Period
to 21 November 2017

The following table provides summary statistics for permanent job vacancies 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 November 2017 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
UK
6 months to
21 Nov 2017
Same period 2016 Same period 2015
Rank 703 690 713
Rank change year-on-year -13 +23 -36
Permanent jobs citing Kimball Methodology 547 606 675
As % of all permanent IT jobs advertised in the UK 0.30% 0.32% 0.31%
As % of the Processes & Methodologies category 0.34% 0.36% 0.35%
Number of salaries quoted 412 523 537
UK median annual salary £50,000 £53,000 £52,500
Median salary % change year-on-year -5.66% +0.95% -4.55%
10th Percentile £35,050 £37,500 £35,000
90th Percentile £73,750 £79,750 £72,500
UK excluding London median annual salary £45,000 £47,000 £45,000
% change year-on-year -4.26% +4.44% -

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 with a requirement for process or methodology skills.

All Process and Methodology Skills
UK
Permanent vacancies with a requirement for process or methodology skills 162655 168863 192975
As % of all permanent IT jobs advertised in the UK 89.90% 89.39% 88.79%
Number of salaries quoted 128479 140408 158967
UK median annual salary £50,000 £49,500 £47,500
Median salary % change year-on-year +1.01% +4.21% +5.56%
10th Percentile £28,750 £28,000 £27,500
90th Percentile £80,000 £78,750 £77,500
UK excluding London median annual salary £44,000 £42,500 £42,500
% change year-on-year +3.53% - +6.25%

Kimball Methodology
Job Vacancy Trend

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

Job vacancy trend for Kimball Methodology in the UK

Kimball Methodology
Salary Trend

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

Salary trend for Kimball Methodology in the UK

Kimball Methodology
Salary Histogram

The salary distribution of IT jobs citing Kimball Methodology over the 6 months to 21 November 2017.

Salary histogram for Kimball Methodology in the UK

Kimball Methodology
Top 14 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Kimball Methodology within the UK over the 6 months to 21 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
England -4 535 £50,000 -6.54% 35
London -15 279 £60,000 +4.35% 12
UK excluding London +7 262 £45,000 -4.26% 24
North of England 0 78 £40,000 -5.88% 9
South West +39 48 £44,000 +4.76% 6
South East +8 48 £50,000 -6.54% 3
North West +2 43 £40,500 +1.25% 4
Midlands +27 41 £45,000 - 2
East of England +33 37 £50,000 -18.03% 3
Yorkshire +8 35 £38,000 -15.56% 5
West Midlands -10 22 £42,500 -3.95% 2
East Midlands +49 12 £48,000 -4.00%
Wales +8 7 £40,000 - 1
Scotland -20 3 £33,750 -28.95%

For the 6 months to 21 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 with a requirement for Kimball Methodology.

1 463 (84.64%) Business Intelligence
2 450 (82.27%) SQL
3 446 (81.54%) Data Warehouse
4 415 (75.87%) SQL Server
5 383 (70.02%) SQL Server Integration Services
6 365 (66.73%) ETL
7 329 (60.15%) SQL Server Analysis Services
8 291 (53.20%) SQL Server Reporting Services
9 265 (48.45%) Microsoft
10 234 (42.78%) T-SQL
11 201 (36.75%) Power BI
12 187 (34.19%) Data Modelling
13 162 (29.62%) Dimensional Modelling
14 156 (28.52%) OLAP
15 149 (27.24%) Finance
16 146 (26.69%) Agile Software Development
17 142 (25.96%) MDX
18 126 (23.03%) Tableau
19 123 (22.49%) Analytics
20 110 (20.11%) SQL Server 2012
21 105 (19.20%) Microsoft Azure
22 102 (18.65%) Relational Database
23 95 (17.37%) QlikView
24 89 (16.27%) Visualisation
24 89 (16.27%) Performance Tuning
24 89 (16.27%) Oracle
25 84 (15.36%) .NET
26 83 (15.17%) SQL Server 2008
27 77 (14.08%) Data Quality
27 77 (14.08%) Big Data

Kimball Methodology
Co-occurring IT Skills 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 (8.78%) SharePoint
2 23 (4.20%) SAS
3 15 (2.74%) Apache Spark
4 10 (1.83%) Elasticsearch
4 10 (1.83%) SharePoint 2013
5 9 (1.65%) Apache
6 7 (1.28%) CMS
6 7 (1.28%) Sitecore CMS
7 4 (0.73%) SharePoint 2010
8 1 (0.18%) Drupal
8 1 (0.18%) MS Exchange
Applications
1 22 (4.02%) Microsoft Excel
2 8 (1.46%) SPSS
3 4 (0.73%) Microsoft Office
4 1 (0.18%) MS Visio
Business Applications
1 13 (2.38%) Cognos Business Intelligence
2 8 (1.46%) Salesforce.com CRM
3 3 (0.55%) Dynamics AX
4 2 (0.37%) Maximo
5 1 (0.18%) Dynamics CRM
5 1 (0.18%) Dynamics NAV
5 1 (0.18%) NetSuite
Cloud Services
1 105 (19.20%) Microsoft Azure
2 23 (4.20%) Amazon AWS
3 6 (1.10%) Office 365
4 5 (0.91%) Azure Data Factory
4 5 (0.91%) Cloud Computing
5 4 (0.73%) Cortana Intelligence Suite
6 3 (0.55%) Amazon EC2
6 3 (0.55%) Amazon S3
6 3 (0.55%) GitHub
6 3 (0.55%) Mimecast
6 3 (0.55%) PaaS
6 3 (0.55%) SaaS
7 2 (0.37%) Amazon Kinesis
8 1 (0.18%) Amazon EMR
8 1 (0.18%) AWS Lambda
8 1 (0.18%) Azure Machine Learning
8 1 (0.18%) Data Lake Analytics
8 1 (0.18%) IaaS
8 1 (0.18%) Serverless
Communications & Networking
1 14 (2.56%) DNS
1 14 (2.56%) Firewall
2 3 (0.55%) SMS
3 2 (0.37%) FTP
3 2 (0.37%) Kerberos
Database & Business Intelligence
1 446 (81.54%) Data Warehouse
2 415 (75.87%) SQL Server
3 383 (70.02%) SQL Server Integration Services
4 329 (60.15%) SQL Server Analysis Services
5 291 (53.20%) SQL Server Reporting Services
6 201 (36.75%) Power BI
7 156 (28.52%) OLAP
8 110 (20.11%) SQL Server 2012
9 102 (18.65%) Relational Database
10 95 (17.37%) QlikView
11 83 (15.17%) SQL Server 2008
12 77 (14.08%) Big Data
13 76 (13.89%) SQL Server 2016
14 74 (13.53%) OLAP Cube
15 71 (12.98%) SQL Server 2014
16 69 (12.61%) Star Schema
17 60 (10.97%) BusinessObjects
18 57 (10.42%) Microsoft Analysis Services
19 44 (8.04%) OLTP
19 44 (8.04%) RDBMS
Development Applications
1 67 (12.25%) Team Foundation Server
2 25 (4.57%) SQL Server Management Studio (SSMS)
3 16 (2.93%) Visual Studio
4 15 (2.74%) ERwin
5 11 (2.01%) Subversion
6 10 (1.83%) gulp
6 10 (1.83%) Jasmine
6 10 (1.83%) Karma Test Runner
6 10 (1.83%) Toad
7 9 (1.65%) Talend Open Studio
8 8 (1.46%) Git (software)
9 7 (1.28%) JIRA
9 7 (1.28%) Octopus Deploy
10 4 (0.73%) Jenkins
11 2 (0.37%) TeamCity
12 1 (0.18%) Atlassian Bamboo
12 1 (0.18%) Cucumber
12 1 (0.18%) Oracle Forms
12 1 (0.18%) Visual Studio Team System
12 1 (0.18%) VSS/SourceSafe
General
1 149 (27.24%) Finance
2 62 (11.33%) Marketing
3 51 (9.32%) Advertising
4 42 (7.68%) Banking
5 25 (4.57%) Retail
6 16 (2.93%) Legal
6 16 (2.93%) Manufacturing
7 14 (2.56%) Electronics
7 14 (2.56%) Telecoms
8 11 (2.01%) Publishing
8 11 (2.01%) Retail Banking
9 9 (1.65%) Front Office
10 7 (1.28%) Games
10 7 (1.28%) Investment Banking
11 3 (0.55%) Back Office
12 2 (0.37%) Law
13 1 (0.18%) Pharmaceutical
Job Titles
1 352 (64.35%) Developer
2 197 (36.01%) Business Intelligence Developer
3 118 (21.57%) SQL Developer
4 105 (19.20%) Data Warehouse Developer
5 70 (12.80%) ETL Developer
6 67 (12.25%) SSIS Developer
7 55 (10.05%) SQL BI Developer
8 51 (9.32%) Business Developer
8 51 (9.32%) SSRS Developer
9 50 (9.14%) Analyst
10 42 (7.68%) SQL Server Developer
11 38 (6.95%) Oracle Developer
12 37 (6.76%) SSAS Developer
13 36 (6.58%) Architect
14 35 (6.40%) Oracle Data Warehouse Developer
15 33 (6.03%) Consultant
16 28 (5.12%) Business Intelligence Lead
16 28 (5.12%) Data Architect
17 27 (4.94%) Senior Developer
18 26 (4.75%) Microsoft BI Developer
Libraries, Frameworks & Software Standards
1 142 (25.96%) MDX
2 84 (15.36%) .NET
3 54 (9.87%) Web Services
4 34 (6.22%) XML
5 31 (5.67%) REST
6 21 (3.84%) SOAP
7 16 (2.93%) Oracle GoldenGate
8 15 (2.74%) .NET Framework
9 14 (2.56%) HTML
10 13 (2.38%) JSON
11 12 (2.19%) AngularJS
12 10 (1.83%) ASP.NET
12 10 (1.83%) ASP.NET MVC
12 10 (1.83%) Entity Framework
12 10 (1.83%) Swagger
13 9 (1.65%) CSS
14 7 (1.28%) XSD
15 6 (1.10%) XML Messaging
16 5 (0.91%) Apache Flex
16 5 (0.91%) WSDL
Miscellaneous
1 57 (10.42%) Analytical Skills
2 29 (5.30%) Replication
3 24 (4.39%) Greenfield Project
4 19 (3.47%) Enterprise Software
5 15 (2.74%) Computer Science
6 14 (2.56%) Credit Risk
7 10 (1.83%) Data Structures
8 6 (1.10%) NHS
9 5 (0.91%) Equities
10 4 (0.73%) Fintech
10 4 (0.73%) Management Information System
11 2 (0.37%) Clustering
11 2 (0.37%) Foreign Exchange (FX)
11 2 (0.37%) Reference Data
12 1 (0.18%) iPhone
12 1 (0.18%) Market Risk
12 1 (0.18%) Virtual Team
Operating Systems
1 26 (4.75%) Linux
2 9 (1.65%) Unix
3 7 (1.28%) Red Hat Enterprise Linux
4 2 (0.37%) Windows
5 1 (0.18%) AIX
5 1 (0.18%) Windows Server
5 1 (0.18%) Windows Server 2008
5 1 (0.18%) Windows Server 2012
Processes & Methodologies
1 463 (84.64%) Business Intelligence
2 365 (66.73%) ETL
3 187 (34.19%) Data Modelling
4 162 (29.62%) Dimensional Modelling
5 146 (26.69%) Agile Software Development
6 123 (22.49%) Analytics
7 89 (16.27%) Performance Tuning
7 89 (16.27%) Visualisation
8 77 (14.08%) Scrum
9 71 (12.98%) Data Visualisation
10 70 (12.80%) ETL Development
11 67 (12.25%) Inmon Methodology
12 53 (9.69%) Data Management
13 50 (9.14%) Data Architecture
14 48 (8.78%) Migration
15 47 (8.59%) Database Tuning
16 42 (7.68%) Mentoring
17 34 (6.22%) CRM
17 34 (6.22%) Unit Testing
18 32 (5.85%) Data Integration
Programming Languages
1 450 (82.27%) SQL
2 234 (42.78%) T-SQL
3 66 (12.07%) C#
4 65 (11.88%) PL/SQL
5 49 (8.96%) Data Analysis Expressions (DAX)
6 39 (7.13%) PowerShell
7 26 (4.75%) Python
8 22 (4.02%) VBA
9 20 (3.66%) Java
10 19 (3.47%) R
11 10 (1.83%) VB.NET
12 7 (1.28%) JavaScript
12 7 (1.28%) MATLAB
13 5 (0.91%) VB
14 4 (0.73%) C
15 2 (0.37%) Go
15 2 (0.37%) PHP
15 2 (0.37%) Scala
15 2 (0.37%) Shell Script
15 2 (0.37%) VBScript
Qualifications
1 56 (10.24%) Degree
2 23 (4.20%) Microsoft Certification
3 14 (2.56%) SC Cleared
3 14 (2.56%) Security Cleared
4 12 (2.19%) MBA
5 10 (1.83%) MCPD
6 7 (1.28%) MCITP
6 7 (1.28%) MCSE
6 7 (1.28%) Numerate Degree
7 6 (1.10%) Postgraduate
8 4 (0.73%) Computer Science Degree
9 3 (0.55%) MCP
9 3 (0.55%) MCSA
Quality Assurance & Compliance
1 77 (14.08%) Data Quality
2 29 (5.30%) QA
3 5 (0.91%) SLA
System Software
1 2 (0.37%) Active Directory
Systems Management
1 2 (0.37%) Rundeck
2 1 (0.18%) Failover Clustering
2 1 (0.18%) Perfmon
2 1 (0.18%) Puppet
2 1 (0.18%) Systems Management Server (SMS)
Vendors
1 265 (48.45%) Microsoft
2 126 (23.03%) Tableau
3 89 (16.27%) Oracle
4 72 (13.16%) Cognos
5 54 (9.87%) SAP
6 29 (5.30%) IBM
7 18 (3.29%) Alteryx
8 16 (2.93%) Informatica
9 11 (2.01%) RedGate
10 10 (1.83%) Salesforce.com
11 9 (1.65%) Talend
12 8 (1.46%) Logi
12 8 (1.46%) Logi Analytics
13 7 (1.28%) Jaspersoft
13 7 (1.28%) Sitecore
14 6 (1.10%) Guidewire
15 5 (0.91%) Callidus
16 4 (0.73%) Cognizant
16 4 (0.73%) Netezza
17 3 (0.55%) Ab Initio