Period
to 23 November 2017

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 23 November 2017 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
England > North West
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 330 314 332
Rank change year-on-year -16 +18 +18
Permanent jobs citing Kimball Methodology 44 44 20
As % of all permanent IT jobs advertised in the North West 0.33% 0.35% 0.15%
As % of the Processes & Methodologies category 0.37% 0.39% 0.17%
Number of salaries quoted 40 30 15
North West median annual salary £41,500 £40,000 £45,000
Median salary % change year-on-year +3.75% -11.11% +20.81%
10th Percentile £32,125 £33,225 £35,000
90th Percentile £55,000 £57,725 £63,500
England median annual salary £50,000 £53,500 £52,500
% change year-on-year -6.54% +1.90% -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 11909 11223 11591
As % of all permanent IT jobs advertised in the North West 89.90% 89.76% 89.42%
Number of salaries quoted 9463 9353 9582
North West median annual salary £42,500 £40,000 £40,000
Median salary % change year-on-year +6.25% - +1.27%
10th Percentile £26,250 £26,250 £24,750
90th Percentile £65,000 £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 23 November 2017.

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 23 November 2017. 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
Manchester -17 20 £41,500 -2.35%
Cheshire -22 15 £40,000 +12.68% 2
Merseyside +12 8 £38,750 -22.50% 1
Kimball Methodology
England

For the 6 months to 23 November 2017, IT jobs citing Kimball Methodology also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the North West region with a requirement for Kimball Methodology.

1 44 (100.00%) Business Intelligence
2 42 (95.45%) Data Warehouse
3 38 (86.36%) SQL
4 34 (77.27%) SQL Server
5 33 (75.00%) SQL Server Reporting Services
5 33 (75.00%) SQL Server Integration Services
6 32 (72.73%) ETL
7 28 (63.64%) Power BI
8 25 (56.82%) SQL Server Analysis Services
9 19 (43.18%) T-SQL
10 18 (40.91%) Microsoft
11 17 (38.64%) Visualisation
12 11 (25.00%) Finance
12 11 (25.00%) Data Visualisation
13 10 (22.73%) Tableau
14 9 (20.45%) SQL Server 2016
14 9 (20.45%) Cognos
14 9 (20.45%) Dimensional Modelling
14 9 (20.45%) QlikView
14 9 (20.45%) Data Analysis
15 7 (15.91%) Microsoft Azure
15 7 (15.91%) Python
15 7 (15.91%) MySQL
15 7 (15.91%) SQL Server 2014
16 6 (13.64%) Qlik Sense
16 6 (13.64%) Analytics
16 6 (13.64%) Advertising
17 5 (11.36%) Migration
17 5 (11.36%) Data Modelling
17 5 (11.36%) Data Mapping

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 (2.27%) Apache
1 1 (2.27%) SharePoint
Applications
1 3 (6.82%) Microsoft Excel
Cloud Services
1 7 (15.91%) Microsoft Azure
Communications & Networking
1 3 (6.82%) SMS
Database & Business Intelligence
1 42 (95.45%) Data Warehouse
2 34 (77.27%) SQL Server
3 33 (75.00%) SQL Server Integration Services
3 33 (75.00%) SQL Server Reporting Services
4 28 (63.64%) Power BI
5 25 (56.82%) SQL Server Analysis Services
6 9 (20.45%) QlikView
6 9 (20.45%) SQL Server 2016
7 7 (15.91%) MySQL
7 7 (15.91%) SQL Server 2014
8 6 (13.64%) Qlik Sense
9 5 (11.36%) Microsoft Analysis Services
10 4 (9.09%) SQL Server 2012
11 3 (6.82%) Big Data
11 3 (6.82%) PostgreSQL
12 2 (4.55%) OLAP
12 2 (4.55%) Snowflake Schema
12 2 (4.55%) SQL Server 2008
12 2 (4.55%) SSDT
12 2 (4.55%) Star Schema
Development Applications
1 4 (9.09%) Git (software)
1 4 (9.09%) Team Foundation Server
2 3 (6.82%) SQL Server Management Studio (SSMS)
3 2 (4.55%) Subversion
4 1 (2.27%) Visual Studio
4 1 (2.27%) Visual Studio Team System
General
1 11 (25.00%) Finance
2 6 (13.64%) Advertising
3 1 (2.27%) Retail
Job Titles
1 36 (81.82%) Developer
2 23 (52.27%) Business Intelligence Developer
3 12 (27.27%) SQL Developer
4 9 (20.45%) Data Warehouse Developer
5 7 (15.91%) Business Developer
5 7 (15.91%) SQL BI Developer
6 5 (11.36%) Data Engineer
6 5 (11.36%) SSIS Developer
7 4 (9.09%) Business Intelligence Lead
7 4 (9.09%) SQL Server Developer
7 4 (9.09%) SSRS Developer
8 3 (6.82%) ETL Developer
8 3 (6.82%) Lead Developer
8 3 (6.82%) Senior Developer
9 2 (4.55%) Architect
9 2 (4.55%) Senior Business Intelligence Developer
9 2 (4.55%) SSAS Developer
10 1 (2.27%) Junior Report Developer
10 1 (2.27%) Lead Data Architect
10 1 (2.27%) SQL Server BI Developer
Libraries, Frameworks & Software Standards
1 1 (2.27%) MDX
Miscellaneous
1 5 (11.36%) Greenfield Project
2 3 (6.82%) Computer Science
2 3 (6.82%) NHS
3 2 (4.55%) Fintech
3 2 (4.55%) Replication
Processes & Methodologies
1 44 (100.00%) Business Intelligence
2 32 (72.73%) ETL
3 17 (38.64%) Visualisation
4 11 (25.00%) Data Visualisation
5 9 (20.45%) Data Analysis
5 9 (20.45%) Dimensional Modelling
6 6 (13.64%) Analytics
7 5 (11.36%) Data Mapping
7 5 (11.36%) Data Modelling
7 5 (11.36%) Migration
8 4 (9.09%) Data Migration
8 4 (9.09%) Mentoring
8 4 (9.09%) Performance Tuning
9 3 (6.82%) Change Control
9 3 (6.82%) Continuous Integration
9 3 (6.82%) Dashboard Development
9 3 (6.82%) Data Analytics
9 3 (6.82%) Performance Optimisation
9 3 (6.82%) Reverse Engineering
9 3 (6.82%) System Testing
Programming Languages
1 38 (86.36%) SQL
2 19 (43.18%) T-SQL
3 7 (15.91%) Python
4 2 (4.55%) C#
4 2 (4.55%) VBScript
5 1 (2.27%) Data Analysis Expressions (DAX)
Qualifications
1 3 (6.82%) Computer Science Degree
1 3 (6.82%) Degree
Quality Assurance & Compliance
1 3 (6.82%) Data Quality
Vendors
1 18 (40.91%) Microsoft
2 10 (22.73%) Tableau
3 9 (20.45%) Cognos