Period
to 3 July 2020

The following table provides summary statistics for permanent job vacancies with a requirement for Data Modelling skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Modelling over the 6 months to 3 July 2020 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
6 months to
3 Jul 2020
Same period 2019 Same period 2018
Rank 129 159 177
Rank change year-on-year +30 +18 +7
Permanent jobs citing Data Modelling 1,997 3,322 3,526
As % of all permanent jobs advertised in the UK 2.52% 2.27% 1.99%
As % of the Processes & Methodologies category 2.73% 2.46% 2.16%
Number of salaries quoted 1,699 2,660 2,710
Median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £38,750 £38,250 £35,000
90th Percentile £87,500 £91,250 £85,000
UK excluding London median annual salary £54,200 £50,000 £50,000
% change year-on-year +8.40% - -

Data Modelling 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 73,035 135,165 163,311
As % of all permanent IT jobs advertised in the UK 92.24% 92.22% 92.19%
Number of salaries quoted 58,160 106,325 131,241
Median annual salary £55,000 £52,500 £50,000
Median salary % change year-on-year +4.76% +5.00% +3.09%
10th Percentile £31,750 £30,000 £29,000
90th Percentile £90,000 £86,250 £82,500
UK excluding London median annual salary £47,500 £45,000 £45,000
% change year-on-year +5.56% - +5.88%

Data Modelling
Job Vacancy Trend

Job postings citing Data Modelling as a proportion of all IT jobs advertised.

Job vacancy trend for Data Modelling in the UK

Data Modelling
Salary Trend

3-month moving average salary quoted in jobs citing Data Modelling.

Salary trend for Data Modelling in the UK

Data Modelling
Salary Histogram

Salary distribution for jobs citing Data Modelling over the 6 months to 3 July 2020.

Salary histogram for Data Modelling in the UK

Data Modelling
Top 17 Job Locations

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Modelling within the UK over the 6 months to 3 July 2020. 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 +34 1,870 £60,000 -4.00% 123
London +8 1,035 £67,500 -3.57% 52
UK excluding London +31 896 £54,200 +8.40% 83
South East +35 315 £60,000 - 23
North of England +12 195 £50,000 +3.09% 18
Work from Home +72 154 £57,500 +4.55% 18
Midlands +64 135 £51,000 +13.33% 12
North West +18 109 £50,000 -2.93% 11
South West +44 95 £46,000 -3.16% 13
West Midlands +55 89 £52,500 +16.67% 3
East of England +46 82 £66,250 +39.47% 5
Yorkshire +41 67 £45,000 +4.65% 2
Scotland +22 45 £45,000 -11.28% 4
East Midlands +41 44 £50,000 +2.32% 9
Wales +18 27 £47,500 +1.06% 7
North East +26 19 £41,000 -36.92% 5
Northern Ireland +12 2 £35,000 -26.32% 1

For the 6 months to 3 July 2020, IT jobs citing Data Modelling 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 Data Modelling.

1 1,047 (52.43%) SQL
2 786 (39.36%) Business Intelligence
3 760 (38.06%) Agile Software Development
4 640 (32.05%) Finance
5 621 (31.10%) Data Warehouse
6 579 (28.99%) ETL
7 550 (27.54%) SQL Server
8 534 (26.74%) Analytics
9 480 (24.04%) Power Platform
10 479 (23.99%) Power BI
11 466 (23.34%) Azure
12 462 (23.13%) Python
13 419 (20.98%) Microsoft
14 376 (18.83%) SQL Server Integration Services
15 370 (18.53%) Analytical Skills
16 337 (16.88%) AWS
17 301 (15.07%) Big Data
18 298 (14.92%) Visualisation
19 296 (14.82%) Java
20 280 (14.02%) Data Analysis
21 272 (13.62%) SQL Server Reporting Services
22 261 (13.07%) Data Architecture
23 244 (12.22%) Tableau
24 239 (11.97%) Oracle
25 228 (11.42%) Data Science
26 226 (11.32%) Data Lake
27 218 (10.92%) SQL Server Analysis Services
28 211 (10.57%) Problem-Solving
29 205 (10.27%) Degree
29 205 (10.27%) Data Quality

Data Modelling
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
1 159 (7.96%) Apache Spark
2 56 (2.80%) SAS
3 41 (2.05%) Apache
4 39 (1.95%) CMS
5 35 (1.75%) Confluence
6 23 (1.15%) Apache Airflow
6 23 (1.15%) Elasticsearch
7 20 (1.00%) SharePoint
8 14 (0.70%) EPiServer
9 12 (0.60%) Oracle SOA Suite
10 10 (0.50%) Luigi
10 10 (0.50%) Tomcat
11 9 (0.45%) Mule
12 8 (0.40%) Jupyter
12 8 (0.40%) Oracle Coherence
13 7 (0.35%) Red Hat Fuse
14 6 (0.30%) Oracle Spatial
15 5 (0.25%) IIS
15 5 (0.25%) NServiceBus
16 4 (0.20%) nginx
Applications
1 121 (6.06%) Microsoft Excel
2 55 (2.75%) Microsoft Office
3 27 (1.35%) SPSS
4 22 (1.10%) MS Visio
5 19 (0.95%) Microsoft PowerPoint
6 5 (0.25%) Microsoft Project
6 5 (0.25%) Spreadsheet
7 2 (0.10%) Adobe Illustrator
7 2 (0.10%) Photoshop
7 2 (0.10%) S-PLUS
Business Applications
1 32 (1.60%) Distributed Ledger
2 29 (1.45%) R3 Corda
3 24 (1.20%) NetSuite
4 20 (1.00%) Dynamics CRM
5 9 (0.45%) SAP MDG
5 9 (0.45%) Sparx Enterprise Architect
6 7 (0.35%) Dynamics NAV
6 7 (0.35%) SAP BPC
6 7 (0.35%) SAP S/4HANA
7 6 (0.30%) Dynamics AX
7 6 (0.30%) Dynamics GP
7 6 (0.30%) Markit EDM
7 6 (0.30%) Oracle EBS
8 4 (0.20%) Eikon
8 4 (0.20%) FastStats
8 4 (0.20%) Oracle General Ledger
8 4 (0.20%) Oracle Internet Expenses
8 4 (0.20%) Oracle iProcurement
9 3 (0.15%) Oracle Procure-to-Pay
9 3 (0.15%) SAP IS-U
Cloud Services
1 480 (24.04%) Power Platform
2 466 (23.34%) Azure
3 337 (16.88%) AWS
4 119 (5.96%) GCP
5 105 (5.26%) Azure Data Factory
6 75 (3.76%) SaaS
7 47 (2.35%) Amazon S3
8 44 (2.20%) Serverless
9 35 (1.75%) Amazon EMR
10 27 (1.35%) Cloud Computing
10 27 (1.35%) Dynamics 365
11 26 (1.30%) Amazon Kinesis
12 25 (1.25%) Amazon EC2
12 25 (1.25%) Office 365
13 23 (1.15%) Azure Machine Learning
14 21 (1.05%) AWS Lambda
15 20 (1.00%) Salesforce Sales Cloud
16 14 (0.70%) Oracle Service Cloud
17 13 (0.65%) GitHub
17 13 (0.65%) PowerApps
Communications & Networking
1 13 (0.65%) HTTP
2 11 (0.55%) Internet
3 5 (0.25%) Intranet
4 3 (0.15%) Extranet
5 2 (0.10%) Software-Defined Networking
5 2 (0.10%) Wi-Fi
6 1 (0.050%) 4G
6 1 (0.050%) 5G
6 1 (0.050%) ADSL
6 1 (0.050%) Firewall
6 1 (0.050%) IPv4
6 1 (0.050%) IPv6
6 1 (0.050%) Kerberos
6 1 (0.050%) Multicast
6 1 (0.050%) PPP
6 1 (0.050%) PSTN
6 1 (0.050%) UPnP
6 1 (0.050%) VDSL
6 1 (0.050%) WAN
Database & Business Intelligence
1 621 (31.10%) Data Warehouse
2 550 (27.54%) SQL Server
3 479 (23.99%) Power BI
4 376 (18.83%) SQL Server Integration Services
5 301 (15.07%) Big Data
6 272 (13.62%) SQL Server Reporting Services
7 226 (11.32%) Data Lake
8 218 (10.92%) SQL Server Analysis Services
9 165 (8.26%) Snowflake Schema
10 164 (8.21%) Relational Database
11 162 (8.11%) Hadoop
12 161 (8.06%) NoSQL
13 115 (5.76%) Amazon Redshift
14 112 (5.61%) Azure SQL Database
15 82 (4.11%) Azure SQL Data Warehouse
16 79 (3.96%) OLTP
17 76 (3.81%) OLAP
18 70 (3.51%) BusinessObjects
19 69 (3.46%) QlikView
20 68 (3.41%) RDBMS
Development Applications
1 82 (4.11%) JIRA
2 80 (4.01%) Git (software)
3 58 (2.90%) ERwin
4 38 (1.90%) Visual Studio
5 26 (1.30%) SQL Server Management Studio (SSMS)
6 24 (1.20%) Jenkins
7 23 (1.15%) Team Foundation Server
8 21 (1.05%) JUnit
8 21 (1.05%) PowerDesigner
9 16 (0.80%) Visual Studio Team System
10 15 (0.75%) IntelliJ
10 15 (0.75%) Selenium
11 14 (0.70%) Bitbucket
12 13 (0.65%) ER Studio
12 13 (0.65%) LSMW
13 12 (0.60%) Octopus Deploy
14 11 (0.55%) Maven
14 11 (0.55%) Mockito
15 10 (0.50%) Oracle Forms
16 9 (0.45%) Toad
General
1 640 (32.05%) Finance
2 138 (6.91%) Marketing
3 73 (3.66%) Retail
4 72 (3.61%) Banking
5 41 (2.05%) Telecoms
6 29 (1.45%) Public Sector
7 27 (1.35%) Legal
8 25 (1.25%) Advertising
8 25 (1.25%) Law
9 21 (1.05%) Manufacturing
10 20 (1.00%) Financial Institution
11 19 (0.95%) Pharmaceutical
12 14 (0.70%) Back Office
13 13 (0.65%) Games
14 12 (0.60%) Front Office
15 11 (0.55%) Investment Banking
15 11 (0.55%) Publishing
16 8 (0.40%) Aerospace
17 6 (0.30%) Local Government
17 6 (0.30%) Military
Job Titles
1 579 (28.99%) Developer
2 430 (21.53%) Analyst
3 324 (16.22%) Architect
4 221 (11.07%) Data Engineer
5 211 (10.57%) Data Architect
6 197 (9.86%) Business Intelligence Developer
7 147 (7.36%) Business Analyst
8 145 (7.26%) Data Analyst
9 124 (6.21%) SQL Developer
10 116 (5.81%) Consultant
11 93 (4.66%) Data Warehouse Developer
12 84 (4.21%) Senior Developer
13 74 (3.71%) Business Intelligence Analyst
13 74 (3.71%) SQL BI Developer
13 74 (3.71%) SSIS Developer
14 56 (2.80%) Senior Analyst
14 56 (2.80%) Solutions Architect
15 54 (2.70%) Java Developer
16 53 (2.65%) Power BI Developer
17 52 (2.60%) SSRS Developer
Libraries, Frameworks & Software Standards
1 160 (8.01%) .NET
2 150 (7.51%) Web Services
3 133 (6.66%) XML
4 104 (5.21%) Kafka
5 103 (5.16%) HTML
6 94 (4.71%) REST
7 83 (4.16%) CSS
8 81 (4.06%) SOAP
9 79 (3.96%) JSON
10 59 (2.95%) MDX
11 50 (2.50%) AngularJS
12 42 (2.10%) ASP.NET
13 39 (1.95%) React
14 36 (1.80%) HTML5
15 33 (1.65%) J2EE
15 33 (1.65%) Spring
16 30 (1.50%) Node.js
17 29 (1.45%) OAuth
18 28 (1.40%) RESTful
19 27 (1.35%) Spring Boot
Miscellaneous
1 370 (18.53%) Analytical Skills
2 152 (7.61%) Data Structures
3 134 (6.71%) Management Information System
4 69 (3.46%) Self-Motivation
5 56 (2.80%) Greenfield Project
6 54 (2.70%) Algorithms
7 52 (2.60%) Reference Data
7 52 (2.60%) Reinsurance
8 50 (2.50%) Enterprise Software
9 47 (2.35%) User Experience
10 21 (1.05%) Cloud Native
10 21 (1.05%) Marketing Technology
11 18 (0.90%) Analytical Mindset
12 17 (0.85%) Foreign Exchange (FX)
12 17 (0.85%) N-Tier
13 15 (0.75%) Equities
14 13 (0.65%) Hedge funds
15 12 (0.60%) Derivative
15 12 (0.60%) Linux Command Line
16 11 (0.55%) Public Cloud
Operating Systems
1 95 (4.76%) Linux
2 75 (3.76%) Unix
3 19 (0.95%) Windows
4 7 (0.35%) HPUX
4 7 (0.35%) Ubuntu
5 5 (0.25%) AIX
6 4 (0.20%) Windows Server
7 3 (0.15%) Red Hat Enterprise Linux
8 1 (0.050%) Android
8 1 (0.050%) Apple iOS
8 1 (0.050%) CentOS
8 1 (0.050%) Windows 10
Processes & Methodologies
1 786 (39.36%) Business Intelligence
2 760 (38.06%) Agile Software Development
3 579 (28.99%) ETL
4 534 (26.74%) Analytics
5 298 (14.92%) Visualisation
6 280 (14.02%) Data Analysis
7 261 (13.07%) Data Architecture
8 228 (11.42%) Data Science
9 211 (10.57%) Problem-Solving
10 201 (10.07%) Data Management
11 194 (9.71%) Data Governance
12 191 (9.56%) DevOps
13 190 (9.51%) Machine Learning
14 186 (9.31%) Stakeholder Management
15 181 (9.06%) Data Engineering
16 176 (8.81%) Data Visualisation
17 175 (8.76%) Scrum
18 165 (8.26%) Data Integration
19 156 (7.81%) Data Analytics
20 155 (7.76%) Logical Data Model
Programming Languages
1 1,047 (52.43%) SQL
2 462 (23.13%) Python
3 296 (14.82%) Java
4 192 (9.61%) C#
5 170 (8.51%) T-SQL
6 153 (7.66%) R
7 142 (7.11%) JavaScript
8 106 (5.31%) Scala
9 78 (3.91%) Data Analysis Expressions (DAX)
10 56 (2.80%) PL/SQL
11 46 (2.30%) PowerShell
12 38 (1.90%) Shell Script
13 36 (1.80%) C++
14 32 (1.60%) Kotlin
15 28 (1.40%) C
16 26 (1.30%) Java 8
17 24 (1.20%) Apex Code
17 24 (1.20%) VB.NET
18 23 (1.15%) VB
19 21 (1.05%) MATLAB
Qualifications
1 205 (10.27%) Degree
2 76 (3.81%) Security Cleared
3 58 (2.90%) SC Cleared
4 50 (2.50%) Computer Science Degree
5 29 (1.45%) Master's Degree
6 22 (1.10%) Microsoft Certification
7 19 (0.95%) AWS Certification
8 15 (0.75%) DV Cleared
9 11 (0.55%) PhD
10 10 (0.50%) Postgraduate
10 10 (0.50%) TOGAF Certification
11 7 (0.35%) IIBA
11 7 (0.35%) MBA
12 5 (0.25%) CBAP
12 5 (0.25%) ISEB
12 5 (0.25%) ITIL Certification
13 4 (0.20%) MBCS
13 4 (0.20%) Numerate Degree
14 3 (0.15%) CIMA
14 3 (0.15%) DBS Check
Quality Assurance & Compliance
1 205 (10.27%) Data Quality
2 84 (4.21%) QA
3 61 (3.05%) GDPR
4 36 (1.80%) SLA
5 10 (0.50%) Actionable Recommendations
6 8 (0.40%) NIST
6 8 (0.40%) Solvency II
7 7 (0.35%) Government Security Classifications
7 7 (0.35%) NCSC
7 7 (0.35%) PMO
8 4 (0.20%) ISO/IEC 27001
9 3 (0.15%) MiFID
10 1 (0.050%) Basel III
10 1 (0.050%) COBIT
10 1 (0.050%) ISO 20022
System Software
1 64 (3.20%) Docker
2 14 (0.70%) Apache ZooKeeper
3 11 (0.55%) Apache Flume
4 10 (0.50%) HDFS
5 9 (0.45%) Active Directory
6 7 (0.35%) Virtual Machines
7 6 (0.30%) vSphere
8 5 (0.25%) VMware ESXi
8 5 (0.25%) VMware Infrastructure
9 4 (0.20%) Microsoft App-V
9 4 (0.20%) Varnish
9 4 (0.20%) Xen
10 1 (0.050%) NDS
10 1 (0.050%) Virtual Servers
Systems Management
1 54 (2.70%) Kubernetes
2 24 (1.20%) Terraform
3 12 (0.60%) Oozie
4 11 (0.55%) Marathon
4 11 (0.55%) Mesos
5 10 (0.50%) Ansible
5 10 (0.50%) Hadoop YARN
5 10 (0.50%) Opscode Chef
5 10 (0.50%) Puppet
6 7 (0.35%) ZABBIX
7 6 (0.30%) vCenter Server
8 5 (0.25%) CA Single Sign-On
8 5 (0.25%) Salt
8 5 (0.25%) SCCM
9 4 (0.20%) Ambari
9 4 (0.20%) Control-M
9 4 (0.20%) IBM BigFix
10 3 (0.15%) Argo
10 3 (0.15%) Grafana
10 3 (0.15%) NetIQ Identity Manager
Vendors
1 419 (20.98%) Microsoft
2 244 (12.22%) Tableau
3 239 (11.97%) Oracle
4 93 (4.66%) Informatica
5 81 (4.06%) Databricks
6 80 (4.01%) SAP
7 76 (3.81%) Salesforce.com
8 65 (3.25%) Google
9 57 (2.85%) Talend
10 46 (2.30%) Cognos
11 34 (1.70%) IBM
12 30 (1.50%) Teradata
13 24 (1.20%) Hortonworks
14 22 (1.10%) MicroStrategy
14 22 (1.10%) Pardot
15 21 (1.05%) Alteryx
16 19 (0.95%) Guidewire
17 17 (0.85%) Netezza
17 17 (0.85%) ServiceNow
17 17 (0.85%) TIBCO