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

6 months to
18 May 2024
Same period 2023 Same period 2022
Rank 789 793 938
Rank change year-on-year +4 +145 -187
Permanent jobs citing Kimball Methodology 101 184 309
As % of all permanent jobs advertised in the UK 0.10% 0.19% 0.19%
As % of the Processes & Methodologies category 0.12% 0.19% 0.20%
Number of salaries quoted 78 135 211
10th Percentile £47,500 £42,500 £37,908
25th Percentile £55,000 £50,625 £43,125
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 £48,750
% change year-on-year +30.00% +2.56% -2.50%

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 85,135 94,784 153,905
As % of all permanent jobs advertised in the UK 85.22% 95.58% 95.76%
Number of salaries quoted 59,872 55,911 82,488
10th Percentile £29,089 £34,000 £33,635
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% +9.38%

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 18 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 18 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 +11 92 £67,500 +3.85% 27
UK excluding London -38 71 £65,000 +30.00% 10
Work from Home +57 55 £67,500 +3.85% 11
London +44 27 £67,500 -15.63% 16
South East +7 21 £67,500 +50.00%
North of England +47 17 £58,750 +19.29% 2
Midlands -10 17 £62,500 +25.00% 6
West Midlands +13 16 £62,500 +8.70% 6
Yorkshire +79 8 £50,000 +17.65%
North West +3 5 £90,000 +95.65% 2
East of England +2 5 £60,000 +20.00%
South West -34 5 £87,500 +75.00% 2
North East -5 4 £62,000 -4.62%
Wales +9 3 £42,500 -34.62%
Scotland -62 2 - -
East Midlands -10 1 - -
Northern Ireland - 1 - -

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 (5.94%) Confluence
2 5 (4.95%) SAS
3 2 (1.98%) Apache Airflow
3 2 (1.98%) SharePoint
Applications
1 1 (0.99%) Microsoft Excel
Cloud Services
1 80 (79.21%) Azure
2 56 (55.45%) Power Platform
3 34 (33.66%) Azure Data Factory
3 34 (33.66%) Azure Synapse Analytics
4 22 (21.78%) AWS
5 8 (7.92%) Serverless
6 7 (6.93%) Amazon S3
6 7 (6.93%) Snowflake
7 4 (3.96%) Azure DevOps
7 4 (3.96%) GCP
8 2 (1.98%) AWS Lambda
8 2 (1.98%) Azure Stack
8 2 (1.98%) dbt
9 1 (0.99%) Amazon Kinesis
9 1 (0.99%) AWS Data Pipeline
9 1 (0.99%) Cloud Computing
9 1 (0.99%) SaaS
Database & Business Intelligence
1 81 (80.20%) Data Warehouse
2 56 (55.45%) Power BI
3 33 (32.67%) SQL Server
4 25 (24.75%) SQL Server Integration Services
5 19 (18.81%) Data Vault
6 18 (17.82%) Enterprise Data Warehouse
7 16 (15.84%) Data Lake
8 15 (14.85%) Tableau
9 12 (11.88%) SQL Server Reporting Services
10 10 (9.90%) SQL Server Analysis Services
11 7 (6.93%) Relational Database
11 7 (6.93%) Semantic Layer
12 6 (5.94%) Metadata
13 4 (3.96%) Amazon Redshift
13 4 (3.96%) OLAP
13 4 (3.96%) Snowflake Schema
14 3 (2.97%) BigQuery
14 3 (2.97%) Metadata Repository
14 3 (2.97%) Oracle OLAP
14 3 (2.97%) Star Schema
Development Applications
1 7 (6.93%) JIRA
2 5 (4.95%) ERwin
2 5 (4.95%) Visual Studio
3 2 (1.98%) Bitbucket
4 1 (0.99%) Git
4 1 (0.99%) Subversion
4 1 (0.99%) Team Foundation Server
General
1 23 (22.77%) Social Skills
2 21 (20.79%) Finance
3 20 (19.80%) Analytical Skills
4 12 (11.88%) Presentation Skills
5 10 (9.90%) Inclusion and Diversity
6 9 (8.91%) Legal
7 6 (5.94%) Law
8 3 (2.97%) Manufacturing
8 3 (2.97%) Marketing
9 2 (1.98%) Banking
9 2 (1.98%) Public Sector
10 1 (0.99%) Billing
10 1 (0.99%) Games
10 1 (0.99%) Influencing Skills
10 1 (0.99%) Investment Banking
10 1 (0.99%) Retail
Job Titles
1 25 (24.75%) Data Engineer
2 24 (23.76%) Senior
3 22 (21.78%) Data Manager
4 20 (19.80%) Developer
5 19 (18.81%) Engineering Manager
6 18 (17.82%) Business Intelligence Manager
7 15 (14.85%) Architect
7 15 (14.85%) Data Architect
8 13 (12.87%) Principal Architect
8 13 (12.87%) Principal Data Architect
9 9 (8.91%) Lead
9 9 (8.91%) Senior Developer
10 8 (7.92%) SQL Developer
11 7 (6.93%) ETL Developer
11 7 (6.93%) Lead Data Engineer
11 7 (6.93%) SSIS Developer
12 6 (5.94%) Business Intelligence Developer
12 6 (5.94%) Data Modeller
12 6 (5.94%) Power BI Engineer
13 5 (4.95%) Senior Data Modeller
Libraries, Frameworks & Software Standards
1 5 (4.95%) XML
2 4 (3.96%) JSON
3 3 (2.97%) PySpark
4 1 (0.99%) MDX
4 1 (0.99%) SOAP
Miscellaneous
1 5 (4.95%) Legacy Systems
2 4 (3.96%) Clustering
2 4 (3.96%) Management Information System
3 3 (2.97%) IoT
4 2 (1.98%) Driving Licence
5 1 (0.99%) Algorithms
5 1 (0.99%) Client/Server
5 1 (0.99%) Greenfield Project
5 1 (0.99%) Online Games
5 1 (0.99%) Product Ownership
5 1 (0.99%) Self-Motivation
Processes & Methodologies
1 78 (77.23%) Business Intelligence
2 67 (66.34%) ETL
3 56 (55.45%) Data Modelling
4 43 (42.57%) Analytics
5 40 (39.60%) Data Engineering
6 36 (35.64%) ETL Development
7 35 (34.65%) Data Analysis
8 28 (27.72%) Data Pipeline
9 27 (26.73%) Visualisation
10 23 (22.77%) Coaching
11 22 (21.78%) Problem-Solving
12 20 (19.80%) Agile
12 20 (19.80%) Data Visualisation
13 19 (18.81%) Scrum
14 18 (17.82%) Platform Engineering
14 18 (17.82%) Requirements Gathering
15 17 (16.83%) DevOps
16 15 (14.85%) Data Architecture
16 15 (14.85%) Data Transformation
17 14 (13.86%) Inmon Methodology
Programming Languages
1 61 (60.40%) SQL
2 21 (20.79%) T-SQL
3 9 (8.91%) Data Analysis Expressions
4 7 (6.93%) Python
5 1 (0.99%) C#
5 1 (0.99%) Java
Qualifications
1 19 (18.81%) DBS Check
2 2 (1.98%) MCP
2 2 (1.98%) Microsoft Certification
3 1 (0.99%) TOGAF Certification
Quality Assurance & Compliance
1 15 (14.85%) Data Quality
2 1 (0.99%) GDPR
2 1 (0.99%) QA
Systems Management
1 1 (0.99%) Control-M
1 1 (0.99%) Terraform
Vendors
1 49 (48.51%) Microsoft
2 12 (11.88%) Databricks
3 7 (6.93%) Informatica
4 5 (4.95%) IBM
4 5 (4.95%) Oracle
4 5 (4.95%) SAP
4 5 (4.95%) Teradata
5 3 (2.97%) Google
6 2 (1.98%) Alteryx
7 1 (0.99%) BMC