Period
to 25 August 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 25 August 2019 with a comparison to the same period in the previous 2 years.

The Kimball Lifecycle
UK
6 months to
25 Aug 2019
Same period 2018 Same period 2017
Rank 622 731 719
Rank change year-on-year +109 -12 -47
Permanent jobs citing Kimball Methodology 523 479 535
As % of all permanent IT jobs advertised in the UK 0.37% 0.28% 0.30%
As % of the Processes & Methodologies category 0.40% 0.31% 0.33%
Number of salaries quoted 469 366 447
UK median annual salary £60,000 £50,000 £51,500
Median salary % change year-on-year +20.00% -2.91% -4.63%
10th Percentile £40,000 £37,500 £37,500
90th Percentile £86,250 £85,000 £73,750
UK excluding London median annual salary £45,000 £45,000 £43,000
% change year-on-year - +4.65% -4.44%

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 130,335 155,834 163,516
As % of all permanent IT jobs advertised in the UK 92.17% 91.79% 92.30%
Number of salaries quoted 102,323 124,020 129,670
UK median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +4.17%
10th Percentile £30,000 £29,000 £28,000
90th Percentile £86,250 £82,500 £80,000
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -

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 25 August 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 25 August 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 +66 486 £60,000 +20.00% 45
London +122 335 £62,500 +4.17% 23
UK excluding London +36 161 £45,000 - 24
North of England +80 76 £45,000 +12.50% 5
Yorkshire +35 37 £45,000 -18.18% 4
North West +43 32 £43,750 +9.38% 1
Midlands +32 32 £43,750 +2.94% 6
West Midlands +17 23 £42,500 +5.26% 2
South East +1 23 £46,250 -5.61% 3
South West -26 10 £62,500 +38.89% 5
Scotland - 10 £40,000 - 1
East Midlands +25 9 £45,000 +5.88% 4
East of England +72 8 £50,000 +25.00% 3
North East +22 7 £42,943 -38.65%
Wales +2 2 £38,500 +2.67% 1

For the 6 months to 25 August 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.

1 452 (86.42%) Data Warehouse
2 411 (78.59%) Business Intelligence
3 410 (78.39%) SQL
4 318 (60.80%) SQL Server Integration Services
5 293 (56.02%) SQL Server
6 292 (55.83%) SQL Server Reporting Services
7 286 (54.68%) SQL Server Analysis Services
7 286 (54.68%) ETL
8 248 (47.42%) Power BI
8 248 (47.42%) Power Platform
9 240 (45.89%) Data Modelling
10 236 (45.12%) Analytics
11 218 (41.68%) Microsoft
12 217 (41.49%) Agile Software Development
13 184 (35.18%) Azure
14 147 (28.11%) T-SQL
15 136 (26.00%) Finance
16 123 (23.52%) Python
17 110 (21.03%) Inmon Methodology
18 109 (20.84%) Data Analytics
19 105 (20.08%) Problem-Solving
20 104 (19.89%) Data Lake
20 104 (19.89%) Data Analysis Expressions (DAX)
21 101 (19.31%) Relational Database
21 101 (19.31%) Azure SQL Database
21 101 (19.31%) Oracle
22 97 (18.55%) Azure Data Factory
23 96 (18.36%) Microsoft Analysis Services
24 90 (17.21%) Tableau
25 88 (16.83%) Scrum

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 47 (8.99%) Apache Spark
2 21 (4.02%) Apache
3 6 (1.15%) SharePoint
4 5 (0.96%) Oracle SOA Suite
4 5 (0.96%) SAS
5 3 (0.57%) Apache Airflow
5 3 (0.57%) ArcGIS
6 1 (0.19%) Apache Pig
Applications
1 33 (6.31%) Microsoft Excel
2 3 (0.57%) Microsoft Office
3 1 (0.19%) MS Visio
Business Applications
1 6 (1.15%) OPENHousing
2 3 (0.57%) Cognos Business Intelligence
3 2 (0.38%) Markit EDM
4 1 (0.19%) Dynamics NAV
Cloud Services
1 248 (47.42%) Power Platform
2 184 (35.18%) Azure
3 97 (18.55%) Azure Data Factory
4 34 (6.50%) AWS
5 30 (5.74%) GCP
6 6 (1.15%) Amazon EMR
6 6 (1.15%) AWS Lambda
6 6 (1.15%) Serverless
7 5 (0.96%) Amazon S3
8 4 (0.76%) Azure Machine Learning
8 4 (0.76%) Azure Stack
8 4 (0.76%) Cloud Computing
9 3 (0.57%) SaaS
10 2 (0.38%) Data Lake Analytics
10 2 (0.38%) Google Analytics
10 2 (0.38%) IaaS
10 2 (0.38%) Office 365
10 2 (0.38%) PaaS
11 1 (0.19%) Mimecast
Communications & Networking
1 13 (2.49%) Broadband
2 2 (0.38%) HTTP
2 2 (0.38%) HTTPS
Database & Business Intelligence
1 452 (86.42%) Data Warehouse
2 318 (60.80%) SQL Server Integration Services
3 293 (56.02%) SQL Server
4 292 (55.83%) SQL Server Reporting Services
5 286 (54.68%) SQL Server Analysis Services
6 248 (47.42%) Power BI
7 104 (19.89%) Data Lake
8 101 (19.31%) Azure SQL Database
8 101 (19.31%) Relational Database
9 96 (18.36%) Microsoft Analysis Services
10 67 (12.81%) Big Data
11 56 (10.71%) Enterprise Data Warehouse
11 56 (10.71%) SQL Server 2012
12 45 (8.60%) OLAP
13 42 (8.03%) Hadoop
14 41 (7.84%) SQL Server 2016
15 33 (6.31%) Oracle Database
16 24 (4.59%) Apache Hive
17 23 (4.40%) BusinessObjects
17 23 (4.40%) MongoDB
Development Applications
1 24 (4.59%) Git (software)
1 24 (4.59%) Visual Studio
2 22 (4.21%) Team Foundation Server
3 19 (3.63%) JIRA
4 14 (2.68%) ERwin
5 7 (1.34%) SQL Server Management Studio (SSMS)
6 5 (0.96%) Visual Studio Team System
7 2 (0.38%) Toad
8 1 (0.19%) Hudson
8 1 (0.19%) Subversion
General
1 136 (26.00%) Finance
2 54 (10.33%) Banking
3 14 (2.68%) Housing Association
4 11 (2.10%) Retail
5 9 (1.72%) Marketing
6 6 (1.15%) Social Housing
7 4 (0.76%) Billing
7 4 (0.76%) Manufacturing
8 2 (0.38%) Advertising
8 2 (0.38%) Automotive
8 2 (0.38%) Legal
9 1 (0.19%) Corporate Banking
9 1 (0.19%) Financial Institution
9 1 (0.19%) Investment Banking
9 1 (0.19%) Public Sector
9 1 (0.19%) Publishing
Job Titles
1 361 (69.02%) Developer
2 214 (40.92%) Business Intelligence Developer
3 121 (23.14%) SQL Developer
4 80 (15.30%) SQL BI Developer
5 57 (10.90%) Data Warehouse Developer
5 57 (10.90%) ETL Developer
6 56 (10.71%) Lead Developer
6 56 (10.71%) Senior Developer
7 55 (10.52%) Data Engineer
8 54 (10.33%) Senior Business Intelligence Developer
9 52 (9.94%) Business Intelligence Lead
10 44 (8.41%) Azure Developer
11 43 (8.22%) Database Developer
12 42 (8.03%) SSIS Developer
13 39 (7.46%) Informatica Developer
13 39 (7.46%) SQL Database Developer
14 33 (6.31%) Business Developer
14 33 (6.31%) SSRS Developer
15 31 (5.93%) Analyst
16 29 (5.54%) SQL Server Developer
Libraries, Frameworks & Software Standards
1 86 (16.44%) MDX
2 40 (7.65%) .NET
3 24 (4.59%) Kafka
4 16 (3.06%) Web Services
5 15 (2.87%) XML
6 14 (2.68%) Apache Beam
7 12 (2.29%) RESTful
8 10 (1.91%) HTML
9 8 (1.53%) ASP.NET
9 8 (1.53%) CSS
9 8 (1.53%) HTML5
9 8 (1.53%) JSON
10 7 (1.34%) Apache Flex
10 7 (1.34%) SOAP
11 6 (1.15%) .NET Framework
11 6 (1.15%) Ajax
11 6 (1.15%) Entity Framework
11 6 (1.15%) LINQ
11 6 (1.15%) WCF
11 6 (1.15%) WinForms
Miscellaneous
1 63 (12.05%) Analytical Skills
2 33 (6.31%) Data Centre
3 30 (5.74%) Data Structures
4 23 (4.40%) Greenfield Project
5 20 (3.82%) Management Information System
6 11 (2.10%) Self-Motivation
7 6 (1.15%) Credit Risk
8 3 (0.57%) Reinsurance
9 2 (0.38%) Derivative
9 2 (0.38%) Enterprise Software
9 2 (0.38%) Equities
9 2 (0.38%) Fixed Income
9 2 (0.38%) Mobile App
9 2 (0.38%) NHS
9 2 (0.38%) OTC Derivatives
9 2 (0.38%) Reference Data
9 2 (0.38%) Virtual Team
10 1 (0.19%) Blog
10 1 (0.19%) Data Protection Act
10 1 (0.19%) EPoS
Operating Systems
1 1 (0.19%) Android
1 1 (0.19%) Apple iOS
Processes & Methodologies
1 411 (78.59%) Business Intelligence
2 286 (54.68%) ETL
3 240 (45.89%) Data Modelling
4 236 (45.12%) Analytics
5 217 (41.49%) Agile Software Development
6 110 (21.03%) Inmon Methodology
7 109 (20.84%) Data Analytics
8 105 (20.08%) Problem-Solving
9 88 (16.83%) Scrum
10 77 (14.72%) DevOps
11 64 (12.24%) SDLC
12 63 (12.05%) Dimensional Modelling
13 60 (11.47%) Data Architecture
13 60 (11.47%) Visualisation
14 58 (11.09%) Data Integration
15 52 (9.94%) Kanban
16 51 (9.75%) Data Ingestion
17 45 (8.60%) Dashboard Development
18 43 (8.22%) ETL Development
19 41 (7.84%) Data Engineering
Programming Languages
1 410 (78.39%) SQL
2 147 (28.11%) T-SQL
3 123 (23.52%) Python
4 104 (19.89%) Data Analysis Expressions (DAX)
5 77 (14.72%) C#
6 73 (13.96%) PL/SQL
7 16 (3.06%) Java
8 15 (2.87%) PowerShell
8 15 (2.87%) R
8 15 (2.87%) Scala
9 13 (2.49%) VB.NET
10 12 (2.29%) VBA
11 8 (1.53%) JavaScript
11 8 (1.53%) Shell Script
12 6 (1.15%) U-SQL
13 4 (0.76%) VB
14 2 (0.38%) Bash Shell
14 2 (0.38%) C++
15 1 (0.19%) C
15 1 (0.19%) PHP
Qualifications
1 42 (8.03%) Degree
2 20 (3.82%) Computer Science Degree
3 6 (1.15%) ISEB
3 6 (1.15%) ISTQB
4 2 (0.38%) MCSE
4 2 (0.38%) Microsoft Certification
5 1 (0.19%) PMI Certification
5 1 (0.19%) PMP
Quality Assurance & Compliance
1 30 (5.74%) Data Quality
2 28 (5.35%) QA
3 6 (1.15%) GDPR
System Software
1 17 (3.25%) HDFS
2 5 (0.96%) Docker
3 1 (0.19%) Virtual Machines
Systems Management
1 11 (2.10%) SQL Sentry
2 7 (1.34%) BMC PATROL
3 2 (0.38%) Kubernetes
3 2 (0.38%) Terraform
Vendors
1 218 (41.68%) Microsoft
2 101 (19.31%) Oracle
3 90 (17.21%) Tableau
4 78 (14.91%) Databricks
5 65 (12.43%) Informatica
6 26 (4.97%) Google
7 22 (4.21%) Cognos
8 15 (2.87%) SAP
9 13 (2.49%) Netezza
10 11 (2.10%) Sybase
11 10 (1.91%) Talend
12 9 (1.72%) IBM
13 7 (1.34%) Cloudera
14 6 (1.15%) Capita
15 3 (0.57%) DataFlux
15 3 (0.57%) Salesforce.com
16 2 (0.38%) Alteryx
16 2 (0.38%) Instagram
16 2 (0.38%) Twitter
17 1 (0.19%) Intapp