Period
to 6 August 2020

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 6 August 2020 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
UK
6 months to
6 Aug 2020
Same period 2019 Same period 2018
Rank 645 620 727
Rank change year-on-year -25 +107 -17
Permanent jobs citing Kimball Methodology 126 552 488
As % of all permanent jobs advertised in the UK 0.19% 0.39% 0.28%
As % of the Processes & Methodologies category 0.21% 0.42% 0.31%
Number of salaries quoted 116 518 401
Median annual salary £55,000 £60,000 £50,000
Median salary % change year-on-year -8.33% +20.00% -4.76%
10th Percentile £37,375 £40,000 £37,500
90th Percentile £86,875 £86,250 £85,000
UK excluding London median annual salary £50,000 £44,385 £45,000
% change year-on-year +12.65% -1.37% +5.88%

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 60,531 131,895 157,525
As % of all permanent IT jobs advertised in the UK 92.25% 92.23% 91.96%
Number of salaries quoted 48,363 103,926 125,733
Median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +1.01%
10th Percentile £32,500 £30,000 £29,000
90th Percentile £90,000 £86,250 £82,500
UK excluding London median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

Kimball Methodology
Job Vacancy Trend

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

Job vacancy trend for Kimball Methodology in the UK

Kimball Methodology
Salary Trend

3-month moving average salary quoted in jobs citing Kimball Methodology.

Salary trend for Kimball Methodology in the UK

Kimball Methodology
Salary Histogram

Salary distribution for jobs citing Kimball Methodology over the 6 months to 6 August 2020.

Salary histogram for Kimball Methodology in the UK

Kimball Methodology
Top 15 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 6 August 2020. 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 -4 112 £55,000 -8.33% 9
UK excluding London +171 63 £50,000 +12.65% 9
London -53 60 £60,000 -4.00% 3
Midlands +109 16 £55,000 +22.22% 1
East of England +116 15 £40,000 -20.00%
West Midlands +86 15 £55,000 +13.40% 1
North of England +103 13 £55,000 +24.46% 5
North West +92 11 £55,000 +29.41% 3
South East +163 8 £50,000 +11.11%
Wales +32 7 £47,500 +4.40% 1
Scotland +93 4 £55,000 +37.50% 2
Work from Home +43 2 £57,500 +31.43% 1
Yorkshire +96 1 £38,500 -14.44% 1
East Midlands +65 1 - -
North East +21 1 £57,500 +33.90% 1

For the 6 months to 6 August 2020, 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 with a requirement for Kimball Methodology.

1 117 (92.86%) SQL
2 107 (84.92%) Data Warehouse
3 96 (76.19%) SQL Server Integration Services
4 86 (68.25%) SQL Server
5 84 (66.67%) Business Intelligence
6 83 (65.87%) ETL
7 69 (54.76%) Azure
8 62 (49.21%) Data Modelling
9 59 (46.83%) SQL Server Reporting Services
10 58 (46.03%) SQL Server Analysis Services
11 52 (41.27%) T-SQL
11 52 (41.27%) Microsoft
12 49 (38.89%) Analytics
13 47 (37.30%) Python
13 47 (37.30%) Dimensional Modelling
14 43 (34.13%) Power BI
14 43 (34.13%) Power Platform
15 37 (29.37%) Azure Data Factory
16 35 (27.78%) Inmon Methodology
17 31 (24.60%) AWS
18 30 (23.81%) Agile Software Development
19 29 (23.02%) Data Architecture
20 28 (22.22%) DevOps
21 27 (21.43%) C#
22 25 (19.84%) Microsoft Analysis Services
22 25 (19.84%) Azure SQL Database
22 25 (19.84%) Big Data
23 24 (19.05%) R
24 23 (18.25%) Talend
24 23 (18.25%) Data Lake

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 7 (5.56%) Apache Spark
2 4 (3.17%) SharePoint
3 3 (2.38%) Jupyter
3 3 (2.38%) Oracle SOA Suite
3 3 (2.38%) Oracle Workflow
4 1 (0.79%) Apache
4 1 (0.79%) SAS
Applications
1 16 (12.70%) Microsoft Excel
Business Applications
1 3 (2.38%) SAP IS-U
Cloud Services
1 69 (54.76%) Azure
2 43 (34.13%) Power Platform
3 37 (29.37%) Azure Data Factory
4 31 (24.60%) AWS
5 10 (7.94%) GCP
6 9 (7.14%) Serverless
7 8 (6.35%) SaaS
8 7 (5.56%) Amazon EMR
9 3 (2.38%) AWS Lambda
9 3 (2.38%) Azure Machine Learning
10 2 (1.59%) Amazon Kinesis
10 2 (1.59%) Amazon SQS
11 1 (0.79%) AWS CodeDeploy
11 1 (0.79%) AWS CodePipeline
11 1 (0.79%) Azure Functions
11 1 (0.79%) PowerApps
Database & Business Intelligence
1 107 (84.92%) Data Warehouse
2 96 (76.19%) SQL Server Integration Services
3 86 (68.25%) SQL Server
4 59 (46.83%) SQL Server Reporting Services
5 58 (46.03%) SQL Server Analysis Services
6 43 (34.13%) Power BI
7 25 (19.84%) Azure SQL Database
7 25 (19.84%) Big Data
7 25 (19.84%) Microsoft Analysis Services
8 23 (18.25%) Data Lake
9 14 (11.11%) Relational Database
10 12 (9.52%) Amazon Redshift
11 11 (8.73%) RDBMS
12 10 (7.94%) Azure SQL Data Warehouse
12 10 (7.94%) Hadoop
12 10 (7.94%) OLTP
12 10 (7.94%) SSDT
13 9 (7.14%) BusinessObjects
14 8 (6.35%) IBM InfoSphere
14 8 (6.35%) SQL Server 2016
Development Applications
1 17 (13.49%) Git (software)
2 14 (11.11%) Visual Studio
3 8 (6.35%) ERwin
3 8 (6.35%) SQL Server Management Studio (SSMS)
4 5 (3.97%) ER Studio
4 5 (3.97%) GDB
4 5 (3.97%) Sourcetree
5 4 (3.17%) Octopus Deploy
5 4 (3.17%) TeamCity
5 4 (3.17%) Visual Studio Code
6 2 (1.59%) Jenkins
6 2 (1.59%) MSBuild
6 2 (1.59%) Team Foundation Server
6 2 (1.59%) Visual Studio Team System
7 1 (0.79%) JIRA
7 1 (0.79%) Liquibase
General
1 15 (11.90%) Finance
2 4 (3.17%) Advertising
2 4 (3.17%) Back Office
2 4 (3.17%) Marketing
2 4 (3.17%) Retail
Job Titles
1 67 (53.17%) Developer
2 31 (24.60%) Business Intelligence Developer
3 28 (22.22%) SQL Developer
4 23 (18.25%) Architect
5 19 (15.08%) Data Warehouse Developer
5 19 (15.08%) ETL Developer
6 18 (14.29%) Analyst
6 18 (14.29%) Data Architect
6 18 (14.29%) Senior Developer
7 17 (13.49%) Data Engineer
8 16 (12.70%) SSIS Developer
9 12 (9.52%) Senior Business Intelligence Developer
10 10 (7.94%) Business Developer
10 10 (7.94%) Data Analyst
10 10 (7.94%) Senior SQL Developer
11 9 (7.14%) SSRS Developer
11 9 (7.14%) T-SQL Developer
12 7 (5.56%) Data Warehouse Architect
12 7 (5.56%) Database Architect
12 7 (5.56%) ETL Analyst
Libraries, Frameworks & Software Standards
1 15 (11.90%) .NET
1 15 (11.90%) MDX
2 12 (9.52%) Kafka
3 5 (3.97%) Web Services
4 3 (2.38%) CSS
4 3 (2.38%) HTML
4 3 (2.38%) HTML5
4 3 (2.38%) JSON
5 2 (1.59%) .NET Core
6 1 (0.79%) Apache Beam
6 1 (0.79%) PySpark
6 1 (0.79%) XML
Miscellaneous
1 14 (11.11%) Analytical Skills
2 8 (6.35%) Management Information System
3 6 (4.76%) Replication
4 5 (3.97%) Data Structures
4 5 (3.97%) Greenfield Project
4 5 (3.97%) N-Tier
Operating Systems
1 3 (2.38%) Windows Server 2016
Processes & Methodologies
1 84 (66.67%) Business Intelligence
2 83 (65.87%) ETL
3 62 (49.21%) Data Modelling
4 49 (38.89%) Analytics
5 47 (37.30%) Dimensional Modelling
6 35 (27.78%) Inmon Methodology
7 30 (23.81%) Agile Software Development
8 29 (23.02%) Data Architecture
9 28 (22.22%) DevOps
10 23 (18.25%) Data Management
11 19 (15.08%) SDLC
12 18 (14.29%) Visualisation
13 17 (13.49%) Data Governance
13 17 (13.49%) Data Visualisation
14 15 (11.90%) Stakeholder Management
15 14 (11.11%) Data Analytics
16 13 (10.32%) Performance Tuning
17 12 (9.52%) Data Engineering
17 12 (9.52%) Decision-Making
17 12 (9.52%) Microservices
Programming Languages
1 117 (92.86%) SQL
2 52 (41.27%) T-SQL
3 47 (37.30%) Python
4 27 (21.43%) C#
5 24 (19.05%) R
6 17 (13.49%) Java
7 12 (9.52%) Scala
8 11 (8.73%) PowerShell
9 9 (7.14%) Data Analysis Expressions (DAX)
9 9 (7.14%) JavaScript
9 9 (7.14%) VB.NET
10 3 (2.38%) PL/SQL
11 1 (0.79%) Tcl
Qualifications
1 9 (7.14%) Degree
2 5 (3.97%) Master's Degree
3 4 (3.17%) Microsoft Certification
4 2 (1.59%) AWS Certification
4 2 (1.59%) Computer Science Degree
Quality Assurance & Compliance
1 13 (10.32%) Data Quality
2 5 (3.97%) QA
3 3 (2.38%) GDPR
System Software
1 4 (3.17%) Active Directory
Vendors
1 52 (41.27%) Microsoft
2 23 (18.25%) Talend
3 21 (16.67%) Tableau
4 18 (14.29%) Databricks
5 17 (13.49%) Informatica
6 16 (12.70%) Oracle
7 15 (11.90%) SAP
8 14 (11.11%) IBM
9 13 (10.32%) Google
10 9 (7.14%) Cognos
10 9 (7.14%) Netezza
11 5 (3.97%) Teradata
12 4 (3.17%) Alteryx
13 3 (2.38%) Actuate
14 2 (1.59%) SnapLogic
15 1 (0.79%) Ab Initio
15 1 (0.79%) ESRI
15 1 (0.79%) OutSystems
15 1 (0.79%) Sybase