Period
to 22 October 2018

The following table provides summary statistics for permanent job vacancies advertised in England 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 22 October 2018 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
UK > England
6 months to
22 Oct 2018
Same period 2017 Same period 2016
Rank 706 683 673
Rank change year-on-year -23 -10 +71
Permanent jobs citing Kimball Methodology 436 535 602
As % of all permanent IT jobs advertised in England 0.28% 0.33% 0.34%
As % of the Processes & Methodologies category 0.31% 0.36% 0.37%
Number of salaries quoted 352 408 495
England median annual salary £55,000 £50,750 £53,500
Median salary % change year-on-year +8.37% -5.14% +1.90%
10th Percentile £38,750 £36,600 £38,600
90th Percentile £85,000 £73,750 £78,250
UK median annual salary £55,000 £50,000 £53,500
% change year-on-year +10.00% -6.54% +3.88%

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 England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 139,899 149,785 162,712
As % of all permanent IT jobs advertised in England 91.09% 91.55% 90.91%
Number of salaries quoted 112,246 118,963 136,761
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £29,725 £28,500 £28,000
90th Percentile £85,000 £80,000 £79,000
UK median annual salary £50,000 £50,000 £48,500
% change year-on-year - +3.09% +2.11%

Kimball Methodology
Job Vacancy Trend in England

Job postings citing Kimball Methodology as a percentage of all IT jobs advertised in England.

Job vacancy trend for Kimball Methodology in England

Kimball Methodology
Salary Trend in England

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

Salary trend for Kimball Methodology in England

Kimball Methodology
Salary Histogram in England

The salary distribution of IT jobs citing Kimball Methodology in England over the 6 months to 22 October 2018.

Salary histogram for Kimball Methodology in England

Kimball Methodology
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Kimball Methodology within the England region over the 6 months to 22 October 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
London +30 283 £60,500 +0.83% 37
South East +12 53 £49,000 -2.00% 4
Midlands +13 45 £42,500 -4.49% 6
South West -8 31 £45,000 -7.22% 11
North of England -39 25 £40,000 - 12
West Midlands +19 24 £46,250 +8.82% 3
East Midlands 0 21 £42,500 -17.48% 3
North West -10 15 £40,000 -3.61% 3
Yorkshire -8 8 £40,000 +5.26% 7
East of England -1 5 £60,000 +17.07% 2
North East - 2 £53,000 - 2
Kimball Methodology
UK

For the 6 months to 22 October 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 England region with a requirement for Kimball Methodology.

1 375 (86.01%) Data Warehouse
2 342 (78.44%) SQL
3 334 (76.61%) SQL Server
4 322 (73.85%) Business Intelligence
5 297 (68.12%) ETL
6 291 (66.74%) SQL Server Integration Services
7 191 (43.81%) Agile Software Development
7 191 (43.81%) SQL Server Analysis Services
8 190 (43.58%) Microsoft
9 188 (43.12%) SQL Server Reporting Services
10 179 (41.06%) Finance
11 155 (35.55%) T-SQL
12 149 (34.17%) Power BI
13 139 (31.88%) Dimensional Modelling
14 110 (25.23%) Data Modelling
14 110 (25.23%) Oracle
15 100 (22.94%) Analytics
16 97 (22.25%) OLAP
17 86 (19.72%) Banking
18 81 (18.58%) .NET
18 81 (18.58%) Relational Database
19 80 (18.35%) Performance Tuning
20 77 (17.66%) Microsoft Azure
21 73 (16.74%) SQL Server 2008
22 71 (16.28%) SQL Server 2012
23 68 (15.60%) C#
24 67 (15.37%) Big Data
24 67 (15.37%) Visualisation
25 63 (14.45%) Microsoft Analysis Services
26 54 (12.39%) Inmon Methodology

Kimball Methodology
Co-occurring IT Skills in England 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 54 (12.39%) SharePoint
2 22 (5.05%) IIS
2 22 (5.05%) SAS
3 21 (4.82%) Apache
3 21 (4.82%) Elasticsearch
3 21 (4.82%) SharePoint 2013
4 14 (3.21%) Apache Spark
5 2 (0.46%) CMS
5 2 (0.46%) SharePoint 2010
5 2 (0.46%) Sitecore CMS
Applications
1 43 (9.86%) Microsoft Excel
2 4 (0.92%) Spreadsheet
3 3 (0.69%) Microsoft Office
4 2 (0.46%) MS Visio
Business Applications
1 12 (2.75%) Dynamics AX
2 4 (0.92%) NetSuite
3 2 (0.46%) Cognos Business Intelligence
3 2 (0.46%) Dynamics CRM
3 2 (0.46%) Salesforce.com CRM
3 2 (0.46%) SAP Business One
4 1 (0.23%) Dynamics NAV
Cloud Services
1 77 (17.66%) Microsoft Azure
2 18 (4.13%) Amazon AWS
3 15 (3.44%) Azure Data Factory
4 6 (1.38%) Data Lake Analytics
5 5 (1.15%) SaaS
6 4 (0.92%) Google Cloud Platform
7 3 (0.69%) Azure Machine Learning
7 3 (0.69%) Dynamics 365
7 3 (0.69%) Office 365
8 2 (0.46%) GitHub
9 1 (0.23%) Cloud Computing
9 1 (0.23%) IaaS
9 1 (0.23%) PaaS
Communications & Networking
1 1 (0.23%) DNS
1 1 (0.23%) Firewall
Database & Business Intelligence
1 375 (86.01%) Data Warehouse
2 334 (76.61%) SQL Server
3 291 (66.74%) SQL Server Integration Services
4 191 (43.81%) SQL Server Analysis Services
5 188 (43.12%) SQL Server Reporting Services
6 149 (34.17%) Power BI
7 97 (22.25%) OLAP
8 81 (18.58%) Relational Database
9 73 (16.74%) SQL Server 2008
10 71 (16.28%) SQL Server 2012
11 67 (15.37%) Big Data
12 63 (14.45%) Microsoft Analysis Services
13 53 (12.16%) Hadoop
14 37 (8.49%) Data Lake
14 37 (8.49%) SQL Server 2016
15 36 (8.26%) SQL Server 2014
16 34 (7.80%) OLAP Cube
16 34 (7.80%) Oracle OLAP
17 30 (6.88%) PowerPivot
18 27 (6.19%) Azure SQL Database
Development Applications
1 41 (9.40%) Team Foundation Server
2 30 (6.88%) Visual Studio
3 19 (4.36%) gulp
3 19 (4.36%) Jasmine
3 19 (4.36%) Karma Test Runner
4 15 (3.44%) SQL Server Management Studio (SSMS)
5 12 (2.75%) Visual Studio Team System
6 8 (1.83%) JIRA
7 6 (1.38%) Git (software)
7 6 (1.38%) Toad
8 2 (0.46%) ER Studio
8 2 (0.46%) ERwin
9 1 (0.23%) RStudio
9 1 (0.23%) Subversion
General
1 179 (41.06%) Finance
2 86 (19.72%) Banking
3 36 (8.26%) Investment Banking
4 33 (7.57%) Marketing
5 18 (4.13%) Games
6 14 (3.21%) Corporate Banking
7 11 (2.52%) Advertising
8 9 (2.06%) Manufacturing
9 6 (1.38%) Retail
10 5 (1.15%) Legal
11 4 (0.92%) Back Office
Job Titles
1 290 (66.51%) Developer
2 154 (35.32%) Business Intelligence Developer
3 125 (28.67%) SQL Developer
4 88 (20.18%) Data Warehouse Developer
5 62 (14.22%) SQL BI Developer
6 50 (11.47%) Architect
7 49 (11.24%) SQL Server Developer
8 46 (10.55%) Analyst
9 45 (10.32%) Data Architect
9 45 (10.32%) SSIS Developer
10 38 (8.72%) SSAS Developer
11 34 (7.80%) ETL Developer
12 33 (7.57%) Senior Developer
13 30 (6.88%) Business Intelligence Analyst
14 28 (6.42%) SSRS Developer
15 26 (5.96%) Senior Business Intelligence Developer
16 24 (5.50%) Business Intelligence Architect
16 24 (5.50%) Lead Developer
16 24 (5.50%) SQL Server Data Warehouse Developer
17 23 (5.28%) SQL Server BI Developer
Libraries, Frameworks & Software Standards
1 81 (18.58%) .NET
2 51 (11.70%) Web Services
2 51 (11.70%) XML
3 42 (9.63%) MDX
4 36 (8.26%) JSON
5 27 (6.19%) ASP.NET
5 27 (6.19%) HTML
6 25 (5.73%) Kafka
7 20 (4.59%) REST
8 19 (4.36%) .NET Framework
8 19 (4.36%) AngularJS
8 19 (4.36%) ASP.NET MVC
8 19 (4.36%) Entity Framework
8 19 (4.36%) Swagger
9 17 (3.90%) JSP
10 15 (3.44%) Oracle GoldenGate
11 14 (3.21%) Apache Flex
12 5 (1.15%) HTML5
13 4 (0.92%) XSD
13 4 (0.92%) XSLT
Miscellaneous
1 36 (8.26%) Credit Risk
2 35 (8.03%) Analytical Skills
3 31 (7.11%) Greenfield Project
4 22 (5.05%) Management Information System
5 21 (4.82%) Market Risk
6 17 (3.90%) Replication
7 14 (3.21%) Equities
7 14 (3.21%) Reference Data
8 11 (2.52%) Computer Science
8 11 (2.52%) Fintech
9 10 (2.29%) Self-Motivation
10 5 (1.15%) Data Structures
11 4 (0.92%) Online Games
11 4 (0.92%) Reinsurance
12 3 (0.69%) Data Centre
12 3 (0.69%) Mobile App
13 2 (0.46%) Digital Media
14 1 (0.23%) Social Media
14 1 (0.23%) User Experience
14 1 (0.23%) Virtual Team
Operating Systems
1 26 (5.96%) Windows
2 25 (5.73%) Unix
3 21 (4.82%) AIX
3 21 (4.82%) HPUX
3 21 (4.82%) Solaris
4 4 (0.92%) Linux
4 4 (0.92%) Windows Server
4 4 (0.92%) Windows Server 2012
Processes & Methodologies
1 322 (73.85%) Business Intelligence
2 297 (68.12%) ETL
3 191 (43.81%) Agile Software Development
4 139 (31.88%) Dimensional Modelling
5 110 (25.23%) Data Modelling
6 100 (22.94%) Analytics
7 80 (18.35%) Performance Tuning
8 67 (15.37%) Visualisation
9 54 (12.39%) Inmon Methodology
10 51 (11.70%) Migration
11 45 (10.32%) Data Analysis
12 42 (9.63%) Data Governance
13 41 (9.40%) Problem-Solving
13 41 (9.40%) Scrum
14 39 (8.94%) Data Integration
15 37 (8.49%) Data Management
15 37 (8.49%) Data Visualisation
16 33 (7.57%) ETL Development
17 31 (7.11%) Data Architecture
18 29 (6.65%) Project Management
Programming Languages
1 342 (78.44%) SQL
2 155 (35.55%) T-SQL
3 68 (15.60%) C#
4 35 (8.03%) PL/SQL
5 34 (7.80%) Python
6 28 (6.42%) Data Analysis Expressions (DAX)
6 28 (6.42%) Java
7 18 (4.13%) R
8 12 (2.75%) JavaScript
8 12 (2.75%) PowerShell
9 6 (1.38%) VB
10 4 (0.92%) Shell Script
11 3 (0.69%) VBA
12 1 (0.23%) U-SQL
12 1 (0.23%) VB.NET
Qualifications
1 28 (6.42%) Microsoft Certification
2 25 (5.73%) Degree
3 19 (4.36%) MCPD
3 19 (4.36%) SC Cleared
3 19 (4.36%) Security Cleared
4 10 (2.29%) Computer Science Degree
5 5 (1.15%) MCSE
5 5 (1.15%) MCT
6 2 (0.46%) Master's Degree
Quality Assurance & Compliance
1 53 (12.16%) Data Quality
2 33 (7.57%) QA
3 24 (5.50%) GDPR
4 2 (0.46%) IFRS
5 1 (0.23%) IFRS 9
5 1 (0.23%) SLA
System Software
1 3 (0.69%) Hyper-V
1 3 (0.69%) VMware Infrastructure
2 2 (0.46%) Docker
2 2 (0.46%) HDFS
Systems Management
1 2 (0.46%) Ambari
1 2 (0.46%) Consul
1 2 (0.46%) Kubernetes
1 2 (0.46%) Terraform
Vendors
1 190 (43.58%) Microsoft
2 110 (25.23%) Oracle
3 51 (11.70%) Tableau
4 29 (6.65%) Cognos
5 27 (6.19%) Informatica
6 18 (4.13%) SAP
7 8 (1.83%) Netezza
7 8 (1.83%) Talend
8 5 (1.15%) Alteryx
8 5 (1.15%) EXASOL
8 5 (1.15%) IBM
8 5 (1.15%) JD Edwards
9 4 (0.92%) Salesforce.com
10 3 (0.69%) Greenplum
10 3 (0.69%) JDA
10 3 (0.69%) MicroStrategy
10 3 (0.69%) Teradata
10 3 (0.69%) Vertica
10 3 (0.69%) VMware
11 2 (0.46%) WorldPay