Period
to 22 October 2018

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 22 October 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
6 months to
22 Oct 2018
Same period 2017 Same period 2016
Rank 177 175 200
Rank change year-on-year -2 +25 -29
Permanent jobs citing Data Modelling 3,218 3,663 3,260
As % of all permanent IT jobs advertised in the UK 1.95% 2.10% 1.72%
As % of the Processes & Methodologies category 2.15% 2.29% 1.89%
Number of salaries quoted 2,400 2,596 2,631
UK median annual salary £58,000 £55,000 £55,000
Median salary % change year-on-year +5.45% - -
10th Percentile £36,250 £35,050 £36,250
90th Percentile £87,500 £85,000 £82,500
UK excluding London median annual salary £50,000 £50,000 £47,500
% change year-on-year - +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 150,018 159,708 172,425
As % of all permanent IT jobs advertised in the UK 91.04% 91.56% 90.91%
Number of salaries quoted 119,346 125,959 143,498
UK median annual salary £50,000 £50,000 £48,500
Median salary % change year-on-year - +3.09% +2.11%
10th Percentile £29,000 £28,250 £27,500
90th Percentile £83,750 £80,000 £78,750
UK excluding London median annual salary £45,000 £42,500 £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 22 October 2018.

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 22 October 2018. 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 -2 3,011 £60,000 +9.09% 410
UK excluding London +13 1,672 £50,000 - 250
London -25 1,504 £62,500 -3.85% 189
South East +12 549 £55,000 +10.00% 59
North of England -12 412 £47,500 - 64
North West +37 228 £47,500 +5.56% 27
Midlands +17 199 £50,000 +11.11% 37
East of England +46 179 £60,000 +9.09% 28
South West -35 170 £45,000 +5.88% 34
Yorkshire -42 162 £50,000 - 30
Scotland +19 152 £50,000 +14.94% 15
West Midlands +12 127 £50,000 +11.11% 25
East Midlands +7 72 £50,000 +17.65% 12
North East +4 22 £40,750 +10.08% 7
Wales -15 15 £26,250 -43.06% 9
Northern Ireland +9 8 £47,500 +102.13% 5

For the 6 months to 22 October 2018, 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 1,708 (53.08%) SQL
2 1,264 (39.28%) Agile Software Development
3 1,236 (38.41%) Business Intelligence
4 1,000 (31.08%) SQL Server
5 986 (30.64%) Finance
6 956 (29.71%) Data Warehouse
7 888 (27.59%) ETL
8 853 (26.51%) Analytics
9 734 (22.81%) Microsoft
10 676 (21.01%) Big Data
11 642 (19.95%) Analytical Skills
12 590 (18.33%) SQL Server Integration Services
12 590 (18.33%) Degree
13 556 (17.28%) Python
14 549 (17.06%) Java
15 542 (16.84%) Microsoft Azure
16 522 (16.22%) Oracle
16 522 (16.22%) Problem-Solving
17 510 (15.85%) Power BI
18 487 (15.13%) SQL Server Reporting Services
19 475 (14.76%) Data Analysis
20 468 (14.54%) Visualisation
21 436 (13.55%) T-SQL
22 415 (12.90%) Hadoop
23 404 (12.55%) Tableau
24 396 (12.31%) Scrum
25 386 (12.00%) Relational Database
26 385 (11.96%) Data Management
27 379 (11.78%) Data Architecture
28 361 (11.22%) Amazon AWS

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
1 334 (10.38%) Apache Spark
2 123 (3.82%) Apache
3 118 (3.67%) SAS
4 78 (2.42%) SharePoint
5 51 (1.58%) Elasticsearch
6 48 (1.49%) Confluence
7 44 (1.37%) Apache Pig
8 43 (1.34%) JBoss
9 42 (1.31%) Oracle SOA Suite
10 30 (0.93%) Apache Solr
11 29 (0.90%) WebLogic
12 26 (0.81%) BizTalk Server
13 20 (0.62%) WebSphere
14 19 (0.59%) Tomcat
15 14 (0.44%) Moodle
16 11 (0.34%) CMS
17 9 (0.28%) Adobe Experience Manager
18 8 (0.25%) Apache Airflow
18 8 (0.25%) Oracle Workflow
19 7 (0.22%) Umbraco
Applications
1 232 (7.21%) Microsoft Excel
2 62 (1.93%) MS Visio
3 56 (1.74%) Microsoft Office
4 34 (1.06%) SPSS
5 26 (0.81%) Microsoft PowerPoint
6 16 (0.50%) Spreadsheet
7 9 (0.28%) GNU Octave
8 7 (0.22%) Stata
9 2 (0.062%) Camtasia
9 2 (0.062%) Chatbot
9 2 (0.062%) Microsoft Project
9 2 (0.062%) Snagit
10 1 (0.031%) EViews
10 1 (0.031%) ProjectWise
10 1 (0.031%) Revit
10 1 (0.031%) Weka
Business Applications
1 30 (0.93%) Dynamics CRM
2 27 (0.84%) Cognos Business Intelligence
3 24 (0.75%) Salesforce.com CRM
4 19 (0.59%) SAP S/4HANA
5 17 (0.53%) Cognos TM1
6 14 (0.44%) Dynamics AX
7 12 (0.37%) Dynamics NAV
7 12 (0.37%) Eloqua
8 7 (0.22%) Adobe Campaign
8 7 (0.22%) Endur
8 7 (0.22%) FastStats
8 7 (0.22%) Findur
8 7 (0.22%) SAP CO
8 7 (0.22%) SAP ERP
8 7 (0.22%) SAP FI
8 7 (0.22%) SAP FI/CO
8 7 (0.22%) SAP Hybris
8 7 (0.22%) Unica
9 6 (0.19%) SAP CRM
9 6 (0.19%) SAP MDG
Cloud Services
1 542 (16.84%) Microsoft Azure
2 361 (11.22%) Amazon AWS
3 97 (3.01%) PaaS
4 90 (2.80%) SaaS
5 82 (2.55%) Google Cloud Platform
6 74 (2.30%) Azure Data Factory
7 54 (1.68%) Serverless
8 51 (1.58%) Cloud Computing
9 36 (1.12%) Amazon EMR
9 36 (1.12%) IaaS
10 34 (1.06%) Amazon EC2
11 31 (0.96%) AWS Lambda
12 27 (0.84%) Google Analytics
13 25 (0.78%) Azure Machine Learning
13 25 (0.78%) Office 365
14 24 (0.75%) Azure Functions
15 20 (0.62%) Amazon S3
15 20 (0.62%) GitHub
15 20 (0.62%) Salesforce Service Cloud
16 17 (0.53%) Dynamics 365
Communications & Networking
1 47 (1.46%) Internet
2 23 (0.71%) DNS
3 12 (0.37%) Anycast
3 12 (0.37%) DHCP
3 12 (0.37%) HTTP
3 12 (0.37%) Quagga
3 12 (0.37%) SMS
3 12 (0.37%) TCP/IP
4 8 (0.25%) AMQP
4 8 (0.25%) Firewall
5 6 (0.19%) SMTP
5 6 (0.19%) Unified Communications
6 5 (0.16%) DAB
6 5 (0.16%) FTP
6 5 (0.16%) SNMP
7 3 (0.093%) Intranet
7 3 (0.093%) LAN
7 3 (0.093%) VPN
7 3 (0.093%) WAN
8 2 (0.062%) 3GPP
Database & Business Intelligence
1 1,000 (31.08%) SQL Server
2 956 (29.71%) Data Warehouse
3 676 (21.01%) Big Data
4 590 (18.33%) SQL Server Integration Services
5 510 (15.85%) Power BI
6 487 (15.13%) SQL Server Reporting Services
7 415 (12.90%) Hadoop
8 386 (12.00%) Relational Database
9 344 (10.69%) SQL Server Analysis Services
10 322 (10.01%) NoSQL
11 211 (6.56%) Data Lake
12 185 (5.75%) Apache Hive
13 178 (5.53%) MySQL
14 158 (4.91%) MongoDB
15 155 (4.82%) BusinessObjects
16 153 (4.75%) QlikView
17 147 (4.57%) SQL Server 2012
18 123 (3.82%) PostgreSQL
18 123 (3.82%) RDBMS
19 115 (3.57%) OLAP
Development Applications
1 183 (5.69%) Git (software)
2 125 (3.88%) JIRA
3 91 (2.83%) Team Foundation Server
4 90 (2.80%) Visual Studio
5 85 (2.64%) ERwin
6 61 (1.90%) Jenkins
7 60 (1.86%) Subversion
8 48 (1.49%) Maven
9 47 (1.46%) SQL Server Management Studio (SSMS)
10 39 (1.21%) Octopus Deploy
11 38 (1.18%) Visual Studio Team System
12 32 (0.99%) Eclipse
12 32 (0.99%) ER Studio
13 27 (0.84%) PowerDesigner
14 23 (0.71%) NUnit
15 21 (0.65%) Atlassian Bamboo
16 20 (0.62%) Bitbucket
17 17 (0.53%) JUnit
17 17 (0.53%) Toad
18 16 (0.50%) Selenium
General
1 986 (30.64%) Finance
2 215 (6.68%) Banking
3 213 (6.62%) Retail
4 168 (5.22%) Marketing
5 131 (4.07%) Financial Institution
6 120 (3.73%) Investment Banking
7 81 (2.52%) Front Office
8 66 (2.05%) Telecoms
9 60 (1.86%) Advertising
10 55 (1.71%) Games
11 46 (1.43%) Manufacturing
12 38 (1.18%) Publishing
13 28 (0.87%) Back Office
13 28 (0.87%) Legal
14 27 (0.84%) Law
15 21 (0.65%) Pharmaceutical
16 13 (0.40%) Electronics
17 12 (0.37%) Automotive
17 12 (0.37%) Billing
17 12 (0.37%) Military
Job Titles
1 1,013 (31.48%) Developer
2 634 (19.70%) Architect
3 621 (19.30%) Analyst
4 423 (13.14%) Data Architect
5 342 (10.63%) Business Intelligence Developer
6 254 (7.89%) Business Analyst
7 239 (7.43%) Data Engineer
8 211 (6.56%) SQL Developer
9 177 (5.50%) Consultant
10 176 (5.47%) Data Analyst
11 141 (4.38%) Senior Developer
12 116 (3.60%) Business Intelligence Analyst
13 115 (3.57%) Data Scientist
14 109 (3.39%) Solutions Architect
15 98 (3.05%) C# Developer
16 94 (2.92%) Senior Analyst
17 92 (2.86%) Business Developer
18 89 (2.77%) DBA
19 72 (2.24%) Business Intelligence Architect
19 72 (2.24%) Data Warehouse Developer
Libraries, Frameworks & Software Standards
1 297 (9.23%) .NET
2 239 (7.43%) Kafka
3 236 (7.33%) Web Services
4 222 (6.90%) XML
5 198 (6.15%) HTML
6 163 (5.07%) REST
7 148 (4.60%) CSS
8 137 (4.26%) JSON
9 123 (3.82%) AngularJS
10 112 (3.48%) React
11 108 (3.36%) SOAP
12 105 (3.26%) Spring
13 100 (3.11%) WCF
14 99 (3.08%) RESTful
15 95 (2.95%) ASP.NET
16 86 (2.67%) Middleware
17 79 (2.45%) HTML5
18 65 (2.02%) J2EE
19 64 (1.99%) jQuery
20 59 (1.83%) RabbitMQ
Miscellaneous
1 642 (19.95%) Analytical Skills
2 318 (9.88%) Computer Science
3 155 (4.82%) Data Structures
4 126 (3.92%) Management Information System
5 120 (3.73%) Algorithms
5 120 (3.73%) Self-Motivation
6 111 (3.45%) Greenfield Project
7 100 (3.11%) Fintech
8 83 (2.58%) Enterprise Software
9 77 (2.39%) Cyberthreat
10 70 (2.18%) User Experience
11 55 (1.71%) Replication
12 39 (1.21%) Hedge funds
13 38 (1.18%) Equities
13 38 (1.18%) FMCG
14 34 (1.06%) Reference Data
15 30 (0.93%) Derivative
16 27 (0.84%) Life Science
17 24 (0.75%) Social Network
17 24 (0.75%) Taxonomies
Operating Systems
1 150 (4.66%) Linux
2 144 (4.47%) Unix
3 106 (3.29%) Windows
4 34 (1.06%) Windows Server
5 10 (0.31%) Windows Server 2012
6 8 (0.25%) Apple iOS
7 5 (0.16%) AIX
8 3 (0.093%) Android
8 3 (0.093%) Red Hat Enterprise Linux
9 2 (0.062%) Solaris
10 1 (0.031%) Debian
10 1 (0.031%) FreeBSD
10 1 (0.031%) Oracle Linux
10 1 (0.031%) VMS
10 1 (0.031%) Windows 10
10 1 (0.031%) Windows Server 2008
Processes & Methodologies
1 1,264 (39.28%) Agile Software Development
2 1,236 (38.41%) Business Intelligence
3 888 (27.59%) ETL
4 853 (26.51%) Analytics
5 522 (16.22%) Problem-Solving
6 475 (14.76%) Data Analysis
7 468 (14.54%) Visualisation
8 396 (12.31%) Scrum
9 385 (11.96%) Data Management
10 379 (11.78%) Data Architecture
11 340 (10.57%) Data Integration
12 311 (9.66%) Data Science
13 294 (9.14%) SDLC
14 243 (7.55%) Data Visualisation
15 242 (7.52%) Business Analysis
16 240 (7.46%) Data Governance
17 239 (7.43%) Data Analytics
17 239 (7.43%) Migration
18 233 (7.24%) Machine Learning
19 222 (6.90%) Logical Data Model
Programming Languages
1 1,708 (53.08%) SQL
2 556 (17.28%) Python
3 549 (17.06%) Java
4 436 (13.55%) T-SQL
5 329 (10.22%) C#
6 304 (9.45%) JavaScript
7 214 (6.65%) R
8 177 (5.50%) PL/SQL
9 163 (5.07%) Scala
10 88 (2.73%) PowerShell
11 85 (2.64%) VBA
12 74 (2.30%) Shell Script
13 57 (1.77%) Data Analysis Expressions (DAX)
14 55 (1.71%) PHP
15 53 (1.65%) C
15 53 (1.65%) C++
16 46 (1.43%) Perl
17 35 (1.09%) Bash Shell
18 28 (0.87%) VB
19 27 (0.84%) Apex Code
Qualifications
1 590 (18.33%) Degree
2 143 (4.44%) Computer Science Degree
3 99 (3.08%) Security Cleared
4 58 (1.80%) Master's Degree
5 46 (1.43%) PhD
6 38 (1.18%) Numerate Degree
7 30 (0.93%) DV Cleared
8 28 (0.87%) SC Cleared
9 26 (0.81%) Microsoft Certification
10 16 (0.50%) PMI Certification
10 16 (0.50%) TOGAF Certification
11 14 (0.44%) DBS Check
11 14 (0.44%) ITIL Foundation Certificate
12 13 (0.40%) MCSA
13 12 (0.37%) MBA
14 10 (0.31%) CBAP
15 9 (0.28%) CISSP
15 9 (0.28%) ISEB
16 8 (0.25%) PRINCE2 Certification
17 7 (0.22%) ITIL Certification
Quality Assurance & Compliance
1 307 (9.54%) Data Quality
2 140 (4.35%) QA
3 82 (2.55%) GDPR
4 28 (0.87%) SLA
5 16 (0.50%) MiFID
6 12 (0.37%) Actionable Recommendations
7 11 (0.34%) PMO
8 9 (0.28%) IFRS
9 8 (0.25%) IFRS 9
9 8 (0.25%) ISO 20022
10 6 (0.19%) COBIT
11 5 (0.16%) SEPA
11 5 (0.16%) TARGET2
12 4 (0.12%) Dodd-Frank
12 4 (0.12%) FATCA
12 4 (0.12%) PCI DSS
12 4 (0.12%) Solvency II
13 2 (0.062%) Basel III
13 2 (0.062%) COSO
13 2 (0.062%) PA-DSS
System Software
1 61 (1.90%) Docker
2 49 (1.52%) HDFS
3 21 (0.65%) Active Directory
4 18 (0.56%) Apache ZooKeeper
5 14 (0.44%) Apache Flume
6 12 (0.37%) Virtual Machines
7 9 (0.28%) Oracle RAC
8 7 (0.22%) VirtualBox
9 5 (0.16%) Hyper-V
9 5 (0.16%) Oracle Clusterware
9 5 (0.16%) VMware Infrastructure
10 2 (0.062%) Tivoli Workload Scheduler
10 2 (0.062%) vSphere
11 1 (0.031%) NFS
11 1 (0.031%) Samba
11 1 (0.031%) Terminal Services
Systems Management
1 32 (0.99%) Hadoop YARN
2 31 (0.96%) Kubernetes
2 31 (0.96%) Oozie
3 21 (0.65%) Ansible
4 20 (0.62%) Terraform
5 19 (0.59%) Opscode Chef
6 18 (0.56%) Automic
6 18 (0.56%) Puppet
7 15 (0.47%) Kibana
8 12 (0.37%) SCCM
9 7 (0.22%) Docker Swarm
9 7 (0.22%) Systems Management Server (SMS)
10 6 (0.19%) Data Guard
10 6 (0.19%) Single Sign-On
11 5 (0.16%) Ambari
11 5 (0.16%) Control-M
11 5 (0.16%) EMC NetWorker
12 4 (0.12%) logstash
12 4 (0.12%) Mesos
12 4 (0.12%) Rundeck
Vendors
1 734 (22.81%) Microsoft
2 522 (16.22%) Oracle
3 404 (12.55%) Tableau
4 267 (8.30%) SAP
5 148 (4.60%) Informatica
6 117 (3.64%) Cognos
7 114 (3.54%) Google
8 111 (3.45%) IBM
8 111 (3.45%) Talend
9 98 (3.05%) Cloudera
10 77 (2.39%) Salesforce.com
11 69 (2.14%) Hortonworks
12 44 (1.37%) MicroStrategy
13 34 (1.06%) Databricks
14 33 (1.03%) Alteryx
15 31 (0.96%) Cadence
15 31 (0.96%) Teradata
16 29 (0.90%) Telerik
17 26 (0.81%) MapR
18 24 (0.75%) hybris