Period
to 26 June 2019

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 26 June 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
6 months to
26 Jun 2019
Same period 2018 Same period 2017
Rank 157 171 185
Rank change year-on-year +14 +14 0
Permanent jobs citing Data Modelling 3,271 3,460 3,340
As % of all permanent IT jobs advertised in the UK 2.26% 1.98% 1.92%
As % of the Processes & Methodologies category 2.46% 2.16% 2.10%
Number of salaries quoted 2,526 2,573 2,641
UK median annual salary £61,500 £55,450 £55,000
Median salary % change year-on-year +10.91% +0.82% -
10th Percentile £38,500 £35,750 £36,250
90th Percentile £92,500 £85,000 £82,500
UK excluding London median annual salary £50,000 £50,000 £48,500
% change year-on-year - +3.09% +2.11%

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 132,973 160,462 159,328
As % of all permanent IT jobs advertised in the UK 92.04% 91.96% 91.76%
Number of salaries quoted 104,394 128,922 129,810
UK median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% -
10th Percentile £30,000 £29,000 £27,750
90th Percentile £86,250 £82,500 £78,750
UK excluding London median annual salary £45,000 £45,000 £42,500
% change year-on-year - +5.88% -

Data Modelling
Job Vacancy Trend

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

Job vacancy trend for Data Modelling in the UK

Data Modelling
Salary Trend

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

Salary trend for Data Modelling in the UK

Data Modelling
Salary Histogram

The salary distribution of IT jobs citing Data Modelling over the 6 months to 26 June 2019.

Salary histogram for Data Modelling in the UK

Data Modelling
Top 16 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 26 June 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 +13 3,038 £62,500 +8.70% 132
London +34 1,658 £70,000 +7.69% 69
UK excluding London +6 1,528 £50,000 - 73
South East +20 520 £60,000 +4.35% 16
North of England +2 393 £49,250 +4.79% 21
North West +32 225 £52,500 +11.11% 10
Midlands +28 194 £45,000 -10.00% 12
Yorkshire -23 151 £43,000 -9.47% 10
South West -18 145 £47,500 +5.56% 8
East of England +37 128 £47,500 -12.84% 6
West Midlands +35 120 £45,000 -10.00% 9
Scotland -16 119 £52,000 +15.56% 9
East Midlands +30 72 £48,867 -2.27% 3
Wales +5 22 £51,250 +68.03% 1
North East +18 17 £65,000 +65.08% 1
Northern Ireland -29 13 £47,500 +46.15%

For the 6 months to 26 June 2019, 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 1,721 (52.61%) SQL
2 1,267 (38.73%) Business Intelligence
3 1,184 (36.20%) Agile Software Development
4 1,094 (33.45%) Data Warehouse
5 996 (30.45%) Analytics
6 953 (29.13%) SQL Server
7 890 (27.21%) ETL
8 785 (24.00%) Finance
9 752 (22.99%) Python
10 695 (21.25%) Microsoft
11 652 (19.93%) Power Platform
12 645 (19.72%) Power BI
13 642 (19.63%) Big Data
14 628 (19.20%) Microsoft Azure
15 614 (18.77%) Analytical Skills
16 549 (16.78%) Java
17 516 (15.77%) SQL Server Integration Services
18 492 (15.04%) Amazon AWS
19 486 (14.86%) Degree
20 482 (14.74%) Oracle
21 465 (14.22%) Hadoop
22 432 (13.21%) Data Analysis
23 423 (12.93%) Visualisation
24 412 (12.60%) Tableau
25 405 (12.38%) Data Management
26 403 (12.32%) SQL Server Analysis Services
27 401 (12.26%) Problem-Solving
28 397 (12.14%) Data Architecture
29 384 (11.74%) Data Quality
30 381 (11.65%) SQL Server Reporting Services

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
1 357 (10.91%) Apache Spark
2 117 (3.58%) Apache
3 79 (2.42%) SAS
4 74 (2.26%) Confluence
5 64 (1.96%) SharePoint
6 58 (1.77%) Apache Pig
7 49 (1.50%) Oracle SOA Suite
8 40 (1.22%) WebSphere
9 37 (1.13%) Oracle Workflow
10 26 (0.79%) Apache Solr
11 25 (0.76%) Elasticsearch
12 15 (0.46%) BizTalk Server
12 15 (0.46%) Tomcat
13 12 (0.37%) Jupyter
14 11 (0.34%) IIS
14 11 (0.34%) WebLogic
15 10 (0.31%) Adobe Experience Manager
16 9 (0.28%) Apache Airflow
16 9 (0.28%) CMS
16 9 (0.28%) IPython
Applications
1 236 (7.21%) Microsoft Excel
2 89 (2.72%) Microsoft Office
3 79 (2.42%) MS Visio
4 48 (1.47%) Microsoft PowerPoint
5 29 (0.89%) Microsoft Project
6 25 (0.76%) Spreadsheet
7 19 (0.58%) SPSS
8 7 (0.21%) Chatbot
8 7 (0.21%) Photoshop
9 3 (0.092%) GNU Octave
9 3 (0.092%) Maya
10 2 (0.061%) InfoPath
11 1 (0.031%) Open Workbench
11 1 (0.031%) Weka
Business Applications
1 40 (1.22%) SAP S/4HANA
2 39 (1.19%) Oracle EBS
3 33 (1.01%) Oracle EBS R12
4 31 (0.95%) SAP BPC
5 25 (0.76%) Dynamics CRM
6 21 (0.64%) Oracle Applications
7 20 (0.61%) Oracle ERP
8 18 (0.55%) SAP ERP
9 15 (0.46%) Oracle BPM
10 9 (0.28%) Cognos Business Intelligence
10 9 (0.28%) NetSuite
11 8 (0.24%) Fredhopper
11 8 (0.24%) Magento
11 8 (0.24%) SAP Hybris
12 7 (0.21%) Dynamics AX
13 6 (0.18%) Adobe Campaign
13 6 (0.18%) Cognos TM1
13 6 (0.18%) SAP IS-U
14 5 (0.15%) IntelliMatch
14 5 (0.15%) SAP FI/CO
Cloud Services
1 652 (19.93%) Power Platform
2 628 (19.20%) Microsoft Azure
3 492 (15.04%) Amazon AWS
4 200 (6.11%) Google Cloud Platform
5 158 (4.83%) Azure Data Factory
6 87 (2.66%) Serverless
7 84 (2.57%) SaaS
8 71 (2.17%) PaaS
9 65 (1.99%) Cloud Computing
10 55 (1.68%) Amazon S3
11 42 (1.28%) PowerApps
12 39 (1.19%) Amazon EMR
13 31 (0.95%) AWS Lambda
14 30 (0.92%) IaaS
15 26 (0.79%) Google Analytics
16 23 (0.70%) Amazon ECS
17 22 (0.67%) Azure Functions
17 22 (0.67%) Office 365
18 19 (0.58%) Amazon EC2
19 18 (0.55%) Cortana Intelligence Suite
Communications & Networking
1 65 (1.99%) Broadband
2 29 (0.89%) Internet
3 14 (0.43%) Ethernet
4 10 (0.31%) Firewall
5 8 (0.24%) LLU
6 7 (0.21%) WAN
7 5 (0.15%) Software-Defined Networking
8 4 (0.12%) LAN
9 3 (0.092%) Intranet
9 3 (0.092%) MQTT
9 3 (0.092%) Radio Access Network
10 2 (0.061%) 4G
10 2 (0.061%) Bluetooth
10 2 (0.061%) FTP
10 2 (0.061%) HTTP
10 2 (0.061%) SAN
10 2 (0.061%) SMPP
10 2 (0.061%) SMS
10 2 (0.061%) SSL
10 2 (0.061%) Wi-Fi
Database & Business Intelligence
1 1,094 (33.45%) Data Warehouse
2 953 (29.13%) SQL Server
3 645 (19.72%) Power BI
4 642 (19.63%) Big Data
5 516 (15.77%) SQL Server Integration Services
6 465 (14.22%) Hadoop
7 403 (12.32%) SQL Server Analysis Services
8 381 (11.65%) SQL Server Reporting Services
9 350 (10.70%) NoSQL
10 280 (8.56%) Relational Database
11 231 (7.06%) Data Lake
12 193 (5.90%) QlikView
13 154 (4.71%) Apache Hive
14 145 (4.43%) Azure SQL Database
15 127 (3.88%) Apache Cassandra
16 124 (3.79%) BusinessObjects
17 123 (3.76%) Microsoft Analysis Services
18 116 (3.55%) MongoDB
19 97 (2.97%) PostgreSQL
20 95 (2.90%) RDBMS
Development Applications
1 161 (4.92%) Git (software)
2 155 (4.74%) JIRA
3 103 (3.15%) Jenkins
4 64 (1.96%) Team Foundation Server
5 63 (1.93%) Maven
6 44 (1.35%) ERwin
7 39 (1.19%) Visual Studio
8 35 (1.07%) Subversion
9 34 (1.04%) Selenium
10 32 (0.98%) Oracle Forms
11 25 (0.76%) Visual Studio Team System
12 24 (0.73%) SQL Server Management Studio (SSMS)
13 21 (0.64%) Bitbucket
13 21 (0.64%) ER Studio
13 21 (0.64%) JUnit
14 20 (0.61%) Gradle
15 18 (0.55%) Atlassian Bamboo
16 17 (0.52%) PowerDesigner
17 16 (0.49%) Toad
18 15 (0.46%) Eclipse
General
1 785 (24.00%) Finance
2 292 (8.93%) Banking
3 199 (6.08%) Retail
4 135 (4.13%) Marketing
5 94 (2.87%) Law
6 64 (1.96%) Telecoms
7 57 (1.74%) Legal
8 48 (1.47%) Advertising
9 47 (1.44%) Games
10 42 (1.28%) Billing
11 41 (1.25%) Manufacturing
12 39 (1.19%) Investment Banking
13 31 (0.95%) Front Office
14 29 (0.89%) Automotive
15 27 (0.83%) Pharmaceutical
16 22 (0.67%) Financial Institution
17 21 (0.64%) Back Office
18 12 (0.37%) Retail Banking
19 11 (0.34%) Electronics
19 11 (0.34%) Publishing
Job Titles
1 964 (29.47%) Developer
2 599 (18.31%) Analyst
3 584 (17.85%) Architect
4 406 (12.41%) Business Intelligence Developer
5 338 (10.33%) Data Architect
6 313 (9.57%) Data Engineer
7 247 (7.55%) Business Analyst
8 221 (6.76%) SQL Developer
9 211 (6.45%) Data Analyst
10 195 (5.96%) Senior Developer
11 138 (4.22%) Consultant
12 133 (4.07%) Solutions Architect
13 105 (3.21%) Data Scientist
14 101 (3.09%) SQL BI Developer
15 98 (3.00%) Java Developer
16 88 (2.69%) Big Data Engineer
16 88 (2.69%) Business Intelligence Analyst
17 80 (2.45%) DBA
18 79 (2.42%) Business Developer
19 78 (2.38%) Lead Developer
Libraries, Frameworks & Software Standards
1 201 (6.14%) .NET
2 184 (5.63%) Kafka
3 152 (4.65%) Web Services
4 145 (4.43%) XML
5 109 (3.33%) AngularJS
6 107 (3.27%) REST
7 104 (3.18%) RESTful
8 94 (2.87%) HTML
8 94 (2.87%) MDX
9 82 (2.51%) CSS
10 75 (2.29%) Spring
11 73 (2.23%) JSON
12 65 (1.99%) SOAP
13 56 (1.71%) ASP.NET
14 54 (1.65%) .NET Framework
14 54 (1.65%) Node.js
15 52 (1.59%) Middleware
15 52 (1.59%) React
16 51 (1.56%) Apache NiFi
17 46 (1.41%) scikit-learn
Miscellaneous
1 614 (18.77%) Analytical Skills
2 213 (6.51%) Data Structures
3 130 (3.97%) Algorithms
4 129 (3.94%) Management Information System
5 117 (3.58%) User Experience
6 97 (2.97%) Self-Motivation
7 80 (2.45%) Greenfield Project
8 66 (2.02%) Enterprise Software
9 55 (1.68%) Robotics
10 43 (1.31%) Reinsurance
11 37 (1.13%) Replication
12 36 (1.10%) Reference Data
13 34 (1.04%) Linux Command Line
14 30 (0.92%) Credit Risk
15 29 (0.89%) Taxonomies
16 27 (0.83%) Clustering
17 25 (0.76%) Fixed Income
17 25 (0.76%) Mobile App
17 25 (0.76%) Virtual Team
18 24 (0.73%) Hedge funds
Operating Systems
1 197 (6.02%) Linux
2 168 (5.14%) Unix
3 125 (3.82%) Windows
4 37 (1.13%) Windows Server
5 31 (0.95%) Android
6 29 (0.89%) Apple iOS
7 9 (0.28%) Solaris
8 6 (0.18%) Windows Server 2012
9 5 (0.15%) FreeBSD
9 5 (0.15%) Windows Server 2008
10 4 (0.12%) Mac OS X
11 3 (0.092%) Oracle Linux
12 2 (0.061%) AIX
12 2 (0.061%) Red Hat Enterprise Linux
12 2 (0.061%) VME
12 2 (0.061%) Windows 10
13 1 (0.031%) Windows 2000
Processes & Methodologies
1 1,267 (38.73%) Business Intelligence
2 1,184 (36.20%) Agile Software Development
3 996 (30.45%) Analytics
4 890 (27.21%) ETL
5 432 (13.21%) Data Analysis
6 423 (12.93%) Visualisation
7 405 (12.38%) Data Management
8 401 (12.26%) Problem-Solving
9 397 (12.14%) Data Architecture
10 364 (11.13%) Data Science
11 336 (10.27%) Machine Learning
12 317 (9.69%) DevOps
13 313 (9.57%) Scrum
14 307 (9.39%) Data Integration
15 291 (8.90%) Data Analytics
16 277 (8.47%) Computer Science
17 275 (8.41%) SDLC
18 256 (7.83%) Software Engineering
19 252 (7.70%) Migration
20 237 (7.25%) Business Analysis
Programming Languages
1 1,721 (52.61%) SQL
2 752 (22.99%) Python
3 549 (16.78%) Java
4 328 (10.03%) C#
5 277 (8.47%) T-SQL
6 206 (6.30%) R
7 199 (6.08%) Scala
8 185 (5.66%) JavaScript
9 179 (5.47%) PL/SQL
10 156 (4.77%) Data Analysis Expressions (DAX)
11 92 (2.81%) C++
12 71 (2.17%) PowerShell
13 67 (2.05%) VBA
14 46 (1.41%) Shell Script
15 45 (1.38%) Perl
16 40 (1.22%) C
17 33 (1.01%) PHP
18 32 (0.98%) Bash Shell
18 32 (0.98%) VB
19 28 (0.86%) VB.NET
Qualifications
1 486 (14.86%) Degree
2 126 (3.85%) Computer Science Degree
3 93 (2.84%) Security Cleared
4 43 (1.31%) Master's Degree
5 42 (1.28%) SC Cleared
6 41 (1.25%) ISEB
7 33 (1.01%) Microsoft Certification
8 28 (0.86%) ISTQB
9 23 (0.70%) PhD
10 18 (0.55%) TOGAF Certification
11 17 (0.52%) IIBA
12 15 (0.46%) AWS Certification
13 14 (0.43%) MCSA
14 13 (0.40%) Numerate Degree
15 12 (0.37%) ISTQB Foundation Certification
16 11 (0.34%) PMI Certification
17 10 (0.31%) CISSP
18 8 (0.24%) ITIL Certification
18 8 (0.24%) MCSE
19 7 (0.21%) Postgraduate
Quality Assurance & Compliance
1 384 (11.74%) Data Quality
2 165 (5.04%) QA
3 87 (2.66%) GDPR
4 18 (0.55%) SLA
5 16 (0.49%) COBIT
6 14 (0.43%) ISO 20022
7 13 (0.40%) Solvency II
8 11 (0.34%) Actionable Recommendations
9 7 (0.21%) PCI DSS
10 6 (0.18%) HIPAA
11 5 (0.15%) PMO
11 5 (0.15%) SEPA
11 5 (0.15%) TARGET2
12 4 (0.12%) ISO/IEC 27001
13 3 (0.092%) IFRS
13 3 (0.092%) ISO/IEC 20000
13 3 (0.092%) MiFID
14 2 (0.061%) ISO 9001
15 1 (0.031%) SNOMED CT
15 1 (0.031%) TickIT
System Software
1 92 (2.81%) Docker
2 65 (1.99%) Apache ZooKeeper
3 36 (1.10%) HDFS
4 31 (0.95%) Active Directory
5 25 (0.76%) Apache Flume
6 14 (0.43%) VMware Infrastructure
7 10 (0.31%) Hyper-V
8 6 (0.18%) Virtual Machines
9 3 (0.092%) VirtualBox
10 2 (0.061%) Firmware
10 2 (0.061%) Oracle RAC
10 2 (0.061%) Tivoli Workload Scheduler
11 1 (0.031%) ACF2
11 1 (0.031%) GridGain
11 1 (0.031%) zsh
Systems Management
1 58 (1.77%) Kubernetes
2 52 (1.59%) Ambari
3 47 (1.44%) Oozie
4 36 (1.10%) Terraform
5 24 (0.73%) CA Service Virtualization
5 24 (0.73%) Puppet
6 22 (0.67%) Opscode Chef
7 21 (0.64%) Ansible
8 15 (0.46%) HP Quality Center
9 14 (0.43%) Hadoop YARN
10 10 (0.31%) Oracle RMAN
11 9 (0.28%) SQL Sentry
12 7 (0.21%) Kibana
12 7 (0.21%) Nagios
13 6 (0.18%) AirWatch
13 6 (0.18%) Netcool
13 6 (0.18%) Single Sign-On
14 5 (0.15%) Control-M
14 5 (0.15%) Microsoft Intune
15 4 (0.12%) SCCM
Vendors
1 695 (21.25%) Microsoft
2 482 (14.74%) Oracle
3 412 (12.60%) Tableau
4 248 (7.58%) SAP
5 214 (6.54%) Informatica
6 145 (4.43%) Google
7 116 (3.55%) IBM
8 112 (3.42%) Databricks
9 90 (2.75%) Salesforce.com
10 73 (2.23%) Teradata
11 66 (2.02%) Talend
12 64 (1.96%) Cloudera
13 54 (1.65%) Cognos
14 44 (1.35%) Pega
15 43 (1.31%) MicroStrategy
16 42 (1.28%) Splunk
17 38 (1.16%) TIBCO
18 37 (1.13%) Hortonworks
18 37 (1.13%) Netezza
19 34 (1.04%) MuleSoft