Period
to 14 December 2018

The following table provides summary statistics for permanent job vacancies advertised in the City of London 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 14 December 2018 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
Central London > City of London
6 months to
14 Dec 2018
Same period 2017 Same period 2016
Rank 290 288 233
Rank change year-on-year -2 -55 +104
Permanent jobs citing Kimball Methodology 50 47 114
As % of all permanent IT jobs advertised in the City of London 0.47% 0.45% 1.01%
As % of the Processes & Methodologies category 0.51% 0.49% 1.11%
Number of salaries quoted 49 39 113
City of London median annual salary £62,500 £60,000 £60,000
Median salary % change year-on-year +4.17% - +9.09%
10th Percentile £49,750 £44,464 £43,750
90th Percentile £100,500 £79,000 £88,000
Central London median annual salary £60,000 £57,500 £60,000
% change year-on-year +4.35% -4.17% +9.09%

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 the City of London with a requirement for process or methodology skills.

All Process and Methodology Skills
City of London
Permanent vacancies with a requirement for process or methodology skills 9,789 9,638 10,311
As % of all permanent IT jobs advertised in the City of London 91.86% 92.93% 90.99%
Number of salaries quoted 8,760 8,697 9,390
City of London median annual salary £65,000 £60,000 £59,500
Median salary % change year-on-year +8.33% +0.84% +3.48%
10th Percentile £36,750 £36,250 £35,000
90th Percentile £95,000 £95,000 £90,000
Central London median annual salary £65,000 £60,000 £57,500
% change year-on-year +8.33% +4.35% -

Kimball Methodology
Job Vacancy Trend in the City of London

Job postings citing Kimball Methodology as a percentage of all IT jobs advertised in the City of London.

Job vacancy trend for Kimball Methodology in the City of London

Kimball Methodology
Salary Trend in the City of London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Kimball Methodology in the City of London.

Salary trend for Kimball Methodology in the City of London

Kimball Methodology
Salary Histogram in the City of London

The salary distribution of IT jobs citing Kimball Methodology in the City of London over the 6 months to 14 December 2018.

Salary histogram for Kimball Methodology in the City of London

Kimball Methodology
Job Locations in the City of London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Kimball Methodology within the City of London region over the 6 months to 14 December 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 Bridge - 2 £45,000 -
Kimball Methodology
Central London

For the 6 months to 14 December 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 City of London region with a requirement for Kimball Methodology.

1 48 (96.00%) Data Warehouse
2 42 (84.00%) ETL
2 42 (84.00%) SQL
3 40 (80.00%) Business Intelligence
4 39 (78.00%) SQL Server
5 38 (76.00%) SQL Server Integration Services
6 31 (62.00%) Power BI
7 24 (48.00%) Analytics
7 24 (48.00%) Agile Software Development
7 24 (48.00%) T-SQL
8 23 (46.00%) Microsoft
9 21 (42.00%) Microsoft Azure
10 19 (38.00%) Finance
10 19 (38.00%) Data Modelling
11 16 (32.00%) C#
11 16 (32.00%) ETL Development
11 16 (32.00%) Azure Data Factory
12 14 (28.00%) SQL Server Analysis Services
13 13 (26.00%) Performance Tuning
14 12 (24.00%) Tableau
15 11 (22.00%) Data Quality
15 11 (22.00%) SQL Server Reporting Services
15 11 (22.00%) Data Lake
16 10 (20.00%) Data Analysis Expressions (DAX)
16 10 (20.00%) .NET
17 9 (18.00%) Microsoft Excel
17 9 (18.00%) Data Integration
17 9 (18.00%) Azure SQL Data Warehouse
18 8 (16.00%) PowerShell
18 8 (16.00%) Big Data

Kimball Methodology
Co-occurring IT Skills in the City of London 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 5 (10.00%) SAS
2 2 (4.00%) Apache Spark
2 2 (4.00%) IIS
3 1 (2.00%) SharePoint
Applications
1 9 (18.00%) Microsoft Excel
Cloud Services
1 21 (42.00%) Microsoft Azure
2 16 (32.00%) Azure Data Factory
3 6 (12.00%) Azure Functions
3 6 (12.00%) Serverless
4 1 (2.00%) Amazon AWS
4 1 (2.00%) Data Lake Analytics
Database & Business Intelligence
1 48 (96.00%) Data Warehouse
2 39 (78.00%) SQL Server
3 38 (76.00%) SQL Server Integration Services
4 31 (62.00%) Power BI
5 14 (28.00%) SQL Server Analysis Services
6 11 (22.00%) Data Lake
6 11 (22.00%) SQL Server Reporting Services
7 9 (18.00%) Azure SQL Data Warehouse
8 8 (16.00%) Big Data
9 7 (14.00%) OLAP
9 7 (14.00%) PowerPivot
10 6 (12.00%) Cosmos DB
11 5 (10.00%) Azure SQL Database
11 5 (10.00%) Microsoft Analysis Services
11 5 (10.00%) NoSQL
12 4 (8.00%) Data Mining
12 4 (8.00%) QlikView
12 4 (8.00%) SQL Server 2008
12 4 (8.00%) SQL Server 2012
12 4 (8.00%) Star Schema
Development Applications
1 7 (14.00%) Git (software)
2 6 (12.00%) tSQLt
3 4 (8.00%) Jenkins
3 4 (8.00%) Octopus Deploy
3 4 (8.00%) TeamCity
4 3 (6.00%) Visual Studio
5 2 (4.00%) ER Studio
5 2 (4.00%) ERwin
5 2 (4.00%) RStudio
5 2 (4.00%) Team Foundation Server
General
1 19 (38.00%) Finance
2 7 (14.00%) Banking
3 6 (12.00%) Retail
4 3 (6.00%) Marketing
5 2 (4.00%) Investment Banking
6 1 (2.00%) Advertising
6 1 (2.00%) Financial Institution
Job Titles
1 22 (44.00%) Developer
2 16 (32.00%) Business Intelligence Developer
3 9 (18.00%) Data Engineer
3 9 (18.00%) SQL Developer
4 8 (16.00%) ETL Developer
5 7 (14.00%) SQL BI Developer
6 6 (12.00%) SSIS Developer
7 5 (10.00%) SSAS Developer
7 5 (10.00%) SSRS Developer
7 5 (10.00%) Technical Leader
8 4 (8.00%) Architect
8 4 (8.00%) Business Developer
8 4 (8.00%) SQL Server Developer
9 3 (6.00%) Business Intelligence Lead
9 3 (6.00%) Business Intelligence Specialist
9 3 (6.00%) Data Warehouse Specialist
9 3 (6.00%) Senior Business Intelligence Developer
9 3 (6.00%) Senior Developer
9 3 (6.00%) SQL Server BI Developer
9 3 (6.00%) Team Leader
Libraries, Frameworks & Software Standards
1 10 (20.00%) .NET
2 8 (16.00%) Web Services
2 8 (16.00%) XML
3 5 (10.00%) HTML
3 5 (10.00%) MDX
4 4 (8.00%) JSON
5 3 (6.00%) ASP.NET
6 2 (4.00%) LAMP
7 1 (2.00%) Oracle GoldenGate
Miscellaneous
1 7 (14.00%) Analytical Skills
2 6 (12.00%) Credit Risk
2 6 (12.00%) Fintech
3 5 (10.00%) Market Risk
4 4 (8.00%) Replication
5 3 (6.00%) Data Structures
5 3 (6.00%) Reinsurance
6 1 (2.00%) Digital Media
6 1 (2.00%) Self-Motivation
6 1 (2.00%) Virtual Team
Operating Systems
1 8 (16.00%) Windows
2 5 (10.00%) AIX
2 5 (10.00%) HPUX
2 5 (10.00%) Solaris
2 5 (10.00%) Unix
3 3 (6.00%) Windows Server
3 3 (6.00%) Windows Server 2012
Processes & Methodologies
1 42 (84.00%) ETL
2 40 (80.00%) Business Intelligence
3 24 (48.00%) Agile Software Development
3 24 (48.00%) Analytics
4 19 (38.00%) Data Modelling
5 16 (32.00%) ETL Development
6 13 (26.00%) Performance Tuning
7 9 (18.00%) Data Integration
8 8 (16.00%) Data Management
9 7 (14.00%) Data Engineering
9 7 (14.00%) Dimensional Modelling
9 7 (14.00%) Inmon Methodology
9 7 (14.00%) Release Management
9 7 (14.00%) Visualisation
10 6 (12.00%) Data Analysis
10 6 (12.00%) Data Analytics
10 6 (12.00%) Data Governance
10 6 (12.00%) Data Lineage
10 6 (12.00%) Scrum
10 6 (12.00%) Test Automation
Programming Languages
1 42 (84.00%) SQL
2 24 (48.00%) T-SQL
3 16 (32.00%) C#
4 10 (20.00%) Data Analysis Expressions (DAX)
5 8 (16.00%) PowerShell
6 6 (12.00%) Java
6 6 (12.00%) Python
7 5 (10.00%) JavaScript
7 5 (10.00%) VB
8 4 (8.00%) R
9 2 (4.00%) MATLAB
10 1 (2.00%) PL/SQL
Quality Assurance & Compliance
1 11 (22.00%) Data Quality
2 7 (14.00%) QA
Vendors
1 23 (46.00%) Microsoft
2 12 (24.00%) Tableau
3 6 (12.00%) Oracle
4 4 (8.00%) MicroStrategy
5 2 (4.00%) Informatica
6 1 (2.00%) SAP
6 1 (2.00%) Talend