Period
to 18 December 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 18 December 2018 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
UK > England
6 months to
18 Dec 2018
Same period 2017 Same period 2016
Rank 697 695 681
Rank change year-on-year -2 -14 +49
Permanent jobs citing Kimball Methodology 426 519 573
As % of all permanent IT jobs advertised in England 0.29% 0.31% 0.33%
As % of the Processes & Methodologies category 0.31% 0.34% 0.36%
Number of salaries quoted 365 382 506
England median annual salary £60,000 £50,000 £53,500
Median salary % change year-on-year +20.00% -6.54% +1.90%
10th Percentile £38,750 £35,525 £37,500
90th Percentile £85,000 £73,750 £80,000
UK median annual salary £58,500 £50,000 £52,500
% change year-on-year +17.00% -4.76% -

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 135,513 154,262 158,506
As % of all permanent IT jobs advertised in England 91.68% 91.90% 91.31%
Number of salaries quoted 108,128 123,735 132,620
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £30,000 £28,750 £28,000
90th Percentile £85,000 £80,000 £80,000
UK median annual salary £52,500 £50,000 £48,500
% change year-on-year +5.00% +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 18 December 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 18 December 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 +73 299 £62,500 +6.84% 42
Midlands +36 36 £42,500 -16.26% 7
South West +3 33 £36,500 -17.05% 2
North of England -26 29 £40,000 - 10
South East +3 28 £50,000 - 3
East Midlands +41 20 £42,500 -17.48% 2
West Midlands +34 16 £47,500 +5.56% 5
North West -6 16 £39,250 -5.42% 8
Yorkshire +10 12 £40,000 +6.67% 2
East of England +2 8 £60,000 +17.07% 4
North East - 1 £36,000 -
Kimball Methodology
UK

For the 6 months to 18 December 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.

1 363 (85.21%) Data Warehouse
2 346 (81.22%) Business Intelligence
3 334 (78.40%) SQL
4 313 (73.47%) SQL Server
5 286 (67.14%) ETL
6 274 (64.32%) SQL Server Integration Services
7 207 (48.59%) Microsoft
8 178 (41.78%) SQL Server Reporting Services
9 173 (40.61%) Power BI
10 172 (40.38%) SQL Server Analysis Services
11 167 (39.20%) Agile Software Development
12 158 (37.09%) Finance
13 152 (35.68%) T-SQL
14 137 (32.16%) Data Modelling
15 132 (30.99%) Dimensional Modelling
16 120 (28.17%) Analytics
17 107 (25.12%) Microsoft Azure
18 96 (22.54%) Oracle
19 90 (21.13%) Visualisation
20 85 (19.95%) OLAP
21 79 (18.54%) Tableau
22 70 (16.43%) Performance Tuning
22 70 (16.43%) Banking
23 68 (15.96%) Relational Database
23 68 (15.96%) Big Data
24 64 (15.02%) .NET
25 60 (14.08%) SQL Server 2008
25 60 (14.08%) Hadoop
26 58 (13.62%) C#
27 57 (13.38%) 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 47 (11.03%) SharePoint
2 24 (5.63%) Apache Spark
3 22 (5.16%) Apache
4 16 (3.76%) SAS
4 16 (3.76%) SharePoint 2013
5 14 (3.29%) IIS
6 13 (3.05%) Elasticsearch
7 5 (1.17%) SharePoint 2010
Applications
1 46 (10.80%) Microsoft Excel
2 7 (1.64%) Microsoft Office
3 1 (0.23%) MS Visio
Business Applications
1 13 (3.05%) Dynamics AX
2 4 (0.94%) NetSuite
3 2 (0.47%) Cognos Business Intelligence
3 2 (0.47%) SAP Business One
4 1 (0.23%) Cognos TM1
4 1 (0.23%) Dynamics CRM
4 1 (0.23%) Dynamics NAV
Cloud Services
1 107 (25.12%) Microsoft Azure
2 38 (8.92%) Azure Data Factory
3 29 (6.81%) Amazon AWS
4 14 (3.29%) Google Cloud Platform
5 8 (1.88%) Azure Functions
5 8 (1.88%) Serverless
6 7 (1.64%) Dynamics 365
7 3 (0.70%) Azure Machine Learning
8 2 (0.47%) GitHub
9 1 (0.23%) Data Lake Analytics
9 1 (0.23%) SaaS
Communications & Networking
1 1 (0.23%) DNS
1 1 (0.23%) Firewall
Database & Business Intelligence
1 363 (85.21%) Data Warehouse
2 313 (73.47%) SQL Server
3 274 (64.32%) SQL Server Integration Services
4 178 (41.78%) SQL Server Reporting Services
5 173 (40.61%) Power BI
6 172 (40.38%) SQL Server Analysis Services
7 85 (19.95%) OLAP
8 68 (15.96%) Big Data
8 68 (15.96%) Relational Database
9 60 (14.08%) Hadoop
9 60 (14.08%) SQL Server 2008
10 54 (12.68%) Microsoft Analysis Services
11 46 (10.80%) Data Lake
12 40 (9.39%) SQL Server 2012
13 37 (8.69%) Azure SQL Database
13 37 (8.69%) SQL Server 2016
14 32 (7.51%) OLAP Cube
15 30 (7.04%) SQL Server 2014
16 26 (6.10%) Oracle OLAP
16 26 (6.10%) PowerPivot
Development Applications
1 28 (6.57%) Team Foundation Server
1 28 (6.57%) Visual Studio
2 16 (3.76%) Git (software)
3 11 (2.58%) gulp
3 11 (2.58%) Jasmine
3 11 (2.58%) Karma Test Runner
3 11 (2.58%) Visual Studio Team System
4 9 (2.11%) SQL Server Management Studio (SSMS)
4 9 (2.11%) tSQLt
5 6 (1.41%) Jenkins
5 6 (1.41%) Octopus Deploy
5 6 (1.41%) RStudio
5 6 (1.41%) TeamCity
6 5 (1.17%) JIRA
7 4 (0.94%) ER Studio
7 4 (0.94%) ERwin
8 1 (0.23%) Toad
General
1 158 (37.09%) Finance
2 70 (16.43%) Banking
3 36 (8.45%) Investment Banking
4 25 (5.87%) Marketing
5 21 (4.93%) Retail
6 16 (3.76%) Corporate Banking
6 16 (3.76%) Manufacturing
7 13 (3.05%) Games
8 8 (1.88%) Advertising
9 3 (0.70%) Legal
10 1 (0.23%) Financial Institution
Job Titles
1 253 (59.39%) Developer
2 153 (35.92%) Business Intelligence Developer
3 113 (26.53%) SQL Developer
4 68 (15.96%) SQL BI Developer
5 63 (14.79%) Architect
6 58 (13.62%) Data Architect
7 55 (12.91%) Data Warehouse Developer
8 47 (11.03%) Analyst
8 47 (11.03%) SSIS Developer
9 44 (10.33%) ETL Developer
10 37 (8.69%) SQL Server Developer
11 33 (7.75%) SSRS Developer
12 28 (6.57%) SSAS Developer
13 27 (6.34%) SQL Server BI Developer
14 26 (6.10%) Data Engineer
15 25 (5.87%) Business Intelligence Architect
16 22 (5.16%) Senior Developer
17 20 (4.69%) T-SQL Developer
18 19 (4.46%) Business Intelligence Analyst
18 19 (4.46%) Lead Developer
Libraries, Frameworks & Software Standards
1 64 (15.02%) .NET
2 45 (10.56%) Web Services
2 45 (10.56%) XML
3 32 (7.51%) JSON
4 30 (7.04%) MDX
5 23 (5.40%) Kafka
6 21 (4.93%) ASP.NET
7 17 (3.99%) HTML
8 12 (2.82%) REST
9 11 (2.58%) .NET Framework
9 11 (2.58%) AngularJS
9 11 (2.58%) Apache Flex
9 11 (2.58%) ASP.NET MVC
9 11 (2.58%) Entity Framework
9 11 (2.58%) Swagger
10 9 (2.11%) JSP
10 9 (2.11%) Oracle GoldenGate
11 6 (1.41%) LAMP
12 3 (0.70%) CSS
13 2 (0.47%) LAPP Stack
Miscellaneous
1 54 (12.68%) Analytical Skills
2 32 (7.51%) Credit Risk
3 28 (6.57%) Greenfield Project
4 18 (4.23%) Management Information System
5 17 (3.99%) Reference Data
6 14 (3.29%) Equities
6 14 (3.29%) Market Risk
7 10 (2.35%) Fintech
7 10 (2.35%) Replication
8 8 (1.88%) Data Structures
9 6 (1.41%) Self-Motivation
10 5 (1.17%) Life Science
11 4 (0.94%) N-Tier
11 4 (0.94%) Online Games
12 3 (0.70%) Data Centre
12 3 (0.70%) Mobile App
12 3 (0.70%) Reinsurance
12 3 (0.70%) Renewable Energy
12 3 (0.70%) User Experience
13 2 (0.47%) EPoS
Operating Systems
1 18 (4.23%) Windows
2 16 (3.76%) Unix
3 14 (3.29%) AIX
3 14 (3.29%) HPUX
3 14 (3.29%) Solaris
4 4 (0.94%) Linux
5 3 (0.70%) Windows Server
5 3 (0.70%) Windows Server 2012
Processes & Methodologies
1 346 (81.22%) Business Intelligence
2 286 (67.14%) ETL
3 167 (39.20%) Agile Software Development
4 137 (32.16%) Data Modelling
5 132 (30.99%) Dimensional Modelling
6 120 (28.17%) Analytics
7 90 (21.13%) Visualisation
8 70 (16.43%) Performance Tuning
9 57 (13.38%) Inmon Methodology
10 44 (10.33%) Data Visualisation
10 44 (10.33%) Scrum
11 43 (10.09%) Data Architecture
11 43 (10.09%) ETL Development
11 43 (10.09%) Migration
12 42 (9.86%) Data Analysis
13 40 (9.39%) Data Governance
13 40 (9.39%) Data Integration
13 40 (9.39%) Problem-Solving
14 35 (8.22%) Data Management
15 28 (6.57%) Project Management
Programming Languages
1 334 (78.40%) SQL
2 152 (35.68%) T-SQL
3 58 (13.62%) C#
4 47 (11.03%) Python
5 32 (7.51%) PL/SQL
6 31 (7.28%) Java
7 30 (7.04%) Data Analysis Expressions (DAX)
8 28 (6.57%) R
9 18 (4.23%) PowerShell
10 11 (2.58%) JavaScript
11 10 (2.35%) Scala
12 6 (1.41%) MATLAB
12 6 (1.41%) VB
13 4 (0.94%) Shell Script
14 3 (0.70%) HiveQL
15 2 (0.47%) VBA
16 1 (0.23%) U-SQL
16 1 (0.23%) VB.NET
Qualifications
1 20 (4.69%) Microsoft Certification
2 18 (4.23%) Degree
3 11 (2.58%) MCPD
3 11 (2.58%) SC Cleared
3 11 (2.58%) Security Cleared
4 7 (1.64%) Computer Science Degree
5 5 (1.17%) MCSE
5 5 (1.17%) MCT
6 2 (0.47%) Master's Degree
7 1 (0.23%) TOGAF Certification
Quality Assurance & Compliance
1 53 (12.44%) Data Quality
2 41 (9.62%) QA
3 23 (5.40%) GDPR
4 7 (1.64%) IFRS
4 7 (1.64%) IFRS 9
5 2 (0.47%) Solvency II
System Software
1 3 (0.70%) Hyper-V
1 3 (0.70%) VMware Infrastructure
2 2 (0.47%) Apache Flume
2 2 (0.47%) Docker
Systems Management
1 2 (0.47%) Consul
1 2 (0.47%) Kubernetes
1 2 (0.47%) Terraform
Vendors
1 207 (48.59%) Microsoft
2 96 (22.54%) Oracle
3 79 (18.54%) Tableau
4 22 (5.16%) Cognos
5 19 (4.46%) Informatica
6 16 (3.76%) SAP
7 9 (2.11%) Google
7 9 (2.11%) Netezza
7 9 (2.11%) Talend
8 8 (1.88%) Sybase
9 6 (1.41%) Alteryx
9 6 (1.41%) IBM
9 6 (1.41%) MicroStrategy
10 5 (1.17%) EXASOL
10 5 (1.17%) JD Edwards
11 3 (0.70%) Teradata
11 3 (0.70%) VMware
12 2 (0.47%) Cloudera
13 1 (0.23%) Greenplum
13 1 (0.23%) RedGate