Period
to 21 November 2019

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

The Kimball Lifecycle
UK
6 months to
21 Nov 2019
Same period 2018 Same period 2017
Rank 733 753 708
Rank change year-on-year +20 -45 +3
Permanent jobs citing Kimball Methodology 332 453 545
As % of all permanent IT jobs advertised in the UK 0.25% 0.28% 0.30%
As % of the Processes & Methodologies category 0.27% 0.30% 0.33%
Number of salaries quoted 287 383 408
UK median annual salary £50,000 £57,500 £50,000
Median salary % change year-on-year -13.04% +15.00% -6.54%
10th Percentile £35,400 £37,500 £34,775
90th Percentile £85,000 £85,000 £73,750
UK excluding London median annual salary £42,885 £44,676 £45,000
% change year-on-year -4.01% -0.72% -2.70%

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 124,440 149,624 166,195
As % of all permanent IT jobs advertised in the UK 92.08% 91.86% 92.18%
Number of salaries quoted 98,453 118,996 131,567
UK median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +3.09%
10th Percentile £30,000 £29,000 £28,250
90th Percentile £87,500 £85,000 £80,000
UK excluding London median annual salary £45,000 £45,000 £43,000
% change year-on-year - +4.65% +1.18%

Kimball Methodology
Job Vacancy Trend

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

Job vacancy trend for Kimball Methodology in the UK

Kimball Methodology
Salary Trend

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

Salary trend for Kimball Methodology in the UK

Kimball Methodology
Salary Histogram

The salary distribution of IT jobs citing Kimball Methodology over the 6 months to 21 November 2019.

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 21 November 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
England -31 300 £50,000 -16.67% 46
UK excluding London +91 171 £42,885 -4.01% 29
London -48 155 £62,500 - 18
North of England +75 61 £44,693 +11.73% 8
Midlands +57 53 £41,500 -2.35% 11
West Midlands +37 38 £37,525 -21.00% 7
Yorkshire +37 32 £43,471 +8.68% 1
North West +47 20 £67,500 +68.75% 6
East Midlands +23 15 £45,000 +5.88% 4
South East +13 14 £39,250 -34.58% 4
Wales +12 14 £39,250 +4.67%
Scotland +21 12 £40,000 -10.47% 1
East of England +58 11 £50,000 -16.67% 1
North East +27 9 £42,885 -19.08% 1
South West -6 6 £77,500 +93.75% 4

For the 6 months to 21 November 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 with a requirement for Kimball Methodology.

1 281 (84.64%) Data Warehouse
2 271 (81.63%) SQL
3 225 (67.77%) Business Intelligence
4 187 (56.33%) ETL
5 184 (55.42%) SQL Server Integration Services
6 170 (51.20%) Data Modelling
7 164 (49.40%) SQL Server
8 159 (47.89%) SQL Server Reporting Services
9 144 (43.37%) Agile Software Development
10 141 (42.47%) SQL Server Analysis Services
11 134 (40.36%) Analytics
12 129 (38.86%) Power BI
12 129 (38.86%) Power Platform
13 124 (37.35%) Microsoft
14 107 (32.23%) T-SQL
15 87 (26.20%) Azure
16 78 (23.49%) Problem-Solving
17 69 (20.78%) Python
18 68 (20.48%) Relational Database
19 67 (20.18%) Finance
20 64 (19.28%) Data Lake
21 63 (18.98%) Data Analysis Expressions (DAX)
21 63 (18.98%) Visualisation
22 62 (18.67%) Tableau
23 59 (17.77%) Oracle
24 46 (13.86%) Data Analytics
25 45 (13.55%) Inmon Methodology
26 44 (13.25%) Azure Data Factory
26 44 (13.25%) PL/SQL
26 44 (13.25%) C#

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 21 (6.33%) Apache Spark
2 9 (2.71%) SAS
3 8 (2.41%) Apache
4 5 (1.51%) Oracle SOA Suite
5 2 (0.60%) Apache Airflow
6 1 (0.30%) ArcGIS
6 1 (0.30%) Confluence
6 1 (0.30%) NServiceBus
6 1 (0.30%) SharePoint
Applications
1 24 (7.23%) Microsoft Excel
2 2 (0.60%) Microsoft Office
2 2 (0.60%) MS Visio
Business Applications
1 9 (2.71%) Cognos Business Intelligence
2 6 (1.81%) OPENHousing
3 1 (0.30%) Markit EDM
3 1 (0.30%) Sparx Enterprise Architect
Cloud Services
1 129 (38.86%) Power Platform
2 87 (26.20%) Azure
3 44 (13.25%) Azure Data Factory
4 36 (10.84%) AWS
5 15 (4.52%) GCP
6 9 (2.71%) Cloud Computing
7 5 (1.51%) GitHub
8 3 (0.90%) Amazon EMR
8 3 (0.90%) AWS Lambda
8 3 (0.90%) SaaS
8 3 (0.90%) Serverless
9 2 (0.60%) Amazon S3
9 2 (0.60%) Google Analytics
9 2 (0.60%) IaaS
9 2 (0.60%) Mimecast
9 2 (0.60%) PaaS
10 1 (0.30%) Office 365
Communications & Networking
1 8 (2.41%) FTP
2 1 (0.30%) HTTP
2 1 (0.30%) HTTPS
2 1 (0.30%) iSCSI
2 1 (0.30%) NAS
2 1 (0.30%) SAN
Database & Business Intelligence
1 281 (84.64%) Data Warehouse
2 184 (55.42%) SQL Server Integration Services
3 164 (49.40%) SQL Server
4 159 (47.89%) SQL Server Reporting Services
5 141 (42.47%) SQL Server Analysis Services
6 129 (38.86%) Power BI
7 68 (20.48%) Relational Database
8 64 (19.28%) Data Lake
9 42 (12.65%) Big Data
10 41 (12.35%) Microsoft Analysis Services
11 40 (12.05%) Azure SQL Database
12 39 (11.75%) Snowflake Schema
13 35 (10.54%) OLAP
14 33 (9.94%) Enterprise Data Warehouse
15 31 (9.34%) SQL Server 2016
16 27 (8.13%) SQL Server 2012
17 24 (7.23%) Oracle Database
18 18 (5.42%) Hadoop
19 17 (5.12%) BusinessObjects
20 16 (4.82%) SQL Server 2008
Development Applications
1 20 (6.02%) Git (software)
2 17 (5.12%) ERwin
3 13 (3.92%) Visual Studio
4 12 (3.61%) JIRA
4 12 (3.61%) Team Foundation Server
5 11 (3.31%) SQL Server Management Studio (SSMS)
6 6 (1.81%) MSBuild
7 5 (1.51%) Visual Studio Team System
8 3 (0.90%) Subversion
General
1 67 (20.18%) Finance
2 14 (4.22%) Banking
3 13 (3.92%) Billing
4 8 (2.41%) Marketing
4 8 (2.41%) Retail
5 6 (1.81%) Legal
5 6 (1.81%) Social Housing
6 5 (1.51%) Automotive
7 4 (1.20%) Games
7 4 (1.20%) Law
8 3 (0.90%) Advertising
8 3 (0.90%) Manufacturing
9 2 (0.60%) Public Sector
10 1 (0.30%) Financial Institution
10 1 (0.30%) Publishing
Job Titles
1 197 (59.34%) Developer
2 90 (27.11%) Business Intelligence Developer
3 60 (18.07%) SQL Developer
4 47 (14.16%) Analyst
5 44 (13.25%) Data Engineer
6 37 (11.14%) Lead Developer
7 35 (10.54%) ETL Developer
8 27 (8.13%) SQL BI Developer
9 24 (7.23%) Business Intelligence Lead
10 23 (6.93%) Database Developer
11 21 (6.33%) Data Warehouse Developer
12 20 (6.02%) SQL Database Developer
13 19 (5.72%) Senior Business Intelligence Developer
13 19 (5.72%) Senior Developer
14 18 (5.42%) Analyst Developer
14 18 (5.42%) Architect
14 18 (5.42%) Business Intelligence Analyst
14 18 (5.42%) Informatica Developer
15 17 (5.12%) Azure Developer
16 15 (4.52%) Developer Analyst
Libraries, Frameworks & Software Standards
1 38 (11.45%) MDX
2 26 (7.83%) .NET
3 17 (5.12%) Web Services
4 16 (4.82%) RESTful
4 16 (4.82%) XML
5 13 (3.92%) .NET Framework
5 13 (3.92%) Entity Framework
5 13 (3.92%) HTML
5 13 (3.92%) Kafka
5 13 (3.92%) LINQ
5 13 (3.92%) WinForms
6 12 (3.61%) Ajax
6 12 (3.61%) ASP.NET
6 12 (3.61%) ASP.NET Web Forms
6 12 (3.61%) CSS
6 12 (3.61%) CSS3
6 12 (3.61%) HTML5
6 12 (3.61%) WCF
7 11 (3.31%) Apache Flex
7 11 (3.31%) SOAP
Miscellaneous
1 42 (12.65%) Analytical Skills
2 27 (8.13%) Management Information System
3 23 (6.93%) Data Centre
4 17 (5.12%) Self-Motivation
5 16 (4.82%) Data Structures
6 7 (2.11%) Greenfield Project
7 5 (1.51%) Credit Risk
7 5 (1.51%) Enterprise Software
7 5 (1.51%) Social Media
8 4 (1.20%) Private Cloud
9 2 (0.60%) Clustering
9 2 (0.60%) EPoS
9 2 (0.60%) Mobile App
9 2 (0.60%) Reinsurance
10 1 (0.30%) Blog
10 1 (0.30%) Derivative
10 1 (0.30%) Equities
10 1 (0.30%) Fixed Income
10 1 (0.30%) OTC Derivatives
10 1 (0.30%) Replication
Operating Systems
1 4 (1.20%) Linux
1 4 (1.20%) Unix
2 2 (0.60%) Android
2 2 (0.60%) Apple iOS
3 1 (0.30%) Windows
3 1 (0.30%) Windows Server
3 1 (0.30%) Windows Server 2012
Processes & Methodologies
1 225 (67.77%) Business Intelligence
2 187 (56.33%) ETL
3 170 (51.20%) Data Modelling
4 144 (43.37%) Agile Software Development
5 134 (40.36%) Analytics
6 78 (23.49%) Problem-Solving
7 63 (18.98%) Visualisation
8 46 (13.86%) Data Analytics
9 45 (13.55%) Inmon Methodology
10 43 (12.95%) Data Engineering
11 40 (12.05%) Dimensional Modelling
12 39 (11.75%) DevOps
13 38 (11.45%) Data Visualisation
14 35 (10.54%) Dashboard Development
14 35 (10.54%) Data Integration
14 35 (10.54%) Scrum
15 34 (10.24%) Data Architecture
16 33 (9.94%) SDLC
17 26 (7.83%) Data Ingestion
17 26 (7.83%) Migration
Programming Languages
1 271 (81.63%) SQL
2 107 (32.23%) T-SQL
3 69 (20.78%) Python
4 63 (18.98%) Data Analysis Expressions (DAX)
5 44 (13.25%) C#
5 44 (13.25%) PL/SQL
6 15 (4.52%) VB.NET
7 14 (4.22%) R
8 13 (3.92%) JavaScript
9 8 (2.41%) Scala
9 8 (2.41%) Shell Script
9 8 (2.41%) VBA
10 5 (1.51%) PowerShell
11 3 (0.90%) Java
12 1 (0.30%) C
12 1 (0.30%) VB
Qualifications
1 41 (12.35%) Degree
2 22 (6.63%) Computer Science Degree
3 6 (1.81%) MBA
4 3 (0.90%) Numerate Degree
5 1 (0.30%) ISEB
5 1 (0.30%) MBCS
5 1 (0.30%) MCSA
5 1 (0.30%) MCSE
5 1 (0.30%) Microsoft Certification
Quality Assurance & Compliance
1 24 (7.23%) Data Quality
2 13 (3.92%) QA
3 8 (2.41%) GDPR
System Software
1 3 (0.90%) Docker
2 2 (0.60%) HDFS
Systems Management
1 11 (3.31%) BMC PATROL
2 7 (2.11%) SQL Sentry
3 1 (0.30%) Microsoft Clustering
Vendors
1 124 (37.35%) Microsoft
2 62 (18.67%) Tableau
3 59 (17.77%) Oracle
4 44 (13.25%) Informatica
5 39 (11.75%) Databricks
6 26 (7.83%) Cognos
7 16 (4.82%) Talend
8 15 (4.52%) SAP
9 14 (4.22%) Google
10 10 (3.01%) Cloudera
10 10 (3.01%) IBM
11 8 (2.41%) Sybase
12 6 (1.81%) Capita
13 3 (0.90%) DataFlux
14 2 (0.60%) MicroStrategy
14 2 (0.60%) Netezza
14 2 (0.60%) Teradata
15 1 (0.30%) Facebook
15 1 (0.30%) NetApp
15 1 (0.30%) Salesforce.com