Period
to 20 November 2017

The following table provides summary statistics for permanent job vacancies with a requirement for Data Integration skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Integration over the 6 months to 20 November 2017 with a comparison to the same period in the previous 2 years.

Data Integration
UK
6 months to
20 Nov 2017
Same period 2016 Same period 2015
Rank 447 469 425
Rank change year-on-year +22 -44 +65
Permanent jobs citing Data Integration 1164 1143 1588
As % of all permanent IT jobs advertised in the UK 0.65% 0.61% 0.73%
As % of the Processes & Methodologies category 0.72% 0.68% 0.82%
Number of salaries quoted 792 946 1244
UK median annual salary £57,000 £57,500 £55,000
Median salary % change year-on-year -0.87% +4.55% -
10th Percentile £36,250 £31,500 £33,750
90th Percentile £85,000 £87,500 £87,500
UK excluding London median annual salary £52,500 £50,000 £46,000
% change year-on-year +5.00% +8.70% -8.00%

Data Integration 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 161665 167144 194190
As % of all permanent IT jobs advertised in the UK 89.93% 89.36% 88.79%
Number of salaries quoted 127669 138904 159942
UK median annual salary £50,000 £49,500 £47,500
Median salary % change year-on-year +1.01% +4.21% +5.56%
10th Percentile £28,750 £28,000 £27,500
90th Percentile £80,000 £78,750 £77,500
UK excluding London median annual salary £44,000 £42,500 £42,500
% change year-on-year +3.53% - +6.25%

Data Integration
Job Vacancy Trend

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

Job vacancy trend for Data Integration in the UK

Data Integration
Salary Trend

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

Salary trend for Data Integration in the UK

Data Integration
Salary Histogram

The salary distribution of IT jobs citing Data Integration over the 6 months to 20 November 2017.

Salary histogram for Data Integration in the UK

Data Integration
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 Integration within the UK over the 6 months to 20 November 2017. 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 +39 1101 £57,500 - 62
London +21 583 £60,000 -7.69% 35
UK excluding London +6 548 £52,500 +5.00% 37
South East +3 164 £55,000 +2.80% 9
North of England +4 156 £50,000 +11.11% 8
North West +10 84 £53,750 +43.33% 6
East of England -2 66 £60,000 +4.35% 5
Midlands +29 62 £70,000 +45.21% 3
South West +34 56 £44,750 +19.33% 2
Yorkshire -17 55 £45,000 -10.00% 2
West Midlands +30 53 £70,000 +40.00% 3
Scotland -48 45 £39,137 -15.38% 9
North East -7 11 £35,000 -14.63%
East Midlands +21 9 £45,000 +3.45%
Wales +6 8 £35,000 -3.45% 1
Northern Ireland -29 3 £70,000 +33.33%

For the 6 months to 20 November 2017, IT jobs citing Data Integration 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 Integration.

1 571 (49.05%) SQL
2 442 (37.97%) Analytics
3 441 (37.89%) Business Intelligence
4 422 (36.25%) Agile Software Development
5 419 (36.00%) Data Warehouse
6 417 (35.82%) ETL
7 360 (30.93%) Finance
8 346 (29.73%) Oracle
9 336 (28.87%) SQL Server
10 308 (26.46%) Data Modelling
11 262 (22.51%) Microsoft
12 242 (20.79%) Data Management
13 236 (20.27%) Java
14 235 (20.19%) Data Quality
15 221 (18.99%) Big Data
16 213 (18.30%) Web Services
17 184 (15.81%) Banking
18 182 (15.64%) SQL Server Integration Services
19 179 (15.38%) Tableau
20 162 (13.92%) Analytical Skills
21 151 (12.97%) SAP
22 148 (12.71%) CRM
23 145 (12.46%) Migration
23 145 (12.46%) Data Analytics
24 143 (12.29%) Asset Management
25 141 (12.11%) C#
26 137 (11.77%) Relational Database
27 136 (11.68%) SQL Server Reporting Services
27 136 (11.68%) Marketing
28 127 (10.91%) Python

Data Integration
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 74 (6.36%) SAS
2 69 (5.93%) JBoss
3 68 (5.84%) Tomcat
4 60 (5.15%) Apache
5 59 (5.07%) Apache Spark
6 38 (3.26%) Oracle SOA Suite
7 33 (2.84%) SharePoint
7 33 (2.84%) WebSphere
8 28 (2.41%) WebLogic
9 26 (2.23%) Elasticsearch
10 17 (1.46%) CMS
11 14 (1.20%) BizTalk Server
12 13 (1.12%) IIS
12 13 (1.12%) Oracle Service Bus
13 9 (0.77%) Apache Solr
13 9 (0.77%) Confluence
14 8 (0.69%) Apache Pig
15 3 (0.26%) DNN
15 3 (0.26%) SharePoint 2010
15 3 (0.26%) WordPress
Applications
1 57 (4.90%) Microsoft Excel
2 26 (2.23%) Microsoft Office
3 15 (1.29%) Photoshop
4 13 (1.12%) SPSS
5 7 (0.60%) Microsoft PowerPoint
5 7 (0.60%) MS Visio
6 1 (0.086%) Stata
6 1 (0.086%) Weka
Business Applications
1 37 (3.18%) Dynamics CRM
2 11 (0.95%) Remedy ITSM
3 10 (0.86%) SAP Hybris
4 9 (0.77%) Eloqua
4 9 (0.77%) SAP APO
4 9 (0.77%) SAP ERP
5 8 (0.69%) SAP Retail
6 6 (0.52%) Infor CloudSuite
6 6 (0.52%) Salesforce.com CRM
6 6 (0.52%) SAP CAR
6 6 (0.52%) SAP POS DM
7 5 (0.43%) Dynamics AX
8 4 (0.34%) Eagle PACE
8 4 (0.34%) Oracle Retail
9 3 (0.26%) Cognos Business Intelligence
9 3 (0.26%) Sage 200
9 3 (0.26%) Unica
10 2 (0.17%) Cognos TM1
10 2 (0.17%) Oracle BPM
10 2 (0.17%) SAP BPC
Cloud Services
1 96 (8.25%) Microsoft Azure
2 64 (5.50%) Amazon AWS
3 32 (2.75%) Google Cloud Platform
4 30 (2.58%) SaaS
5 20 (1.72%) Cloud Computing
6 15 (1.29%) iPaaS
7 13 (1.12%) GitHub
8 11 (0.95%) Amazon CloudWatch
8 11 (0.95%) AWS CloudFormation
9 10 (0.86%) PaaS
10 9 (0.77%) Dynamics 365
11 7 (0.60%) Amazon Kinesis
11 7 (0.60%) Cortana Intelligence Suite
11 7 (0.60%) IaaS
12 6 (0.52%) Adobe Creative Cloud
12 6 (0.52%) SuccessFactors
13 5 (0.43%) Amazon EMR
14 4 (0.34%) Boomi
15 3 (0.26%) Amazon S3
15 3 (0.26%) Silverpop
Communications & Networking
1 21 (1.80%) HTTP
2 14 (1.20%) Internet
3 13 (1.12%) LDAP
3 13 (1.12%) SSL
4 11 (0.95%) SNMP
5 9 (0.77%) Intranet
5 9 (0.77%) SMS
6 3 (0.26%) TCP/IP
6 3 (0.26%) VoIP
6 3 (0.26%) VPN
7 2 (0.17%) AMQP
7 2 (0.17%) FTP
8 1 (0.086%) HTTPS
8 1 (0.086%) Kerberos
8 1 (0.086%) Network Security
8 1 (0.086%) SAN
8 1 (0.086%) VLAN
Database & Business Intelligence
1 419 (36.00%) Data Warehouse
2 336 (28.87%) SQL Server
3 221 (18.99%) Big Data
4 182 (15.64%) SQL Server Integration Services
5 137 (11.77%) Relational Database
6 136 (11.68%) SQL Server Reporting Services
7 125 (10.74%) Hadoop
8 121 (10.40%) BusinessObjects
9 93 (7.99%) SQL Server Analysis Services
10 85 (7.30%) NoSQL
11 80 (6.87%) QlikView
12 74 (6.36%) Power BI
13 66 (5.67%) Oracle Database
14 64 (5.50%) PostgreSQL
15 56 (4.81%) RDBMS
16 51 (4.38%) Oracle Database 10g
17 50 (4.30%) Oracle Database 11g
18 47 (4.04%) OLAP
19 44 (3.78%) MySQL
20 43 (3.69%) SAP Data Services
Development Applications
1 78 (6.70%) Talend Open Studio
2 58 (4.98%) Maven
3 49 (4.21%) JIRA
3 49 (4.21%) JUnit
4 46 (3.95%) Mockito
4 46 (3.95%) Sonatype Nexus
5 33 (2.84%) Visual Studio
6 29 (2.49%) Team Foundation Server
7 17 (1.46%) Jenkins
8 15 (1.29%) Git (software)
9 12 (1.03%) Bitbucket
10 10 (0.86%) Selenium
11 8 (0.69%) Eclipse
11 8 (0.69%) Rational Rhapsody
12 5 (0.43%) Ant
12 5 (0.43%) ProC
12 5 (0.43%) SQL Server Management Studio (SSMS)
13 3 (0.26%) ERwin
13 3 (0.26%) JMeter
13 3 (0.26%) Oracle APEX
General
1 360 (30.93%) Finance
2 184 (15.81%) Banking
3 136 (11.68%) Marketing
4 103 (8.85%) Investment Banking
5 96 (8.25%) Retail Banking
6 76 (6.53%) Retail
7 59 (5.07%) Publishing
8 51 (4.38%) Front Office
8 51 (4.38%) Telecoms
9 44 (3.78%) Manufacturing
10 36 (3.09%) Advertising
11 32 (2.75%) Financial Institution
12 29 (2.49%) Electronics
12 29 (2.49%) Pharmaceutical
13 28 (2.41%) Games
14 20 (1.72%) Legal
15 6 (0.52%) French Language
15 6 (0.52%) German Language
15 6 (0.52%) Italian Language
15 6 (0.52%) Spanish Language
Job Titles
1 351 (30.15%) Developer
2 285 (24.48%) Architect
3 147 (12.63%) Data Architect
4 134 (11.51%) Consultant
5 106 (9.11%) Analyst
5 106 (9.11%) Solutions Architect
6 97 (8.33%) Java Developer
7 75 (6.44%) Business Intelligence Developer
8 69 (5.93%) Senior Developer
9 57 (4.90%) Oracle Developer
10 53 (4.55%) Data Consultant
11 50 (4.30%) Software Engineer
12 49 (4.21%) C# Software Engineer
12 49 (4.21%) Data Analyst
12 49 (4.21%) Senior C# Software Engineer
12 49 (4.21%) Senior Software Engineer
13 48 (4.12%) Senior Java Developer
13 48 (4.12%) SQL Developer
14 46 (3.95%) ETL Developer
14 46 (3.95%) Senior Oracle Developer
Libraries, Frameworks & Software Standards
1 213 (18.30%) Web Services
2 107 (9.19%) Middleware
2 107 (9.19%) RESTful
3 102 (8.76%) XML
4 99 (8.51%) Spring
5 86 (7.39%) .NET
6 85 (7.30%) SOAP
7 67 (5.76%) HTML
8 66 (5.67%) REST
9 55 (4.73%) JSON
10 54 (4.64%) JDBC
11 51 (4.38%) JMS
12 50 (4.30%) J2EE
13 46 (3.95%) TIBCO EMS
14 44 (3.78%) MDX
15 42 (3.61%) AngularJS
16 40 (3.44%) CSS
17 29 (2.49%) .NET Framework
17 29 (2.49%) HTML5
18 26 (2.23%) React
Miscellaneous
1 162 (13.92%) Analytical Skills
2 76 (6.53%) Management Information System
3 69 (5.93%) Credit Risk
4 50 (4.30%) Enterprise Software
5 49 (4.21%) Derivative
6 40 (3.44%) Computer Science
7 39 (3.35%) Data Structures
8 38 (3.26%) User Experience
9 21 (1.80%) Life Science
10 20 (1.72%) Algorithms
10 20 (1.72%) Fintech
11 16 (1.37%) Hybrid Cloud
12 14 (1.20%) Hedge funds
13 12 (1.03%) Greenfield Project
13 12 (1.03%) Reference Data
13 12 (1.03%) Social Media
14 11 (0.95%) CMDB
14 11 (0.95%) PMI
15 10 (0.86%) Marketing Technology
16 8 (0.69%) Driving Licence
Operating Systems
1 115 (9.88%) Unix
2 108 (9.28%) Linux
3 72 (6.19%) Windows
4 25 (2.15%) Solaris
5 6 (0.52%) Windows Server
6 3 (0.26%) CentOS
6 3 (0.26%) Debian
6 3 (0.26%) Ubuntu
6 3 (0.26%) Windows Server 2012
7 2 (0.17%) Android
7 2 (0.17%) Apple iOS
8 1 (0.086%) AIX
Processes & Methodologies
1 442 (37.97%) Analytics
2 441 (37.89%) Business Intelligence
3 422 (36.25%) Agile Software Development
4 417 (35.82%) ETL
5 308 (26.46%) Data Modelling
6 242 (20.79%) Data Management
7 148 (12.71%) CRM
8 145 (12.46%) Data Analytics
8 145 (12.46%) Migration
9 143 (12.29%) Asset Management
10 124 (10.65%) Performance Tuning
11 119 (10.22%) Stakeholder Management
12 112 (9.62%) Wealth Management
13 110 (9.45%) Master Data Management
13 110 (9.45%) Project Management
14 108 (9.28%) Data Migration
15 107 (9.19%) Data Governance
16 104 (8.93%) Data Architecture
17 101 (8.68%) TOGAF
18 99 (8.51%) Visualisation
Programming Languages
1 571 (49.05%) SQL
2 236 (20.27%) Java
3 141 (12.11%) C#
4 127 (10.91%) Python
5 99 (8.51%) T-SQL
6 90 (7.73%) PL/SQL
7 71 (6.10%) JavaScript
8 56 (4.81%) Perl
9 46 (3.95%) Bash Shell
10 37 (3.18%) PowerShell
11 29 (2.49%) R
12 25 (2.15%) Shell Script
13 24 (2.06%) Scala
14 21 (1.80%) C
15 20 (1.72%) VBA
16 15 (1.29%) VB.NET
17 13 (1.12%) TypeScript
18 12 (1.03%) C++
18 12 (1.03%) Data Analysis Expressions (DAX)
19 8 (0.69%) ABAP
Qualifications
1 115 (9.88%) Degree
2 47 (4.04%) Security Cleared
3 20 (1.72%) Microsoft Certification
4 15 (1.29%) Computer Science Degree
5 11 (0.95%) PMI Certification
5 11 (0.95%) PMP
6 10 (0.86%) MCITP
6 10 (0.86%) SC Cleared
7 9 (0.77%) PhD
8 8 (0.69%) MBA
9 7 (0.60%) ITIL Foundation Certificate
9 7 (0.60%) MCTS
10 6 (0.52%) Master's Degree
11 5 (0.43%) MCSA
11 5 (0.43%) MCSE
12 4 (0.34%) ISEB
12 4 (0.34%) ISTQB
13 3 (0.26%) Oracle Certification
13 3 (0.26%) Postgraduate
14 1 (0.086%) CTC Cleared
Quality Assurance & Compliance
1 235 (20.19%) Data Quality
2 37 (3.18%) QA
3 22 (1.89%) GDPR
3 22 (1.89%) SLA
4 7 (0.60%) ISO/IEC 27001
5 6 (0.52%) Basel III
5 6 (0.52%) GCP
5 6 (0.52%) IFRS
5 6 (0.52%) SEPA
5 6 (0.52%) TARGET2
6 5 (0.43%) GAAP
6 5 (0.43%) NEBOSH
6 5 (0.43%) PCI DSS
7 4 (0.34%) Solvency II
8 2 (0.17%) HL7
8 2 (0.17%) ISO 20022
8 2 (0.17%) PMO
9 1 (0.086%) IFRS 9
9 1 (0.086%) MiFID
System Software
1 15 (1.29%) Active Directory
2 10 (0.86%) HDFS
3 8 (0.69%) VMware Infrastructure
4 5 (0.43%) Docker
5 3 (0.26%) Apache Flume
6 2 (0.17%) Apache ZooKeeper
7 1 (0.086%) Virtual Machines
Systems Management
1 13 (1.12%) Puppet
2 11 (0.95%) Ambari
2 11 (0.95%) Opscode Chef
2 11 (0.95%) ZABBIX
3 10 (0.86%) Control-M
4 9 (0.77%) HP Quality Center
5 7 (0.60%) Hadoop YARN
6 3 (0.26%) Oozie
7 2 (0.17%) Ansible
7 2 (0.17%) Failover Clustering
8 1 (0.086%) EMC NetWorker
8 1 (0.086%) Oracle Enterprise Manager
8 1 (0.086%) Systems Management Server (SMS)
Vendors
1 346 (29.73%) Oracle
2 262 (22.51%) Microsoft
3 179 (15.38%) Tableau
4 151 (12.97%) SAP
5 110 (9.45%) Informatica
6 78 (6.70%) Talend
7 73 (6.27%) IBM
8 62 (5.33%) TIBCO
9 48 (4.12%) Cognos
9 48 (4.12%) Hortonworks
10 45 (3.87%) Google
11 40 (3.44%) Cloudera
12 31 (2.66%) Salesforce.com
13 30 (2.58%) Jaspersoft
14 27 (2.32%) HP
15 25 (2.15%) MicroStrategy
16 20 (1.72%) Netezza
17 19 (1.63%) ArcSight
17 19 (1.63%) Teradata
18 17 (1.46%) Splunk