Period
to 19 August 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 19 August 2018 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
UK > England
6 months to
19 Aug 2018
Same period 2017 Same period 2016
Rank 702 674 671
Rank change year-on-year -28 -3 +69
Permanent jobs citing Kimball Methodology 475 530 675
As % of all permanent IT jobs advertised in England 0.30% 0.32% 0.36%
As % of the Processes & Methodologies category 0.33% 0.35% 0.40%
Number of salaries quoted 363 449 533
England median annual salary £50,000 £51,500 £54,000
Median salary % change year-on-year -2.91% -4.63% +2.86%
10th Percentile £37,500 £37,500 £38,500
90th Percentile £84,750 £73,750 £75,000
UK median annual salary £50,000 £51,500 £53,500
% change year-on-year -2.91% -3.74% +7.00%

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 143,839 152,341 168,792
As % of all permanent IT jobs advertised in England 91.14% 91.50% 90.85%
Number of salaries quoted 115,290 122,159 142,469
England median annual salary £50,000 £50,000 £50,000
10th Percentile £29,750 £28,250 £27,500
90th Percentile £82,500 £80,000 £78,750
UK median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +1.05%

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 19 August 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 19 August 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 +32 289 £62,500 +4.17% 20
South East +36 58 £49,000 -2.00% 5
Midlands +13 51 £42,500 - 2
South West +24 41 £45,000 - 5
West Midlands +26 37 £40,377 +0.94%
North of England -33 26 £40,000 -5.88% 5
North West -5 15 £40,000 -11.11% 3
East Midlands +3 14 £42,500 -5.56% 2
East of England +2 11 £40,000 -5.88%
Yorkshire +7 10 £55,000 +35.80% 2
North East - 1 £70,000 -
Kimball Methodology
UK

For the 6 months to 19 August 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.

1 414 (87.16%) Data Warehouse
2 373 (78.53%) SQL Server
3 339 (71.37%) SQL
4 338 (71.16%) Business Intelligence
5 315 (66.32%) ETL
6 310 (65.26%) SQL Server Integration Services
7 229 (48.21%) SQL Server Analysis Services
8 208 (43.79%) SQL Server Reporting Services
9 203 (42.74%) Microsoft
10 196 (41.26%) Agile Software Development
11 186 (39.16%) T-SQL
12 166 (34.95%) Finance
13 134 (28.21%) Analytics
14 130 (27.37%) Power BI
15 115 (24.21%) Oracle
16 114 (24.00%) Dimensional Modelling
17 109 (22.95%) .NET
18 93 (19.58%) OLAP
19 92 (19.37%) Big Data
20 87 (18.32%) SQL Server 2012
21 86 (18.11%) Performance Tuning
22 85 (17.89%) Banking
23 84 (17.68%) Data Modelling
24 79 (16.63%) C#
25 77 (16.21%) Microsoft Azure
26 71 (14.95%) Data Quality
27 70 (14.74%) Inmon Methodology
28 68 (14.32%) Relational Database
29 67 (14.11%) Web Services
30 64 (13.47%) Data Integration

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 56 (11.79%) SharePoint
2 36 (7.58%) SAS
3 35 (7.37%) Apache
4 32 (6.74%) IIS
5 29 (6.11%) SharePoint 2013
6 28 (5.89%) Elasticsearch
7 12 (2.53%) Apache Spark
8 4 (0.84%) BizTalk Server
8 4 (0.84%) Oracle SOA Suite
9 2 (0.42%) CMS
9 2 (0.42%) Sitecore CMS
10 1 (0.21%) SharePoint 2010
Applications
1 16 (3.37%) Microsoft Excel
2 12 (2.53%) MS Visio
3 4 (0.84%) Spreadsheet
4 1 (0.21%) Microsoft Office
4 1 (0.21%) Microsoft Project
Business Applications
1 10 (2.11%) Salesforce.com CRM
2 3 (0.63%) Dynamics AX
3 2 (0.42%) Cognos Business Intelligence
4 1 (0.21%) Dynamics CRM
4 1 (0.21%) NetSuite
Cloud Services
1 77 (16.21%) Microsoft Azure
2 14 (2.95%) Amazon AWS
3 10 (2.11%) Office 365
4 8 (1.68%) SaaS
5 7 (1.47%) Data Lake Analytics
5 7 (1.47%) PaaS
6 5 (1.05%) IaaS
7 4 (0.84%) Azure Data Factory
8 3 (0.63%) Cloud Computing
9 1 (0.21%) Amazon S3
Communications & Networking
1 1 (0.21%) SMS
Database & Business Intelligence
1 414 (87.16%) Data Warehouse
2 373 (78.53%) SQL Server
3 310 (65.26%) SQL Server Integration Services
4 229 (48.21%) SQL Server Analysis Services
5 208 (43.79%) SQL Server Reporting Services
6 130 (27.37%) Power BI
7 93 (19.58%) OLAP
8 92 (19.37%) Big Data
9 87 (18.32%) SQL Server 2012
10 68 (14.32%) Relational Database
11 58 (12.21%) Hadoop
12 51 (10.74%) SQL Server 2008
13 47 (9.89%) Star Schema
14 46 (9.68%) Microsoft Analysis Services
15 37 (7.79%) Oracle OLAP
16 35 (7.37%) Data Lake
17 33 (6.95%) Oracle ODI
18 30 (6.32%) SQL Server 2000
18 30 (6.32%) SQL Server 2016
19 27 (5.68%) Base SAS
Development Applications
1 50 (10.53%) Team Foundation Server
2 28 (5.89%) gulp
2 28 (5.89%) Jasmine
2 28 (5.89%) Karma Test Runner
3 21 (4.42%) SQL Server Management Studio (SSMS)
4 17 (3.58%) Visual Studio
5 8 (1.68%) Toad
6 7 (1.47%) Visual Studio Team System
7 4 (0.84%) Git (software)
7 4 (0.84%) JIRA
8 2 (0.42%) ERwin
8 2 (0.42%) Jenkins
9 1 (0.21%) ER Studio
9 1 (0.21%) RStudio
9 1 (0.21%) Subversion
General
1 166 (34.95%) Finance
2 85 (17.89%) Banking
3 25 (5.26%) Advertising
3 25 (5.26%) Investment Banking
3 25 (5.26%) Marketing
4 18 (3.79%) Retail
5 15 (3.16%) Games
6 10 (2.11%) Corporate Banking
7 6 (1.26%) Legal
8 4 (0.84%) Back Office
9 2 (0.42%) Manufacturing
Job Titles
1 316 (66.53%) Developer
2 164 (34.53%) Business Intelligence Developer
3 120 (25.26%) SQL Developer
4 85 (17.89%) Data Warehouse Developer
5 56 (11.79%) SQL Server Developer
6 53 (11.16%) SQL BI Developer
7 51 (10.74%) Analyst
8 44 (9.26%) SSIS Developer
9 37 (7.79%) ETL Developer
10 34 (7.16%) Business Intelligence Analyst
11 33 (6.95%) Architect
11 33 (6.95%) Senior Developer
12 32 (6.74%) SSRS Developer
13 31 (6.53%) Lead Developer
13 31 (6.53%) SSAS Developer
14 29 (6.11%) Data Architect
15 28 (5.89%) SQL Server Data Warehouse Developer
16 26 (5.47%) Senior Business Intelligence Developer
17 25 (5.26%) Business Developer
18 22 (4.63%) SQL Server BI Developer
Libraries, Frameworks & Software Standards
1 109 (22.95%) .NET
2 67 (14.11%) Web Services
3 60 (12.63%) XML
4 56 (11.79%) MDX
5 44 (9.26%) HTML
6 38 (8.00%) REST
7 31 (6.53%) ASP.NET
7 31 (6.53%) JSON
8 28 (5.89%) .NET Framework
8 28 (5.89%) AngularJS
8 28 (5.89%) ASP.NET MVC
8 28 (5.89%) Entity Framework
8 28 (5.89%) Swagger
9 27 (5.68%) JSP
10 23 (4.84%) Kafka
11 18 (3.79%) Apache Flex
12 15 (3.16%) Oracle GoldenGate
13 10 (2.11%) HTML5
14 9 (1.89%) COM
14 9 (1.89%) SOAP
Miscellaneous
1 48 (10.11%) Analytical Skills
2 45 (9.47%) Credit Risk
3 41 (8.63%) Greenfield Project
4 35 (7.37%) Management Information System
5 34 (7.16%) Market Risk
6 27 (5.68%) Fintech
7 21 (4.42%) Replication
8 16 (3.37%) Data Structures
9 15 (3.16%) Computer Science
10 13 (2.74%) Self-Motivation
11 10 (2.11%) Equities
11 10 (2.11%) Reference Data
12 8 (1.68%) Enterprise Software
13 7 (1.47%) Virtual Team
14 4 (0.84%) Online Games
14 4 (0.84%) Reinsurance
14 4 (0.84%) Taxonomies
15 2 (0.42%) Digital Media
16 1 (0.21%) Hedge funds
16 1 (0.21%) User Experience
Operating Systems
1 38 (8.00%) Windows
2 36 (7.58%) Unix
3 34 (7.16%) AIX
3 34 (7.16%) HPUX
3 34 (7.16%) Solaris
4 6 (1.26%) Linux
5 4 (0.84%) Windows Server
5 4 (0.84%) Windows Server 2012
Processes & Methodologies
1 338 (71.16%) Business Intelligence
2 315 (66.32%) ETL
3 196 (41.26%) Agile Software Development
4 134 (28.21%) Analytics
5 114 (24.00%) Dimensional Modelling
6 86 (18.11%) Performance Tuning
7 84 (17.68%) Data Modelling
8 70 (14.74%) Inmon Methodology
9 64 (13.47%) Data Integration
10 62 (13.05%) Visualisation
11 60 (12.63%) Problem-Solving
12 53 (11.16%) Data Governance
13 50 (10.53%) Data Management
14 45 (9.47%) Data Architecture
15 43 (9.05%) Data Visualisation
15 43 (9.05%) Migration
16 42 (8.84%) Project Management
17 38 (8.00%) ITIL
18 37 (7.79%) Data Analytics
18 37 (7.79%) Technical Architecture
Programming Languages
1 339 (71.37%) SQL
2 186 (39.16%) T-SQL
3 79 (16.63%) C#
4 46 (9.68%) Java
5 33 (6.95%) PL/SQL
6 31 (6.53%) Data Analysis Expressions (DAX)
7 30 (6.32%) Python
8 21 (4.42%) R
9 16 (3.37%) JavaScript
10 9 (1.89%) VB
11 7 (1.47%) Scala
12 5 (1.05%) VBA
13 4 (0.84%) PowerShell
13 4 (0.84%) Shell Script
13 4 (0.84%) VB.NET
14 3 (0.63%) HiveQL
15 1 (0.21%) C
15 1 (0.21%) U-SQL
Qualifications
1 43 (9.05%) Microsoft Certification
2 34 (7.16%) Degree
3 28 (5.89%) MCPD
3 28 (5.89%) SC Cleared
3 28 (5.89%) Security Cleared
4 14 (2.95%) Computer Science Degree
5 9 (1.89%) MCSE
6 5 (1.05%) MCT
7 4 (0.84%) ITIL Certification
7 4 (0.84%) Postgraduate
8 2 (0.42%) CIPD
8 2 (0.42%) Master's Degree
9 1 (0.21%) MBA
9 1 (0.21%) Numerate Degree
Quality Assurance & Compliance
1 71 (14.95%) Data Quality
2 21 (4.42%) QA
3 14 (2.95%) GDPR
4 1 (0.21%) IFRS
4 1 (0.21%) SLA
System Software
1 16 (3.37%) HDFS
2 4 (0.84%) Apache Flume
3 2 (0.42%) Docker
Systems Management
1 12 (2.53%) Ambari
2 4 (0.84%) Oozie
3 1 (0.21%) Control-M
3 1 (0.21%) Kibana
Vendors
1 203 (42.74%) Microsoft
2 115 (24.21%) Oracle
3 56 (11.79%) Tableau
4 40 (8.42%) Cognos
5 24 (5.05%) Informatica
6 20 (4.21%) SAP
7 13 (2.74%) Salesforce.com
8 12 (2.53%) WorldPay
9 9 (1.89%) Talend
10 8 (1.68%) IBM
10 8 (1.68%) Netezza
11 7 (1.47%) JDA
12 5 (1.05%) EXASOL
13 3 (0.63%) Alteryx
13 3 (0.63%) MicroStrategy
14 2 (0.42%) Cloudera
14 2 (0.42%) Greenplum
14 2 (0.42%) RedGate
14 2 (0.42%) Sitecore
14 2 (0.42%) Teradata