The Kimball Lifecycle
UK

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 20 May 2024 with a comparison to the same period in the previous 2 years.

6 months to
20 May 2024
Same period 2023 Same period 2022
Rank 771 791 938
Rank change year-on-year +20 +147 -171
Permanent jobs citing Kimball Methodology 113 184 311
As % of all permanent jobs advertised in the UK 0.11% 0.18% 0.19%
As % of the Processes & Methodologies category 0.13% 0.19% 0.20%
Number of salaries quoted 78 135 210
10th Percentile £47,500 £42,500 £37,908
25th Percentile £55,000 £50,625 £43,750
Median annual salary (50th Percentile) £67,500 £65,000 £55,000
Median % change year-on-year +3.85% +18.18% -
75th Percentile £79,063 £80,000 £72,500
90th Percentile £97,500 £85,000 £92,500
UK excluding London median annual salary £65,000 £50,000 £47,500
% change year-on-year +30.00% +5.26% -

All Process and Methodology Skills
UK

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.

Permanent vacancies with a requirement for process or methodology skills 85,108 95,066 155,930
As % of all permanent jobs advertised in the UK 85.18% 95.58% 95.78%
Number of salaries quoted 59,794 56,135 83,138
10th Percentile £29,071 £34,000 £33,645
25th Percentile £40,000 £45,000 £43,750
Median annual salary (50th Percentile) £55,000 £61,180 £60,000
Median % change year-on-year -10.10% +1.97% +9.09%
75th Percentile £72,500 £81,250 £80,000
90th Percentile £92,500 £100,000 £96,250
UK excluding London median annual salary £50,000 £55,000 £52,500
% change year-on-year -9.09% +4.76% +10.53%

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 20 May 2024.

Salary histogram for Kimball Methodology in the UK

Kimball Methodology
Top 17 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 20 May 2024. 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
Jobs
England +13 99 £67,500 +3.85% 31
UK excluding London -7 81 £65,000 +30.00% 12
Work from Home +68 55 £67,500 +3.85% 12
London +44 28 £67,500 -15.63% 18
South East +17 22 £67,500 +50.00% 1
North of England +34 20 £58,750 +19.29% 3
Midlands -7 18 £62,500 +25.00% 6
West Midlands +14 16 £62,500 +8.70% 6
Yorkshire +79 9 £50,000 +17.65% 1
North West -1 7 £90,000 +95.65% 2
South West -29 6 £87,500 +75.00% 2
East of England +4 5 £60,000 +20.00%
Wales +12 4 £42,500 -34.62%
North East 0 4 £62,000 -4.62%
Scotland -62 4 - -
East Midlands -19 2 - -
Northern Ireland - 2 - -

Kimball Methodology
Co-occurring Skills and Capabilities by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same employment type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 6 (5.31%) Confluence
2 5 (4.42%) SAS
3 2 (1.77%) Apache Airflow
3 2 (1.77%) SharePoint
Applications
1 1 (0.88%) Microsoft Excel
Cloud Services
1 92 (81.42%) Azure
2 68 (60.18%) Power Platform
3 34 (30.09%) AWS
3 34 (30.09%) Azure Data Factory
3 34 (30.09%) Azure Synapse Analytics
4 8 (7.08%) Serverless
5 7 (6.19%) Amazon S3
5 7 (6.19%) Snowflake
6 4 (3.54%) Azure DevOps
6 4 (3.54%) GCP
7 2 (1.77%) AWS Lambda
7 2 (1.77%) Azure Stack
7 2 (1.77%) dbt
8 1 (0.88%) Amazon Kinesis
8 1 (0.88%) AWS Data Pipeline
8 1 (0.88%) Cloud Computing
8 1 (0.88%) SaaS
Database & Business Intelligence
1 93 (82.30%) Data Warehouse
2 68 (60.18%) Power BI
3 33 (29.20%) SQL Server
4 31 (27.43%) Data Vault
5 27 (23.89%) Tableau
6 25 (22.12%) SQL Server Integration Services
7 18 (15.93%) Enterprise Data Warehouse
8 16 (14.16%) Data Lake
9 12 (10.62%) SQL Server Reporting Services
10 10 (8.85%) SQL Server Analysis Services
11 7 (6.19%) Relational Database
11 7 (6.19%) Semantic Layer
12 6 (5.31%) Metadata
13 4 (3.54%) Amazon Redshift
13 4 (3.54%) OLAP
13 4 (3.54%) Snowflake Schema
14 3 (2.65%) BigQuery
14 3 (2.65%) Metadata Repository
14 3 (2.65%) Oracle OLAP
14 3 (2.65%) Star Schema
Development Applications
1 7 (6.19%) JIRA
2 5 (4.42%) ERwin
2 5 (4.42%) Visual Studio
3 2 (1.77%) Bitbucket
4 1 (0.88%) Git
4 1 (0.88%) Subversion
4 1 (0.88%) Team Foundation Server
General
1 24 (21.24%) Presentation Skills
2 23 (20.35%) Social Skills
3 21 (18.58%) Finance
4 20 (17.70%) Analytical Skills
5 10 (8.85%) Inclusion and Diversity
6 9 (7.96%) Legal
7 6 (5.31%) Law
8 3 (2.65%) Manufacturing
8 3 (2.65%) Marketing
9 2 (1.77%) Banking
9 2 (1.77%) Public Sector
10 1 (0.88%) Billing
10 1 (0.88%) Games
10 1 (0.88%) Influencing Skills
10 1 (0.88%) Investment Banking
10 1 (0.88%) Retail
Job Titles
1 27 (23.89%) Architect
1 27 (23.89%) Data Architect
2 25 (22.12%) Data Engineer
2 25 (22.12%) Principal Architect
2 25 (22.12%) Principal Data Architect
3 24 (21.24%) Senior
4 22 (19.47%) Data Manager
5 20 (17.70%) Developer
6 19 (16.81%) Engineering Manager
7 18 (15.93%) Business Intelligence Manager
8 9 (7.96%) Lead
8 9 (7.96%) Senior Developer
9 8 (7.08%) SQL Developer
10 7 (6.19%) ETL Developer
10 7 (6.19%) Lead Data Engineer
10 7 (6.19%) SSIS Developer
11 6 (5.31%) Business Intelligence Developer
11 6 (5.31%) Data Modeller
11 6 (5.31%) Power BI Engineer
12 5 (4.42%) Senior Data Modeller
Libraries, Frameworks & Software Standards
1 5 (4.42%) XML
2 4 (3.54%) JSON
3 3 (2.65%) PySpark
4 1 (0.88%) MDX
4 1 (0.88%) SOAP
Miscellaneous
1 5 (4.42%) Legacy Systems
2 4 (3.54%) Clustering
2 4 (3.54%) Management Information System
3 3 (2.65%) IoT
4 2 (1.77%) Driving Licence
5 1 (0.88%) Algorithms
5 1 (0.88%) Client/Server
5 1 (0.88%) Greenfield Project
5 1 (0.88%) Online Games
5 1 (0.88%) Product Ownership
5 1 (0.88%) Self-Motivation
Processes & Methodologies
1 90 (79.65%) Business Intelligence
2 68 (60.18%) Data Modelling
3 67 (59.29%) ETL
4 55 (48.67%) Analytics
5 47 (41.59%) Data Analysis
6 40 (35.40%) Data Engineering
7 36 (31.86%) ETL Development
8 34 (30.09%) Problem-Solving
9 29 (25.66%) DevOps
10 28 (24.78%) Data Pipeline
11 27 (23.89%) Data Architecture
11 27 (23.89%) Visualisation
12 25 (22.12%) Data Analytics
12 25 (22.12%) Data Science
12 25 (22.12%) TOGAF
13 24 (21.24%) Business Development
13 24 (21.24%) Cost Reduction
13 24 (21.24%) Target Operating Model
13 24 (21.24%) User Experience
13 24 (21.24%) Value Proposition
Programming Languages
1 61 (53.98%) SQL
2 21 (18.58%) T-SQL
3 9 (7.96%) Data Analysis Expressions
4 7 (6.19%) Python
5 1 (0.88%) C#
5 1 (0.88%) Java
Qualifications
1 19 (16.81%) DBS Check
2 2 (1.77%) MCP
2 2 (1.77%) Microsoft Certification
3 1 (0.88%) TOGAF Certification
Quality Assurance & Compliance
1 15 (13.27%) Data Quality
2 1 (0.88%) GDPR
2 1 (0.88%) QA
Systems Management
1 1 (0.88%) Control-M
1 1 (0.88%) Terraform
Vendors
1 49 (43.36%) Microsoft
2 12 (10.62%) Databricks
3 7 (6.19%) Informatica
4 5 (4.42%) IBM
4 5 (4.42%) Oracle
4 5 (4.42%) SAP
4 5 (4.42%) Teradata
5 3 (2.65%) Google
6 2 (1.77%) Alteryx
7 1 (0.88%) BMC