Period
to 23 November 2017

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

The Kimball Lifecycle
UK > England
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 680 670 726
Rank change year-on-year -10 +56 -41
Permanent jobs citing Kimball Methodology 533 592 622
As % of all permanent IT jobs advertised in England 0.32% 0.33% 0.30%
As % of the Processes & Methodologies category 0.35% 0.37% 0.34%
Number of salaries quoted 399 511 489
England median annual salary £50,000 £53,500 £52,500
Median salary % change year-on-year -6.54% +1.90% -4.55%
10th Percentile £36,100 £37,500 £35,000
90th Percentile £73,750 £80,000 £71,500
UK 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 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 151759 160141 181584
As % of all permanent IT jobs advertised in England 89.91% 89.40% 88.76%
Number of salaries quoted 120765 134253 151176
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,500 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,500 £47,500
% change year-on-year +1.01% +4.21% +5.56%

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 23 November 2017.

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 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
London -43 276 £60,000 +4.35% 12
North of England -4 80 £40,000 -5.88% 7
South West +34 48 £44,000 +4.76% 3
South East -3 48 £50,000 -6.54% 1
North West -16 44 £41,500 +3.75% 3
Midlands +12 40 £45,000 - 2
East of England +37 38 £50,000 -22.18% 3
Yorkshire +16 36 £38,500 -14.44% 4
West Midlands -12 21 £42,500 -3.95% 2
East Midlands +40 12 £48,000 -4.00%
Kimball Methodology
UK

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 England region with a requirement for Kimball Methodology.

1 455 (85.37%) Business Intelligence
2 439 (82.36%) SQL
3 437 (81.99%) Data Warehouse
4 402 (75.42%) SQL Server
5 372 (69.79%) SQL Server Integration Services
6 354 (66.42%) ETL
7 322 (60.41%) SQL Server Analysis Services
8 282 (52.91%) SQL Server Reporting Services
9 257 (48.22%) Microsoft
10 224 (42.03%) T-SQL
11 199 (37.34%) Power BI
12 179 (33.58%) Data Modelling
13 155 (29.08%) Dimensional Modelling
14 152 (28.52%) OLAP
15 146 (27.39%) Finance
16 142 (26.64%) Agile Software Development
17 138 (25.89%) MDX
18 127 (23.83%) Tableau
19 119 (22.33%) Analytics
20 104 (19.51%) SQL Server 2012
21 100 (18.76%) Microsoft Azure
22 99 (18.57%) Relational Database
23 94 (17.64%) QlikView
24 91 (17.07%) Performance Tuning
24 91 (17.07%) Visualisation
25 86 (16.14%) Oracle
26 84 (15.76%) .NET
27 78 (14.63%) SQL Server 2008
28 77 (14.45%) Big Data
28 77 (14.45%) SQL Server 2016

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 48 (9.01%) SharePoint
2 24 (4.50%) SAS
3 16 (3.00%) Apache Spark
4 10 (1.88%) Elasticsearch
4 10 (1.88%) SharePoint 2013
5 9 (1.69%) Apache
6 7 (1.31%) CMS
6 7 (1.31%) Sitecore CMS
7 4 (0.75%) SharePoint 2010
8 1 (0.19%) Drupal
8 1 (0.19%) MS Exchange
Applications
1 23 (4.32%) Microsoft Excel
2 8 (1.50%) SPSS
3 4 (0.75%) Microsoft Office
4 1 (0.19%) MS Visio
Business Applications
1 13 (2.44%) Cognos Business Intelligence
2 7 (1.31%) Salesforce.com CRM
3 3 (0.56%) Dynamics AX
4 2 (0.38%) Maximo
5 1 (0.19%) Dynamics CRM
5 1 (0.19%) Dynamics NAV
5 1 (0.19%) NetSuite
Cloud Services
1 100 (18.76%) Microsoft Azure
2 23 (4.32%) Amazon AWS
3 6 (1.13%) Cloud Computing
3 6 (1.13%) Office 365
4 4 (0.75%) Cortana Intelligence Suite
4 4 (0.75%) GitHub
4 4 (0.75%) SaaS
5 3 (0.56%) Amazon EC2
5 3 (0.56%) Amazon S3
5 3 (0.56%) Azure Data Factory
5 3 (0.56%) Mimecast
5 3 (0.56%) PaaS
6 2 (0.38%) Amazon Kinesis
7 1 (0.19%) Amazon EMR
7 1 (0.19%) AWS Lambda
7 1 (0.19%) Data Lake Analytics
7 1 (0.19%) Serverless
Communications & Networking
1 15 (2.81%) DNS
1 15 (2.81%) Firewall
2 3 (0.56%) SMS
3 2 (0.38%) FTP
3 2 (0.38%) Kerberos
Database & Business Intelligence
1 437 (81.99%) Data Warehouse
2 402 (75.42%) SQL Server
3 372 (69.79%) SQL Server Integration Services
4 322 (60.41%) SQL Server Analysis Services
5 282 (52.91%) SQL Server Reporting Services
6 199 (37.34%) Power BI
7 152 (28.52%) OLAP
8 104 (19.51%) SQL Server 2012
9 99 (18.57%) Relational Database
10 94 (17.64%) QlikView
11 78 (14.63%) SQL Server 2008
12 77 (14.45%) Big Data
12 77 (14.45%) SQL Server 2016
13 73 (13.70%) OLAP Cube
14 72 (13.51%) SQL Server 2014
15 67 (12.57%) Star Schema
16 57 (10.69%) BusinessObjects
17 54 (10.13%) Microsoft Analysis Services
18 44 (8.26%) OLTP
19 42 (7.88%) RDBMS
Development Applications
1 66 (12.38%) Team Foundation Server
2 26 (4.88%) SQL Server Management Studio (SSMS)
3 16 (3.00%) Visual Studio
4 15 (2.81%) ERwin
5 12 (2.25%) Subversion
6 10 (1.88%) gulp
6 10 (1.88%) Jasmine
6 10 (1.88%) Karma Test Runner
6 10 (1.88%) Toad
7 9 (1.69%) Talend Open Studio
8 8 (1.50%) Git (software)
9 7 (1.31%) JIRA
9 7 (1.31%) Octopus Deploy
10 5 (0.94%) Jenkins
11 2 (0.38%) TeamCity
12 1 (0.19%) Atlassian Bamboo
12 1 (0.19%) Cucumber
12 1 (0.19%) Oracle Forms
12 1 (0.19%) Visual Studio Team System
12 1 (0.19%) VSS/SourceSafe
General
1 146 (27.39%) Finance
2 62 (11.63%) Marketing
3 51 (9.57%) Advertising
4 41 (7.69%) Banking
5 25 (4.69%) Retail
6 16 (3.00%) Manufacturing
7 15 (2.81%) Legal
8 14 (2.63%) Electronics
8 14 (2.63%) Telecoms
9 11 (2.06%) Publishing
9 11 (2.06%) Retail Banking
10 9 (1.69%) Front Office
11 7 (1.31%) Games
11 7 (1.31%) Investment Banking
12 3 (0.56%) Back Office
13 1 (0.19%) Pharmaceutical
Job Titles
1 345 (64.73%) Developer
2 192 (36.02%) Business Intelligence Developer
3 114 (21.39%) SQL Developer
4 104 (19.51%) Data Warehouse Developer
5 70 (13.13%) ETL Developer
6 66 (12.38%) SSIS Developer
7 52 (9.76%) SQL BI Developer
8 50 (9.38%) Business Developer
9 49 (9.19%) SSRS Developer
10 46 (8.63%) Analyst
11 41 (7.69%) SQL Server Developer
12 38 (7.13%) Oracle Developer
13 37 (6.94%) SSAS Developer
14 35 (6.57%) Architect
14 35 (6.57%) Oracle Data Warehouse Developer
15 33 (6.19%) Consultant
16 28 (5.25%) Business Intelligence Lead
16 28 (5.25%) Data Architect
16 28 (5.25%) Senior Developer
17 26 (4.88%) Microsoft BI Developer
Libraries, Frameworks & Software Standards
1 138 (25.89%) MDX
2 84 (15.76%) .NET
3 55 (10.32%) Web Services
4 35 (6.57%) XML
5 32 (6.00%) REST
6 22 (4.13%) SOAP
7 16 (3.00%) Oracle GoldenGate
8 15 (2.81%) .NET Framework
9 14 (2.63%) HTML
9 14 (2.63%) JSON
10 12 (2.25%) AngularJS
11 10 (1.88%) ASP.NET
11 10 (1.88%) ASP.NET MVC
11 10 (1.88%) Entity Framework
11 10 (1.88%) Swagger
12 9 (1.69%) CSS
13 8 (1.50%) XSD
14 6 (1.13%) XML Messaging
15 5 (0.94%) Apache Flex
15 5 (0.94%) WSDL
Miscellaneous
1 54 (10.13%) Analytical Skills
2 29 (5.44%) Replication
3 24 (4.50%) Greenfield Project
4 20 (3.75%) Enterprise Software
5 15 (2.81%) Computer Science
6 14 (2.63%) Credit Risk
7 12 (2.25%) Data Structures
8 6 (1.13%) NHS
9 5 (0.94%) Equities
10 4 (0.75%) Fintech
10 4 (0.75%) Management Information System
11 2 (0.38%) Clustering
11 2 (0.38%) Foreign Exchange (FX)
12 1 (0.19%) iPhone
12 1 (0.19%) Market Risk
12 1 (0.19%) Virtual Team
Operating Systems
1 27 (5.07%) Linux
2 9 (1.69%) Unix
3 7 (1.31%) Red Hat Enterprise Linux
4 2 (0.38%) Windows
5 1 (0.19%) AIX
5 1 (0.19%) Windows Server
5 1 (0.19%) Windows Server 2008
5 1 (0.19%) Windows Server 2012
Processes & Methodologies
1 455 (85.37%) Business Intelligence
2 354 (66.42%) ETL
3 179 (33.58%) Data Modelling
4 155 (29.08%) Dimensional Modelling
5 142 (26.64%) Agile Software Development
6 119 (22.33%) Analytics
7 91 (17.07%) Performance Tuning
7 91 (17.07%) Visualisation
8 76 (14.26%) Scrum
9 72 (13.51%) Data Visualisation
10 71 (13.32%) ETL Development
11 68 (12.76%) Inmon Methodology
12 52 (9.76%) Data Management
13 51 (9.57%) Data Architecture
14 49 (9.19%) Migration
15 48 (9.01%) Database Tuning
16 41 (7.69%) Mentoring
17 35 (6.57%) CRM
17 35 (6.57%) Unit Testing
18 32 (6.00%) Data Integration
Programming Languages
1 439 (82.36%) SQL
2 224 (42.03%) T-SQL
3 66 (12.38%) C#
4 64 (12.01%) PL/SQL
5 46 (8.63%) Data Analysis Expressions (DAX)
6 41 (7.69%) PowerShell
7 27 (5.07%) Python
8 23 (4.32%) VBA
9 20 (3.75%) Java
9 20 (3.75%) R
10 10 (1.88%) VB.NET
11 7 (1.31%) JavaScript
11 7 (1.31%) MATLAB
12 5 (0.94%) VB
13 3 (0.56%) C
14 2 (0.38%) Go
14 2 (0.38%) PHP
14 2 (0.38%) Scala
14 2 (0.38%) Shell Script
14 2 (0.38%) VBScript
Qualifications
1 52 (9.76%) Degree
2 23 (4.32%) Microsoft Certification
3 14 (2.63%) SC Cleared
3 14 (2.63%) Security Cleared
4 12 (2.25%) MBA
5 10 (1.88%) MCPD
6 8 (1.50%) Numerate Degree
7 7 (1.31%) MCITP
7 7 (1.31%) MCSE
8 6 (1.13%) Postgraduate
9 4 (0.75%) Computer Science Degree
10 3 (0.56%) MCP
10 3 (0.56%) MCSA
Quality Assurance & Compliance
1 75 (14.07%) Data Quality
2 28 (5.25%) QA
System Software
1 2 (0.38%) Active Directory
Systems Management
1 3 (0.56%) Rundeck
2 1 (0.19%) Failover Clustering
2 1 (0.19%) Perfmon
2 1 (0.19%) Puppet
2 1 (0.19%) Systems Management Server (SMS)
Vendors
1 257 (48.22%) Microsoft
2 127 (23.83%) Tableau
3 86 (16.14%) Oracle
4 71 (13.32%) Cognos
5 55 (10.32%) SAP
6 29 (5.44%) IBM
7 17 (3.19%) Alteryx
8 14 (2.63%) Informatica
9 11 (2.06%) RedGate
10 10 (1.88%) Salesforce.com
11 9 (1.69%) Talend
12 8 (1.50%) Logi
12 8 (1.50%) Logi Analytics
13 7 (1.31%) Jaspersoft
13 7 (1.31%) Sitecore
14 6 (1.13%) Guidewire
15 5 (0.94%) Callidus
16 4 (0.75%) Cognizant
16 4 (0.75%) Netezza
17 3 (0.56%) Ab Initio