Period
to 17 February 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 17 February 2019 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
6 months to
17 Feb 2019
Same period 2018 Same period 2017
Rank 165 178 202
Rank change year-on-year +13 +24 -40
Permanent jobs citing Data Modelling 3,170 3,494 3,123
As % of all permanent IT jobs advertised in the UK 2.12% 1.99% 1.78%
As % of the Processes & Methodologies category 2.31% 2.17% 1.95%
Number of salaries quoted 2,371 2,531 2,537
UK median annual salary £60,000 £55,000 £55,000
Median salary % change year-on-year +9.09% - -
10th Percentile £37,500 £36,250 £35,000
90th Percentile £90,000 £87,500 £82,500
UK excluding London median annual salary £53,500 £50,000 £47,500
% change year-on-year +7.00% +5.26% -

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 137,171 160,827 160,381
As % of all permanent IT jobs advertised in the UK 91.74% 91.83% 91.31%
Number of salaries quoted 108,142 130,549 132,251
UK median annual salary £52,500 £50,000 £47,500
Median salary % change year-on-year +5.00% +5.26% -
10th Percentile £30,000 £28,750 £27,750
90th Percentile £85,000 £80,000 £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 17 February 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 17 February 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 2,940 £60,000 +9.09% 479
UK excluding London +13 1,575 £53,500 +7.00% 287
London +11 1,560 £67,500 +3.85% 226
South East +47 554 £58,000 +10.48% 71
North of England +35 401 £50,750 +3.31% 75
North West +66 209 £56,227 +15.93% 38
Midlands +24 173 £51,785 +9.02% 36
Yorkshire +7 172 £47,500 -5.00% 32
Scotland +32 152 £47,500 -5.00% 25
East of England 0 127 £54,750 +4.29% 37
South West -37 126 £47,500 +14.11% 35
West Midlands +14 116 £51,785 +3.57% 25
East Midlands +32 57 £50,000 +17.65% 11
Wales +7 26 £42,197 +1.68% 4
Northern Ireland -5 24 £41,500 +18.57% 5
North East +28 20 £47,638 +3.00% 5

For the 6 months to 17 February 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 1,634 (51.55%) SQL
2 1,258 (39.68%) Agile Software Development
3 1,168 (36.85%) Business Intelligence
4 988 (31.17%) Data Warehouse
5 948 (29.91%) ETL
6 938 (29.59%) Analytics
7 844 (26.62%) Finance
8 831 (26.21%) SQL Server
9 769 (24.26%) Python
10 740 (23.34%) Big Data
11 684 (21.58%) Microsoft
12 637 (20.09%) Microsoft Azure
13 635 (20.03%) Degree
14 592 (18.68%) Analytical Skills
15 554 (17.48%) Java
16 553 (17.44%) Hadoop
17 492 (15.52%) Oracle
18 485 (15.30%) Apache Spark
19 473 (14.92%) SQL Server Integration Services
20 467 (14.73%) Power BI
21 465 (14.67%) Amazon AWS
22 456 (14.38%) Tableau
23 447 (14.10%) Data Analysis
24 439 (13.85%) Data Architecture
25 435 (13.72%) Visualisation
26 424 (13.38%) Data Management
27 395 (12.46%) NoSQL
28 394 (12.43%) Data Science
29 386 (12.18%) Data Quality
30 385 (12.15%) Problem-Solving

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
1 485 (15.30%) Apache Spark
2 171 (5.39%) Apache
3 142 (4.48%) SAS
4 73 (2.30%) Confluence
5 65 (2.05%) Apache Pig
6 53 (1.67%) SharePoint
7 49 (1.55%) Elasticsearch
8 39 (1.23%) WebLogic
9 28 (0.88%) Tomcat
10 24 (0.76%) Apache Solr
11 22 (0.69%) Oracle SOA Suite
12 19 (0.60%) WebSphere
13 15 (0.47%) Oracle Workflow
14 14 (0.44%) CMS
14 14 (0.44%) Drupal
15 13 (0.41%) BizTalk Server
16 12 (0.38%) Apache Airflow
17 11 (0.35%) IIS
17 11 (0.35%) JBoss
18 10 (0.32%) Alfresco
Applications
1 199 (6.28%) Microsoft Excel
2 106 (3.34%) MS Visio
3 69 (2.18%) Microsoft Office
4 50 (1.58%) Microsoft PowerPoint
5 18 (0.57%) SPSS
6 13 (0.41%) Microsoft Project
6 13 (0.41%) Spreadsheet
7 2 (0.063%) GNU Octave
7 2 (0.063%) Weka
8 1 (0.032%) Chatbot
8 1 (0.032%) Stata
Business Applications
1 21 (0.66%) Salesforce.com CRM
2 20 (0.63%) Dynamics CRM
3 14 (0.44%) SAP S/4HANA
4 12 (0.38%) Cognos Business Intelligence
5 11 (0.35%) SAP CO
5 11 (0.35%) SAP FI
5 11 (0.35%) SAP FI/CO
6 10 (0.32%) IntelliMatch
7 9 (0.28%) SAP BPC
7 9 (0.28%) Teamcenter
8 8 (0.25%) NetSuite
8 8 (0.25%) Oracle EBS
8 8 (0.25%) Oracle ERP
8 8 (0.25%) SAP ERP
9 7 (0.22%) Cognos TM1
9 7 (0.22%) Dynamics AX
9 7 (0.22%) FastStats
9 7 (0.22%) SAP IS-U
10 5 (0.16%) SAP Hybris
11 4 (0.13%) Eloqua
Cloud Services
1 637 (20.09%) Microsoft Azure
2 465 (14.67%) Amazon AWS
3 173 (5.46%) Google Cloud Platform
4 104 (3.28%) PaaS
5 99 (3.12%) Azure Data Factory
6 88 (2.78%) Cloud Computing
7 86 (2.71%) SaaS
8 80 (2.52%) Amazon EMR
9 61 (1.92%) Serverless
10 58 (1.83%) Amazon EC2
11 39 (1.23%) Amazon S3
12 37 (1.17%) AWS Lambda
13 31 (0.98%) IaaS
14 29 (0.91%) GitHub
15 27 (0.85%) Data Lake Analytics
16 24 (0.76%) Google Analytics
17 21 (0.66%) Azure Machine Learning
18 18 (0.57%) Amazon SageMaker
18 18 (0.57%) Azure Functions
19 15 (0.47%) Cortana Intelligence Suite
Communications & Networking
1 44 (1.39%) Internet
2 6 (0.19%) FTP
2 6 (0.19%) HTTP
3 4 (0.13%) MQTT
4 3 (0.095%) AMQP
4 3 (0.095%) Broadband
4 3 (0.095%) Intranet
5 2 (0.063%) 3GPP
5 2 (0.063%) Diameter Protocol
5 2 (0.063%) Firewall
5 2 (0.063%) Kerberos
5 2 (0.063%) SAN
5 2 (0.063%) SMPP
5 2 (0.063%) SMS
6 1 (0.032%) 5G
6 1 (0.032%) PuTTY
6 1 (0.032%) Radio Access Network
6 1 (0.032%) Unified Communications
6 1 (0.032%) Wi-Fi
6 1 (0.032%) Wireless
Database & Business Intelligence
1 988 (31.17%) Data Warehouse
2 831 (26.21%) SQL Server
3 740 (23.34%) Big Data
4 553 (17.44%) Hadoop
5 473 (14.92%) SQL Server Integration Services
6 467 (14.73%) Power BI
7 395 (12.46%) NoSQL
8 347 (10.95%) SQL Server Reporting Services
9 344 (10.85%) Relational Database
10 312 (9.84%) SQL Server Analysis Services
11 208 (6.56%) Data Lake
12 199 (6.28%) Apache Hive
13 191 (6.03%) QlikView
14 181 (5.71%) MongoDB
15 167 (5.27%) BusinessObjects
16 148 (4.67%) Amazon Redshift
17 138 (4.35%) MySQL
18 125 (3.94%) Apache Cassandra
19 117 (3.69%) SAP BW
20 113 (3.56%) SQL Server 2012
Development Applications
1 189 (5.96%) JIRA
2 167 (5.27%) Git (software)
3 101 (3.19%) ERwin
4 79 (2.49%) Jenkins
5 64 (2.02%) Visual Studio
6 63 (1.99%) Team Foundation Server
7 46 (1.45%) ER Studio
8 44 (1.39%) Subversion
9 42 (1.32%) Maven
10 39 (1.23%) Octopus Deploy
10 39 (1.23%) Visual Studio Team System
11 29 (0.91%) Eclipse
11 29 (0.91%) SQL Server Management Studio (SSMS)
12 24 (0.76%) NUnit
13 20 (0.63%) Atlassian Bamboo
14 18 (0.57%) Gradle
15 16 (0.50%) Toad
16 14 (0.44%) Selenium
17 12 (0.38%) Ant
17 12 (0.38%) RequisitePro
General
1 844 (26.62%) Finance
2 193 (6.09%) Banking
3 158 (4.98%) Retail
4 120 (3.79%) Marketing
5 90 (2.84%) Law
6 84 (2.65%) Telecoms
7 82 (2.59%) Military
8 52 (1.64%) Advertising
9 43 (1.36%) Legal
10 42 (1.32%) Investment Banking
11 36 (1.14%) Financial Institution
12 33 (1.04%) Front Office
13 32 (1.01%) Games
14 24 (0.76%) Automotive
15 23 (0.73%) Manufacturing
16 21 (0.66%) Back Office
17 16 (0.50%) Pharmaceutical
17 16 (0.50%) Publishing
18 15 (0.47%) Digital Economy
19 11 (0.35%) Electronics
Job Titles
1 778 (24.54%) Developer
2 673 (21.23%) Analyst
3 646 (20.38%) Architect
4 473 (14.92%) Data Architect
5 369 (11.64%) Data Engineer
6 336 (10.60%) Business Analyst
7 242 (7.63%) Business Intelligence Developer
8 182 (5.74%) Data Analyst
9 145 (4.57%) Consultant
10 125 (3.94%) SQL Developer
11 122 (3.85%) Data Scientist
12 118 (3.72%) Senior Developer
13 107 (3.38%) Senior Analyst
14 102 (3.22%) Business Intelligence Analyst
15 92 (2.90%) Big Data Engineer
15 92 (2.90%) Senior Data Engineer
16 90 (2.84%) Java Developer
17 89 (2.81%) Solutions Architect
18 76 (2.40%) DBA
19 68 (2.15%) Business Developer
Libraries, Frameworks & Software Standards
1 328 (10.35%) Kafka
2 251 (7.92%) .NET
3 244 (7.70%) Web Services
4 162 (5.11%) XML
5 145 (4.57%) CSS
6 123 (3.88%) HTML
7 102 (3.22%) ASP.NET
7 102 (3.22%) REST
8 100 (3.15%) JSON
9 96 (3.03%) Spark Streaming
10 89 (2.81%) Middleware
11 85 (2.68%) AngularJS
12 73 (2.30%) React
13 72 (2.27%) Spring
14 67 (2.11%) SOAP
15 65 (2.05%) J2EE
16 57 (1.80%) HTML5
17 56 (1.77%) RESTful
18 55 (1.74%) Node.js
19 53 (1.67%) jQuery
Miscellaneous
1 592 (18.68%) Analytical Skills
2 238 (7.51%) Data Structures
3 149 (4.70%) Management Information System
4 148 (4.67%) Algorithms
5 115 (3.63%) Fintech
6 107 (3.38%) User Experience
7 80 (2.52%) Enterprise Software
8 76 (2.40%) Greenfield Project
9 69 (2.18%) Self-Motivation
10 57 (1.80%) FMCG
11 48 (1.51%) Replication
12 41 (1.29%) Social Network
13 39 (1.23%) Taxonomies
14 37 (1.17%) Derivative
15 36 (1.14%) Linux Command Line
16 30 (0.95%) Virtual Team
17 29 (0.91%) Reference Data
18 27 (0.85%) Credit Risk
18 27 (0.85%) Reinsurance
19 26 (0.82%) Internet of Things
Operating Systems
1 208 (6.56%) Linux
2 152 (4.79%) Unix
3 121 (3.82%) Windows
4 34 (1.07%) Windows Server
5 31 (0.98%) Apple iOS
6 20 (0.63%) Android
7 8 (0.25%) Windows Server 2012
8 7 (0.22%) Red Hat Enterprise Linux
8 7 (0.22%) Windows 10
9 6 (0.19%) Solaris
10 4 (0.13%) Oracle Linux
11 2 (0.063%) AIX
11 2 (0.063%) Mac OS X
12 1 (0.032%) Windows Server 2008
Processes & Methodologies
1 1,258 (39.68%) Agile Software Development
2 1,168 (36.85%) Business Intelligence
3 948 (29.91%) ETL
4 938 (29.59%) Analytics
5 447 (14.10%) Data Analysis
6 439 (13.85%) Data Architecture
7 435 (13.72%) Visualisation
8 424 (13.38%) Data Management
9 394 (12.43%) Data Science
10 385 (12.15%) Problem-Solving
11 372 (11.74%) Data Engineering
12 356 (11.23%) Data Integration
13 338 (10.66%) Scrum
14 325 (10.25%) Machine Learning
15 323 (10.19%) Computer Science
16 291 (9.18%) Migration
17 251 (7.92%) Data Visualisation
18 242 (7.63%) Data Analytics
19 234 (7.38%) Logical Data Model
20 233 (7.35%) Business Analysis
Programming Languages
1 1,634 (51.55%) SQL
2 769 (24.26%) Python
3 554 (17.48%) Java
4 345 (10.88%) T-SQL
5 268 (8.45%) C#
6 261 (8.23%) JavaScript
7 245 (7.73%) Scala
8 238 (7.51%) R
9 154 (4.86%) PL/SQL
10 70 (2.21%) PowerShell
11 63 (1.99%) C++
12 58 (1.83%) Data Analysis Expressions (DAX)
13 57 (1.80%) C
13 57 (1.80%) Shell Script
14 53 (1.67%) VBA
15 46 (1.45%) PHP
15 46 (1.45%) VB
16 36 (1.14%) Perl
17 29 (0.91%) Bash Shell
18 28 (0.88%) VB.NET
Qualifications
1 635 (20.03%) Degree
2 185 (5.84%) Computer Science Degree
3 100 (3.15%) Security Cleared
4 53 (1.67%) Numerate Degree
5 44 (1.39%) Microsoft Certification
6 42 (1.32%) SC Cleared
7 35 (1.10%) Master's Degree
8 33 (1.04%) ISEB
9 31 (0.98%) MCSA
10 29 (0.91%) TOGAF Certification
11 23 (0.73%) PhD
12 15 (0.47%) DV Cleared
12 15 (0.47%) ITIL Foundation Certificate
13 12 (0.38%) ISTQB
14 10 (0.32%) AWS Certification
14 10 (0.32%) CISA
14 10 (0.32%) CISSP
15 9 (0.28%) ACCA
15 9 (0.28%) CBAP
15 9 (0.28%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 386 (12.18%) Data Quality
2 183 (5.77%) QA
3 113 (3.56%) GDPR
4 20 (0.63%) PMO
5 18 (0.57%) ISO 20022
6 14 (0.44%) MiFID
6 14 (0.44%) Solvency II
7 12 (0.38%) Actionable Recommendations
7 12 (0.38%) IFRS
8 11 (0.35%) PCI DSS
9 10 (0.32%) COBIT
9 10 (0.32%) SEPA
9 10 (0.32%) SLA
9 10 (0.32%) TARGET2
10 8 (0.25%) IFRS 9
11 4 (0.13%) Dodd-Frank
11 4 (0.13%) FATCA
12 3 (0.095%) ISO/IEC 27001
12 3 (0.095%) PA-DSS
13 1 (0.032%) SNOMED CT
System Software
1 105 (3.31%) Docker
2 50 (1.58%) HDFS
3 48 (1.51%) Apache ZooKeeper
4 30 (0.95%) Active Directory
4 30 (0.95%) Apache Flume
5 12 (0.38%) VMware Infrastructure
6 11 (0.35%) Virtual Machines
7 8 (0.25%) Oracle RAC
8 6 (0.19%) Oracle Clusterware
9 5 (0.16%) VirtualBox
10 4 (0.13%) Hyper-V
10 4 (0.13%) Tivoli Workload Scheduler
11 1 (0.032%) Firmware
Systems Management
1 61 (1.92%) Hadoop YARN
2 52 (1.64%) Oozie
3 39 (1.23%) Kubernetes
4 33 (1.04%) Terraform
5 23 (0.73%) Ambari
6 21 (0.66%) Ansible
6 21 (0.66%) Opscode Chef
6 21 (0.66%) Puppet
7 19 (0.60%) Automic
8 18 (0.57%) Kibana
8 18 (0.57%) Mesos
9 15 (0.47%) HP Quality Center
10 14 (0.44%) logstash
11 13 (0.41%) Control-M
12 12 (0.38%) Single Sign-On
13 10 (0.32%) Oracle RMAN
14 8 (0.25%) EMC NetWorker
14 8 (0.25%) Nagios
15 7 (0.22%) Oracle Enterprise Manager
15 7 (0.22%) SCCM
Vendors
1 684 (21.58%) Microsoft
2 492 (15.52%) Oracle
3 456 (14.38%) Tableau
4 300 (9.46%) SAP
5 156 (4.92%) Informatica
6 139 (4.38%) Google
7 92 (2.90%) IBM
7 92 (2.90%) Salesforce.com
8 91 (2.87%) Cloudera
9 86 (2.71%) Cognos
10 84 (2.65%) Hortonworks
11 77 (2.43%) Talend
12 54 (1.70%) CA Agile Central
13 50 (1.58%) Teradata
14 40 (1.26%) Alteryx
15 38 (1.20%) WorldPay
16 36 (1.14%) MuleSoft
16 36 (1.14%) TIBCO
17 35 (1.10%) MicroStrategy
18 28 (0.88%) Cadence