Period
to 17 January 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 17 January 2018 with a comparison to the same period in the previous 2 years.

Data Modelling
UK
6 months to
17 Jan 2018
Same period 2017 Same period 2016
Rank 173 197 157
Rank change year-on-year +24 -40 +12
Permanent jobs citing Data Modelling 3,501 3,108 4,401
As % of all permanent IT jobs advertised in the UK 2.02% 1.75% 2.14%
As % of the Processes & Methodologies category 2.25% 1.95% 2.41%
Number of salaries quoted 2,522 2,530 3,555
UK median annual salary £55,000 £55,000 £55,000
10th Percentile £36,250 £34,975 £35,500
90th Percentile £87,500 £83,750 £85,000
UK excluding London median annual salary £50,000 £47,500 £50,000
% change year-on-year +5.26% -5.00% +11.11%

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 155,665 159,222 182,616
As % of all permanent IT jobs advertised in the UK 89.88% 89.52% 88.87%
Number of salaries quoted 124,813 131,637 151,385
UK median annual salary £50,000 £48,786 £47,500
Median salary % change year-on-year +2.49% +2.71% +5.56%
10th Percentile £28,750 £28,125 £27,500
90th Percentile £80,000 £78,750 £77,500
UK excluding London median annual salary £45,000 £42,500 £42,500
% change year-on-year +5.88% - +6.25%

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 January 2018.

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 17 January 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 +17 3,290 £55,000 - 416
London +35 1,771 £65,000 - 200
UK excluding London +20 1,650 £50,000 +5.26% 251
South East +38 511 £52,500 - 63
North of England +2 416 £47,500 +11.76% 65
Yorkshire +49 229 £50,000 +17.65% 30
South West +68 208 £41,626 -2.06% 32
Midlands +22 194 £47,500 +0.53% 32
North West -39 175 £45,000 +5.88% 31
East of England -29 164 £55,000 +4.76% 24
West Midlands +42 151 £50,000 +11.11% 20
Scotland -46 117 £45,000 -14.29% 24
East Midlands -5 40 £42,500 -15.00% 12
Wales -5 25 £40,000 +14.29% 10
Northern Ireland - 19 £30,000 -
North East -25 6 £46,250 +10.94% 4
Isle of Man -7 4 £50,000 -50.00% 1

For the 6 months to 17 January 2018, IT jobs citing Data Modelling also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads with a requirement for Data Modelling.

1 1,815 (51.84%) SQL
2 1,460 (41.70%) Business Intelligence
3 1,175 (33.56%) Finance
4 1,155 (32.99%) Data Warehouse
5 1,082 (30.91%) Agile Software Development
6 1,076 (30.73%) SQL Server
7 889 (25.39%) ETL
8 851 (24.31%) Analytics
9 722 (20.62%) Analytical Skills
10 667 (19.05%) Microsoft
11 623 (17.79%) SQL Server Integration Services
12 608 (17.37%) Degree
13 523 (14.94%) SQL Server Reporting Services
14 517 (14.77%) Oracle
15 488 (13.94%) Data Management
16 464 (13.25%) T-SQL
17 457 (13.05%) Data Analysis
18 456 (13.02%) Data Architecture
19 427 (12.20%) Java
20 426 (12.17%) Banking
21 425 (12.14%) Big Data
22 401 (11.45%) Relational Database
23 390 (11.14%) .NET
24 388 (11.08%) Visualisation
25 386 (11.03%) Tableau
26 375 (10.71%) Data Quality
27 374 (10.68%) C#
28 364 (10.40%) SQL Server Analysis Services
29 361 (10.31%) Microsoft Excel
30 360 (10.28%) Data Governance

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
1 173 (4.94%) Apache Spark
2 121 (3.46%) SAS
3 86 (2.46%) SharePoint
4 58 (1.66%) JBoss
5 54 (1.54%) Tomcat
6 46 (1.31%) Apache
7 39 (1.11%) Elasticsearch
8 38 (1.09%) Confluence
8 38 (1.09%) WebSphere
9 37 (1.06%) CMS
10 33 (0.94%) WebLogic
11 25 (0.71%) Apache Pig
12 17 (0.49%) WildFly
13 16 (0.46%) SharePoint Server
14 15 (0.43%) IIS
14 15 (0.43%) OpenStack
15 13 (0.37%) Oracle SOA Suite
16 12 (0.34%) NetWeaver
17 11 (0.31%) Apache Geronimo
17 11 (0.31%) Apache Solr
Applications
1 361 (10.31%) Microsoft Excel
2 118 (3.37%) Microsoft PowerPoint
3 116 (3.31%) Microsoft Office
4 64 (1.83%) MS Visio
5 44 (1.26%) SPSS
6 10 (0.29%) Microsoft Project
7 7 (0.20%) Spreadsheet
8 6 (0.17%) GNU Octave
9 4 (0.11%) InfoPath
10 2 (0.057%) InVision
10 2 (0.057%) Photoshop
10 2 (0.057%) Stata
10 2 (0.057%) Weka
11 1 (0.029%) Adobe Illustrator
11 1 (0.029%) Adobe Premiere
11 1 (0.029%) Fireworks
11 1 (0.029%) Mathematica
11 1 (0.029%) Moqups
Business Applications
1 30 (0.86%) Dynamics CRM
2 20 (0.57%) SAP S/4HANA
3 17 (0.49%) Remedy ITSM
4 16 (0.46%) SAP CO
4 16 (0.46%) SAP FI
4 16 (0.46%) SAP FI/CO
5 14 (0.40%) SAP BPC
6 13 (0.37%) SAP Hybris
7 12 (0.34%) Markit EDM
8 11 (0.31%) Dynamics AX
8 11 (0.31%) Oracle EBS
9 10 (0.29%) Cognos Business Intelligence
10 9 (0.26%) Eagle PACE
11 8 (0.23%) Cognos TM1
12 7 (0.20%) Oracle Applications
12 7 (0.20%) Oracle BPM
12 7 (0.20%) Salesforce.com CRM
12 7 (0.20%) thinkFolio
13 5 (0.14%) Oracle ERP
13 5 (0.14%) SAP CRM
Cloud Services
1 267 (7.63%) Amazon AWS
2 258 (7.37%) Microsoft Azure
3 45 (1.29%) SaaS
4 37 (1.06%) PaaS
5 35 (1.00%) Google Cloud Platform
6 33 (0.94%) Cloud Computing
6 33 (0.94%) GitHub
7 29 (0.83%) Amazon EC2
8 27 (0.77%) Azure Machine Learning
9 20 (0.57%) Salesforce Service Cloud
10 16 (0.46%) npm
11 15 (0.43%) Office 365
12 14 (0.40%) Amazon S3
12 14 (0.40%) Dynamics 365
12 14 (0.40%) Serverless
13 13 (0.37%) Force.com
13 13 (0.37%) IaaS
14 10 (0.29%) Adobe Analytics
14 10 (0.29%) Amazon EMR
14 10 (0.29%) Google Analytics
Communications & Networking
1 56 (1.60%) HTTP
2 50 (1.43%) SSL
3 47 (1.34%) TCP/IP
4 31 (0.89%) Firewall
5 28 (0.80%) DNS
5 28 (0.80%) Internet
6 17 (0.49%) SNMP
7 15 (0.43%) SMTP
8 12 (0.34%) Ethernet
8 12 (0.34%) LDAP
9 11 (0.31%) Wireless
10 9 (0.26%) LAN
10 9 (0.26%) WAN
11 8 (0.23%) AMQP
12 7 (0.20%) SMS
13 4 (0.11%) CHAP
14 3 (0.086%) Unified Communications
14 3 (0.086%) VPN
15 2 (0.057%) FIX Connectivity
15 2 (0.057%) Skype
Database & Business Intelligence
1 1,155 (32.99%) Data Warehouse
2 1,076 (30.73%) SQL Server
3 623 (17.79%) SQL Server Integration Services
4 523 (14.94%) SQL Server Reporting Services
5 425 (12.14%) Big Data
6 401 (11.45%) Relational Database
7 364 (10.40%) SQL Server Analysis Services
8 345 (9.85%) Power BI
9 295 (8.43%) Hadoop
10 271 (7.74%) BusinessObjects
11 248 (7.08%) QlikView
12 209 (5.97%) NoSQL
13 148 (4.23%) SQL Server 2012
14 126 (3.60%) Data Mining
15 121 (3.46%) MySQL
16 112 (3.20%) OLAP
17 109 (3.11%) SQL Server 2014
18 103 (2.94%) Apache Hive
19 98 (2.80%) PostgreSQL
19 98 (2.80%) RDBMS
Development Applications
1 119 (3.40%) JIRA
2 118 (3.37%) Team Foundation Server
3 108 (3.08%) Visual Studio
4 105 (3.00%) Git (software)
5 89 (2.54%) ERwin
6 66 (1.89%) SQL Server Management Studio (SSMS)
7 63 (1.80%) Jenkins
8 50 (1.43%) Maven
9 46 (1.31%) NUnit
10 33 (0.94%) Selenium
11 31 (0.89%) JUnit
12 28 (0.80%) Moq
12 28 (0.80%) Oracle Forms
13 25 (0.71%) Toad
14 19 (0.54%) MSTest
15 18 (0.51%) gulp
16 17 (0.49%) Sonatype Nexus
17 16 (0.46%) Flyway
17 16 (0.46%) Mockito
18 15 (0.43%) PowerBuilder
General
1 1,175 (33.56%) Finance
2 426 (12.17%) Banking
3 248 (7.08%) Investment Banking
4 228 (6.51%) Marketing
5 225 (6.43%) Retail
6 181 (5.17%) Retail Banking
7 97 (2.77%) Publishing
8 85 (2.43%) Manufacturing
9 81 (2.31%) Financial Institution
10 80 (2.29%) Telecoms
11 73 (2.09%) Legal
12 53 (1.51%) Advertising
12 53 (1.51%) Front Office
13 41 (1.17%) Games
14 33 (0.94%) Law
15 29 (0.83%) Back Office
16 26 (0.74%) Electronics
17 17 (0.49%) Pharmaceutical
18 13 (0.37%) Automotive
18 13 (0.37%) Military
Job Titles
1 1,128 (32.22%) Developer
2 797 (22.76%) Analyst
3 705 (20.14%) Architect
4 399 (11.40%) Data Architect
5 395 (11.28%) Business Intelligence Developer
6 374 (10.68%) Business Analyst
7 252 (7.20%) Data Analyst
7 252 (7.20%) SQL Developer
8 214 (6.11%) Senior Developer
9 205 (5.86%) Consultant
10 141 (4.03%) Solutions Architect
11 132 (3.77%) Business Intelligence Analyst
12 118 (3.37%) SSIS Developer
13 116 (3.31%) C# Developer
14 112 (3.20%) Senior Analyst
15 108 (3.08%) Business Developer
15 108 (3.08%) SQL BI Developer
16 105 (3.00%) Data Warehouse Developer
17 93 (2.66%) DBA
18 91 (2.60%) Java Developer
Libraries, Frameworks & Software Standards
1 390 (11.14%) .NET
2 250 (7.14%) Web Services
3 220 (6.28%) XML
4 193 (5.51%) HTML
5 185 (5.28%) ASP.NET
6 145 (4.14%) CSS
7 142 (4.06%) AngularJS
8 121 (3.46%) REST
9 113 (3.23%) SOAP
10 111 (3.17%) Spring
11 108 (3.08%) ASP.NET MVC
12 95 (2.71%) MDX
12 95 (2.71%) RESTful
13 89 (2.54%) .NET Framework
13 89 (2.54%) JSON
14 81 (2.31%) Middleware
15 80 (2.29%) HTML5
16 74 (2.11%) Kafka
17 64 (1.83%) J2EE
18 55 (1.57%) WCF
Miscellaneous
1 722 (20.62%) Analytical Skills
2 299 (8.54%) Computer Science
3 209 (5.97%) Management Information System
4 208 (5.94%) Data Structures
5 149 (4.26%) Enterprise Software
6 123 (3.51%) User Experience
7 106 (3.03%) Algorithms
8 105 (3.00%) Greenfield Project
9 83 (2.37%) Reference Data
10 64 (1.83%) Fintech
11 49 (1.40%) Equities
12 42 (1.20%) Data Centre
13 36 (1.03%) Life Science
14 33 (0.94%) Market Risk
15 32 (0.91%) Derivative
15 32 (0.91%) Mobile App
16 31 (0.89%) Credit Risk
16 31 (0.89%) NHS
17 30 (0.86%) Replication
18 28 (0.80%) Taxonomies
Operating Systems
1 197 (5.63%) Linux
2 167 (4.77%) Windows
3 131 (3.74%) Unix
4 25 (0.71%) Windows Server
5 22 (0.63%) AIX
6 19 (0.54%) Solaris
7 10 (0.29%) Android
8 9 (0.26%) Windows Server 2008
8 9 (0.26%) Windows Server 2012
9 8 (0.23%) Windows 10
10 7 (0.20%) Windows Server 2003
11 6 (0.17%) Windows 8
12 5 (0.14%) Mac OS X
13 3 (0.086%) Red Hat Enterprise Linux
14 2 (0.057%) Apple iOS
15 1 (0.029%) CentOS
15 1 (0.029%) VMS
Processes & Methodologies
1 1,460 (41.70%) Business Intelligence
2 1,082 (30.91%) Agile Software Development
3 889 (25.39%) ETL
4 851 (24.31%) Analytics
5 488 (13.94%) Data Management
6 457 (13.05%) Data Analysis
7 456 (13.02%) Data Architecture
8 388 (11.08%) Visualisation
9 360 (10.28%) Data Governance
10 334 (9.54%) Business Analysis
11 309 (8.83%) Data Integration
12 295 (8.43%) Stakeholder Management
13 292 (8.34%) Scrum
14 287 (8.20%) Data Analytics
15 285 (8.14%) SDLC
16 274 (7.83%) Migration
17 253 (7.23%) Logical Data Model
18 241 (6.88%) OO
19 237 (6.77%) Project Management
20 235 (6.71%) Performance Tuning
Programming Languages
1 1,815 (51.84%) SQL
2 464 (13.25%) T-SQL
3 427 (12.20%) Java
4 374 (10.68%) C#
5 311 (8.88%) Python
6 308 (8.80%) JavaScript
7 179 (5.11%) PL/SQL
8 140 (4.00%) R
9 120 (3.43%) Scala
10 113 (3.23%) PowerShell
11 108 (3.08%) VBA
12 90 (2.57%) C
13 81 (2.31%) C++
13 81 (2.31%) VB.NET
14 68 (1.94%) Shell Script
15 46 (1.31%) Perl
16 44 (1.26%) VB
17 40 (1.14%) Data Analysis Expressions (DAX)
18 39 (1.11%) Bash Shell
19 30 (0.86%) Apex Code
Qualifications
1 608 (17.37%) Degree
2 94 (2.68%) Security Cleared
3 88 (2.51%) Computer Science Degree
4 72 (2.06%) Microsoft Certification
5 55 (1.57%) SC Cleared
6 33 (0.94%) Master's Degree
6 33 (0.94%) Numerate Degree
7 31 (0.89%) ISEB
8 30 (0.86%) PhD
9 27 (0.77%) MCITP
10 23 (0.66%) MCSA
11 19 (0.54%) MCSE
11 19 (0.54%) MCTS
12 16 (0.46%) MCSD
13 15 (0.43%) DV Cleared
14 14 (0.40%) MBA
14 14 (0.40%) PMI Certification
15 11 (0.31%) ISTQB
16 9 (0.26%) MCAD
17 8 (0.23%) ISTQB Foundation Certification
Quality Assurance & Compliance
1 375 (10.71%) Data Quality
2 235 (6.71%) QA
3 76 (2.17%) GDPR
4 43 (1.23%) MiFID
5 40 (1.14%) EMIR
6 28 (0.80%) SLA
7 27 (0.77%) Dodd-Frank
8 17 (0.49%) GCP
9 13 (0.37%) CRD IV
10 11 (0.31%) ISO/IEC 27001
11 10 (0.29%) PMO
12 5 (0.14%) COBIT
12 5 (0.14%) IFRS
12 5 (0.14%) NEBOSH
13 4 (0.11%) SEPA
14 3 (0.086%) Actionable Recommendations
14 3 (0.086%) GAAP
15 2 (0.057%) IFRS 9
15 2 (0.057%) PCI DSS
15 2 (0.057%) TickIT
System Software
1 36 (1.03%) Docker
2 27 (0.77%) HDFS
3 21 (0.60%) Apache Flume
4 19 (0.54%) Oracle RAC
5 18 (0.51%) Active Directory
6 9 (0.26%) VMware Infrastructure
7 8 (0.23%) Virtual Machines
8 7 (0.20%) Apache ZooKeeper
9 2 (0.057%) Hyper-V
10 1 (0.029%) GridGain
Systems Management
1 18 (0.51%) Hadoop YARN
1 18 (0.51%) Opscode Chef
2 14 (0.40%) Oozie
3 11 (0.31%) Puppet
3 11 (0.31%) Terraform
4 8 (0.23%) Mesos
5 7 (0.20%) Ambari
6 6 (0.17%) Systems Management Server (SMS)
6 6 (0.17%) ZABBIX
7 5 (0.14%) Ansible
7 5 (0.14%) Nagios
8 4 (0.11%) SCCM
9 2 (0.057%) Data Guard
9 2 (0.057%) EMC NetWorker
9 2 (0.057%) HP Quality Center
9 2 (0.057%) Kubernetes
9 2 (0.057%) SCOM
9 2 (0.057%) WSUS
10 1 (0.029%) Kibana
10 1 (0.029%) Packer
Vendors
1 667 (19.05%) Microsoft
2 517 (14.77%) Oracle
3 386 (11.03%) Tableau
4 304 (8.68%) SAP
5 127 (3.63%) Cognos
6 124 (3.54%) Informatica
7 109 (3.11%) MicroStrategy
8 105 (3.00%) IBM
9 98 (2.80%) Talend
10 86 (2.46%) Salesforce.com
11 82 (2.34%) Google
12 59 (1.69%) Teradata
13 47 (1.34%) TIBCO
14 40 (1.14%) Alteryx
15 33 (0.94%) GoldenSource
16 29 (0.83%) Ab Initio
17 28 (0.80%) Vertica
18 26 (0.74%) Adobe
19 25 (0.71%) Cloudera
20 24 (0.69%) Netezza