knitr::opts_chunk$set(
    message = FALSE,
    warning = FALSE,
    include = TRUE
)

Clustergram

plot of chunk Clustergram

Map of cluster

[1] “\n\n” Reading layer LSOA_(Dec_2021)_Boundaries_Generalised_Clipped_EW_(BGC)' from data source C:\Users\doris\OneDrive - The University of Liverpool\CDRC\Financial Precarity\Datasets and sources\2021datasets\LSOA2021EW_BGC\LSOA_(Dec_2021)Boundaries_Generalised_Clipped_EW(BGC).shp’ using driver `ESRI Shapefile’ Simple feature collection with 35672 features and 6 fields Geometry type: MULTIPOLYGON Dimension: XY Bounding box: xmin: 82668.52 ymin: 5352.6 xmax: 655653.8 ymax: 657539.4 Projected CRS: OSGB36 / British National Grid

Cluster Count
A 3650
B 6416
C 9639
D 8274
E 7693 
## Error in path.expand(path): invalid 'path' argument

Index score of each cluster

Group - A

Table: Group - A top 10 Index score

A Domain Description
223 asset Occupancy rating of rooms <= 0
201 asset No cars or vans in household
196 asset Housing tenure: Private rented
195 asset House price median in year 2021
184 financial Value of residential mortgage loans outstanding
183 asset Occupancy rating of bedrooms <= 0
181 asset Housing tenure: Shared.ownership
169 consumption No central heating
169 employment NS-SEC: L1, L2 and L3 Higher managerial, administrative and professional occupations
168 financial SME Lending outstanding

Table: Group - A Index score over 120 and below 80

A Domain Description
169 employment NS-SEC: L1, L2 and L3 Higher managerial, administrative and professional occupations
159 employment Occupation 2. Professional occupations
135 employment Occupation 3. Associate professional and technical occupations
135 employment NS-SEC: L1-L6 managerial, administrative and professional occupations
135 employment Hours worked: Full-time: 49 or more hours worked
130 employment Economically active (excluding full-time students): Unemployed
121 employment Occupation 1. Managers, directors and senior officials
131 income Universal Credit claimant count
124 income Gross household income estimates
223 asset Occupancy rating of rooms <= 0
201 asset No cars or vans in household
196 asset Housing tenure: Private rented
195 asset House price median in year 2021
183 asset Occupancy rating of bedrooms <= 0
181 asset Housing tenure: Shared.ownership
121 asset Housing tenure: Social rented
184 financial Value of residential mortgage loans outstanding
168 financial SME Lending outstanding
169 consumption No central heating
A Domain Description
77 employment Occupation 4. Administrative and secretarial occupations
76 employment NS-SEC: L7 Intermediate occupations
75 employment part time
73 employment Occupation 7. Sales and customer service occupations
73 employment Occupation 9. Elementary occupations
69 employment Occupation 6. Caring, leisure and other service occupations
68 employment NS-SEC: L12-L14 Working.class
59 employment NS-SEC: L12-L13 Semi-routine/routine occupations
53 employment Occupation 5. Skilled trades occupations
49 employment retired
48 employment Occupation 8. Process, plant and machine operatives
72 income PIP health/disability claimant count
71 income Children in Low Income Families
56 income State Pension case amount
74 asset Housing tenure: Owns with a mortgage or loan
52 asset Housing tenure: Owns outright
27 asset 3 or more cars or vans in household
75 consumption Disabled under the Equality Act
71 consumption Free school meals pupil
71 consumption General health: Very good and good health
70 consumption Central heating with renewable energy
61 consumption Highest level of qualification: no and level 1 qualification
54 consumption Age 65 and over

Group - B

Table: Group - B top 10 Index score

B Domain Description
171 asset Second address as Holiday home
164 asset 3 or more cars or vans in household
163 employment NS-SEC: L1, L2 and L3 Higher managerial, administrative and professional occupations
154 employment Occupation 1. Managers, directors and senior officials
152 asset House price median in year 2021
148 consumption Central heating with renewable energy
141 employment NS-SEC: L1-L6 managerial, administrative and professional occupations
138 asset Housing tenure: Owns outright
135 financial Value of residential mortgage loans outstanding
135 employment Occupation 2. Professional occupations

Table: Group - B Index score over 120 and below 80

B Domain Description
163 employment NS-SEC: L1, L2 and L3 Higher managerial, administrative and professional occupations
154 employment Occupation 1. Managers, directors and senior officials
141 employment NS-SEC: L1-L6 managerial, administrative and professional occupations
135 employment Occupation 2. Professional occupations
128 employment retired
126 employment Hours worked: Full-time: 49 or more hours worked
121 employment selfemployed
130 income State Pension case amount
171 asset Second address as Holiday home
164 asset 3 or more cars or vans in household
152 asset House price median in year 2021
138 asset Housing tenure: Owns outright
124 asset Housing tenure: Owns with a mortgage or loan
135 financial Value of residential mortgage loans outstanding
148 consumption Central heating with renewable energy
133 consumption Gas consumption median in year 2021
126 consumption Age 65 and over
121 consumption Electricity consumption median in year 2021
B Domain Description
69 employment Occupation 7. Sales and customer service occupations
68 employment Occupation 6. Caring, leisure and other service occupations
62 employment Economically active (excluding full-time students): Unemployed
61 employment economically inactive (excluding retired and full-time students)
60 employment NS-SEC: L12-L13 Semi-routine/routine occupations
59 employment NS-SEC: L12-L14 Working.class
58 employment NS-SEC: L14 Never worked and long-term unemployed
51 employment Occupation 8. Process, plant and machine operatives
51 employment Occupation 9. Elementary occupations
45 income PIP health/disability claimant count
41 income Universal Credit claimant count
38 income Children in Low Income Families
74 asset Housing tenure: Shared.ownership
61 asset Housing tenure: Private rented
41 asset No cars or vans in household
36 asset Occupancy rating of rooms <= 0
33 asset Occupancy rating of bedrooms <= 0
31 asset Housing tenure: Social rented
56 financial Value of CCJ sum
71 consumption Highest level of qualification: no and level 1 qualification
64 consumption General health: Very good and good health
52 consumption No central heating

Group - C

Table: Group - C top 10 Index score

C Domain Description
195 asset Housing tenure: Social rented
191 income Children in Low Income Families
170 income Universal Credit claimant count
170 income PIP health/disability claimant count
164 asset Occupancy rating of bedrooms <= 0
161 employment NS-SEC: L14 Never worked and long-term unemployed
159 employment Occupation 9. Elementary occupations
159 employment economically inactive (excluding retired and full-time students)
154 employment Occupation 8. Process, plant and machine operatives
153 asset No cars or vans in household

Table: Group - C Index score over 120 and below 80

C Domain Description
161 employment NS-SEC: L14 Never worked and long-term unemployed
159 employment Occupation 9. Elementary occupations
159 employment economically inactive (excluding retired and full-time students)
154 employment Occupation 8. Process, plant and machine operatives
146 employment NS-SEC: L12-L14 Working.class
145 employment Economically active (excluding full-time students): Unemployed
141 employment NS-SEC: L12-L13 Semi-routine/routine occupations
134 employment Occupation 7. Sales and customer service occupations
133 employment Occupation 6. Caring, leisure and other service occupations
191 income Children in Low Income Families
170 income Universal Credit claimant count
170 income PIP health/disability claimant count
195 asset Housing tenure: Social rented
164 asset Occupancy rating of bedrooms <= 0
153 asset No cars or vans in household
149 asset Occupancy rating of rooms <= 0
148 financial Value of CCJ sum
146 consumption General health: Very good and good health
135 consumption Highest level of qualification: no and level 1 qualification
124 consumption No central heating
123 consumption Disabled under the Equality Act
C Domain Description
80 employment NS-SEC: L8 and L9 Small employers and own account workers
78 employment retired
75 employment Occupation 3. Associate professional and technical occupations
73 employment selfemployed
72 employment Hours worked: Full-time: 49 or more hours worked
64 employment Occupation 2. Professional occupations
59 employment Occupation 1. Managers, directors and senior officials
58 employment NS-SEC: L1-L6 managerial, administrative and professional occupations
44 employment NS-SEC: L1, L2 and L3 Higher managerial, administrative and professional occupations
73 income State Pension case amount
76 asset Housing tenure: Shared.ownership
73 asset Housing tenure: Owns with a mortgage or loan
66 asset Housing tenure: Owns outright
57 asset Second address as Holiday home
56 asset 3 or more cars or vans in household
53 asset House price median in year 2021
66 financial SME Lending outstanding
59 financial Value of residential mortgage loans outstanding
77 consumption Age 65 and over
53 consumption Central heating with renewable energy

Group - D

Table: Group - D top 10 Index score

D Domain Description
142 asset Housing tenure: Shared.ownership
124 asset Housing tenure: Owns with a mortgage or loan
112 financial Value of Personal Loans outstanding
111 employment Occupation 4. Administrative and secretarial occupations
108 employment part time
107 consumption Free school meals pupil
107 financial Value of residential mortgage loans outstanding
106 employment NS-SEC: L7 Intermediate occupations
104 employment Occupation 3. Associate professional and technical occupations
104 asset Occupancy rating of bedrooms <= 0

Table: Group - D Index score over 120 and below 80

D Domain Description
142 asset Housing tenure: Shared.ownership
124 asset Housing tenure: Owns with a mortgage or loan
D Domain Description
77 asset No cars or vans in household
77 asset Housing tenure: Social rented
78 financial SME Lending outstanding
80 consumption Age 65 and over
62 consumption Central heating with renewable energy

Group - E

Table: Group - E top 10 Index score

E Domain Description
174 consumption Central heating with renewable energy
151 consumption Age 65 and over
149 employment retired
147 income State Pension case amount
144 asset Housing tenure: Owns outright
138 asset 3 or more cars or vans in household
129 employment Occupation 5. Skilled trades occupations
123 asset Second address as Holiday home
122 employment NS-SEC: L8 and L9 Small employers and own account workers
120 financial SME Lending outstanding

Table: Group - E Index score over 120 and below 80

E Domain Description
149 employment retired
129 employment Occupation 5. Skilled trades occupations
122 employment NS-SEC: L8 and L9 Small employers and own account workers
147 income State Pension case amount
144 asset Housing tenure: Owns outright
138 asset 3 or more cars or vans in household
123 asset Second address as Holiday home
120 financial SME Lending outstanding
174 consumption Central heating with renewable energy
151 consumption Age 65 and over
E Domain Description
79 employment NS-SEC: L14 Never worked and long-term unemployed
74 employment economically inactive (excluding retired and full-time students)
63 employment Economically active (excluding full-time students): Unemployed
61 income Children in Low Income Families
55 income Universal Credit claimant count
69 asset Housing tenure: Private rented
69 asset Housing tenure: Shared.ownership
59 asset No cars or vans in household
54 asset Housing tenure: Social rented
40 asset Occupancy rating of rooms <= 0
33 asset Occupancy rating of bedrooms <= 0
75 financial Value of residential mortgage loans outstanding
65 financial Value of CCJ sum

Sub-group of each cluster

Group - A

plot of chunk sub

Sub-group Count
1 455
2 1819
3 1376

plot of chunk sub

Group - B

plot of chunk sub

Sub-group Count
1 3030
2 1916
3 1470

plot of chunk sub

Group - C

plot of chunk sub

Sub-group Count
1 6206
2 343
3 3090

plot of chunk sub

Group - D

plot of chunk sub

Sub-group Count
1 3950
2 2117
3 2207

plot of chunk sub

Group - E

plot of chunk sub

Sub-group Count
1 3780
2 984
3 2929

plot of chunk sub