Period
to 19 April 2019

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 April 2019 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
UK > England
6 months to
19 Apr 2019
Same period 2018 Same period 2017
Rank 634 697 696
Rank change year-on-year +63 -1 -55
Permanent jobs citing Kimball Methodology 492 488 499
As % of all permanent IT jobs advertised in England 0.36% 0.29% 0.31%
As % of the Processes & Methodologies category 0.39% 0.32% 0.34%
Number of salaries quoted 443 371 464
England median annual salary £60,000 £50,000 £52,500
Median salary % change year-on-year +20.00% -4.76% -2.78%
10th Percentile £40,850 £37,500 £36,250
90th Percentile £83,250 £73,750 £71,250
UK median annual salary £60,000 £50,000 £52,500
% change year-on-year +20.00% -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 126,031 152,410 148,063
As % of all permanent IT jobs advertised in England 91.65% 91.82% 91.36%
Number of salaries quoted 99,786 124,592 122,904
England median annual salary £52,500 £50,000 £49,000
Median salary % change year-on-year +5.00% +2.04% +3.16%
10th Percentile £30,000 £29,750 £28,000
90th Percentile £86,250 £82,500 £80,000
UK median annual salary £52,500 £50,000 £47,500
% change year-on-year +5.00% +5.26% -

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 April 2019.

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 April 2019. 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 +92 332 £65,000 +8.33% 8
North of England +51 56 £42,500 - 3
Midlands +37 36 £50,000 +14.29% 1
North West +37 34 £42,500 +2.41%
South East +48 33 £50,000 -2.44%
South West +2 29 £36,500 -17.05%
West Midlands +39 25 £50,000 +17.13% 1
Yorkshire +29 21 £45,000 +5.88% 3
East Midlands +34 11 £42,500 -5.56%
East of England +61 10 £60,000 +20.00%
North East +24 1 £44,000 -12.00%
Kimball Methodology
UK

For the 6 months to 19 April 2019, 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.

1 427 (86.79%) Data Warehouse
2 421 (85.57%) Business Intelligence
3 385 (78.25%) SQL
4 330 (67.07%) SQL Server Integration Services
5 316 (64.23%) SQL Server
6 312 (63.41%) ETL
7 274 (55.69%) SQL Server Reporting Services
8 264 (53.66%) SQL Server Analysis Services
9 203 (41.26%) Analytics
10 200 (40.65%) Microsoft
11 195 (39.63%) Microsoft Azure
11 195 (39.63%) Power BI
12 187 (38.01%) Agile Software Development
13 172 (34.96%) T-SQL
14 165 (33.54%) Data Modelling
15 131 (26.63%) Tableau
16 124 (25.20%) Finance
17 101 (20.53%) Python
18 87 (17.68%) Data Analytics
19 83 (16.87%) Inmon Methodology
20 80 (16.26%) Azure SQL Database
21 79 (16.06%) Azure Data Factory
22 78 (15.85%) Analytical Skills
23 76 (15.45%) Scrum
24 73 (14.84%) Problem-Solving
25 71 (14.43%) Relational Database
26 70 (14.23%) SDLC
27 68 (13.82%) C#
28 67 (13.62%) Dimensional Modelling
28 67 (13.62%) Visualisation

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 37 (7.52%) Apache Spark
2 27 (5.49%) Apache
3 22 (4.47%) SharePoint
4 11 (2.24%) SharePoint 2013
5 8 (1.63%) Elasticsearch
6 6 (1.22%) SAS
7 3 (0.61%) SharePoint 2010
Applications
1 28 (5.69%) Microsoft Excel
2 5 (1.02%) Microsoft Office
3 1 (0.20%) MS Visio
Business Applications
1 3 (0.61%) Dynamics AX
2 2 (0.41%) Cognos Business Intelligence
3 1 (0.20%) Cognos TM1
3 1 (0.20%) Dynamics NAV
Cloud Services
1 195 (39.63%) Microsoft Azure
2 79 (16.06%) Azure Data Factory
3 45 (9.15%) Amazon AWS
4 33 (6.71%) Google Cloud Platform
5 12 (2.44%) Serverless
6 10 (2.03%) Azure Functions
7 5 (1.02%) Cloud Computing
8 4 (0.81%) Azure Machine Learning
8 4 (0.81%) Dynamics 365
8 4 (0.81%) PaaS
9 3 (0.61%) Amazon EMR
9 3 (0.61%) IaaS
10 2 (0.41%) Amazon S3
10 2 (0.41%) AWS Lambda
10 2 (0.41%) Data Lake Analytics
10 2 (0.41%) SaaS
11 1 (0.20%) Cortana Intelligence Suite
11 1 (0.20%) Google Analytics
Communications & Networking
1 10 (2.03%) Broadband
Database & Business Intelligence
1 427 (86.79%) Data Warehouse
2 330 (67.07%) SQL Server Integration Services
3 316 (64.23%) SQL Server
4 274 (55.69%) SQL Server Reporting Services
5 264 (53.66%) SQL Server Analysis Services
6 195 (39.63%) Power BI
7 80 (16.26%) Azure SQL Database
8 71 (14.43%) Relational Database
9 59 (11.99%) Data Lake
10 52 (10.57%) Microsoft Analysis Services
10 52 (10.57%) OLAP
11 50 (10.16%) Big Data
12 49 (9.96%) SQL Server 2012
13 46 (9.35%) Hadoop
14 37 (7.52%) QlikView
14 37 (7.52%) Snowflake Schema
15 35 (7.11%) Cosmos DB
16 33 (6.71%) Star Schema
17 31 (6.30%) SQL Server 2008
18 29 (5.89%) MongoDB
Development Applications
1 38 (7.72%) Team Foundation Server
2 33 (6.71%) Git (software)
3 13 (2.64%) JIRA
4 11 (2.24%) tSQLt
5 10 (2.03%) Visual Studio
6 8 (1.63%) gulp
6 8 (1.63%) Jasmine
6 8 (1.63%) Jenkins
6 8 (1.63%) Karma Test Runner
6 8 (1.63%) Octopus Deploy
6 8 (1.63%) TeamCity
7 6 (1.22%) RStudio
7 6 (1.22%) Toad
7 6 (1.22%) Visual Studio Team System
8 4 (0.81%) SQL Server Management Studio (SSMS)
9 3 (0.61%) ER Studio
9 3 (0.61%) ERwin
10 2 (0.41%) Hudson
11 1 (0.20%) Oracle APEX
General
1 124 (25.20%) Finance
2 55 (11.18%) Banking
3 42 (8.54%) Retail
4 15 (3.05%) Investment Banking
5 11 (2.24%) Marketing
6 8 (1.63%) Manufacturing
7 6 (1.22%) Corporate Banking
8 5 (1.02%) Games
8 5 (1.02%) Telecoms
9 2 (0.41%) Advertising
10 1 (0.20%) Automotive
10 1 (0.20%) Financial Institution
10 1 (0.20%) Front Office
10 1 (0.20%) Legal
Job Titles
1 303 (61.59%) Developer
2 209 (42.48%) Business Intelligence Developer
3 120 (24.39%) SQL Developer
4 87 (17.68%) SQL BI Developer
5 60 (12.20%) Data Warehouse Developer
6 53 (10.77%) SSIS Developer
7 45 (9.15%) SSRS Developer
8 44 (8.94%) Data Engineer
8 44 (8.94%) ETL Developer
9 41 (8.33%) Senior Developer
10 38 (7.72%) SQL Server Developer
11 36 (7.32%) Architect
12 35 (7.11%) Business Developer
12 35 (7.11%) Senior Business Intelligence Developer
12 35 (7.11%) SQL Server BI Developer
13 33 (6.71%) Business Intelligence Lead
14 31 (6.30%) Lead Developer
15 30 (6.10%) Business Intelligence Manager
16 29 (5.89%) Analyst
17 23 (4.67%) Data Architect
Libraries, Frameworks & Software Standards
1 63 (12.80%) MDX
2 53 (10.77%) .NET
3 20 (4.07%) Apache Beam
4 18 (3.66%) Web Services
5 17 (3.46%) XML
6 16 (3.25%) ASP.NET
7 15 (3.05%) Kafka
8 10 (2.03%) JSON
9 9 (1.83%) REST
10 8 (1.63%) .NET Framework
10 8 (1.63%) AngularJS
10 8 (1.63%) Apache Flex
10 8 (1.63%) ASP.NET MVC
10 8 (1.63%) Entity Framework
10 8 (1.63%) Swagger
11 6 (1.22%) LAMP
11 6 (1.22%) LAPP Stack
12 5 (1.02%) HTML
13 4 (0.81%) CSS
13 4 (0.81%) Pyramid
Miscellaneous
1 78 (15.85%) Analytical Skills
2 33 (6.71%) Greenfield Project
3 32 (6.50%) Data Structures
4 17 (3.46%) Management Information System
5 8 (1.63%) Credit Risk
5 8 (1.63%) Reference Data
6 5 (1.02%) Fintech
7 4 (0.81%) Life Science
7 4 (0.81%) Self-Motivation
8 3 (0.61%) N-Tier
9 2 (0.41%) EPoS
9 2 (0.41%) NHS
9 2 (0.41%) Reinsurance
9 2 (0.41%) Renewable Energy
9 2 (0.41%) User Experience
10 1 (0.20%) Hedge funds
10 1 (0.20%) Market Risk
10 1 (0.20%) Mobile App
10 1 (0.20%) Virtual Team
Operating Systems
1 8 (1.63%) Linux
2 3 (0.61%) Unix
3 1 (0.20%) AIX
3 1 (0.20%) HPUX
3 1 (0.20%) Solaris
3 1 (0.20%) Windows
Processes & Methodologies
1 421 (85.57%) Business Intelligence
2 312 (63.41%) ETL
3 203 (41.26%) Analytics
4 187 (38.01%) Agile Software Development
5 165 (33.54%) Data Modelling
6 87 (17.68%) Data Analytics
7 83 (16.87%) Inmon Methodology
8 76 (15.45%) Scrum
9 73 (14.84%) Problem-Solving
10 70 (14.23%) SDLC
11 67 (13.62%) Dimensional Modelling
11 67 (13.62%) Visualisation
12 52 (10.57%) ETL Development
13 49 (9.96%) Data Integration
14 48 (9.76%) Data Architecture
15 44 (8.94%) Performance Tuning
16 43 (8.74%) DevOps
17 42 (8.54%) Data Engineering
18 41 (8.33%) Decision-Making
19 40 (8.13%) Data Visualisation
Programming Languages
1 385 (78.25%) SQL
2 172 (34.96%) T-SQL
3 101 (20.53%) Python
4 68 (13.82%) C#
5 43 (8.74%) Data Analysis Expressions (DAX)
6 39 (7.93%) PL/SQL
7 35 (7.11%) R
8 33 (6.71%) Java
9 29 (5.89%) Scala
10 19 (3.86%) PowerShell
11 8 (1.63%) HiveQL
11 8 (1.63%) Shell Script
11 8 (1.63%) U-SQL
12 6 (1.22%) MATLAB
12 6 (1.22%) VBA
13 5 (1.02%) JavaScript
14 4 (0.81%) VB
15 3 (0.61%) VB.NET
16 2 (0.41%) C++
16 2 (0.41%) PHP
Qualifications
1 28 (5.69%) Degree
2 9 (1.83%) Microsoft Certification
3 8 (1.63%) MCPD
3 8 (1.63%) SC Cleared
3 8 (1.63%) Security Cleared
4 6 (1.22%) Computer Science Degree
5 4 (0.81%) Postgraduate
6 3 (0.61%) ISEB
6 3 (0.61%) ISTQB
7 1 (0.20%) MCSE
7 1 (0.20%) PMI Certification
7 1 (0.20%) PMP
7 1 (0.20%) TOGAF Certification
Quality Assurance & Compliance
1 54 (10.98%) Data Quality
2 24 (4.88%) QA
3 6 (1.22%) IFRS
3 6 (1.22%) IFRS 9
4 3 (0.61%) GDPR
4 3 (0.61%) Solvency II
System Software
1 9 (1.83%) HDFS
2 6 (1.22%) Apache Flume
3 1 (0.20%) Virtual Machines
Systems Management
1 1 (0.20%) Kubernetes
1 1 (0.20%) Terraform
Vendors
1 200 (40.65%) Microsoft
2 131 (26.63%) Tableau
3 62 (12.60%) Oracle
4 36 (7.32%) Informatica
5 30 (6.10%) Databricks
6 24 (4.88%) Google
7 21 (4.27%) Netezza
8 19 (3.86%) SAP
9 17 (3.46%) Cognos
9 17 (3.46%) IBM
9 17 (3.46%) Sybase
10 9 (1.83%) Alteryx
11 7 (1.42%) MicroStrategy
11 7 (1.42%) Talend
11 7 (1.42%) Teradata
12 6 (1.22%) Cloudera
13 2 (0.41%) Adobe
13 2 (0.41%) Greenplum
13 2 (0.41%) Hortonworks
13 2 (0.41%) Vertica