.73) 0.3 (0.01) 6,732 (347) 18,059Masafu 35.21 (1.5) 9.66 (0.63) 0.32 (0.01) 10,414 (444) 29,576Masaba 30.2 (1.72) 7.81 (0.65) 0.33 (0.01) 5,619 (320) 18,606Lunyo 32.85 (1.66) 8.76 (0.66) 0.32 (0.01) 8,023 (405) 24,423Dabani 33.85 (1.59) 9.27 (0.62) 0.34 (0.01) 5,824 (274) 17,206Busitema 33.21 (1.61) 8.89 (0.64) 0.36 (0.02) 8,180 (397) 24,632Bulumbi 34.79 (1.93) 9.47 (0.71) 0.3 (0.01) 8,266 (459) 23,759Buhehe 29.74 (1.71) 7.91 (0.67) 0.33 (0.01) 4,870 (280) 16,376Lumino 29.54 (1.72) 7.85 (0.69) 0.39 (0.08) 6,041 (352) 20,449

IGANGA DISTRICT 46.24 (1.34) 14.97 (0.93) 0.41 (4.17) 307,387 (8,908) 664,764

BUGWERI COUNTY 34.18 (1.3) 9.95 (0.64) 0.4 (0.04) 41,144 (1,565) 120,374Buyanga 32.21 (1.46) 8.84 (0.6) 0.44 (0.08) 11,194 (507) 34,752Ibulanku 33.56 (1.52) 10.43 (0.91) 0.39 (0.02) 12,904 (584) 38,451Makuutu 39.9 (1.8) 10.97 (0.74) 0.3 (0.01) 8,494 (383) 21,287Namalemba 33.01 (1.65) 9.87 (0.77) 0.4 (0.01) 8,544 (427) 25,884

BUSIKI COUNTY 37.56 (1.32) 10.67 (0.57) 0.35 (0.02) 63,644 (2,237) 169,446Namutumba 30.37 (1.47) 8.19 (0.58) 0.35 (0.01) 10,817 (524) 35,619Bulange 38.48 (1.89) 10.76 (0.76) 0.32 (0.01) 11,329 (556) 29,441Nsinze 38.6 (1.54) 11.32 (0.71) 0.32 (0.01) 7,547 (301) 19,551Kibaale 38.1 (1.55) 10.7 (0.69) 0.33 (0.02) 9,144 (372) 24,001Ivukula 39.31 (1.64) 11.49 (0.71) 0.41 (0.05) 10,689 (446) 27,192Magada 41.98 (1.53) 12.17 (0.67) 0.32 (0.01) 14,123 (515) 33,642

APPENDIX

Page 8: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200564

EASTERN REGION 38.39 11.07 0.36 (0.02) 2,253,049 (62,797) 5,868,844

BUGIRI DISTRICT 50.89 (1.34) 16.93 (0.95) 0.41 (3.96) 202,507 (5,332) 397,931

BUKOOLI COUNTY 36.43 (1.4) 10.22 (0.6) 0.32 (0.01) 146,532 (5,631) 402,228Iwemba 33.85 (1.84) 9.08 (0.66) 0.3 (0.01) 4,708 (256) 13,908Sigulu Islands 27.98 (1.97) 8.46 (1.04) 0.36 (0.02) 6,879 (484) 24,585Nankoma 41.43 (1.43) 12.55 (0.76) 0.32 (0.01) 12,520 (432) 30,219Nabukalu 37.42 (1.87) 10.17 (0.76) 0.3 (0.01) 9,119 (456) 24,370Bulidha 38.89 (1.9) 10.84 (0.79) 0.3 (0.01) 7,467 (365) 19,201Muterere 39.72 (1.72) 11.17 (0.71) 0.31 (0.01) 8,354 (362) 21,032Mutumba 40.02 (2) 11.13 (0.83) 0.29 (0.01) 11,447 (572) 28,602Kapyanga 31.89 (1.53) 8.66 (0.61) 0.34 (0.01) 13,628 (654) 42,734Buwunga 35.68 (1.36) 9.82 (0.59) 0.32 (0.01) 11,627 (443) 32,588Buluguyi 34.52 (1.72) 10.18 (0.89) 0.32 (0.01) 7,012 (349) 20,314Bulesa 34.34 (1.56) 9.4 (0.64) 0.38 (0.02) 9,644 (438) 28,084Budhaya 39.1 (2.06) 11.49 (0.85) 0.32 (0.01) 8,485 (447) 21,700Banda 39.54 (1.92) 10.97 (0.85) 0.3 (0.01) 12,814 (622) 32,407Buswale 37.36 (1.88) 10.09 (0.75) 0.29 (0.01) 7,276 (366) 19,476Buyinja 36.2 (1.53) 9.87 (0.64) 0.32 (0.01) 15,569 (658) 43,008

BUSIA DISTRICT 50.41 (1.52) 16.33 (0.83) 0.37 (2.64) 97,034 (2,926) 192,490

SAMIA-BUGWE COUNTY 33.13 (1.43) 8.91 (0.58) 0.34 (0.04) 63,969 (2,761) 193,086Buteba 37.28 (1.92) 10.13 (0.73) 0.3 (0.01) 6,732 (347) 18,059Masafu 35.21 (1.5) 9.66 (0.63) 0.32 (0.01) 10,414 (444) 29,576Masaba 30.2 (1.72) 7.81 (0.65) 0.33 (0.01) 5,619 (320) 18,606Lunyo 32.85 (1.66) 8.76 (0.66) 0.32 (0.01) 8,023 (405) 24,423Dabani 33.85 (1.59) 9.27 (0.62) 0.34 (0.01) 5,824 (274) 17,206Busitema 33.21 (1.61) 8.89 (0.64) 0.36 (0.02) 8,180 (397) 24,632Bulumbi 34.79 (1.93) 9.47 (0.71) 0.3 (0.01) 8,266 (459) 23,759Buhehe 29.74 (1.71) 7.91 (0.67) 0.33 (0.01) 4,870 (280) 16,376Lumino 29.54 (1.72) 7.85 (0.69) 0.39 (0.08) 6,041 (352) 20,449

IGANGA DISTRICT 46.24 (1.34) 14.97 (0.93) 0.41 (4.17) 307,387 (8,908) 664,764

BUGWERI COUNTY 34.18 (1.3) 9.95 (0.64) 0.4 (0.04) 41,144 (1,565) 120,374Buyanga 32.21 (1.46) 8.84 (0.6) 0.44 (0.08) 11,194 (507) 34,752Ibulanku 33.56 (1.52) 10.43 (0.91) 0.39 (0.02) 12,904 (584) 38,451Makuutu 39.9 (1.8) 10.97 (0.74) 0.3 (0.01) 8,494 (383) 21,287Namalemba 33.01 (1.65) 9.87 (0.77) 0.4 (0.01) 8,544 (427) 25,884

BUSIKI COUNTY 37.56 (1.32) 10.67 (0.57) 0.35 (0.02) 63,644 (2,237) 169,446Namutumba 30.37 (1.47) 8.19 (0.58) 0.35 (0.01) 10,817 (524) 35,619Bulange 38.48 (1.89) 10.76 (0.76) 0.32 (0.01) 11,329 (556) 29,441Nsinze 38.6 (1.54) 11.32 (0.71) 0.32 (0.01) 7,547 (301) 19,551Kibaale 38.1 (1.55) 10.7 (0.69) 0.33 (0.02) 9,144 (372) 24,001Ivukula 39.31 (1.64) 11.49 (0.71) 0.41 (0.05) 10,689 (446) 27,192Magada 41.98 (1.53) 12.17 (0.67) 0.32 (0.01) 14,123 (515) 33,642

APPENDIX

IntroductionD

ata and Methods

Spatial Patterns in Poverty and Inequality

References

Appendix

Spatial relationships between

poverty and service provisionC

onclusion and Implications

for Policy and Programs

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 65

KIGULU COUNTY 34.64 (1.2) 9.7 (0.51) 0.37 (0.01) 68,756 (2,382) 198,488Bulamagi 30.4 (1.21) 8.32 (0.49) 0.42 (0.02) 12,055 (480) 39,653Nabitende 38.35 (1.63) 10.79 (0.7) 0.32 (0.01) 9,158 (389) 23,881Nakalama 34.56 (1.38) 9.76 (0.63) 0.35 (0.01) 9,077 (362) 26,264Nakigo 33.64 (1.59) 9.65 (0.63) 0.39 (0.03) 8,267 (391) 24,574Nambale 35.78 (1.42) 9.99 (0.57) 0.35 (0.01) 11,461 (455) 32,033Namungalwe 34.04 (1.46) 9.57 (0.59) 0.35 (0.01) 9,739 (418) 28,609Nawandala 38.35 (1.47) 10.64 (0.62) 0.31 (0.01) 9,002 (345) 23,474

LUUKA COUNTY 36.52 (1.28) 10.66 (0.61) 0.39 (0.06) 68,906 (2,415) 188,680Bulongo 32.16 (1.58) 8.9 (0.66) 0.36 (0.03) 9,329 (458) 29,007Waibuga 36.38 (2.07) 10.19 (0.86) 0.48 (0.11) 10,514 (598) 28,901Nawampiti 38.91 (1.8) 10.94 (0.72) 0.31 (0.01) 7,309 (338) 18,785Ikumbya 43.24 (1.89) 14.79 (1.32) 0.34 (0.01) 10,062 (440) 23,271Bukooma 31.83 (1.41) 8.67 (0.53) 0.35 (0.03) 9,419 (417) 29,591Bukanga 37.7 (1.55) 11.41 (0.89) 0.44 (0.1) 12,868 (529) 34,133Irongo 37.66 (1.66) 10.49 (0.7) 0.31 (0.01) 9,412 (415) 24,992

JINJA DISTRICT 28.48 (1.75) 8.31 (0.93) 0.50 (6.79) 84,236 (5,176) 295,773

BUTEMBE COUNTY 27 (1.74) 7.99 (0.76) 0.43 (0.02) 36,332 (2,341) 134,562Busedde 43.33 (2.2) 13.43 (1.21) 0.34 (0.01) 13,689 (695) 31,592Kakira 17.64 (2.21) 4.97 (0.86) 0.45 (0.03) 4,858 (609) 27,542Mafubira 23.57 (1.94) 6.82 (0.77) 0.42 (0.02) 17,778 (1463) 75,428

KAGOMA COUNTY 37.36 (1.52) 10.94 (0.71) 0.37 (0.02) 63,809 (2,596) 170,794Budondo 36.31 (1.89) 10.88 (0.93) 0.41 (0.04) 16,563 (862) 45,616Butagaya 36.73 (1.55) 10.59 (0.69) 0.33 (0.01) 18,127 (765) 49,352Buwenge 35.86 (1.53) 10.27 (0.67) 0.35 (0.01) 17,147 (732) 47,817Buyengo 42.76 (2.07) 12.79 (0.95) 0.37 (0.04) 11,977 (580) 28,009

KAMULI DISTRICT 49.08 (1.57) 16.29 (0.93) 0.40 (2.71) 320,585 (10,255) 653,188

BUDIOPE COUNTY 40.84 (1.4) 11.98 (0.64) 0.33 (0.01) 79,248 (2,717) 194,046Nkondo 42.21 (1.92) 12.36 (0.87) 0.32 (0.01) 7,738 (352) 18,331Buyende 36.65 (1.6) 10.09 (0.68) 0.31 (0.01) 12,891 (563) 35,173Bugaya 37.02 (1.6) 10.21 (0.64) 0.33 (0.02) 20,522 (887) 55,435Kidera 42.43 (1.53) 12.5 (0.73) 0.34 (0.01) 17,088 (616) 40,274Kagulu 46.89 (1.96) 15.02 (1.02) 0.32 (0.01) 21,022 (879) 44,833

BUGABULA COUNTY 35.7 (1.34) 9.95 (0.54) 0.36 (0.06) 78,313 (2,939) 219,364Balawoli 39.26 (1.75) 11.32 (0.76) 0.33 (0.01) 13,116 (585) 33,409Bulopa 38.69 (1.69) 11.24 (0.7) 0.35 (0.01) 6,342 (277) 16,392Butansi 33.46 (1.62) 9.01 (0.59) 0.47 (0.14) 7,521 (364) 22,478Kitayunjwa 33.63 (1.6) 9.56 (0.67) 0.34 (0.01) 14,531 (691) 43,207Nabwigulu 33.78 (1.6) 9.28 (0.59) 0.34 (0.01) 12,145 (575) 35,954Namasagali 36.93 (1.74) 10.01 (0.72) 0.31 (0.01) 8,860 (417) 23,992Namwendwa 35.97 (1.51) 9.79 (0.6) 0.32 (0.01) 15,802 (663) 43,932

APPENDIX

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SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200566

BULAMOGI COUNTY 42.18 (1.53) 12.5 (0.73) 0.36 (0.01) 65,751 (2,385) 155,881Namugongo 33.04 (1.47) 9.43 (0.62) 0.43 (0.02) 11,375 (506) 34,429Namwiwa 44.96 (1.96) 13.49 (0.9) 0.33 (0.01) 10,917 (476) 24,282Gadumire 44.41 (2.15) 13.2 (0.96) 0.32 (0.01) 10,011 (485) 22,542Bumanya 44.35 (1.86) 13.12 (0.84) 0.31 (0.01) 15,191 (637) 34,252Nawaikoke 45.23 (1.75) 13.62 (0.87) 0.31 (0.01) 18,262 (707) 40,376

BUZAAYA COUNTY 37.13 (1.59) 11.12 (0.76) 0.36 (0.02) 50,039 (2,143) 134,766Bugulumbya 36.46 (1.81) 10.56 (0.88) 0.34 (0.01) 11,567 (574) 31,726Kisozi 33.67 (1.73) 9.97 (0.77) 0.4 (0.05) 13,184 (677) 39,157Mbulamuti 41.66 (2.07) 13.24 (1.11) 0.33 (0.01) 9,858 (490) 23,662Nawanyago 37.27 (2.31) 11.19 (1.16) 0.35 (0.01) 7,984 (495) 21,421Wankole 39.57 (1.77) 11.73 (0.79) 0.33 (0.01) 7,439 (333) 18,800

KAPCHORWA DISTRICT 29.49 (2.12) 7.76 (0.77) 0.36 (4.09) 53,957 (3,879) 182,966

KONGASIS COUNTY 36.63 (1.55) 10.07 (0.63) 0.31 (0.01) 18,135 (0,767) 49,509Bukwa 36.04 (2.18) 10.07 (0.9) 0.33 (0.01) 3,933 (238) 10,914Chesower 35.49 (1.99) 9.32 (0.72) 0.29 (0.01) 3,508 (197) 9,884Kabei 37.53 (1.77) 10.17 (0.69) 0.29 (0.01) 4,247 (200) 11,317Suam 37.07 (2.08) 10.44 (0.83) 0.32 (0.01) 6,448 (362) 17,394

KWEEN COUNTY 37.9 (1.59) 10.84 (0.7) 0.32 (0.01) 25,821 (1,083) 68,128Kwanyiny 39.19 (2.22) 10.94 (0.93) 0.3 (0.01) 4,680 (265) 11,941Ngenge 32.75 (3.37) 9.24 (1.39) 0.32 (0.01) 818 (84) 2,497Binyiny 38.28 (2.34) 11.49 (1.02) 0.32 (0.01) 4,371 (267) 11,419Benet 36.92 (1.57) 10.22 (0.68) 0.3 (0.01) 11,927 (507) 32,305Kaproron 40.4 (3.4) 12.35 (1.58) 0.35 (0.02) 4,026 (339) 9,966

TINGEY COUNTY 35.54 (1.58) 9.75 (0.64) 0.32 (0.01) 23,555 (1,047) 66,278Chema 32.85 (1.88) 8.58 (0.72) 0.31 (0.01) 3,662 (210) 11,147Kaptanya 34.77 (2.11) 9.69 (0.85) 0.34 (0.01) 4,476 (272) 12,873Kaserem 35.71 (2.01) 9.71 (0.73) 0.31 (0.01) 3,970 (223) 11,118Kawowo 38.75 (1.97) 10.98 (0.77) 0.29 (0.01) 3,493 (178) 9,015Sipi 40.25 (2.27) 11.41 (0.96) 0.32 (0.01) 3,431 (193) 8,524Tegeres 33.24 (2.18) 8.95 (0.86) 0.33 (0.01) 4,521 (297) 13,601

KATAKWI DISTRICT 58.91 (1.57) 21.22 (1.09) 0.38 (2.93) 172,914 (4,608) 293,522

AMURIA COUNTY 46 (2.89) 13.5 (1.29) 0.32 (0.01) 55,302 (3,474) 120,222Wera 47.09 (3.03) 14.03 (1.39) 0.33 (0.01) 7,453 (480) 15,828Morungatuny 45.3 (3.09) 13.03 (1.36) 0.3 (0.01) 9,609 (655) 21,211Orungo 47.9 (3.03) 14.31 (1.43) 0.31 (0.01) 8,868 (561) 18,514Asamuk 45.73 (2.97) 13.41 (1.31) 0.32 (0.01) 11,156 (725) 24,395Abarilela 43.5 (2.92) 12.31 (1.17) 0.31 (0.01) 7,750 (520) 17,816Kuju 46.59 (3.05) 13.92 (1.37) 0.32 (0.01) 10,463 (685) 22,458

KAPELEBYONG COUNTY 42.57 (2.69) 12.12 (1.12) 0.31 (0.01) 26,373 (1,667) 61,952Kapelebyong 43.26 (2.58) 12.36 (1.14) 0.31 (0.01) 4,837 (288) 11,181Obalanga 43.36 (3.03) 12.66 (1.26) 0.31 (0.01) 8,017 (560) 18,490Acowa 41.87 (2.75) 11.73 (1.12) 0.31 (0.01) 13,516 (888) 32,281

APPENDIX

Page 10: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200566

BULAMOGI COUNTY 42.18 (1.53) 12.5 (0.73) 0.36 (0.01) 65,751 (2,385) 155,881Namugongo 33.04 (1.47) 9.43 (0.62) 0.43 (0.02) 11,375 (506) 34,429Namwiwa 44.96 (1.96) 13.49 (0.9) 0.33 (0.01) 10,917 (476) 24,282Gadumire 44.41 (2.15) 13.2 (0.96) 0.32 (0.01) 10,011 (485) 22,542Bumanya 44.35 (1.86) 13.12 (0.84) 0.31 (0.01) 15,191 (637) 34,252Nawaikoke 45.23 (1.75) 13.62 (0.87) 0.31 (0.01) 18,262 (707) 40,376

BUZAAYA COUNTY 37.13 (1.59) 11.12 (0.76) 0.36 (0.02) 50,039 (2,143) 134,766Bugulumbya 36.46 (1.81) 10.56 (0.88) 0.34 (0.01) 11,567 (574) 31,726Kisozi 33.67 (1.73) 9.97 (0.77) 0.4 (0.05) 13,184 (677) 39,157Mbulamuti 41.66 (2.07) 13.24 (1.11) 0.33 (0.01) 9,858 (490) 23,662Nawanyago 37.27 (2.31) 11.19 (1.16) 0.35 (0.01) 7,984 (495) 21,421Wankole 39.57 (1.77) 11.73 (0.79) 0.33 (0.01) 7,439 (333) 18,800

KAPCHORWA DISTRICT 29.49 (2.12) 7.76 (0.77) 0.36 (4.09) 53,957 (3,879) 182,966

KONGASIS COUNTY 36.63 (1.55) 10.07 (0.63) 0.31 (0.01) 18,135 (0,767) 49,509Bukwa 36.04 (2.18) 10.07 (0.9) 0.33 (0.01) 3,933 (238) 10,914Chesower 35.49 (1.99) 9.32 (0.72) 0.29 (0.01) 3,508 (197) 9,884Kabei 37.53 (1.77) 10.17 (0.69) 0.29 (0.01) 4,247 (200) 11,317Suam 37.07 (2.08) 10.44 (0.83) 0.32 (0.01) 6,448 (362) 17,394

KWEEN COUNTY 37.9 (1.59) 10.84 (0.7) 0.32 (0.01) 25,821 (1,083) 68,128Kwanyiny 39.19 (2.22) 10.94 (0.93) 0.3 (0.01) 4,680 (265) 11,941Ngenge 32.75 (3.37) 9.24 (1.39) 0.32 (0.01) 818 (84) 2,497Binyiny 38.28 (2.34) 11.49 (1.02) 0.32 (0.01) 4,371 (267) 11,419Benet 36.92 (1.57) 10.22 (0.68) 0.3 (0.01) 11,927 (507) 32,305Kaproron 40.4 (3.4) 12.35 (1.58) 0.35 (0.02) 4,026 (339) 9,966

TINGEY COUNTY 35.54 (1.58) 9.75 (0.64) 0.32 (0.01) 23,555 (1,047) 66,278Chema 32.85 (1.88) 8.58 (0.72) 0.31 (0.01) 3,662 (210) 11,147Kaptanya 34.77 (2.11) 9.69 (0.85) 0.34 (0.01) 4,476 (272) 12,873Kaserem 35.71 (2.01) 9.71 (0.73) 0.31 (0.01) 3,970 (223) 11,118Kawowo 38.75 (1.97) 10.98 (0.77) 0.29 (0.01) 3,493 (178) 9,015Sipi 40.25 (2.27) 11.41 (0.96) 0.32 (0.01) 3,431 (193) 8,524Tegeres 33.24 (2.18) 8.95 (0.86) 0.33 (0.01) 4,521 (297) 13,601

KATAKWI DISTRICT 58.91 (1.57) 21.22 (1.09) 0.38 (2.93) 172,914 (4,608) 293,522

AMURIA COUNTY 46 (2.89) 13.5 (1.29) 0.32 (0.01) 55,302 (3,474) 120,222Wera 47.09 (3.03) 14.03 (1.39) 0.33 (0.01) 7,453 (480) 15,828Morungatuny 45.3 (3.09) 13.03 (1.36) 0.3 (0.01) 9,609 (655) 21,211Orungo 47.9 (3.03) 14.31 (1.43) 0.31 (0.01) 8,868 (561) 18,514Asamuk 45.73 (2.97) 13.41 (1.31) 0.32 (0.01) 11,156 (725) 24,395Abarilela 43.5 (2.92) 12.31 (1.17) 0.31 (0.01) 7,750 (520) 17,816Kuju 46.59 (3.05) 13.92 (1.37) 0.32 (0.01) 10,463 (685) 22,458

KAPELEBYONG COUNTY 42.57 (2.69) 12.12 (1.12) 0.31 (0.01) 26,373 (1,667) 61,952Kapelebyong 43.26 (2.58) 12.36 (1.14) 0.31 (0.01) 4,837 (288) 11,181Obalanga 43.36 (3.03) 12.66 (1.26) 0.31 (0.01) 8,017 (560) 18,490Acowa 41.87 (2.75) 11.73 (1.12) 0.31 (0.01) 13,516 (888) 32,281

APPENDIX

IntroductionD

ata and Methods

Spatial Patterns in Poverty and Inequality

References

Appendix

Spatial relationships between

poverty and service provisionC

onclusion and Implications

for Policy and Programs

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 67

USUK COUNTY 42.16 (2.67) 12.12 (1.12) 0.32 (0.01) 47,964 (3,038) 113,767Katakwi 44.9 (3.05) 13.2 (1.35) 0.32 (0.01) 11,954 (812) 26,623Omodoi 46.24 (3.2) 14.45 (1.4) 0.32 (0.01) 4,897 (339) 10,591Ongongoja 39.87 (2.88) 10.99 (1.12) 0.31 (0.01) 3,956 (286) 9,921Usuk 40.22 (2.71) 11.54 (1.14) 0.34 (0.02) 7,836 (528) 19,482Toroma 40.71 (3.16) 11.59 (1.33) 0.34 (0.01) 3,875 (301) 9,519Magoro 42.72 (3.13) 12 (1.26) 0.3 (0.01) 5,006 (367) 11,718Kapujan 43.15 (3.11) 12.3 (1.23) 0.31 (0.01) 4,013 (289) 9,301Ngariam 38.7 (2.32) 10.55 (0.93) 0.31 (0.01) 6,429 (385) 16,612

KUMI DISTRICT 57.08 (1.41) 20.02 (0.89) 0.39 (2.35) 216,926 (5,359) 380,039

BUKEDEA COUNTY 43.77 (1.87) 12.77 (0.84) 0.32 (0.01) 54,304 (2,320) 124,067Kachumbala 43.27 (1.79) 12.53 (0.78) 0.33 (0.01) 16,187 (670) 37,410Malera 44.6 (2.35) 12.96 (1.05) 0.3 (0.01) 12,125 (639) 27,186Bukedea 44.83 (2.5) 13.59 (1.13) 0.36 (0.01) 11,252 (627) 25,099Kolir 40.39 (1.85) 11.23 (0.78) 0.31 (0.01) 6,924 (317) 17,144Kidongole 45.37 (1.97) 13.32 (0.9) 0.3 (0.01) 7,816 (339) 17,228

KUMI COUNTY 44.61 (2.06) 13.14 (0.98) 0.41 (0.1) 69,874 (3,227) 156,633Ongino 40.43 (2.33) 11.5 (1.01) 0.52 (0.14) 11,616 (669) 28,732Atutur 45.87 (2.53) 13.75 (1.13) 0.34 (0.01) 9,905 (546) 21,593Kanyum 46.06 (2.48) 13.53 (1.18) 0.42 (0.13) 12,925 (696) 28,062Kumi 47.13 (2.67) 14.11 (1.25) 0.31 (0.01) 11,024 (625) 23,391Mukongoro 40.7 (1.53) 11.48 (0.7) 0.32 (0.01) 13,164 (495) 32,343Nyero 49.97 (2.52) 15.51 (1.28) 0.33 (0.01) 11,249 (567) 22,512

NGORA COUNTY 44.3 (2.27) 13.07 (1.06) 0.37 (0.01) 45,423 (2,328) 102,535Ngora 42.51 (2.39) 12.67 (1.08) 0.45 (0.03) 13,014 (732) 30,613Mukura 44.44 (2.9) 13.05 (1.29) 0.33 (0.01) 11,231 (733) 25,273Kapir 45.27 (2.5) 13.39 (1.17) 0.31 (0.01) 10,217 (564) 22,570Kobwin 45.51 (2.31) 13.3 (1.08) 0.31 (0.01) 10,958 (556) 24,079

MBALE DISTRICT 33.17 (1.49) 9.49 (0.82) 0.40 (3.2) 215,319 (9,672) 649,139

BUBULO COUNTY 33.6 (1.18) 9.01 (0.47) 0.33 (0.01) 89,810 (3,154) 267,291Buwabwala 35.64 (1.5) 9.46 (0.58) 0.3 (0.01) 10,316 (434) 28,944Bubutu 34.36 (1.53) 9.21 (0.6) 0.33 (0.01) 13,613 (606) 39,620Kaato 30 (1.54) 7.83 (0.6) 0.35 (0.01) 3,874 (199) 12,912Sibanga 35.95 (1.48) 9.63 (0.59) 0.32 (0.01) 8,518 (351) 23,693Buwagogo 32.66 (1.56) 9.09 (0.6) 0.38 (0.01) 5,739 (274) 17,572Butiru 31.47 (1.52) 8.3 (0.56) 0.33 (0.01) 12,552 (606) 39,885Bupoto 36.46 (1.53) 10 (0.61) 0.31 (0.01) 9,461 (397) 25,948Bumwoni 32.07 (1.25) 8.77 (0.5) 0.34 (0.01) 9,919 (387) 30,928Bugobero 34.21 (1.59) 9.21 (0.6) 0.32 (0.01) 7,973 (371) 23,307Bumbo 32 (1.79) 8.28 (0.63) 0.3 (0.01) 7,834 (438) 24,482

BUNGOKHO COUNTY 34.89 (1.28) 10.06 (0.57) 0.37 (0.01) 91,738 (3,366) 262,936Bungokho-Mutoto 31 (1.58) 8.75 (0.66) 0.39 (0.02) 11,226 (572) 36,214Namanyonyi 31.51 (3.17) 9 (1.26) 0.39 (0.01) 6,339 (638) 20,118Nakaloke 37.54 (3.32) 11.8 (1.4) 0.44 (0.03) 11,632 (1029) 30,986Busoba 33.29 (1.37) 9.57 (0.58) 0.43 (0.03) 8,633 (355) 25,932

APPENDIX

Page 11: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200568

Wanale 35.03 (2.24) 9.25 (0.8) 0.29 (0.01) 4,942 (316) 14,107Bungokho 36.22 (1.43) 10.58 (0.77) 0.34 (0.01) 10,936 (432) 30,192Bukyiende 40.29 (1.58) 11.53 (0.74) 0.32 (0.01) 9,487 (372) 23,547Bukonde 36.61 (2.24) 10.59 (0.85) 0.32 (0.01) 6,211 (380) 16,964Bufumbo 34.37 (1.69) 10.12 (0.89) 0.32 (0.01) 10,650 (524) 30,987Busiu 34.5 (1.52) 9.48 (0.68) 0.35 (0.01) 8,818 (388) 25,559Busano 34.44 (1.79) 9.28 (0.7) 0.34 (0.01) 2,869 (149) 8,330

MANJIYA COUNTY 32.82 (1.27) 8.79 (0.51) 0.33 (0.01) 40,727 (1,576) 124,093Bududa 32.67 (1.53) 8.69 (0.61) 0.36 (0.01) 3,915 (183) 11,982Bushika 34.09 (1.71) 9.33 (0.69) 0.33 (0.01) 8,052 (404) 23,621Bumayoka 28.47 (2.13) 7.53 (0.71) 0.34 (0.01) 2,356 (176) 8,276Bulucheke 31.49 (1.64) 8.43 (0.66) 0.34 (0.01) 5,779 (301) 18,351Bukibokolo 34.62 (1.77) 9.11 (0.64) 0.3 (0.01) 5,358 (274) 15,476Bubiita 35.95 (1.69) 9.85 (0.73) 0.31 (0.01) 8,295 (390) 23,073Bukigai 29.92 (1.58) 7.77 (0.56) 0.32 (0.01) 6,976 (368) 23,314

PALLISA DISTRICT 53.23 (1.24) 17.93 (0.67) 0.39 (2.67) 266,049 (6,198) 499,811

BUTEBO COUNTY 45.83 (1.72) 13.68 (0.84) 0.32 (0.01) 43,584 (1,636) 95,099Kibale 42.98 (2.42) 12.32 (1.1) 0.31 (0.01) 9,279 (522) 21,590Butebo 49.12 (2.63) 15.59 (1.31) 0.33 (0.01) 9,356 (501) 19,048Petete 48.39 (2.03) 14.36 (0.91) 0.31 (0.01) 8,417 (353) 17,395Kabwangasi 43.16 (1.71) 12.51 (0.74) 0.33 (0.01) 8,253 (327) 19,122Kakoro 46.1 (2.17) 13.84 (1.11) 0.32 (0.01) 8,272 (389) 17,944

KIBUKU COUNTY 48.51 (1.8) 15.43 (0.97) 0.45 (0.12) 63,343 (2,350) 130,578Bulangira 47.17 (1.88) 14.37 (0.96) 0.54 (0.16) 7,912 (315) 16,773Buseta 49.03 (2.08) 16.54 (1.12) 0.58 (0.15) 12,091 (513) 24,661Kibuku 48.4 (2.66) 14.99 (1.26) 0.33 (0.01) 6,534 (359) 13,501Kadama 45.24 (1.62) 13.19 (0.72) 0.32 (0.01) 10,141 (363) 22,415Tirinyi 50.55 (2.21) 16.71 (1.22) 0.33 (0.01) 10,549 (461) 20,868Kagumu 47.81 (2.27) 14.32 (1.06) 0.31 (0.01) 8,525 (405) 17,830Kirika 52.26 (3.32) 18.15 (2.37) 0.34 (0.02) 7,593 (482) 14,530

PALLISA COUNTY 50 (2.11) 15.84 (1.21) 0.32 (0.01) 70,270 (2,965) 140,539Pallisa 50.58 (2.08) 15.78 (1.11) 0.32 (0.01) 5,422 (223) 10,720Gogonyo 52.79 (2.59) 16.6 (1.33) 0.31 (0.01) 9,019 (443) 17,085Kamuge 47.99 (2.12) 14.69 (1.08) 0.31 (0.01) 7,022 (310) 14,633Puti-puti 54.04 (3.02) 17.41 (1.64) 0.31 (0.01) 9,091 (508) 16,822Kameke 44.35 (1.56) 12.85 (0.72) 0.31 (0.01) 9,198 (324) 20,739Agule 44.41 (2.1) 12.83 (0.94) 0.31 (0.01) 9,443 (447) 21,264Apopong 61.83 (5.95) 23.3 (4.42) 0.33 (0.02) 11,233 (1081) 18,167Kasodo 46.64 (2.48) 14.33 (1.19) 0.34 (0.01) 9,845 (524) 21,109

BUDAKA COUNTY 43.61 (1.55) 13.28 (0.91) 0.37 (0.03) 60,379 (2,146) 138,452Kamonkoli 38.75 (1.56) 11.22 (0.65) 0.37 (0.01) 9,287 (374) 23,967Kameruka 47.24 (2.38) 13.93 (1.07) 0.3 (0.01) 4,654 (234) 9,851Lyama 42.66 (2.04) 12.44 (0.97) 0.46 (0.11) 7,577 (362) 17,761Kaderuna 43.17 (1.61) 12.35 (0.76) 0.32 (0.01) 9,224 (344) 21,366Iki-iki 51.35 (4.29) 18.09 (3.14) 0.35 (0.02) 12,651 (1057) 24,637Budaka 40.02 (1.51) 11.65 (0.67) 0.36 (0.01) 9,280 (350) 23,189Naboa 43.62 (2.04) 13.11 (0.99) 0.33 (0.01) 7,712 (361) 17,681

APPENDIX

Page 12: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200568

Wanale 35.03 (2.24) 9.25 (0.8) 0.29 (0.01) 4,942 (316) 14,107Bungokho 36.22 (1.43) 10.58 (0.77) 0.34 (0.01) 10,936 (432) 30,192Bukyiende 40.29 (1.58) 11.53 (0.74) 0.32 (0.01) 9,487 (372) 23,547Bukonde 36.61 (2.24) 10.59 (0.85) 0.32 (0.01) 6,211 (380) 16,964Bufumbo 34.37 (1.69) 10.12 (0.89) 0.32 (0.01) 10,650 (524) 30,987Busiu 34.5 (1.52) 9.48 (0.68) 0.35 (0.01) 8,818 (388) 25,559Busano 34.44 (1.79) 9.28 (0.7) 0.34 (0.01) 2,869 (149) 8,330

MANJIYA COUNTY 32.82 (1.27) 8.79 (0.51) 0.33 (0.01) 40,727 (1,576) 124,093Bududa 32.67 (1.53) 8.69 (0.61) 0.36 (0.01) 3,915 (183) 11,982Bushika 34.09 (1.71) 9.33 (0.69) 0.33 (0.01) 8,052 (404) 23,621Bumayoka 28.47 (2.13) 7.53 (0.71) 0.34 (0.01) 2,356 (176) 8,276Bulucheke 31.49 (1.64) 8.43 (0.66) 0.34 (0.01) 5,779 (301) 18,351Bukibokolo 34.62 (1.77) 9.11 (0.64) 0.3 (0.01) 5,358 (274) 15,476Bubiita 35.95 (1.69) 9.85 (0.73) 0.31 (0.01) 8,295 (390) 23,073Bukigai 29.92 (1.58) 7.77 (0.56) 0.32 (0.01) 6,976 (368) 23,314

PALLISA DISTRICT 53.23 (1.24) 17.93 (0.67) 0.39 (2.67) 266,049 (6,198) 499,811

BUTEBO COUNTY 45.83 (1.72) 13.68 (0.84) 0.32 (0.01) 43,584 (1,636) 95,099Kibale 42.98 (2.42) 12.32 (1.1) 0.31 (0.01) 9,279 (522) 21,590Butebo 49.12 (2.63) 15.59 (1.31) 0.33 (0.01) 9,356 (501) 19,048Petete 48.39 (2.03) 14.36 (0.91) 0.31 (0.01) 8,417 (353) 17,395Kabwangasi 43.16 (1.71) 12.51 (0.74) 0.33 (0.01) 8,253 (327) 19,122Kakoro 46.1 (2.17) 13.84 (1.11) 0.32 (0.01) 8,272 (389) 17,944

KIBUKU COUNTY 48.51 (1.8) 15.43 (0.97) 0.45 (0.12) 63,343 (2,350) 130,578Bulangira 47.17 (1.88) 14.37 (0.96) 0.54 (0.16) 7,912 (315) 16,773Buseta 49.03 (2.08) 16.54 (1.12) 0.58 (0.15) 12,091 (513) 24,661Kibuku 48.4 (2.66) 14.99 (1.26) 0.33 (0.01) 6,534 (359) 13,501Kadama 45.24 (1.62) 13.19 (0.72) 0.32 (0.01) 10,141 (363) 22,415Tirinyi 50.55 (2.21) 16.71 (1.22) 0.33 (0.01) 10,549 (461) 20,868Kagumu 47.81 (2.27) 14.32 (1.06) 0.31 (0.01) 8,525 (405) 17,830Kirika 52.26 (3.32) 18.15 (2.37) 0.34 (0.02) 7,593 (482) 14,530

PALLISA COUNTY 50 (2.11) 15.84 (1.21) 0.32 (0.01) 70,270 (2,965) 140,539Pallisa 50.58 (2.08) 15.78 (1.11) 0.32 (0.01) 5,422 (223) 10,720Gogonyo 52.79 (2.59) 16.6 (1.33) 0.31 (0.01) 9,019 (443) 17,085Kamuge 47.99 (2.12) 14.69 (1.08) 0.31 (0.01) 7,022 (310) 14,633Puti-puti 54.04 (3.02) 17.41 (1.64) 0.31 (0.01) 9,091 (508) 16,822Kameke 44.35 (1.56) 12.85 (0.72) 0.31 (0.01) 9,198 (324) 20,739Agule 44.41 (2.1) 12.83 (0.94) 0.31 (0.01) 9,443 (447) 21,264Apopong 61.83 (5.95) 23.3 (4.42) 0.33 (0.02) 11,233 (1081) 18,167Kasodo 46.64 (2.48) 14.33 (1.19) 0.34 (0.01) 9,845 (524) 21,109

BUDAKA COUNTY 43.61 (1.55) 13.28 (0.91) 0.37 (0.03) 60,379 (2,146) 138,452Kamonkoli 38.75 (1.56) 11.22 (0.65) 0.37 (0.01) 9,287 (374) 23,967Kameruka 47.24 (2.38) 13.93 (1.07) 0.3 (0.01) 4,654 (234) 9,851Lyama 42.66 (2.04) 12.44 (0.97) 0.46 (0.11) 7,577 (362) 17,761Kaderuna 43.17 (1.61) 12.35 (0.76) 0.32 (0.01) 9,224 (344) 21,366Iki-iki 51.35 (4.29) 18.09 (3.14) 0.35 (0.02) 12,651 (1057) 24,637Budaka 40.02 (1.51) 11.65 (0.67) 0.36 (0.01) 9,280 (350) 23,189Naboa 43.62 (2.04) 13.11 (0.99) 0.33 (0.01) 7,712 (361) 17,681

APPENDIX

IntroductionD

ata and Methods

Spatial Patterns in Poverty and Inequality

References

Appendix

Spatial relationships between

poverty and service provisionC

onclusion and Implications

for Policy and Programs

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 69

SOROTI DISTRICT 64.06 (1.75) 23.79 (1.19) 0.37 (2.55) 210,443 (5,749) 328,509

KASILO COUNTY 45.7 (1.92) 13.88 (0.92) 0.32 (0.01) 33,072 (1,389) 72,368Pingire 48.14 (2.2) 14.92 (1.09) 0.32 (0.01) 15,628 (714) 32,464Bugondo 44.35 (2.11) 13.73 (1) 0.33 (0.01) 10,034 (477) 22,624Kadungulu 42.88 (1.85) 12.15 (0.78) 0.3 (0.01) 7,410 (320) 17,280

SERERE COUNTY 48.19 (2.29) 14.93 (1.14) 0.34 (0.01) 50,602 (2,405) 105,006Olio 45.06 (2.26) 14.1 (1.12) 0.38 (0.02) 11,109 (557) 24,653Kyere 46.49 (2.29) 13.91 (1.08) 0.32 (0.01) 14,598 (719) 31,400Atiira 45.11 (2.36) 13.17 (1.14) 0.31 (0.01) 6,191 (324) 13,724Kateta 53.08 (2.78) 17.11 (1.42) 0.31 (0.01) 18,700 (979) 35,229

SOROTI COUNTY 46.47 (2.71) 13.69 (1.23) 0.32 (0.01) 70,769 (4,127) 152,290Arapai 44.44 (2.82) 13.04 (1.24) 0.37 (0.03) 11,250 (714) 25,314Asuret 47.82 (2.96) 14.18 (1.35) 0.31 (0.01) 11,887 (736) 24,858Gweri 46.83 (3.02) 13.83 (1.35) 0.31 (0.01) 15,034 (970) 32,103Kamuda 45.74 (2.73) 13.31 (1.21) 0.3 (0.01) 10,552 (630) 23,069Katine 47.42 (2.71) 13.75 (1.22) 0.29 (0.01) 9,848 (563) 20,768Soroti 44.4 (2.81) 13.57 (1.35) 0.35 (0.01) 5,179 (328) 11,664Tubur 48.4 (2.89) 14.25 (1.25) 0.3 (0.01) 7,025 (419) 14,514

TORORO DISTRICT 48.36 (1.14) 15.76 (0.86) 0.46 (10) 243,259 (5,734) 503,017

BUNYOLE COUNTY 37.6 (1.49) 10.39 (0.64) 0.33 (0.01) 60,319 (2,390) 160,424Kachonga 41.01 (1.71) 11.45 (0.73) 0.3 (0.01) 12,401 (517) 30,240Nawanjofu 39.58 (2.21) 10.74 (0.86) 0.29 (0.01) 4,799 (268) 12,124Nazimasa 35.11 (1.49) 9.59 (0.62) 0.35 (0.02) 9,517 (404) 27,105Busolwe 34.16 (1.95) 9.79 (0.8) 0.39 (0.02) 6,882 (393) 20,146Budumba 35.21 (1.7) 9.4 (0.71) 0.32 (0.01) 10,016 (484) 28,446Busaba 41.41 (1.88) 11.8 (0.84) 0.31 (0.01) 6,952 (316) 16,789Butaleja 38.13 (1.7) 10.5 (0.73) 0.31 (0.01) 9,751 (435) 25,574

TORORO COUNTY 35.13 (1.31) 9.79 (0.57) 0.36 (0.02) 48,396 (1,805) 137,763Molo 40.06 (1.68) 11.36 (0.75) 0.31 (0.01) 5,355 (225) 13,368Mukuju 36.65 (1.65) 9.99 (0.72) 0.34 (0.02) 10,535 (474) 28,744Merikit 35.2 (1.66) 9.39 (0.68) 0.32 (0.01) 6,377 (301) 18,116Mella 32.86 (1.54) 9.55 (0.75) 0.37 (0.02) 8,478 (397) 25,801Kwapa 39.92 (1.93) 11.75 (0.84) 0.34 (0.02) 6,389 (309) 16,005Osukuru 31.53 (1.43) 8.52 (0.57) 0.41 (0.03) 11,265 (511) 35,729

WEST BUDAMA (KISOKO) 34.2 (1.43) 9.25 (0.57) 0.34 (0.01) 71,962 (3,009) 210,414Kirewa 32.72 (1.8) 8.47 (0.67) 0.31 (0.01) 6,901 (380) 21,092Nagongera 32.32 (1.54) 9.33 (0.6) 0.39 (0.02) 9,130 (435) 28,248Rubongi 32.81 (1.59) 8.89 (0.64) 0.38 (0.02) 9,512 (461) 28,990Petta 35.93 (1.81) 9.44 (0.68) 0.3 (0.01) 4,270 (215) 11,884Paya 37.24 (2.14) 10.52 (1.02) 0.32 (0.01) 11,782 (677) 31,637Nabuyoga 35.03 (1.86) 9.33 (0.71) 0.32 (0.01) 7,160 (380) 20,441Kisoko 36.43 (1.55) 9.88 (0.61) 0.32 (0.01) 5,569 (237) 15,287Iyolwa 32.9 (1.72) 8.52 (0.63) 0.31 (0.01) 8,098 (423) 24,615Mulanda 33.82 (1.55) 8.88 (0.58) 0.32 (0.01) 9,544 (437) 28,220

APPENDIX

Page 13: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200570

KABERAMAIDO DISTRICT 58.85 (1.69) 20.58 (1.1) 0.35 (1.52) 76,039 (2,184) 129,208

KABERAMAIDO COUNTY 44.17 (2.4) 12.75 (1.06) 0.31 (0.01) 27,054 (1,470) 61,249Alwa 45.34 (2.74) 13.42 (1.24) 0.3 (0.01) 7,097 (429) 15,652Kaberamaido 43.24 (2.32) 12.28 (1.01) 0.31 (0.01) 8,434 (453) 19,506Kobulubulu 43.19 (2.32) 12.28 (1) 0.3 (0.01) 5,012 (269) 11,605Ochero 44.96 (2.85) 13.03 (1.21) 0.31 (0.01) 6,513 (413) 14,486

KALAKI COUNTY 43.87 (2.28) 12.64 (1) 0.32 (0.01) 30,257 (1,573) 68,970Bululu 45.49 (2.68) 13.22 (1.19) 0.3 (0.01) 5,522 (325) 12,140Kalaki 41.38 (2.27) 11.5 (0.92) 0.31 (0.01) 7,442 (408) 17,984Otuboi 44.24 (2.54) 13.05 (1.14) 0.34 (0.01) 10,606 (609) 23,974Anyara 44.96 (2.33) 12.89 (1) 0.3 (0.01) 6,686 (347) 14,872

MAYUGE DISTRICT 44.95 (1.43) 14.45 (0.9) 0.41 (3.12) 141,169 (4,491) 314,058

BUNYA COUNTY 36.33 (1.4) 10.5 (0.62) 0.38 (0.03) 116,618 (4,494) 320,997Baitambogwe 36 (1.49) 10.86 (0.73) 0.42 (0.05) 21,830 (904) 60,639Buwaaya 36.77 (1.48) 10.17 (0.6) 0.33 (0.02) 13,178 (530) 35,839Immanyiro 35.71 (1.5) 10.34 (0.69) 0.44 (0.08) 17,766 (746) 49,752Kigandalo 37.38 (1.77) 10.48 (0.7) 0.31 (0.01) 23,109 (1094) 61,823Kityerera 36.74 (1.49) 11.02 (0.69) 0.36 (0.02) 22,796 (925) 62,047Malongo 35.22 (1.7) 9.88 (0.7) 0.34 (0.01) 17,926 (865) 50,897

SIRONKO DISTRICT 32.13 (1.65) 8.99 (0.71) 0.37 (3.39) 87,378 (4,487) 271,950

BUDADIRI COUNTY 32.24 (1.18) 8.69 (0.49) 0.34 (0.01) 56,807 (2,079) 176,200Buteza 30.63 (1.64) 7.88 (0.62) 0.31 (0.01) 6,184 (331) 20,190Bukhulo 38.92 (2.07) 11.5 (0.9) 0.41 (0.04) 5,076 (270) 13,043Zesui 32.2 (1.9) 8.53 (0.7) 0.31 (0.01) 5,719 (337) 17,761Buwalasi 31.58 (1.52) 8.53 (0.66) 0.34 (0.02) 9,789 (471) 30,998Butandiga 34.76 (1.71) 9.28 (0.67) 0.31 (0.01) 6,777 (333) 19,497Busulani 27.56 (1.61) 7.28 (0.61) 0.39 (0.02) 4,575 (267) 16,599Bumasifwa 30.52 (1.94) 8.11 (0.73) 0.36 (0.03) 4,553 (289) 14,919Buhugu 34.2 (1.55) 9.55 (0.79) 0.33 (0.01) 8,522 (386) 24,917Buyobo 30.71 (1.59) 7.94 (0.58) 0.32 (0.01) 5,613 (291) 18,276

BULAMBULI COUNTY 34.68 (1.48) 9.85 (0.7) 0.33 (0.01) 34,099 (1,455) 98,324Muyembe 29.95 (1.7) 7.87 (0.6) 0.35 (0.01) 3,516 (200) 11,739Buginyanya 30.26 (1.97) 8.06 (0.76) 0.33 (0.01) 2,710 (176) 8,957Bukhalu 41.35 (2.03) 12.34 (1.05) 0.32 (0.01) 5,746 (282) 13,895Bulago 35.33 (1.84) 9.42 (0.69) 0.31 (0.01) 4,298 (224) 12,165Bulegeni 31.55 (1.89) 8.25 (0.71) 0.31 (0.01) 4,010 (240) 12,710Buluganya 31.99 (2.51) 9.23 (1.3) 0.35 (0.03) 5,103 (400) 15,951Bunambutye 42.7 (2.65) 12.34 (1.23) 0.3 (0.01) 3,535 (219) 8,279Masiira 37.24 (2.15) 12.83 (1.29) 0.33 (0.01) 2,279 (132) 6,119Sisiyi 34.08 (2.53) 9.99 (1.42) 0.33 (0.01) 2,900 (215) 8,509

APPENDIX

Page 14: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200570

KABERAMAIDO DISTRICT 58.85 (1.69) 20.58 (1.1) 0.35 (1.52) 76,039 (2,184) 129,208

KABERAMAIDO COUNTY 44.17 (2.4) 12.75 (1.06) 0.31 (0.01) 27,054 (1,470) 61,249Alwa 45.34 (2.74) 13.42 (1.24) 0.3 (0.01) 7,097 (429) 15,652Kaberamaido 43.24 (2.32) 12.28 (1.01) 0.31 (0.01) 8,434 (453) 19,506Kobulubulu 43.19 (2.32) 12.28 (1) 0.3 (0.01) 5,012 (269) 11,605Ochero 44.96 (2.85) 13.03 (1.21) 0.31 (0.01) 6,513 (413) 14,486

KALAKI COUNTY 43.87 (2.28) 12.64 (1) 0.32 (0.01) 30,257 (1,573) 68,970Bululu 45.49 (2.68) 13.22 (1.19) 0.3 (0.01) 5,522 (325) 12,140Kalaki 41.38 (2.27) 11.5 (0.92) 0.31 (0.01) 7,442 (408) 17,984Otuboi 44.24 (2.54) 13.05 (1.14) 0.34 (0.01) 10,606 (609) 23,974Anyara 44.96 (2.33) 12.89 (1) 0.3 (0.01) 6,686 (347) 14,872

MAYUGE DISTRICT 44.95 (1.43) 14.45 (0.9) 0.41 (3.12) 141,169 (4,491) 314,058

BUNYA COUNTY 36.33 (1.4) 10.5 (0.62) 0.38 (0.03) 116,618 (4,494) 320,997Baitambogwe 36 (1.49) 10.86 (0.73) 0.42 (0.05) 21,830 (904) 60,639Buwaaya 36.77 (1.48) 10.17 (0.6) 0.33 (0.02) 13,178 (530) 35,839Immanyiro 35.71 (1.5) 10.34 (0.69) 0.44 (0.08) 17,766 (746) 49,752Kigandalo 37.38 (1.77) 10.48 (0.7) 0.31 (0.01) 23,109 (1094) 61,823Kityerera 36.74 (1.49) 11.02 (0.69) 0.36 (0.02) 22,796 (925) 62,047Malongo 35.22 (1.7) 9.88 (0.7) 0.34 (0.01) 17,926 (865) 50,897

SIRONKO DISTRICT 32.13 (1.65) 8.99 (0.71) 0.37 (3.39) 87,378 (4,487) 271,950

BUDADIRI COUNTY 32.24 (1.18) 8.69 (0.49) 0.34 (0.01) 56,807 (2,079) 176,200Buteza 30.63 (1.64) 7.88 (0.62) 0.31 (0.01) 6,184 (331) 20,190Bukhulo 38.92 (2.07) 11.5 (0.9) 0.41 (0.04) 5,076 (270) 13,043Zesui 32.2 (1.9) 8.53 (0.7) 0.31 (0.01) 5,719 (337) 17,761Buwalasi 31.58 (1.52) 8.53 (0.66) 0.34 (0.02) 9,789 (471) 30,998Butandiga 34.76 (1.71) 9.28 (0.67) 0.31 (0.01) 6,777 (333) 19,497Busulani 27.56 (1.61) 7.28 (0.61) 0.39 (0.02) 4,575 (267) 16,599Bumasifwa 30.52 (1.94) 8.11 (0.73) 0.36 (0.03) 4,553 (289) 14,919Buhugu 34.2 (1.55) 9.55 (0.79) 0.33 (0.01) 8,522 (386) 24,917Buyobo 30.71 (1.59) 7.94 (0.58) 0.32 (0.01) 5,613 (291) 18,276

BULAMBULI COUNTY 34.68 (1.48) 9.85 (0.7) 0.33 (0.01) 34,099 (1,455) 98,324Muyembe 29.95 (1.7) 7.87 (0.6) 0.35 (0.01) 3,516 (200) 11,739Buginyanya 30.26 (1.97) 8.06 (0.76) 0.33 (0.01) 2,710 (176) 8,957Bukhalu 41.35 (2.03) 12.34 (1.05) 0.32 (0.01) 5,746 (282) 13,895Bulago 35.33 (1.84) 9.42 (0.69) 0.31 (0.01) 4,298 (224) 12,165Bulegeni 31.55 (1.89) 8.25 (0.71) 0.31 (0.01) 4,010 (240) 12,710Buluganya 31.99 (2.51) 9.23 (1.3) 0.35 (0.03) 5,103 (400) 15,951Bunambutye 42.7 (2.65) 12.34 (1.23) 0.3 (0.01) 3,535 (219) 8,279Masiira 37.24 (2.15) 12.83 (1.29) 0.33 (0.01) 2,279 (132) 6,119Sisiyi 34.08 (2.53) 9.99 (1.42) 0.33 (0.01) 2,900 (215) 8,509

APPENDIX

IntroductionD

ata and Methods

Spatial Patterns in Poverty and Inequality

References

Appendix

Spatial relationships between

poverty and service provisionC

onclusion and Implications

for Policy and Programs

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 71

NORTHERN REGION 64.79 23.56 0.31 (0.01) 3,134,974 (69,677) 4,838,669

ADJUMANI DISTRICT 68.16 (1.98) 25.71 (1.21) 0.36 (2) 98,071 (2,849) 143,884

EAST MOYO COUNTY 61.63 (1.67) 20.31 (0.92) 0.3 (0.01) 89,182 (2,417) 144,705

Ciforo 63.45 (1.98) 20.72 (1.06) 0.28 (0.01) 19,805 (618) 31,214Dzaipi 52.5 (1.96) 15.36 (0.92) 0.28 (0.01) 14,778 (552) 28,148Ofua 65.03 (1.95) 21.83 (1.04) 0.28 (0.01) 17,686 (530) 27,197Pakelle 61.53 (1.91) 21.04 (1.18) 0.32 (0.01) 16,207 (503) 26,340Adropi 65.07 (1.85) 22.36 (1.07) 0.31 (0.01) 20,696 (588) 31,806

APAC DISTRICT 51.3 (2.4) 16.74 (1.06) 0.32 (1.1) 347,292 (16,248) 676,982

KOLE COUNTY 52.53 (2.08) 15.55 (0.9) 0.28 (0.01) 87,696 (3,472) 166,945

Aboke 48.2 (2.06) 13.38 (0.87) 0.28 (0.01) 16,021 (685) 33,239Akalo 45.01 (2.91) 12.84 (1.18) 0.28 (0.01) 9,171 (593) 20,375Alito 52.67 (2.47) 14.8 (0.99) 0.26 (0.01) 27,017 (1267) 51,295Ayer 57.29 (1.95) 18.63 (0.96) 0.29 (0.01) 18,089 (616) 31,575Bala 57.1 (2.14) 17.81 (1.04) 0.29 (0.01) 17,393 (652) 30,461

KWANIA COUNTY 52.65 (2.2) 15.57 (0.98) 0.29 (0.01) 68,404 (2,858) 129,922

Inomo 47.22 (2.29) 12.83 (0.96) 0.28 (0.01) 10,444 (507) 22,118Nambieso 52.57 (2.36) 15 (1.05) 0.27 (0.01) 17,611 (791) 33,500Abongomola 55.35 (2.65) 16.22 (1.19) 0.27 (0.01) 14,806 (709) 26,750Aduku 52.18 (2.01) 17.22 (1.08) 0.34 (0.01) 13,791 (531) 26,429Chawente 55.67 (2.62) 16.47 (1.13) 0.26 (0.01) 11,760 (553) 21,125

MARUZI COUNTY 49.22 (2.17) 14.31 (1) 0.29 (0.01) 55,478 (2,446) 112,715

Apac 56.62 (2.56) 17.82 (1.44) 0.29 (0.01) 20,054 (907) 35,418Cegere 47.26 (2.67) 12.87 (1.06) 0.27 (0.01) 11,820 (668) 25,011Ibuje 46.46 (2.5) 12.64 (1.02) 0.29 (0.01) 11,602 (624) 24,972Akokoro 43.93 (2.2) 12.6 (0.96) 0.31 (0.01) 11,999 (601) 27,314

OYAM COUNTY 53.22 (2.06) 16.14 (0.93) 0.29 (0.01) 143,898 (5,570) 270,383

Aber 54.65 (1.96) 16.39 (0.93) 0.28 (0.01) 28,238 (1013) 51,671Otwal 58.77 (2.06) 19.21 (1.12) 0.28 (0.01) 22,224 (779) 37,815Ngai 57.87 (2.26) 17.59 (1.15) 0.27 (0.01) 20,461 (799) 35,357Minakulu 40.9 (2.56) 11.06 (1.01) 0.3 (0.01) 16,724 (1047) 40,889Loro 54.5 (2.32) 17.63 (1.12) 0.3 (0.01) 22,302 (949) 40,921Acaba 52.39 (2.41) 15.38 (1.04) 0.28 (0.01) 16,470 (758) 31,437Iceme 54.14 (2.32) 15.84 (1) 0.27 (0.01) 17,483 (749) 32,293

ARUA DISTRICT 54.17 (2.71) 19.3 (1.33) 0.41 (7.05) 401,534 (20,088) 741,248

AYIVU COUNTY 50.21 (2.53) 15.64 (1.18) 0.34 (0.01) 86,740 (4,371) 172,754

Oluko 41.39 (2.63) 12.53 (1.28) 0.35 (0.02) 11,482 (730) 27,742Aroi 51.74 (3.43) 15.27 (1.39) 0.28 (0.01) 9,887 (655) 19,109Pajulu 44.21 (2.53) 13.58 (1.21) 0.35 (0.02) 15,373 (880) 34,773

APPENDIX

Page 15: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200572

Dadamu 41.29 (2.86) 12.64 (1.34) 0.37 (0.02) 10,898 (755) 26,395Adumi 64.27 (2.91) 21.33 (1.51) 0.28 (0.01) 26,624 (1205) 41,425Manibe 53.52 (3.16) 15.96 (1.44) 0.29 (0.01) 12,476 (737) 23,310

KOBOKO COUNTY 61.16 (2.77) 21.08 (1.58) 0.31 (0.01) 60,759 (2,752) 99,345

Kuluba 60 (2.65) 19.63 (1.49) 0.3 (0.01) 10,866 (480) 18,110Lobule 65.98 (2.31) 24.18 (1.42) 0.32 (0.01) 23,312 (816) 35,332Ludara 60.61 (3.64) 22.19 (2.41) 0.33 (0.02) 11,170 (671) 18,429Midia 56.08 (3.56) 17.29 (1.65) 0.29 (0.01) 15,407 (978) 27,474

MADI-OKOLLO COUNTY 53.15 (2.55) 16.91 (1.22) 0.31 (0.01) 50,075 (2,402) 94,215

Offaka 54.3 (3.52) 19.02 (2.02) 0.32 (0.01) 9,777 (634) 18,006Uleppi 49.73 (2.23) 15.29 (0.91) 0.31 (0.01) 3,134 (141) 6,303Rigbo 56.45 (3.18) 17.99 (1.56) 0.31 (0.01) 16,003 (901) 28,349Rhino Camp 54.06 (2.62) 16.36 (1.18) 0.3 (0.01) 8,481 (411) 15,688Ogoko 52.17 (3.11) 16.69 (1.42) 0.31 (0.01) 7,178 (428) 13,759Okollo 45.45 (3.01) 13.03 (1.21) 0.3 (0.01) 5,504 (365) 12,110

MARACHA COUNTY 54.05 (2.34) 16.78 (1.07) 0.3 (0.01) 79,089 (3,424) 146,325

Tara 55.99 (2.83) 17.19 (1.44) 0.28 (0.01) 7,921 (400) 14,148Kijomoro 59.34 (2.47) 20.56 (1.24) 0.31 (0.01) 15,276 (636) 25,743Oluffe 48.67 (2.5) 14.18 (1.05) 0.3 (0.01) 8,348 (429) 17,153Yivu 49.05 (3.25) 13.77 (1.35) 0.27 (0.01) 9,624 (638) 19,620Oluvu 60.06 (2.06) 18.76 (1) 0.27 (0.01) 14,428 (495) 24,022Nyadri 50.96 (2.92) 14.87 (1.27) 0.29 (0.01) 11,331 (649) 22,235Oleba 51.97 (2.46) 16.58 (1.11) 0.32 (0.01) 12,163 (576) 23,404

TEREGO COUNTY 57.89 (1.96) 18.1 (0.97) 0.29 (0.01) 91,139 (3,086) 157,435

Aii-Vu 58 (2.29) 17.78 (1.07) 0.28 (0.01) 17,299 (683) 29,825Beleafe 47.85 (2.7) 13.74 (1.08) 0.3 (0.01) 6,654 (375) 13,906Katrini 44.14 (3.07) 12.29 (1.22) 0.29 (0.01) 11,777 (819) 26,680Odupi 67.82 (1.63) 22.88 (0.98) 0.27 (0.01) 26,132 (628) 38,532Omugo 60.75 (2.27) 19.4 (1.24) 0.28 (0.01) 19,187 (717) 31,583Uriama 59.71 (2.47) 18.08 (1.13) 0.27 (0.01) 10,096 (418) 16,909

VURRA COUNTY 47.82 (2.2) 14.19 (0.91) 0.31 (0.01) 43,971 (2,023) 91,951

Logiri 52.11 (3.05) 14.87 (1.22) 0.26 (0.01) 12,489 (731) 23,966Vurra 38.42 (2.43) 10.96 (0.93) 0.32 (0.01) 12,099 (765) 31,491Ajia 55.42 (3.03) 16.85 (1.41) 0.28 (0.01) 10,502 (574) 18,950Arivu 50.63 (2.25) 16.19 (1.1) 0.33 (0.01) 8,883 (395) 17,544

GULU DISTRICT 67.11 (1.76) 25.81 (1.13) 0.37 (2.16) 238,296 (6,249) 355,082

ASWA COUNTY 70.84 (1.78) 26.53 (1.26) 0.3 (0.01) 52,504 (1,319) 74,116

Awach 76.81 (2.07) 30.5 (1.64) 0.29 (0.01) 8,795 (237) 11,450Bungatira 69.97 (2) 25.82 (1.42) 0.3 (0.01) 16,277 (465) 23,263Paicho 66.71 (2.05) 24.93 (1.3) 0.31 (0.01) 16,217 (498) 24,310Palaro 77.15 (1.94) 28.64 (1.33) 0.26 (0.01) 5,054 (127) 6,551Patiko 72.11 (2.03) 26.11 (1.43) 0.28 (0.01) 6,160 (173) 8,542

APPENDIX

Page 16: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200572

Dadamu 41.29 (2.86) 12.64 (1.34) 0.37 (0.02) 10,898 (755) 26,395Adumi 64.27 (2.91) 21.33 (1.51) 0.28 (0.01) 26,624 (1205) 41,425Manibe 53.52 (3.16) 15.96 (1.44) 0.29 (0.01) 12,476 (737) 23,310

KOBOKO COUNTY 61.16 (2.77) 21.08 (1.58) 0.31 (0.01) 60,759 (2,752) 99,345

Kuluba 60 (2.65) 19.63 (1.49) 0.3 (0.01) 10,866 (480) 18,110Lobule 65.98 (2.31) 24.18 (1.42) 0.32 (0.01) 23,312 (816) 35,332Ludara 60.61 (3.64) 22.19 (2.41) 0.33 (0.02) 11,170 (671) 18,429Midia 56.08 (3.56) 17.29 (1.65) 0.29 (0.01) 15,407 (978) 27,474

MADI-OKOLLO COUNTY 53.15 (2.55) 16.91 (1.22) 0.31 (0.01) 50,075 (2,402) 94,215

Offaka 54.3 (3.52) 19.02 (2.02) 0.32 (0.01) 9,777 (634) 18,006Uleppi 49.73 (2.23) 15.29 (0.91) 0.31 (0.01) 3,134 (141) 6,303Rigbo 56.45 (3.18) 17.99 (1.56) 0.31 (0.01) 16,003 (901) 28,349Rhino Camp 54.06 (2.62) 16.36 (1.18) 0.3 (0.01) 8,481 (411) 15,688Ogoko 52.17 (3.11) 16.69 (1.42) 0.31 (0.01) 7,178 (428) 13,759Okollo 45.45 (3.01) 13.03 (1.21) 0.3 (0.01) 5,504 (365) 12,110

MARACHA COUNTY 54.05 (2.34) 16.78 (1.07) 0.3 (0.01) 79,089 (3,424) 146,325

Tara 55.99 (2.83) 17.19 (1.44) 0.28 (0.01) 7,921 (400) 14,148Kijomoro 59.34 (2.47) 20.56 (1.24) 0.31 (0.01) 15,276 (636) 25,743Oluffe 48.67 (2.5) 14.18 (1.05) 0.3 (0.01) 8,348 (429) 17,153Yivu 49.05 (3.25) 13.77 (1.35) 0.27 (0.01) 9,624 (638) 19,620Oluvu 60.06 (2.06) 18.76 (1) 0.27 (0.01) 14,428 (495) 24,022Nyadri 50.96 (2.92) 14.87 (1.27) 0.29 (0.01) 11,331 (649) 22,235Oleba 51.97 (2.46) 16.58 (1.11) 0.32 (0.01) 12,163 (576) 23,404

TEREGO COUNTY 57.89 (1.96) 18.1 (0.97) 0.29 (0.01) 91,139 (3,086) 157,435

Aii-Vu 58 (2.29) 17.78 (1.07) 0.28 (0.01) 17,299 (683) 29,825Beleafe 47.85 (2.7) 13.74 (1.08) 0.3 (0.01) 6,654 (375) 13,906Katrini 44.14 (3.07) 12.29 (1.22) 0.29 (0.01) 11,777 (819) 26,680Odupi 67.82 (1.63) 22.88 (0.98) 0.27 (0.01) 26,132 (628) 38,532Omugo 60.75 (2.27) 19.4 (1.24) 0.28 (0.01) 19,187 (717) 31,583Uriama 59.71 (2.47) 18.08 (1.13) 0.27 (0.01) 10,096 (418) 16,909

VURRA COUNTY 47.82 (2.2) 14.19 (0.91) 0.31 (0.01) 43,971 (2,023) 91,951

Logiri 52.11 (3.05) 14.87 (1.22) 0.26 (0.01) 12,489 (731) 23,966Vurra 38.42 (2.43) 10.96 (0.93) 0.32 (0.01) 12,099 (765) 31,491Ajia 55.42 (3.03) 16.85 (1.41) 0.28 (0.01) 10,502 (574) 18,950Arivu 50.63 (2.25) 16.19 (1.1) 0.33 (0.01) 8,883 (395) 17,544

GULU DISTRICT 67.11 (1.76) 25.81 (1.13) 0.37 (2.16) 238,296 (6,249) 355,082

ASWA COUNTY 70.84 (1.78) 26.53 (1.26) 0.3 (0.01) 52,504 (1,319) 74,116

Awach 76.81 (2.07) 30.5 (1.64) 0.29 (0.01) 8,795 (237) 11,450Bungatira 69.97 (2) 25.82 (1.42) 0.3 (0.01) 16,277 (465) 23,263Paicho 66.71 (2.05) 24.93 (1.3) 0.31 (0.01) 16,217 (498) 24,310Palaro 77.15 (1.94) 28.64 (1.33) 0.26 (0.01) 5,054 (127) 6,551Patiko 72.11 (2.03) 26.11 (1.43) 0.28 (0.01) 6,160 (173) 8,542

APPENDIX

IntroductionD

ata and Methods

Spatial Patterns in Poverty and Inequality

References

Appendix

Spatial relationships between

poverty and service provisionC

onclusion and Implications

for Policy and Programs

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 73

KILAK COUNTY 76.45 (1.55) 29.48 (1.2) 0.28 (0.01) 105,006 (2,129) 137,352

Amuru 80.26 (1.74) 31.47 (1.53) 0.26 (0.01) 23,486 (509) 29,262Atiak 76.16 (1.51) 30.72 (1.51) 0.29 (0.01) 20,949 (415) 27,507Lamogi 72.68 (1.82) 26.21 (1.26) 0.28 (0.01) 27,907 (699) 38,397Pabbo 77.44 (1.71) 30.26 (1.32) 0.28 (0.01) 32,669 (721) 42,186

NWOYA COUNTY 65.29 (1.85) 22.89 (1.12) 0.29 (0.01) 26,839 (0,760) 41,108

Alero 64.45 (1.87) 22.36 (1.04) 0.28 (0.01) 8,686 (252) 13,477Koch Goma 67.3 (1.88) 24.07 (1.09) 0.29 (0.01) 5,715 (160) 8,492Anaka 65.14 (2.77) 22.95 (1.56) 0.29 (0.01) 8,256 (351) 12,674Purongo 64.67 (2.37) 22.32 (1.45) 0.28 (0.01) 4,181 (153) 6,465

OMORO COUNTY 66.88 (1.86) 24.83 (1.16) 0.31 (0.01) 70,817 (1,969) 105,886

Bobi 54.96 (2.31) 17.64 (1.22) 0.31 (0.01) 9,267 (389) 16,861Koro 66.52 (2) 24.2 (1.32) 0.3 (0.01) 12,172 (366) 18,299Lakwana 56.47 (2.56) 17.15 (1.23) 0.27 (0.01) 7,669 (348) 13,581Lalogi 70.25 (2.2) 24.91 (1.37) 0.27 (0.01) 12,947 (405) 18,430Odek 72.48 (2.05) 25.02 (1.31) 0.25 (0.01) 18,010 (509) 24,848Ongako 77.56 (1.67) 41.48 (2.15) 0.43 (0.02) 10,755 (232) 13,867

KITGUM DISTRICT 77.78 (1.35) 33.03 (1.24) 0.36 (1.77) 186,677 (3,240) 240,007

CHUA COUNTY 74.39 (1.59) 29.38 (1.1) 0.3 (0.01) 93,907 (2,007) 126,236

Lagoro 73.1 (1.97) 27.33 (1.23) 0.27 (0.01) 9,443 (254) 12,918Orom 83 (2.02) 35.54 (1.69) 0.28 (0.01) 18,888 (460) 22,757Mucwini 65.3 (2.13) 21 (1.2) 0.27 (0.01) 9,984 (326) 15,289Namokora 85.45 (1.56) 37.28 (1.48) 0.27 (0.01) 12,042 (220) 14,093Omiya Anyima 80.93 (1.62) 35.5 (1.41) 0.31 (0.01) 13,539 (271) 16,729Labongo Amida 64.02 (1.98) 21.46 (1.03) 0.28 (0.01) 6,872 (213) 10,734Labongo Akwang 55.27 (2.38) 17.67 (1.06) 0.33 (0.01) 7,171 (309) 12,975Kitigum Matidi 80.66 (1.72) 33.61 (1.31) 0.29 (0.01) 9,556 (204) 11,847Labongo Layamo 72.08 (2.15) 28.01 (1.18) 0.29 (0.01) 6,411 (191) 8,894

LAMWO COUNTY 67.11 (1.78) 23.39 (1.02) 0.29 (0.01) 78,490 (2,082) 116,957

Parabek Ogili 69.61 (2.49) 23.46 (1.4) 0.26 (0.01) 6,065 (217) 8,713Palabek Kal 67.98 (1.9) 24.48 (1.16) 0.29 (0.01) 8,763 (245) 12,890Palabek Gem 62.62 (1.96) 20.59 (1.02) 0.29 (0.01) 8,000 (250) 12,776Padibe East 73.63 (1.86) 26.12 (1.17) 0.27 (0.01) 9,472 (239) 12,865Paloga 56.45 (3.9) 17.23 (1.46) 0.27 (0.02) 5,621 (388) 9,958Madi Opei 62.47 (1.98) 20.75 (1.09) 0.3 (0.01) 6,542 (207) 10,473Lokung 62.39 (2.36) 21.14 (1.28) 0.3 (0.01) 12,705 (481) 20,364Agoro 77.12 (1.73) 30 (1.26) 0.27 (0.01) 13,039 (292) 16,907Padibe West 68.96 (2.37) 24.16 (1.32) 0.27 (0.01) 8,283 (285) 12,011

APPENDIX

Page 17: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200574

LIRA DISTRICT 56.09 (2.15) 19.28 (1.03) 0.36 (1.75) 372,406 (14,275) 663,944

DOKOLO COUNTY 56.46 (2.16) 17.41 (1.06) 0.29 (0.01) 73,971 (2,830) 131,014

Kwera 58.24 (2.4) 17.15 (1.09) 0.26 (0.01) 11,612 (479) 19,939Agwata 45.3 (2.65) 12.31 (1.06) 0.29 (0.01) 12,706 (743) 28,048Batta 69.18 (3.34) 25.09 (2.4) 0.29 (0.01) 16,468 (795) 23,805Dokolo 56.4 (2.13) 17.36 (0.99) 0.28 (0.01) 19,696 (744) 34,922Kangai 55.49 (2.38) 16.05 (1.02) 0.26 (0.01) 13,484 (578) 24,300

ERUTE COUNTY 52.8 (2.07) 15.9 (0.91) 0.29 (0.01) 111,937 (4,388) 212,002

Ogur 60.8 (2.25) 19.03 (1.1) 0.27 (0.01) 25,504 (944) 41,947Lira 45.45 (2.36) 12.97 (1.01) 0.3 (0.01) 8,961 (465) 19,716Barr 46.09 (2.67) 12.62 (1.01) 0.27 (0.01) 15,035 (871) 32,622Aromo 59.46 (2.21) 19.29 (1.11) 0.27 (0.01) 16,247 (604) 27,324Adekokwok 49.95 (1.98) 15.38 (1.01) 0.32 (0.01) 24,439 (969) 48,926Amach 52.44 (2.24) 15.1 (0.92) 0.27 (0.01) 21,745 (929) 41,467

KIOGA COUNTY 56.54 (2.23) 17.61 (1.07) 0.29 (0.01) 54,800 (2,161) 96,923

Namasale 54 (2.61) 17.2 (1.35) 0.31 (0.01) 9,771 (472) 18,095Aputi 58.64 (2.65) 18.41 (1.28) 0.27 (0.01) 13,475 (609) 22,979Awelo 56.13 (2.67) 16.98 (1.2) 0.27 (0.01) 17,092 (813) 30,451Muntu 56.94 (2.15) 17.94 (1.08) 0.3 (0.01) 14,462 (546) 25,398

MOROTO COUNTY 61.62 (1.89) 19.64 (0.96) 0.27 (0.01) 101,619 (3,117) 164,913Abako 64.04 (2.14) 20.76 (1.18) 0.27 (0.01) 25,090 (838) 39,178Aloi 61.67 (1.85) 19.62 (0.96) 0.27 (0.01) 28,028 (841) 45,449Amugo 59.06 (2.22) 18.54 (1.09) 0.27 (0.01) 11,919 (448) 20,181Apala 60.34 (1.99) 19.42 (0.96) 0.28 (0.01) 18,789 (620) 31,139Omoro 61.45 (2.11) 19.18 (1.06) 0.26 (0.01) 17,800 (611) 28,966

OTUKE COUNTY 62.15 (1.85) 20.37 (0.94) 0.28 (0.01) 39,023 (1,162) 62,789

Adwari 61.03 (1.96) 20.41 (0.97) 0.3 (0.01) 11,858 (381) 19,429Okwang 60.78 (2.39) 19.39 (1.07) 0.27 (0.01) 7,711 (303) 12,686Olilim 64.14 (2.17) 21.25 (1.19) 0.28 (0.01) 8,715 (295) 13,588Orum 62.84 (1.96) 20.34 (1.03) 0.27 (0.01) 10,737 (335) 17,086

MOROTO DISTRICT 88.67 (1.29) 44.91 (1.73) 0.35 (1.57) 161,990 (2,357) 182,689BOKORA COUNTY 86.91 (1.6) 37.7 (1.8) 0.27 (0.01) 98,226 (1,808) 113,020

Matany 86.21 (1.5) 39.62 (1.72) 0.31 (0.01) 17,207 (299) 19,959Iriiri 86.37 (1.82) 36.88 (1.87) 0.26 (0.01) 21,250 (448) 24,603Ngoleriet 83.04 (1.69) 35.59 (1.72) 0.31 (0.01) 12,566 (256) 15,132Lokopo 92.51 (1.38) 41.8 (2.05) 0.23 (0.01) 14,910 (222) 16,117Lotome 84.29 (2.08) 33.66 (1.86) 0.25 (0.01) 19,044 (470) 22,594Lopei 90.67 (1.68) 40.37 (2) 0.24 (0.01) 13,251 (246) 14,615

APPENDIX

Page 18: Uganda Rural Poverty Rates 2005

IntroductionD

ata and Methods

Spatial Patterns in Poverty and Inequality

References

Appendix

Spatial relationships between

poverty and service provisionC

onclusion and Implications

for Policy and Programs

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 75

MATHENIKO COUNTY 88.52 (1.24) 43.21 (1.81) 0.33 (0.01) 62,392 (0,874) 70,484

Katikekile 91.97 (1.3) 42.96 (1.92) 0.26 (0.01) 18,842 (266) 20,487Nadunget 90.48 (1.35) 48.02 (2.13) 0.33 (0.01) 23,667 (353) 26,157Rupa 83.39 (1.41) 38.16 (1.74) 0.35 (0.01) 19,880 (336) 23,840

MOYO DISTRICT 62.18 (2.56) 22.41 (1.3) 0.34 (1.59) 113,295 (4,664) 182,205

OBONGI COUNTY 63.23 (1.83) 21.44 (1.07) 0.3 (0.01) 55,246 (1,599) 87,373

Aliba 73.91 (2.32) 26.23 (1.51) 0.27 (0.01) 17,908 (562) 24,230Gimara 60.29 (2.56) 19.68 (1.26) 0.29 (0.01) 14,506 (616) 24,060Itula 58.42 (1.88) 19.56 (1.07) 0.3 (0.01) 22,832 (735) 39,083

WEST MOYO COUNTY 56.18 (2.22) 17.6 (1.16) 0.29 (0.01) 53,502 (2,114) 95,234

Moyo 56.06 (1.94) 17.46 (0.97) 0.3 (0.01) 17,139 (593) 30,573Dufile 51.96 (2.51) 15.67 (1.17) 0.29 (0.01) 10,486 (507) 20,181Lefori 60.01 (2.48) 19.83 (1.38) 0.3 (0.01) 10,781 (446) 17,965Metu 56.95 (2.9) 17.72 (1.54) 0.29 (0.01) 15,100 (769) 26,515NEBBI DISTRICT 65.05 (1.93) 23.57 (1.04) 0.34 (1.55) 241,283 (7,159) 370,919

JONAM COUNTY 53.66 (2.46) 18.56 (1.26) 0.32 (0.01) 44,354 (2,033) 82,657

Wadelai 69.22 (2.39) 30.66 (2.18) 0.36 (0.02) 10,753 (371) 15,535Panyimur 47.03 (3.18) 15.74 (1.34) 0.33 (0.01) 9,926 (671) 21,106Pakwach 49.84 (2.79) 14.3 (1.19) 0.28 (0.01) 7,617 (426) 15,282Panyango 52.25 (2.63) 16.51 (1.24) 0.3 (0.01) 16,059 (808) 30,734

OKORO COUNTY 52.94 (2.73) 15.89 (1.25) 0.28 (0.01) 76,816 (3,961) 145,101

Atyak 49.2 (2.69) 14.28 (1.14) 0.29 (0.01) 10,648 (582) 21,642Jangokoro 61.96 (3) 19.79 (1.55) 0.27 (0.01) 14,281 (691) 23,049Kango 46.04 (2.92) 12.58 (1.15) 0.28 (0.01) 12,091 (767) 26,263Nyapea 53.82 (2.81) 16.52 (1.32) 0.29 (0.01) 12,031 (628) 22,355Paidha 54.4 (3.22) 16.56 (1.58) 0.28 (0.01) 13,683 (810) 25,153Zeu 52.85 (2.7) 15.91 (1.22) 0.28 (0.01) 14,079 (719) 26,639

PADYERE COUNTY 54.93 (2.07) 17.27 (1.02) 0.29 (0.01) 79,367 (2,991) 144,487

Nebbi 45.63 (2.52) 13.05 (1.06) 0.3 (0.01) 7,804 (431) 17,103Nyaravur 53.5 (2) 15.85 (0.97) 0.29 (0.01) 11,555 (432) 21,598Parombo 53.9 (2.19) 17.82 (1.06) 0.31 (0.01) 13,464 (547) 24,980Akworo 66.81 (2.33) 22.45 (1.25) 0.27 (0.01) 10,407 (363) 15,577Erussi 56.45 (3.35) 18.15 (1.82) 0.29 (0.01) 25,013 (1484) 44,310Kucwiny 53.18 (1.92) 15.81 (0.87) 0.28 (0.01) 11,125 (402) 20,919

NAKAPIRIPIRIT DISTRICT 86.08 (2.08) 40.92 (2.05) 0.42 (10.57) 128,922 (3,115) 149,770

CHEKWII COUNTY 83.7 (1.78) 36.37 (1.71) 0.3 (0.01) 42,889 (0,912) 51,241Kakomongole 84.67 (1.82) 35.78 (1.84) 0.29 (0.01) 7,927 (170) 9,362Moruita 89.96 (1.51) 44.2 (1.9) 0.31 (0.01) 9,141 (153) 10,161Namalu 81.4 (1.99) 34.04 (1.71) 0.3 (0.01) 25,818 (631) 31,718

APPENDIX

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SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200576

PIAN COUNTY 87.91 (1.53) 39.56 (1.73) 0.29 (0.01) 35,674 (0,621) 40,580

Lorengedwat 85.76 (1.8) 36.8 (1.92) 0.27 (0.01) 5,452 (114) 6,357Nabilatuk 86.9 (1.62) 37.95 (1.73) 0.28 (0.01) 17,635 (329) 20,293Lolachat 90.36 (1.5) 43.18 (1.84) 0.29 (0.01) 12,587 (209) 13,930

POKOT COUNTY 85.48 (1.69) 37.74 (1.84) 0.3 (0.01) 50,381 (0,996) 58,939

Loroo 86.56 (2.23) 37.29 (2.2) 0.26 (0.01) 12,612 (325) 14,570Karita 86.97 (1.83) 37.4 (1.96) 0.26 (0.01) 23,145 (487) 26,613Amudat 82.36 (1.58) 38.64 (1.81) 0.38 (0.02) 14,624 (281) 17,756

PADER DISTRICT 75.75 (1.36) 32.12 (1.18) 0.42 (3.72) 240,505 (4,318) 317,499

ARUU COUNTY 67.89 (1.75) 24.41 (1.04) 0.3 (0.01) 91,180 (2,350) 134,305

Laguti 77.8 (2.19) 29.38 (1.46) 0.26 (0.01) 7,476 (210) 9,609Puranga 57.28 (2.61) 18.36 (1.18) 0.28 (0.01) 8,333 (380) 14,548Pajule 67.7 (1.87) 24.49 (1.13) 0.31 (0.01) 14,493 (400) 21,408Lapul 66.05 (1.91) 22.45 (1.06) 0.3 (0.01) 9,904 (286) 14,995Kilak 70.3 (2.1) 26.03 (1.27) 0.32 (0.01) 8,565 (256) 12,183Awer 59.95 (2.06) 19.54 (1.07) 0.31 (0.01) 11,626 (399) 19,393Acholibur 77.88 (1.84) 31.33 (1.34) 0.29 (0.01) 15,388 (364) 19,759Atanga 68.7 (2.02) 24.68 (1.2) 0.28 (0.01) 15,396 (453) 22,410

AGAGO COUNTY 68.48 (1.91) 24.1 (1.14) 0.29 (0.01) 126,889 (3,539) 185,293

Omot 60.12 (2.66) 18.35 (1.22) 0.26 (0.01) 10,730 (475) 17,848Patongo 61.19 (2.08) 20.2 (1.12) 0.3 (0.01) 18,314 (623) 29,929Wol 70.07 (2.48) 24.58 (1.42) 0.27 (0.01) 14,034 (497) 20,029Paimol 78.97 (1.79) 31.45 (1.39) 0.28 (0.01) 16,706 (379) 21,155Lira Palwo 66.94 (2.22) 22.74 (1.21) 0.27 (0.01) 17,984 (596) 26,866Lapono 75.26 (2.11) 27.43 (1.44) 0.26 (0.01) 10,725 (301) 14,250Adilang 80.46 (1.8) 31.42 (1.43) 0.27 (0.01) 15,148 (339) 18,827Lukole 73.98 (2.32) 25.85 (1.49) 0.25 (0.01) 11,239 (352) 15,192Parabongo 56.69 (2.28) 18.38 (1.1) 0.32 (0.01) 12,017 (483) 21,197

YUMBE DISTRICT 62.93 (3.22) 22.98 (1.71) 0.32 (1.16) 148,811 (7,614) 236,470

ARINGA COUNTY 73.68 (1.53) 28.9 (1.2) 0.31 (0.01) 174,852 (3,631) 237,313

Apo 75.97 (2.1) 30.62 (1.89) 0.31 (0.01) 19,152 (529) 25,210Drajani 64.2 (2.18) 24.83 (1.48) 0.34 (0.01) 20,407 (693) 31,786Kei 76.59 (1.98) 29.39 (1.52) 0.28 (0.01) 18,267 (472) 23,850Kuru 81.65 (1.44) 34.85 (1.4) 0.31 (0.01) 31,842 (562) 38,998Midigo 78.59 (1.83) 31.47 (1.49) 0.29 (0.01) 32,451 (756) 41,291Odravu 64.5 (1.57) 22.48 (0.9) 0.31 (0.01) 24,509 (597) 37,998Romogi 73.92 (1.7) 28.39 (1.16) 0.29 (0.01) 28,223 (649) 38,180

APPENDIX

Page 20: Uganda Rural Poverty Rates 2005

IntroductionD

ata and Methods

Spatial Patterns in Poverty and Inequality

References

Appendix

Spatial relationships between

poverty and service provisionC

onclusion and Implications

for Policy and Programs

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 77

WESTERN REGION 19.34 4.52 (0.44) 0.34 (0.02) 1,147,432 (78,908) 5,932,945

BUNDIBUGYO DISTRICT 43.55 (1.68) 15.54 (1) 0.34 (1.98) 83,992 (3,240) 192,863

BWAMBA COUNTY 21.8 (1.78) 5.23 (0.58) 0.34 (0.03) 32,142 (2,624) 147,439Bubandi 20.31 (3.23) 4.91 (0.9) 0.35 (0.03) 3,520 (560) 17,329Nduguto 22.35 (1.7) 5.32 (0.58) 0.31 (0.01) 6,426 (489) 28,753Kasitu 20.9 (1.93) 5.05 (0.62) 0.4 (0.06) 5,655 (522) 27,058Harugali 22.2 (1.71) 5.26 (0.55) 0.31 (0.01) 5,136 (396) 23,137Bubukwanga 24.35 (2.55) 6 (0.83) 0.34 (0.04) 4,499 (471) 18,476Busaru 21.15 (2.47) 5.03 (0.78) 0.31 (0.01) 6,913 (807) 32,686

NTOROKO COUNTY 27.74 (2.17) 7.44 (0.86) 0.32 (0.01) 14,107 (1,104) 50,853Kanara 31.9 (3.94) 9.13 (1.59) 0.32 (0.01) 3,515 (434) 11,018Karugutu 29.2 (2.28) 7.52 (0.85) 0.3 (0.01) 4,510 (352) 15,445Rwebisengo 24.94 (2.22) 6.62 (0.84) 0.32 (0.01) 6,083 (541) 24,390

BUSHENYI DISTRICT 30.23 (1.13) 8.53 (0.37) 0.32 (1.36) 212,201 (7,932) 701,954

BUHWEJU COUNTY 20.59 (1.77) 4.77 (0.57) 0.31 (0.01) 17,301 (1,487) 84,024Bihanga 24.49 (2.48) 5.85 (0.81) 0.29 (0.01) 4,891 (495) 19,972Burere 25.02 (2.41) 6.07 (0.81) 0.3 (0.01) 6,135 (591) 24,519Karungu 15.2 (1.42) 3.19 (0.39) 0.3 (0.01) 3,714 (347) 24,437Rwengwe 16.97 (1.53) 3.81 (0.49) 0.35 (0.01) 2,562 (231) 15,096

BUNYARUGURU COUNTY 20.54 (1.61) 4.83 (0.53) 0.32 (0.01) 21,350 (1,673) 103,943Kichwamba 19.4 (1.94) 4.58 (0.62) 0.32 (0.01) 4,666 (467) 24,052Katunguru 30.18 (3.9) 8.43 (1.48) 0.32 (0.01) 894 (116) 2,963Katerera 24.35 (1.88) 5.86 (0.63) 0.3 (0.01) 9,397 (726) 38,593Ryeru 16.67 (1.47) 3.68 (0.44) 0.32 (0.01) 6,390 (564) 38,335

IGARA COUNTY 15.12 (1.17) 3.31 (0.35) 0.33 (0.01) 27,931 (2,161) 184,726Bumbaire 12.72 (1.23) 2.7 (0.35) 0.33 (0.01) 3,886 (376) 30,548Kakanju 16.32 (1.88) 3.58 (0.55) 0.32 (0.02) 3,865 (445) 23,682Kyabugimbi 14.32 (1.24) 3.07 (0.36) 0.31 (0.01) 4,426 (383) 30,911Kyamuhunga 18.69 (1.5) 4.31 (0.49) 0.33 (0.01) 7,235 (581) 38,711Kyeizoba 11.89 (1.13) 2.47 (0.3) 0.34 (0.01) 3,025 (287) 25,439Nyabubare 15.5 (1.32) 3.37 (0.4) 0.33 (0.01) 5,492 (468) 35,435

RUHINDA COUNTY 18.09 (1.61) 4.13 (0.51) 0.32 (0.01) 29,704 (2,644) 164,202Bitereko 23.24 (2.54) 5.46 (0.81) 0.29 (0.01) 5,505 (602) 23,688Mitooma 9.5 (1) 1.86 (0.26) 0.33 (0.01) 3,720 (392) 39,154Kiyanga 21.38 (2.29) 4.85 (0.7) 0.28 (0.01) 3,102 (332) 14,511Kashenshero 17 (1.89) 3.78 (0.57) 0.33 (0.01) 2,870 (319) 16,885Kabira 24.08 (2.7) 5.92 (0.95) 0.3 (0.01) 7,997 (897) 33,212Mutara 17.36 (1.82) 3.97 (0.55) 0.32 (0.01) 3,884 (407) 22,371Kanyabwanga 18.25 (1.63) 3.95 (0.47) 0.29 (0.01) 2,625 (234) 14,381

SHEEMA COUNTY 13 (1.16) 2.75 (0.33) 0.33 (0.01) 21,671 (1,934) 166,698Kitagata 15.59 (1.32) 3.3 (0.41) 0.32 (0.01) 4,938 (418) 31,671Shuuku 10.67 (1.25) 2.15 (0.32) 0.35 (0.02) 2,232 (262) 20,921Kyangyenyi 14.23 (1.58) 3.12 (0.44) 0.32 (0.01) 3,852 (428) 27,068Kigarama 9.74 (1.03) 1.96 (0.26) 0.33 (0.01) 3,365 (356) 34,549Bugongi 11.57 (1.25) 2.33 (0.33) 0.31 (0.01) 2,363 (255) 20,425Kagango 15.36 (1.59) 3.39 (0.48) 0.31 (0.01) 4,925 (510) 32,064

HOIMA DISTRICT 35.2 (1.7) 11.94 (0.89) 0.33 (1.4) 100,978 (4,877) 286,868

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SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200578

BUGAHYA COUNTY 22.12 (1.6) 5.49 (0.59) 0.38 (0.05) 37,346 (2,701) 168,834Buhanika 13.27 (1.33) 2.84 (0.39) 0.32 (0.01) 2,688 (269) 20,256Buseruka 28 (2.26) 7.46 (0.91) 0.49 (0.14) 6,717 (542) 23,988Busiisi 12.42 (1.5) 2.85 (0.48) 0.37 (0.02) 1,737 (210) 13,989Kigorobya 29.88 (2.07) 7.76 (0.83) 0.32 (0.01) 14,067 (975) 47,078Kitoba 21.93 (2.01) 5.35 (0.71) 0.33 (0.01) 7,227 (662) 32,957Kyabigambire 16.04 (1.59) 3.55 (0.46) 0.33 (0.01) 4,903 (486) 30,566

BUHAGUZI COUNTY 21.1 (1.55) 5.1 (0.53) 0.32 (0.01) 27,679 (2,033) 131,178Bugambe 18.63 (1.54) 4.3 (0.49) 0.32 (0.01) 4,857 (402) 26,073Kyangwali 26.63 (2.24) 6.61 (0.81) 0.31 (0.01) 7,340 (617) 27,562Kiziranfumbi 20.53 (2.25) 4.78 (0.7) 0.31 (0.01) 4,436 (486) 21,607Kabwoya 23.92 (1.71) 6.03 (0.6) 0.32 (0.02) 6,417 (459) 26,827Buhimba 15.9 (1.42) 3.76 (0.46) 0.33 (0.01) 4,628 (413) 29,109

KABALE DISTRICT 35.02 (1.28) 10.97 (0.54) 0.30 (0.7) 147,694 (5,398) 421,741

NDORWA COUNTY 18.99 (1.45) 4.18 (0.45) 0.3 (0.01) 29,801 (2,275) 156,928Buhara 17.9 (1.53) 3.85 (0.47) 0.3 (0.01) 4,449 (380) 24,855Kaharo 15.13 (1.36) 3.21 (0.41) 0.3 (0.01) 2,755 (248) 18,211Kamuganguzi 18.92 (1.58) 4.13 (0.47) 0.29 (0.01) 4,728 (395) 24,987Kitumba 16.33 (1.5) 3.41 (0.43) 0.29 (0.01) 2,691 (247) 16,476Kyanamira 18.78 (1.68) 4.15 (0.51) 0.31 (0.01) 3,695 (331) 19,673Maziba 22.14 (1.99) 5.11 (0.63) 0.29 (0.01) 4,099 (368) 18,513Rubaya 21.57 (1.72) 4.88 (0.52) 0.29 (0.01) 7,380 (588) 34,213

RUBANDA COUNTY 21.89 (1.92) 5.07 (0.63) 0.33 (0.04) 38,958 (3,417) 177,973Ikumba 22.03 (2.1) 5.06 (0.66) 0.32 (0.03) 7,580 (723) 34,406Muko 22.57 (2.22) 5.25 (0.71) 0.29 (0.01) 8,879 (873) 39,338Hamurwa 22.17 (2.24) 5.08 (0.66) 0.28 (0.01) 5,815 (588) 26,230Bufundi 20.75 (1.61) 4.72 (0.52) 0.4 (0.1) 6,738 (523) 32,471Bubare 21.86 (2.24) 5.18 (0.77) 0.32 (0.01) 9,952 (1020) 45,528

RUKIGA COUNTY 17.08 (1.42) 3.83 (0.44) 0.33 (0.02) 15,635 (1,300) 91,537Kamwezi 20.91 (1.63) 4.88 (0.56) 0.3 (0.01) 4,877 (380) 23,326Kashambya 15.14 (1.57) 3.25 (0.43) 0.29 (0.01) 3,682 (382) 24,320Rwamucucu 15.58 (1.47) 3.38 (0.44) 0.3 (0.01) 3,876 (366) 24,878Bukinda 16.8 (1.62) 3.86 (0.47) 0.41 (0.04) 3,194 (308) 19,013

KABAROLE DISTRICT 28.82 (1.21) 8.35 (0.43) 0.33 (3.16) 90,410 (3,796) 313,705

BUNYANGABU COUNTY 16.97 (1.34) 3.86 (0.42) 0.33 (0.02) 21,753 (1,718) 128,183Buheesi 18.89 (1.64) 4.4 (0.53) 0.31 (0.01) 6,257 (543) 33,125Kibiito 15.41 (1.36) 3.43 (0.4) 0.35 (0.03) 6,032 (532) 39,146Kisomoro 15.52 (1.29) 3.42 (0.4) 0.32 (0.02) 4,816 (400) 31,033Rwiimi 18.67 (1.6) 4.36 (0.51) 0.32 (0.01) 4,645 (398) 24,879

BURAHYA COUNTY 15.95 (1.17) 3.56 (0.36) 0.33 (0.01) 30,138 (2,211) 188,950Busoro 15.1 (1.3) 3.43 (0.39) 0.33 (0.01) 3,434 (296) 22,742Ruteete 19.13 (1.5) 4.35 (0.46) 0.3 (0.01) 7,976 (625) 41,693Mugusu 14.94 (1.36) 3.21 (0.4) 0.3 (0.01) 2,979 (271) 19,939Kicwamba 14.17 (1.31) 3.05 (0.37) 0.31 (0.01) 3,819 (353) 26,951Karambi 10.55 (1.33) 2.25 (0.35) 0.36 (0.02) 2,107 (266) 19,976Bukuku 21.07 (2.66) 4.96 (0.8) 0.32 (0.01) 4,478 (565) 21,251Hakibaale 14.71 (1.18) 3.22 (0.35) 0.33 (0.02) 5,354 (429) 36,398

KASESE DISTRICT 48.37 (1.84) 15.85 (0.91) 0.39 (13.72) 209,927 (7,986) 434,003

BUKONJO COUNTY 25.3 (2.02) 6.34 (0.74) 0.32 (0.01) 63,177 (5,044) 249,712

APPENDIX

Page 22: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200578

BUGAHYA COUNTY 22.12 (1.6) 5.49 (0.59) 0.38 (0.05) 37,346 (2,701) 168,834Buhanika 13.27 (1.33) 2.84 (0.39) 0.32 (0.01) 2,688 (269) 20,256Buseruka 28 (2.26) 7.46 (0.91) 0.49 (0.14) 6,717 (542) 23,988Busiisi 12.42 (1.5) 2.85 (0.48) 0.37 (0.02) 1,737 (210) 13,989Kigorobya 29.88 (2.07) 7.76 (0.83) 0.32 (0.01) 14,067 (975) 47,078Kitoba 21.93 (2.01) 5.35 (0.71) 0.33 (0.01) 7,227 (662) 32,957Kyabigambire 16.04 (1.59) 3.55 (0.46) 0.33 (0.01) 4,903 (486) 30,566

BUHAGUZI COUNTY 21.1 (1.55) 5.1 (0.53) 0.32 (0.01) 27,679 (2,033) 131,178Bugambe 18.63 (1.54) 4.3 (0.49) 0.32 (0.01) 4,857 (402) 26,073Kyangwali 26.63 (2.24) 6.61 (0.81) 0.31 (0.01) 7,340 (617) 27,562Kiziranfumbi 20.53 (2.25) 4.78 (0.7) 0.31 (0.01) 4,436 (486) 21,607Kabwoya 23.92 (1.71) 6.03 (0.6) 0.32 (0.02) 6,417 (459) 26,827Buhimba 15.9 (1.42) 3.76 (0.46) 0.33 (0.01) 4,628 (413) 29,109

KABALE DISTRICT 35.02 (1.28) 10.97 (0.54) 0.30 (0.7) 147,694 (5,398) 421,741

NDORWA COUNTY 18.99 (1.45) 4.18 (0.45) 0.3 (0.01) 29,801 (2,275) 156,928Buhara 17.9 (1.53) 3.85 (0.47) 0.3 (0.01) 4,449 (380) 24,855Kaharo 15.13 (1.36) 3.21 (0.41) 0.3 (0.01) 2,755 (248) 18,211Kamuganguzi 18.92 (1.58) 4.13 (0.47) 0.29 (0.01) 4,728 (395) 24,987Kitumba 16.33 (1.5) 3.41 (0.43) 0.29 (0.01) 2,691 (247) 16,476Kyanamira 18.78 (1.68) 4.15 (0.51) 0.31 (0.01) 3,695 (331) 19,673Maziba 22.14 (1.99) 5.11 (0.63) 0.29 (0.01) 4,099 (368) 18,513Rubaya 21.57 (1.72) 4.88 (0.52) 0.29 (0.01) 7,380 (588) 34,213

RUBANDA COUNTY 21.89 (1.92) 5.07 (0.63) 0.33 (0.04) 38,958 (3,417) 177,973Ikumba 22.03 (2.1) 5.06 (0.66) 0.32 (0.03) 7,580 (723) 34,406Muko 22.57 (2.22) 5.25 (0.71) 0.29 (0.01) 8,879 (873) 39,338Hamurwa 22.17 (2.24) 5.08 (0.66) 0.28 (0.01) 5,815 (588) 26,230Bufundi 20.75 (1.61) 4.72 (0.52) 0.4 (0.1) 6,738 (523) 32,471Bubare 21.86 (2.24) 5.18 (0.77) 0.32 (0.01) 9,952 (1020) 45,528

RUKIGA COUNTY 17.08 (1.42) 3.83 (0.44) 0.33 (0.02) 15,635 (1,300) 91,537Kamwezi 20.91 (1.63) 4.88 (0.56) 0.3 (0.01) 4,877 (380) 23,326Kashambya 15.14 (1.57) 3.25 (0.43) 0.29 (0.01) 3,682 (382) 24,320Rwamucucu 15.58 (1.47) 3.38 (0.44) 0.3 (0.01) 3,876 (366) 24,878Bukinda 16.8 (1.62) 3.86 (0.47) 0.41 (0.04) 3,194 (308) 19,013

KABAROLE DISTRICT 28.82 (1.21) 8.35 (0.43) 0.33 (3.16) 90,410 (3,796) 313,705

BUNYANGABU COUNTY 16.97 (1.34) 3.86 (0.42) 0.33 (0.02) 21,753 (1,718) 128,183Buheesi 18.89 (1.64) 4.4 (0.53) 0.31 (0.01) 6,257 (543) 33,125Kibiito 15.41 (1.36) 3.43 (0.4) 0.35 (0.03) 6,032 (532) 39,146Kisomoro 15.52 (1.29) 3.42 (0.4) 0.32 (0.02) 4,816 (400) 31,033Rwiimi 18.67 (1.6) 4.36 (0.51) 0.32 (0.01) 4,645 (398) 24,879

BURAHYA COUNTY 15.95 (1.17) 3.56 (0.36) 0.33 (0.01) 30,138 (2,211) 188,950Busoro 15.1 (1.3) 3.43 (0.39) 0.33 (0.01) 3,434 (296) 22,742Ruteete 19.13 (1.5) 4.35 (0.46) 0.3 (0.01) 7,976 (625) 41,693Mugusu 14.94 (1.36) 3.21 (0.4) 0.3 (0.01) 2,979 (271) 19,939Kicwamba 14.17 (1.31) 3.05 (0.37) 0.31 (0.01) 3,819 (353) 26,951Karambi 10.55 (1.33) 2.25 (0.35) 0.36 (0.02) 2,107 (266) 19,976Bukuku 21.07 (2.66) 4.96 (0.8) 0.32 (0.01) 4,478 (565) 21,251Hakibaale 14.71 (1.18) 3.22 (0.35) 0.33 (0.02) 5,354 (429) 36,398

KASESE DISTRICT 48.37 (1.84) 15.85 (0.91) 0.39 (13.72) 209,927 (7,986) 434,003

BUKONJO COUNTY 25.3 (2.02) 6.34 (0.74) 0.32 (0.01) 63,177 (5,044) 249,712

APPENDIX

IntroductionD

ata and Methods

Spatial Patterns in Poverty and Inequality

References

Appendix

Spatial relationships between

poverty and service provisionC

onclusion and Implications

for Policy and Programs

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 79

Munkunyu 25.14 (2.12) 6.36 (0.78) 0.31 (0.01) 6,844 (577) 27,225Nyakiyumbu 29.4 (2.83) 7.46 (1.05) 0.31 (0.02) 6,881 (662) 23,406Mahango 30.19 (2.32) 7.51 (0.85) 0.28 (0.01) 4,791 (368) 15,868Kyondo 21.76 (1.7) 4.91 (0.54) 0.29 (0.01) 3,675 (287) 16,887Kyarumba 16.17 (1.43) 3.46 (0.4) 0.3 (0.01) 4,765 (421) 29,467Kisinga 25.61 (2.61) 6.39 (0.89) 0.32 (0.01) 9,617 (980) 37,550Karambi 32.47 (3.57) 8.86 (1.41) 0.32 (0.01) 11,502 (1265) 35,425Ihandiro 18.48 (2.09) 4.07 (0.62) 0.29 (0.01) 2,176 (246) 11,774Bwera 23.25 (2.47) 5.93 (0.87) 0.34 (0.01) 8,754 (930) 37,650Kitholhu 28.81 (3.86) 7.35 (1.38) 0.31 (0.01) 4,166 (558) 14,460

BUSONGORA COUNTY 20.42 (1.34) 4.86 (0.46) 0.4 (0.04) 44,961 (2,950) 220,179Kilembe 16.55 (1.68) 3.85 (0.55) 0.35 (0.02) 3,560 (361) 21,512Rukoki 16.79 (1.38) 3.92 (0.48) 0.35 (0.01) 3,311 (272) 19,719Muhokya 22.05 (1.72) 5.18 (0.56) 0.42 (0.07) 3,702 (289) 16,788Maliba 24.05 (1.71) 5.85 (0.6) 0.33 (0.01) 9,043 (643) 37,602L.katwe 17.29 (1.67) 4.09 (0.55) 0.57 (0.14) 2,328 (225) 13,467Bugoye 16.75 (1.33) 3.7 (0.39) 0.31 (0.01) 5,389 (428) 32,171Kitswamba 15.25 (1.71) 3.56 (0.5) 0.43 (0.04) 4,667 (523) 30,606Karusandara 23.86 (2.7) 6.07 (0.99) 0.31 (0.01) 2,146 (243) 8,994Kyabarungira 27.51 (2.02) 6.73 (0.71) 0.29 (0.01) 10,817 (794) 39,320

KIBAALE DISTRICT 35.83 (1.94) 10.72 (0.75) 0.33 (2.1) 143,587 (7,774) 400,746

BUGANGAIZI COUNTY 14.04 (1.29) 2.99 (0.36) 0.31 (0.01) 15,157 (1,393) 107,957Kisiita 19.45 (1.99) 4.26 (0.59) 0.29 (0.01) 2,391 (245) 12,291Nalweyo 12.21 (1.39) 2.54 (0.37) 0.3 (0.01) 2,505 (285) 20,519Kakindo 13.34 (1.54) 2.85 (0.4) 0.31 (0.01) 2,672 (308) 20,028Bwanswa 10.63 (1.19) 2.19 (0.31) 0.34 (0.01) 1,839 (206) 17,296Nkooko 17.14 (1.66) 3.69 (0.49) 0.29 (0.01) 3,596 (348) 20,978Kasambya 12.81 (1.5) 2.72 (0.39) 0.3 (0.01) 2,158 (253) 16,845

BUYAGA COUNTY 22.08 (1.59) 5.22 (0.52) 0.32 (0.01) 50,966 (3,670) 230,826Bwikara 25.16 (2.18) 6.23 (0.76) 0.3 (0.01) 7,370 (639) 29,294Kagadi 17.48 (1.34) 3.9 (0.42) 0.35 (0.02) 5,903 (453) 33,769Kiryanga 20.91 (2.1) 4.69 (0.6) 0.28 (0.01) 5,569 (559) 26,631Kyanaisoke 17.38 (1.41) 3.85 (0.42) 0.31 (0.01) 4,312 (350) 24,811Mabaale 17.03 (1.47) 3.68 (0.45) 0.31 (0.01) 3,266 (282) 19,177Mpeefu 28.22 (2.06) 7.11 (0.76) 0.3 (0.01) 11,913 (870) 42,214Muhoro 20.24 (1.65) 4.7 (0.52) 0.33 (0.01) 6,077 (495) 30,027Rugashari 26.28 (2.17) 6.33 (0.75) 0.3 (0.01) 6,545 (540) 24,903

BUYANJA COUNTY 14.25 (1.55) 2.97 (0.43) 0.3 (0.02) 9,348 (1,017) 65,599Kyebando 13.88 (1.69) 2.83 (0.46) 0.28 (0.01) 1,458 (178) 10,507Matale 16.08 (1.76) 3.43 (0.53) 0.29 (0.01) 3,019 (330) 18,775Bwamiramira 11.81 (1.58) 2.41 (0.42) 0.3 (0.01) 2,094 (280) 17,732Mugarama 14.96 (1.84) 3.12 (0.48) 0.33 (0.04) 2,780 (342) 18,585

KISORO DISTRICT 44.33 (1.88) 14.13 (0.84) 0.35 (2.71) 96,482 (4,092) 217,646

BUFUMBIRA COUNTY 24.94 (2.13) 5.98 (0.73) 0.32 (0.02) 54,423 (4,648) 218,217Nyundo 31.76 (3.59) 8.15 (1.3) 0.28 (0.01) 3,529 (399) 11,112Bukimbiri 17.99 (1.69) 3.89 (0.46) 0.28 (0.01) 2,157 (203) 11,989Busanza 22.74 (2.05) 5.19 (0.65) 0.31 (0.01) 3,476 (313) 15,288Chahi 23.11 (2.31) 5.34 (0.73) 0.3 (0.01) 3,442 (344) 14,893Kanaba 28.62 (2.62) 6.88 (0.88) 0.29 (0.01) 3,825 (350) 13,366Kirundo 39.84 (4.74) 10.95 (1.93) 0.3 (0.01) 6,635 (789) 16,654Muramba 25.93 (2.7) 6.16 (0.87) 0.3 (0.01) 7,826 (815) 30,180Murora 31.99 (2.77) 7.97 (0.99) 0.28 (0.01) 5,127 (444) 16,028

APPENDIX

Page 23: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200580

Nyabwishenya 23.08 (2.07) 5.24 (0.63) 0.28 (0.01) 2,658 (238) 11,517Nyakabande 14.19 (1.33) 3.1 (0.38) 0.34 (0.01) 3,102 (291) 21,858Nyakinama 18.05 (2.22) 4.04 (0.67) 0.31 (0.01) 2,844 (350) 15,754Nyarubuye 25 (2.21) 5.85 (0.71) 0.44 (0.09) 4,032 (356) 16,126Nyarusiza 24.59 (2.28) 5.73 (0.74) 0.29 (0.01) 5,767 (535) 23,452

MASINDI DISTRICT 42.34 (1.76) 15.13 (0.99) 0.42 (3.61) 178,875 (7,436) 422,472

BUJENJE COUNTY 20.08 (1.66) 4.85 (0.55) 0.35 (0.01) 15,352 (1,269) 76,456Budongo 25.72 (2.11) 6.5 (0.74) 0.35 (0.01) 9,702 (796) 37,721Bwijanga 14.59 (1.49) 3.25 (0.45) 0.34 (0.01) 5,651 (577) 38,735

BULIISA COUNTY 33.83 (2.32) 9.03 (0.92) 0.31 (0.01) 21,630 (1,483) 63,936Biiso 32.07 (2.24) 8.53 (0.86) 0.32 (0.01) 9,753 (681) 30,411Buliisa 35.44 (2.61) 9.48 (1.05) 0.31 (0.01) 11,881 (875) 33,525

BURUULI COUNTY 18.27 (1.56) 4.19 (0.48) 0.33 (0.01) 19,023 (1,624) 104,123Karujubu 17.09 (1.54) 3.92 (0.47) 0.34 (0.01) 2,877 (259) 16,837Kimengo 19.07 (2.43) 4.37 (0.7) 0.31 (0.01) 1,969 (251) 10,323Miirya 19.7 (1.57) 4.69 (0.53) 0.34 (0.01) 4,939 (394) 25,071Nyangahya 12.08 (1.49) 2.64 (0.44) 0.34 (0.01) 1,361 (168) 11,264Pakanyi 19.38 (1.87) 4.38 (0.56) 0.32 (0.01) 7,874 (760) 40,628

KIBANDA COUNTY 24.94 (2.06) 6.73 (0.79) 0.35 (0.01) 46,729 (3,860) 187,366Mutunda 21.92 (2.35) 5.62 (0.81) 0.33 (0.01) 10,413 (1116) 47,503Kigumba 27.03 (2.17) 7.24 (0.83) 0.35 (0.01) 11,738 (942) 43,424Kiryandongo 25.61 (2.24) 7.14 (0.89) 0.36 (0.02) 22,873 (2001) 89,314Masindi-Port 23.85 (2.79) 5.86 (0.91) 0.32 (0.01) 1,699 (199) 7,125

MBARARA DISTRICT 27.25 (1.09) 7.72 (0.36) 0.33 (1.34) 271,290 (10,852) 995,561

BUKANGA COUNTY 18 (1.47) 4.07 (0.43) 0.33 (0.01) 20,595 (1,682) 114,419Rugaaga 18.94 (1.63) 4.25 (0.49) 0.31 (0.01) 6,760 (582) 35,690Ngarama 16 (1.56) 3.55 (0.45) 0.35 (0.02) 5,127 (500) 32,042Endinzi 18.71 (1.89) 4.32 (0.54) 0.33 (0.01) 3,502 (354) 18,718Kashumba 18.6 (1.57) 4.28 (0.46) 0.32 (0.01) 5,202 (439) 27,969

IBANDA COUNTY 17.13 (1.31) 3.79 (0.4) 0.33 (0.01) 30,394 (2,324) 177,429Bisheshe 15.72 (1.39) 3.46 (0.42) 0.32 (0.01) 5,372 (475) 34,174Ishongororo 17.08 (1.41) 3.77 (0.43) 0.38 (0.04) 6,465 (534) 37,849Kicuzi 28.07 (2.58) 6.89 (0.89) 0.29 (0.01) 2,956 (272) 10,531Kikyenkye 15.67 (1.58) 3.32 (0.44) 0.31 (0.01) 4,966 (501) 31,694Nyabuhikye 13.55 (1.24) 2.85 (0.35) 0.31 (0.01) 3,194 (292) 23,570Nyamarebe 20.91 (1.64) 4.72 (0.51) 0.29 (0.01) 4,081 (320) 19,515Rukiri 16.7 (1.69) 3.68 (0.52) 0.31 (0.01) 3,356 (340) 20,096

ISINGIRO COUNTY 18.98 (1.53) 4.41 (0.48) 0.33 (0.01) 39,091 (3,151) 205,957Masha 12.46 (1.3) 2.67 (0.35) 0.33 (0.01) 2,506 (261) 20,112Kikagate 19.65 (1.72) 4.41 (0.5) 0.3 (0.01) 8,690 (761) 44,222Nyakitunda 27.6 (3.57) 6.82 (1.19) 0.29 (0.01) 8,957 (1159) 32,454Kabingo 14.27 (1.35) 3.18 (0.39) 0.33 (0.01) 4,382 (415) 30,708Birere 13 (1.18) 2.86 (0.34) 0.34 (0.01) 4,644 (422) 35,721Kabuyanda 23.2 (1.66) 5.57 (0.57) 0.34 (0.02) 9,916 (709) 42,740

KASHARI COUNTY 12.98 (1.04) 2.81 (0.3) 0.36 (0.02) 20,862 (1,672) 160,728Bubaare 10.59 (1.24) 2.34 (0.39) 0.33 (0.01) 1,957 (229) 18,480Bukiro 15.19 (1.67) 3.21 (0.45) 0.3 (0.01) 1,982 (218) 13,048Kagongi 14.43 (1.37) 3.08 (0.38) 0.31 (0.01) 2,863 (272) 19,844Kakiika 12.97 (1.39) 3 (0.45) 0.36 (0.02) 1,849 (198) 14,259

APPENDIX

Page 24: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200580

Nyabwishenya 23.08 (2.07) 5.24 (0.63) 0.28 (0.01) 2,658 (238) 11,517Nyakabande 14.19 (1.33) 3.1 (0.38) 0.34 (0.01) 3,102 (291) 21,858Nyakinama 18.05 (2.22) 4.04 (0.67) 0.31 (0.01) 2,844 (350) 15,754Nyarubuye 25 (2.21) 5.85 (0.71) 0.44 (0.09) 4,032 (356) 16,126Nyarusiza 24.59 (2.28) 5.73 (0.74) 0.29 (0.01) 5,767 (535) 23,452

MASINDI DISTRICT 42.34 (1.76) 15.13 (0.99) 0.42 (3.61) 178,875 (7,436) 422,472

BUJENJE COUNTY 20.08 (1.66) 4.85 (0.55) 0.35 (0.01) 15,352 (1,269) 76,456Budongo 25.72 (2.11) 6.5 (0.74) 0.35 (0.01) 9,702 (796) 37,721Bwijanga 14.59 (1.49) 3.25 (0.45) 0.34 (0.01) 5,651 (577) 38,735

BULIISA COUNTY 33.83 (2.32) 9.03 (0.92) 0.31 (0.01) 21,630 (1,483) 63,936Biiso 32.07 (2.24) 8.53 (0.86) 0.32 (0.01) 9,753 (681) 30,411Buliisa 35.44 (2.61) 9.48 (1.05) 0.31 (0.01) 11,881 (875) 33,525

BURUULI COUNTY 18.27 (1.56) 4.19 (0.48) 0.33 (0.01) 19,023 (1,624) 104,123Karujubu 17.09 (1.54) 3.92 (0.47) 0.34 (0.01) 2,877 (259) 16,837Kimengo 19.07 (2.43) 4.37 (0.7) 0.31 (0.01) 1,969 (251) 10,323Miirya 19.7 (1.57) 4.69 (0.53) 0.34 (0.01) 4,939 (394) 25,071Nyangahya 12.08 (1.49) 2.64 (0.44) 0.34 (0.01) 1,361 (168) 11,264Pakanyi 19.38 (1.87) 4.38 (0.56) 0.32 (0.01) 7,874 (760) 40,628

KIBANDA COUNTY 24.94 (2.06) 6.73 (0.79) 0.35 (0.01) 46,729 (3,860) 187,366Mutunda 21.92 (2.35) 5.62 (0.81) 0.33 (0.01) 10,413 (1116) 47,503Kigumba 27.03 (2.17) 7.24 (0.83) 0.35 (0.01) 11,738 (942) 43,424Kiryandongo 25.61 (2.24) 7.14 (0.89) 0.36 (0.02) 22,873 (2001) 89,314Masindi-Port 23.85 (2.79) 5.86 (0.91) 0.32 (0.01) 1,699 (199) 7,125

MBARARA DISTRICT 27.25 (1.09) 7.72 (0.36) 0.33 (1.34) 271,290 (10,852) 995,561

BUKANGA COUNTY 18 (1.47) 4.07 (0.43) 0.33 (0.01) 20,595 (1,682) 114,419Rugaaga 18.94 (1.63) 4.25 (0.49) 0.31 (0.01) 6,760 (582) 35,690Ngarama 16 (1.56) 3.55 (0.45) 0.35 (0.02) 5,127 (500) 32,042Endinzi 18.71 (1.89) 4.32 (0.54) 0.33 (0.01) 3,502 (354) 18,718Kashumba 18.6 (1.57) 4.28 (0.46) 0.32 (0.01) 5,202 (439) 27,969

IBANDA COUNTY 17.13 (1.31) 3.79 (0.4) 0.33 (0.01) 30,394 (2,324) 177,429Bisheshe 15.72 (1.39) 3.46 (0.42) 0.32 (0.01) 5,372 (475) 34,174Ishongororo 17.08 (1.41) 3.77 (0.43) 0.38 (0.04) 6,465 (534) 37,849Kicuzi 28.07 (2.58) 6.89 (0.89) 0.29 (0.01) 2,956 (272) 10,531Kikyenkye 15.67 (1.58) 3.32 (0.44) 0.31 (0.01) 4,966 (501) 31,694Nyabuhikye 13.55 (1.24) 2.85 (0.35) 0.31 (0.01) 3,194 (292) 23,570Nyamarebe 20.91 (1.64) 4.72 (0.51) 0.29 (0.01) 4,081 (320) 19,515Rukiri 16.7 (1.69) 3.68 (0.52) 0.31 (0.01) 3,356 (340) 20,096

ISINGIRO COUNTY 18.98 (1.53) 4.41 (0.48) 0.33 (0.01) 39,091 (3,151) 205,957Masha 12.46 (1.3) 2.67 (0.35) 0.33 (0.01) 2,506 (261) 20,112Kikagate 19.65 (1.72) 4.41 (0.5) 0.3 (0.01) 8,690 (761) 44,222Nyakitunda 27.6 (3.57) 6.82 (1.19) 0.29 (0.01) 8,957 (1159) 32,454Kabingo 14.27 (1.35) 3.18 (0.39) 0.33 (0.01) 4,382 (415) 30,708Birere 13 (1.18) 2.86 (0.34) 0.34 (0.01) 4,644 (422) 35,721Kabuyanda 23.2 (1.66) 5.57 (0.57) 0.34 (0.02) 9,916 (709) 42,740

KASHARI COUNTY 12.98 (1.04) 2.81 (0.3) 0.36 (0.02) 20,862 (1,672) 160,728Bubaare 10.59 (1.24) 2.34 (0.39) 0.33 (0.01) 1,957 (229) 18,480Bukiro 15.19 (1.67) 3.21 (0.45) 0.3 (0.01) 1,982 (218) 13,048Kagongi 14.43 (1.37) 3.08 (0.38) 0.31 (0.01) 2,863 (272) 19,844Kakiika 12.97 (1.39) 3 (0.45) 0.36 (0.02) 1,849 (198) 14,259

APPENDIX

IntroductionD

ata and Methods

Spatial Patterns in Poverty and Inequality

References

Appendix

Spatial relationships between

poverty and service provisionC

onclusion and Implications

for Policy and Programs

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-2005 81

Kashare 18.42 (1.95) 4.19 (0.62) 0.31 (0.01) 3,751 (397) 20,366Rubaya 11.23 (1.08) 2.32 (0.28) 0.35 (0.02) 3,576 (344) 31,846Rubindi 12.16 (1.26) 2.56 (0.36) 0.44 (0.05) 2,570 (266) 21,132Rwanyamahembe 10.67 (1.07) 2.3 (0.32) 0.36 (0.02) 2,321 (233) 21,753

KAZO COUNTY 17.29 (1.31) 3.83 (0.38) 0.32 (0.01) 19,391 (1,469) 112,153Kanoni 15 (1.4) 3.16 (0.37) 0.31 (0.01) 4,897 (457) 32,648Kazo 16.91 (1.47) 3.73 (0.42) 0.32 (0.01) 5,165 (449) 30,547Buremba 16.56 (1.43) 3.6 (0.41) 0.32 (0.02) 4,551 (393) 27,480Rwemikoma 20.23 (1.92) 4.73 (0.58) 0.31 (0.01) 2,374 (225) 11,734Burunga 24.64 (1.91) 5.93 (0.66) 0.31 (0.01) 2,401 (186) 9,744

NYABUSHOZI COUNTY 18.52 (1.38) 4.4 (0.44) 0.38 (0.04) 18,667 (1,391) 100,792Kinoni 19.49 (2.04) 4.65 (0.64) 0.37 (0.02) 2,392 (250) 12,274Nyakashashara 18.58 (1.73) 4.38 (0.52) 0.51 (0.14) 1,736 (162) 9,346Kikatsi 28.53 (2.46) 7.65 (0.91) 0.34 (0.01) 3,076 (265) 10,782Kenshunga 13.18 (1.32) 2.93 (0.37) 0.4 (0.03) 2,330 (233) 17,677Kashongi 17.92 (1.46) 4.06 (0.47) 0.31 (0.01) 6,833 (557) 38,133Kanyaryeru 23.15 (2.67) 5.99 (0.94) 0.41 (0.03) 867 (100) 3,744Sanga 16.17 (1.8) 3.81 (0.61) 0.34 (0.01) 1,429 (159) 8,836

RWAMPARA COUNTY 13.43 (1.13) 2.91 (0.32) 0.4 (0.04) 17,745 (1,493) 132,130Rugando 10.82 (1.01) 2.24 (0.29) 0.45 (0.07) 2,463 (230) 22,765Bugamba 13.69 (1.44) 2.81 (0.38) 0.3 (0.01) 3,922 (413) 28,646Mwizi 21.85 (1.93) 5.14 (0.62) 0.4 (0.07) 5,704 (504) 26,106Ndaija 12.04 (1.21) 2.58 (0.36) 0.43 (0.06) 3,036 (305) 25,220Nyakayojo 8.91 (1.02) 1.84 (0.27) 0.35 (0.02) 2,619 (300) 29,393

NTUNGAMO DISTRICT 29.86 (1.23) 8.33 (0.4) 0.35 (11.97) 110,524 (4,553) 370,140

KAJARA COUNTY 17.64 (1.84) 3.95 (0.55) 0.35 (0.03) 17,411 (1,816) 98,703Nyabihoko 17.88 (1.77) 4.09 (0.57) 0.44 (0.07) 4,148 (411) 23,198Kibatsi 20.14 (2.38) 4.48 (0.67) 0.3 (0.01) 3,608 (426) 17,916Ihunga 15.78 (1.62) 3.38 (0.46) 0.31 (0.01) 3,877 (398) 24,566Bwongyera 17.49 (2.06) 4 (0.63) 0.33 (0.01) 5,776 (680) 33,023

RUHAAMA COUNTY 19.55 (1.64) 4.53 (0.53) 0.37 (0.03) 35,180 (2,951) 179,950Itojo 12.2 (1.57) 2.66 (0.44) 0.41 (0.03) 2,315 (298) 18,973Ntungamo 17.75 (2.34) 3.97 (0.69) 0.31 (0.01) 4,400 (580) 24,789Nyakyera 29.18 (2.96) 7.44 (1.1) 0.3 (0.01) 8,950 (908) 30,671Ruhaama 21.34 (2.74) 5.04 (0.87) 0.45 (0.09) 6,692 (859) 31,361Rukoni 15.3 (1.32) 3.3 (0.38) 0.34 (0.02) 6,879 (593) 44,958Rweikiniro 20.34 (1.47) 4.49 (0.44) 0.29 (0.01) 5,939 (429) 29,198

RUSHENYI COUNTY 18.87 (1.58) 4.36 (0.49) 0.37 (0.03) 17,744 (1,486) 94,034Rugarama 19.84 (2.09) 4.57 (0.62) 0.3 (0.01) 5,190 (547) 26,157Kayonza 19.37 (1.82) 4.47 (0.56) 0.31 (0.01) 4,370 (411) 22,560Ngoma 19.53 (1.7) 4.56 (0.54) 0.31 (0.01) 3,777 (329) 19,339Rubaare 16.98 (1.69) 3.9 (0.52) 0.45 (0.05) 4,411 (439) 25,978

RUKUNGIRI DISTRICT 28.06 (1.19) 7.61 (0.38) 0.29 (2.04) 74,939 (3,178) 267,067

RUBABO COUNTY 13.27 (1.12) 2.73 (0.3) 0.31 (0.01) 16,324 (1,378) 123,018Nyarushanje 13.29 (1.28) 2.75 (0.34) 0.32 (0.01) 4,963 (478) 37,346Nyakishenyi 16.73 (1.38) 3.56 (0.41) 0.29 (0.01) 4,915 (405) 29,376Buyanja 12.37 (1.25) 2.51 (0.32) 0.32 (0.01) 4,002 (404) 32,355Kebisoni 10.21 (1.07) 1.96 (0.25) 0.32 (0.02) 2,444 (256) 23,941

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Page 25: Uganda Rural Poverty Rates 2005

SPATIAL TRENDS OF POVERTY AND INEQUALITY IN UGANDA: 2002-200582

RUJUMBURA COUNTY 14.99 (1.27) 3.2 (0.37) 0.3 (0.01) 21,832 (1,850) 145,646Bugangari 17.7 (1.6) 3.81 (0.48) 0.28 (0.01) 4,666 (422) 26,362Buhunga 17.18 (2.25) 3.85 (0.65) 0.3 (0.01) 3,661 (479) 21,309Bwambara 16.8 (1.45) 3.71 (0.46) 0.29 (0.01) 4,366 (377) 25,987Kagunga 9.41 (1.17) 1.81 (0.3) 0.3 (0.01) 1,459 (181) 15,500Nyakagyeme 11.9 (1.16) 2.37 (0.3) 0.29 (0.01) 3,814 (372) 32,052Ruhinda 16.03 (1.64) 3.42 (0.48) 0.3 (0.01) 3,814 (390) 23,796

KAMWENGE DISTRICT 37.67 (1.4) 11.14 (0.53) 0.29 (1.02) 96,007 (3,568) 254,863

KIBALE COUNTY 23.35 (1.67) 5.57 (0.58) 0.35 (0.07) 33,935 (2,427) 145,334Kamwenge 22.71 (1.92) 5.33 (0.64) 0.29 (0.01) 7,862 (665) 34,620Nkoma 29.89 (2.59) 7.69 (1.03) 0.44 (0.14) 9,773 (847) 32,696Bwiizi 21.69 (1.95) 4.97 (0.6) 0.28 (0.01) 5,654 (508) 26,066Kahunge 20.48 (1.58) 4.7 (0.48) 0.32 (0.03) 10,640 (821) 51,952

KITAGWENDA COUNTY 17.37 (1.3) 3.91 (0.42) 0.32 (0.01) 19,072 (1,427) 109,801Kicheche 15.12 (1.22) 3.3 (0.37) 0.31 (0.01) 6,056 (489) 40,052Mahyoro 20.26 (1.75) 4.78 (0.58) 0.38 (0.04) 4,085 (353) 20,164Ntara 17.49 (1.58) 3.85 (0.48) 0.31 (0.02) 3,527 (319) 20,163Nyabbani 18.39 (1.56) 4.18 (0.52) 0.29 (0.01) 5,411 (459) 29,422

KANUNGU DISTRICT 33.21 (1.28) 9.45 (0.45) 0.31 (0.87) 64,703 (2,494) 194,831

KINKIIZI COUNTY 23.52 (2.02) 5.65 (0.7) 0.32 (0.01) 45,783 (3,932) 194,655Rutenga 36.41 (4.17) 9.81 (1.62) 0.29 (0.01) 6,335 (725) 17,398Mpungu 36.42 (3.51) 9.59 (1.37) 0.27 (0.01) 2,939 (283) 8,069Rugyeyo 24.83 (2.71) 5.97 (0.94) 0.3 (0.01) 4,518 (493) 18,197Nyamirama 23.76 (2.11) 5.47 (0.68) 0.28 (0.01) 4,004 (356) 16,852Kihiihi 24.39 (2.17) 5.97 (0.76) 0.34 (0.02) 10,452 (930) 42,852Kayonza 19.11 (1.61) 4.4 (0.49) 0.34 (0.02) 5,421 (457) 28,365Kanyantorogo 16.96 (1.78) 3.68 (0.49) 0.31 (0.01) 2,853 (299) 16,823Kambuga 19.33 (1.71) 4.3 (0.53) 0.3 (0.01) 6,118 (541) 31,649Kirima 21.72 (2.13) 5.06 (0.69) 0.31 (0.01) 3,139 (308) 14,450

KYENJOJO DISTRICT 35.48 (1.76) 10.42 (0.64) 0.33 (6.9) 129,767 (6,437) 365,748

KYAKA COUNTY 18.81 (1.69) 4.23 (0.51) 0.3 (0.01) 21,161 (1,901) 112,498Kyegegwa 15.65 (1.49) 3.39 (0.43) 0.32 (0.01) 3,971 (378) 25,376Hapuyo 17.79 (2.06) 3.91 (0.58) 0.29 (0.01) 3,464 (401) 19,474Mpara 23.47 (2.16) 5.52 (0.71) 0.29 (0.01) 8,878 (817) 37,827Kasule 18.19 (2.34) 4.08 (0.66) 0.3 (0.01) 1,795 (231) 9,867Kakabara 15.3 (1.5) 3.23 (0.41) 0.29 (0.01) 3,053 (299) 19,954

MWENGE COUNTY 17.97 (1.34) 4.06 (0.41) 0.33 (0.02) 45,978 (3,429) 255,859Nyantungo 17.86 (1.53) 3.94 (0.46) 0.29 (0.01) 5,838 (500) 32,688Bugaaki 11.43 (1.04) 2.38 (0.28) 0.31 (0.01) 2,895 (263) 25,324Butiiti 12.32 (1.2) 2.58 (0.32) 0.31 (0.01) 4,041 (394) 32,801Katoke 16.67 (1.45) 3.59 (0.42) 0.41 (0.09) 5,845 (508) 35,061Kihuura 15.21 (1.43) 3.31 (0.4) 0.33 (0.03) 6,587 (619) 43,304Kyarusozi 19.78 (1.55) 4.49 (0.49) 0.3 (0.01) 8,606 (674) 43,510Nyankwanzi 28.89 (2.64) 7.25 (0.93) 0.3 (0.01) 5,459 (499) 18,895Bufunjo 27.64 (2.23) 6.78 (0.75) 0.29 (0.01) 6,710 (541) 24,276

APPENDIX

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