Period
to 21 February 2018

The following table provides summary statistics for permanent job vacancies advertised in the North West with a requirement for Kimball Methodology skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Kimball Methodology over the 6 months to 21 February 2018 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
England > North West
6 months to
21 Feb 2018
Same period 2017 Same period 2016
Rank 324 324 339
Rank change year-on-year 0 +15 +17
Permanent jobs citing Kimball Methodology 38 35 20
As % of all permanent IT jobs advertised in the North West 0.30% 0.28% 0.17%
As % of the Processes & Methodologies category 0.33% 0.31% 0.19%
Number of salaries quoted 33 32 18
North West median annual salary £40,000 £37,500 £40,000
Median salary % change year-on-year +6.67% -6.25% -2.44%
10th Percentile £32,500 £33,000 £34,063
90th Percentile £53,650 £48,250 £60,500
England median annual salary £50,000 £52,500 £52,500
% change year-on-year -4.76% - -4.55%

Kimball Methodology is in the Processes and Methodologies category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in the North West with a requirement for process or methodology skills.

All Process and Methodology Skills
North West
Permanent vacancies with a requirement for process or methodology skills 11,670 11,206 10,534
As % of all permanent IT jobs advertised in the North West 90.99% 90.47% 88.77%
Number of salaries quoted 9,343 9,353 8,738
North West median annual salary £45,000 £40,000 £40,000
Median salary % change year-on-year +12.50% - -
10th Percentile £27,250 £26,000 £24,675
90th Percentile £66,250 £62,500 £60,000
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Kimball Methodology
Job Vacancy Trend in the North West

Job postings citing Kimball Methodology as a percentage of all IT jobs advertised in the North West.

Job vacancy trend for Kimball Methodology in the North West

Kimball Methodology
Salary Trend in the North West

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Kimball Methodology in the North West.

Salary trend for Kimball Methodology in the North West

Kimball Methodology
Salary Histogram in the North West

The salary distribution of IT jobs citing Kimball Methodology in the North West over the 6 months to 21 February 2018.

Salary histogram for Kimball Methodology in the North West

Kimball Methodology
Job Locations in the North West

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Kimball Methodology within the North West region over the 6 months to 21 February 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Cheshire -38 17 £40,000 +6.67% 1
Manchester +2 11 £40,250 +7.33% 2
Merseyside - 10 £41,250 - 3
Kimball Methodology
England

For the 6 months to 21 February 2018, IT jobs citing Kimball Methodology also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the North West region with a requirement for Kimball Methodology.

1 38 (100.00%) Business Intelligence
2 34 (89.47%) SQL
3 32 (84.21%) ETL
4 31 (81.58%) Data Warehouse
5 29 (76.32%) SQL Server Reporting Services
5 29 (76.32%) Power BI
6 26 (68.42%) SQL Server
7 24 (63.16%) SQL Server Integration Services
8 22 (57.89%) SQL Server Analysis Services
9 21 (55.26%) T-SQL
10 17 (44.74%) Visualisation
11 14 (36.84%) QlikView
11 14 (36.84%) Data Analysis
11 14 (36.84%) Microsoft
11 14 (36.84%) Tableau
12 13 (34.21%) Analytics
13 10 (26.32%) Python
14 9 (23.68%) MySQL
14 9 (23.68%) Data Visualisation
15 8 (21.05%) SQL Server 2016
15 8 (21.05%) Greenfield Project
15 8 (21.05%) Dimensional Modelling
16 7 (18.42%) Finance
16 7 (18.42%) Data Analytics
17 6 (15.79%) SQL Server 2012
17 6 (15.79%) Dashboard Development
18 5 (13.16%) Qlik Sense
18 5 (13.16%) Migration
18 5 (13.16%) MDX
19 4 (10.53%) Logistics

Kimball Methodology
Co-occurring IT Skills in the North West by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 1 (2.63%) Apache
Applications
1 3 (7.89%) Microsoft Excel
Cloud Services
1 2 (5.26%) Microsoft Azure
Communications & Networking
1 2 (5.26%) SMS
Database & Business Intelligence
1 31 (81.58%) Data Warehouse
2 29 (76.32%) Power BI
2 29 (76.32%) SQL Server Reporting Services
3 26 (68.42%) SQL Server
4 24 (63.16%) SQL Server Integration Services
5 22 (57.89%) SQL Server Analysis Services
6 14 (36.84%) QlikView
7 9 (23.68%) MySQL
8 8 (21.05%) SQL Server 2016
9 6 (15.79%) SQL Server 2012
10 5 (13.16%) Qlik Sense
11 4 (10.53%) Microsoft Analysis Services
11 4 (10.53%) Snowflake Schema
12 3 (7.89%) PostgreSQL
12 3 (7.89%) SQL Server 2014
13 2 (5.26%) Big Data
13 2 (5.26%) Hadoop
13 2 (5.26%) SQL Server 2008
13 2 (5.26%) WhereScape RED
14 1 (2.63%) Pentaho
Development Applications
1 4 (10.53%) SQL Server Management Studio (SSMS)
2 3 (7.89%) Team Foundation Server
3 1 (2.63%) Git (software)
3 1 (2.63%) Subversion
3 1 (2.63%) Visual Studio
3 1 (2.63%) Visual Studio Team System
General
1 7 (18.42%) Finance
2 4 (10.53%) Advertising
3 3 (7.89%) Legal
4 1 (2.63%) Marketing
Job Titles
1 28 (73.68%) Developer
2 24 (63.16%) Business Intelligence Developer
3 12 (31.58%) Business Developer
4 10 (26.32%) SQL Developer
5 9 (23.68%) SQL BI Developer
6 6 (15.79%) Data Engineer
7 4 (10.53%) Architect
7 4 (10.53%) Business Intelligence Architect
7 4 (10.53%) Senior Business Intelligence Developer
7 4 (10.53%) Senior Developer
8 3 (7.89%) Business Architect
8 3 (7.89%) ETL Developer
8 3 (7.89%) SSIS Developer
8 3 (7.89%) SSRS Developer
9 2 (5.26%) SSAS Developer
10 1 (2.63%) Business Intelligence Lead
10 1 (2.63%) Junior Business Intelligence Developer
10 1 (2.63%) Junior SQL Developer
10 1 (2.63%) Microsoft BI Developer
10 1 (2.63%) Report Developer
Libraries, Frameworks & Software Standards
1 5 (13.16%) MDX
Miscellaneous
1 8 (21.05%) Greenfield Project
2 2 (5.26%) NHS
3 1 (2.63%) Fintech
3 1 (2.63%) Management Information System
3 1 (2.63%) Replication
Processes & Methodologies
1 38 (100.00%) Business Intelligence
2 32 (84.21%) ETL
3 17 (44.74%) Visualisation
4 14 (36.84%) Data Analysis
5 13 (34.21%) Analytics
6 9 (23.68%) Data Visualisation
7 8 (21.05%) Dimensional Modelling
8 7 (18.42%) Data Analytics
9 6 (15.79%) Dashboard Development
10 5 (13.16%) Migration
11 4 (10.53%) Data Integration
11 4 (10.53%) Data Modelling
11 4 (10.53%) Logistics
12 3 (7.89%) ETL Development
12 3 (7.89%) Performance Tuning
12 3 (7.89%) Stakeholder Management
13 2 (5.26%) Agile Software Development
13 2 (5.26%) Business Analytics
13 2 (5.26%) Change Control
13 2 (5.26%) Data Science
Programming Languages
1 34 (89.47%) SQL
2 21 (55.26%) T-SQL
3 10 (26.32%) Python
4 4 (10.53%) Data Analysis Expressions (DAX)
5 1 (2.63%) C#
5 1 (2.63%) R
5 1 (2.63%) VBScript
Quality Assurance & Compliance
1 2 (5.26%) Data Quality
Vendors
1 14 (36.84%) Microsoft
1 14 (36.84%) Tableau
2 2 (5.26%) Cognos
3 1 (2.63%) Alteryx
3 1 (2.63%) Cloudera
3 1 (2.63%) Talend