Period
to 15 December 2018

The following table provides summary statistics for permanent job vacancies advertised in England 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 15 December 2018 with a comparison to the same period in the previous 2 years.

Data Integration
UK > England
6 months to
15 Dec 2018
Same period 2017 Same period 2016
Rank 462 450 476
Rank change year-on-year -12 +26 -49
Permanent jobs citing Data Integration 903 1,131 1,069
As % of all permanent IT jobs advertised in England 0.61% 0.67% 0.61%
As % of the Processes & Methodologies category 0.67% 0.73% 0.67%
Number of salaries quoted 669 796 917
England median annual salary £60,000 £57,500 £57,500
Median salary % change year-on-year +4.35% - +4.55%
10th Percentile £39,750 £36,500 £31,250
90th Percentile £90,000 £87,500 £87,500
UK median annual salary £60,000 £57,500 £57,500
% change year-on-year +4.35% - +4.55%

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 advertised in England with a requirement for process or methodology skills.

All Process and Methodology Skills
England
Permanent vacancies with a requirement for process or methodology skills 134,682 154,495 159,679
As % of all permanent IT jobs advertised in England 91.67% 91.92% 91.29%
Number of salaries quoted 107,563 123,735 133,578
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £30,000 £28,500 £28,000
90th Percentile £85,000 £80,000 £80,000
UK median annual salary £52,500 £50,000 £48,500
% change year-on-year +5.00% +3.09% +2.11%

Data Integration
Job Vacancy Trend in England

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

Job vacancy trend for Data Integration in England

Data Integration
Salary Trend in England

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

Salary trend for Data Integration in England

Data Integration
Salary Histogram in England

The salary distribution of IT jobs citing Data Integration in England over the 6 months to 15 December 2018.

Salary histogram for Data Integration in England

Data Integration
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Integration within the England region over the 6 months to 15 December 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
London -10 466 £60,000 -4.00% 80
South East +52 219 £60,000 +9.09% 27
North of England -68 81 £49,337 -2.30% 31
Yorkshire +20 46 £50,000 +11.11% 4
East of England +34 45 £70,000 +14.29% 15
Midlands +20 43 £60,000 -14.29% 5
South West -6 43 £53,500 +7.00% 4
North West -49 32 £45,000 -21.74% 25
West Midlands +16 25 £59,000 -15.71% 5
East Midlands +30 18 £70,000 +70.73%
North East -10 3 £49,337 +40.96% 2
Data Integration
UK

For the 6 months to 15 December 2018, IT jobs citing Data Integration 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 across the England region with a requirement for Data Integration.

1 400 (44.30%) ETL
2 394 (43.63%) SQL
3 381 (42.19%) Agile Software Development
4 371 (41.09%) Analytics
5 368 (40.75%) Data Warehouse
6 356 (39.42%) Business Intelligence
7 345 (38.21%) Data Modelling
8 267 (29.57%) Microsoft
9 249 (27.57%) Big Data
10 240 (26.58%) Data Management
11 230 (25.47%) SQL Server
12 224 (24.81%) Finance
13 214 (23.70%) Oracle
14 211 (23.37%) Microsoft Azure
15 185 (20.49%) Data Quality
16 184 (20.38%) SQL Server Integration Services
17 175 (19.38%) Analytical Skills
18 166 (18.38%) Data Architecture
19 159 (17.61%) Degree
20 143 (15.84%) Python
21 139 (15.39%) Java
22 134 (14.84%) Relational Database
23 130 (14.40%) Hadoop
23 130 (14.40%) Project Management
24 127 (14.06%) Data Analysis
25 125 (13.84%) SAP
26 124 (13.73%) Scrum
26 124 (13.73%) Amazon AWS
27 121 (13.40%) Data Science
28 120 (13.29%) SQL Server Reporting Services

Data Integration
Co-occurring IT Skills in England 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
1 117 (12.96%) Apache Spark
2 55 (6.09%) Apache
3 54 (5.98%) SAS
4 28 (3.10%) IIS
5 23 (2.55%) BizTalk Server
6 19 (2.10%) Apache Solr
7 15 (1.66%) SharePoint
8 11 (1.22%) Elasticsearch
9 10 (1.11%) Tomcat
10 9 (1.00%) Apache Pig
11 8 (0.89%) Drupal
12 7 (0.78%) Oracle SOA Suite
13 6 (0.66%) WebSphere
14 5 (0.55%) SharePoint 2010
14 5 (0.55%) SharePoint 2013
15 4 (0.44%) Confluence
15 4 (0.44%) Moodle
15 4 (0.44%) MS Exchange
15 4 (0.44%) SugarCRM
15 4 (0.44%) WebSphere Application Server
Applications
1 37 (4.10%) Microsoft Excel
2 8 (0.89%) SPSS
3 5 (0.55%) Microsoft Office
4 4 (0.44%) Spreadsheet
5 1 (0.11%) Microsoft PowerPoint
5 1 (0.11%) MS Visio
5 1 (0.11%) Stata
Business Applications
1 23 (2.55%) Dynamics CRM
2 8 (0.89%) NetSuite
2 8 (0.89%) Oracle EBS
3 5 (0.55%) Cognos Business Intelligence
3 5 (0.55%) Cognos TM1
3 5 (0.55%) SAP CO
3 5 (0.55%) SAP FI
3 5 (0.55%) SAP FI/CO
4 4 (0.44%) Dynamics AX
5 3 (0.33%) FastStats
5 3 (0.33%) SAP BPC
5 3 (0.33%) SAP S/4HANA
6 2 (0.22%) Dynamics NAV
6 2 (0.22%) Infor SunSystems
6 2 (0.22%) Magento
6 2 (0.22%) Markit EDM
6 2 (0.22%) Workday HCM
7 1 (0.11%) SAP MM
7 1 (0.11%) SAP Payroll
7 1 (0.11%) thinkFolio
Cloud Services
1 211 (23.37%) Microsoft Azure
2 124 (13.73%) Amazon AWS
3 39 (4.32%) SaaS
4 34 (3.77%) Azure Data Factory
5 23 (2.55%) Google Cloud Platform
6 22 (2.44%) Serverless
7 21 (2.33%) PaaS
8 20 (2.21%) Boomi
9 17 (1.88%) Amazon S3
10 11 (1.22%) IaaS
11 10 (1.11%) Cortana Intelligence Suite
11 10 (1.11%) Data Lake Analytics
11 10 (1.11%) GitHub
11 10 (1.11%) Office 365
12 9 (1.00%) Azure Functions
12 9 (1.00%) Cloud Computing
12 9 (1.00%) iPaaS
13 8 (0.89%) AWS Lambda
14 7 (0.78%) Amazon EC2
14 7 (0.78%) Amazon Kinesis
Communications & Networking
1 33 (3.65%) Internet
2 4 (0.44%) SAN
2 4 (0.44%) SSL
3 3 (0.33%) Firewall
3 3 (0.33%) HTTPS
3 3 (0.33%) VPN
4 2 (0.22%) FTP
4 2 (0.22%) SSH
4 2 (0.22%) VoIP
5 1 (0.11%) HTTP
5 1 (0.11%) Intranet
5 1 (0.11%) IPsec
5 1 (0.11%) SMS
5 1 (0.11%) VLAN
Database & Business Intelligence
1 368 (40.75%) Data Warehouse
2 249 (27.57%) Big Data
3 230 (25.47%) SQL Server
4 184 (20.38%) SQL Server Integration Services
5 134 (14.84%) Relational Database
6 130 (14.40%) Hadoop
7 120 (13.29%) SQL Server Reporting Services
8 114 (12.62%) Power BI
9 82 (9.08%) SQL Server Analysis Services
10 75 (8.31%) Data Lake
10 75 (8.31%) NoSQL
11 61 (6.76%) MySQL
11 61 (6.76%) SAP BW
12 49 (5.43%) Apache Hive
13 45 (4.98%) BusinessObjects
14 41 (4.54%) RDBMS
15 38 (4.21%) QlikView
16 34 (3.77%) PostgreSQL
17 30 (3.32%) Azure SQL Data Warehouse
17 30 (3.32%) MongoDB
Development Applications
1 38 (4.21%) JIRA
2 31 (3.43%) Visual Studio
3 30 (3.32%) Git (software)
4 24 (2.66%) SQL Server Management Studio (SSMS)
5 21 (2.33%) ERwin
5 21 (2.33%) Jenkins
6 14 (1.55%) SpecFlow
6 14 (1.55%) Visual Studio Team System
7 12 (1.33%) Team Foundation Server
8 10 (1.11%) Selenium
8 10 (1.11%) TeamCity
9 8 (0.89%) tSQLt
10 7 (0.78%) Octopus Deploy
11 5 (0.55%) Subversion
12 4 (0.44%) Burp Suite
12 4 (0.44%) Hudson
12 4 (0.44%) LSMW
12 4 (0.44%) PowerDesigner
12 4 (0.44%) Rational Application Developer
13 3 (0.33%) Axure RP
General
1 224 (24.81%) Finance
2 49 (5.43%) Banking
3 47 (5.20%) Retail
4 40 (4.43%) Marketing
5 19 (2.10%) Legal
6 16 (1.77%) Pharmaceutical
7 14 (1.55%) French Language
8 11 (1.22%) Telecoms
9 9 (1.00%) Advertising
10 6 (0.66%) Back Office
10 6 (0.66%) Manufacturing
10 6 (0.66%) Online Betting
11 5 (0.55%) Financial Institution
11 5 (0.55%) German Language
11 5 (0.55%) Japanese Language
12 4 (0.44%) Publishing
13 3 (0.33%) Games
13 3 (0.33%) General Ledger
13 3 (0.33%) Music Industry
14 2 (0.22%) Investment Banking
Job Titles
1 220 (24.36%) Architect
2 209 (23.15%) Developer
3 155 (17.17%) Data Architect
4 125 (13.84%) Data Engineer
5 121 (13.40%) Analyst
6 85 (9.41%) Consultant
7 55 (6.09%) Data Analyst
8 50 (5.54%) Business Intelligence Developer
9 48 (5.32%) Solutions Architect
10 37 (4.10%) Enterprise Architect
10 37 (4.10%) Integration Developer
11 33 (3.65%) Senior Developer
12 28 (3.10%) Senior Data Engineer
12 28 (3.10%) SQL Developer
13 27 (2.99%) Data Consultant
14 26 (2.88%) Big Data Engineer
15 24 (2.66%) Business Intelligence Consultant
15 24 (2.66%) ETL Developer
15 24 (2.66%) SSIS Developer
16 23 (2.55%) Lead Developer
Libraries, Frameworks & Software Standards
1 103 (11.41%) Web Services
2 86 (9.52%) XML
3 82 (9.08%) .NET
4 57 (6.31%) Kafka
5 56 (6.20%) JSON
6 54 (5.98%) REST
7 51 (5.65%) HTML
8 43 (4.76%) Middleware
9 39 (4.32%) SOAP
10 23 (2.55%) MDX
11 22 (2.44%) CSS
12 20 (2.21%) RESTful
13 18 (1.99%) Spring
14 17 (1.88%) JSP
15 15 (1.66%) RabbitMQ
16 13 (1.44%) Spark Streaming
17 12 (1.33%) Node.js
18 10 (1.11%) Spring Boot
19 9 (1.00%) AngularJS
19 9 (1.00%) WSDL
Miscellaneous
1 175 (19.38%) Analytical Skills
2 68 (7.53%) Management Information System
3 56 (6.20%) Data Structures
4 50 (5.54%) FMCG
5 33 (3.65%) User Experience
6 29 (3.21%) Fintech
7 26 (2.88%) Enterprise Software
8 20 (2.21%) Credit Risk
8 20 (2.21%) Taxonomies
9 19 (2.10%) Market Risk
10 18 (1.99%) Reference Data
10 18 (1.99%) Self-Motivation
11 16 (1.77%) Greenfield Project
12 13 (1.44%) Life Science
13 12 (1.33%) e-Learning
14 9 (1.00%) NHS
15 8 (0.89%) Mobile App
15 8 (0.89%) Renewable Energy
15 8 (0.89%) Virtual Team
16 7 (0.78%) Social Media
Operating Systems
1 62 (6.87%) Unix
2 50 (5.54%) Windows
3 31 (3.43%) Linux
4 19 (2.10%) AIX
5 18 (1.99%) HPUX
5 18 (1.99%) Solaris
6 9 (1.00%) Windows Server
7 8 (0.89%) Apple iOS
8 2 (0.22%) Ubuntu
8 2 (0.22%) Windows 10
9 1 (0.11%) Android
9 1 (0.11%) CentOS
9 1 (0.11%) Mac OS X
9 1 (0.11%) Red Hat Enterprise Linux
9 1 (0.11%) VMS
9 1 (0.11%) Windows Server 2012
Processes & Methodologies
1 400 (44.30%) ETL
2 381 (42.19%) Agile Software Development
3 371 (41.09%) Analytics
4 356 (39.42%) Business Intelligence
5 345 (38.21%) Data Modelling
6 240 (26.58%) Data Management
7 166 (18.38%) Data Architecture
8 130 (14.40%) Project Management
9 127 (14.06%) Data Analysis
10 124 (13.73%) Scrum
11 121 (13.40%) Data Science
12 119 (13.18%) Migration
13 115 (12.74%) Data Governance
14 113 (12.51%) Data Engineering
15 98 (10.85%) Visualisation
16 96 (10.63%) Master Data Management
17 86 (9.52%) Stakeholder Management
18 85 (9.41%) Enterprise Architecture
19 84 (9.30%) Data Migration
20 81 (8.97%) Problem-Solving
Programming Languages
1 394 (43.63%) SQL
2 143 (15.84%) Python
3 139 (15.39%) Java
4 91 (10.08%) C#
5 88 (9.75%) T-SQL
6 56 (6.20%) JavaScript
6 56 (6.20%) R
7 55 (6.09%) Scala
8 49 (5.43%) PL/SQL
9 26 (2.88%) PowerShell
10 23 (2.55%) PHP
11 19 (2.10%) C
12 18 (1.99%) Data Analysis Expressions (DAX)
13 16 (1.77%) Ruby
14 12 (1.33%) VB
15 10 (1.11%) VB.NET
16 9 (1.00%) U-SQL
17 8 (0.89%) Java 8
17 8 (0.89%) Shell Script
18 6 (0.66%) SAS Macro
Qualifications
1 159 (17.61%) Degree
2 36 (3.99%) Security Cleared
3 18 (1.99%) SC Cleared
4 11 (1.22%) Master's Degree
5 9 (1.00%) TOGAF Certification
6 7 (0.78%) Computer Science Degree
7 6 (0.66%) Microsoft Certification
7 6 (0.66%) Postgraduate
8 5 (0.55%) AWS Certification
9 3 (0.33%) DV Cleared
9 3 (0.33%) ISTQB
9 3 (0.33%) Numerate Degree
9 3 (0.33%) PMP
10 2 (0.22%) ISEB
10 2 (0.22%) ITIL Foundation Certificate
10 2 (0.22%) SAP Certification
10 2 (0.22%) SAS Certification
10 2 (0.22%) Sun Certification
11 1 (0.11%) BPSS Clearance
11 1 (0.11%) ITIL Certification
Quality Assurance & Compliance
1 185 (20.49%) Data Quality
2 55 (6.09%) QA
3 8 (0.89%) GDPR
4 5 (0.55%) SLA
5 3 (0.33%) PMO
6 2 (0.22%) IFRS
6 2 (0.22%) IFRS 9
6 2 (0.22%) ISO/IEC 27001
7 1 (0.11%) Dodd-Frank
7 1 (0.11%) EMIR
7 1 (0.11%) HL7
7 1 (0.11%) ISO 20022
7 1 (0.11%) MiFID
System Software
1 30 (3.32%) HDFS
2 14 (1.55%) Apache Flume
3 13 (1.44%) Active Directory
4 11 (1.22%) VMware Infrastructure
5 9 (1.00%) Docker
6 6 (0.66%) Apache ZooKeeper
7 4 (0.44%) Virtual Machines
8 2 (0.22%) Terminal Server
9 1 (0.11%) Hyper-V
9 1 (0.11%) Virtual Servers
Systems Management
1 15 (1.66%) Oozie
1 15 (1.66%) Terraform
2 12 (1.33%) Opscode Chef
2 12 (1.33%) Puppet
3 5 (0.55%) Packer
4 4 (0.44%) Kubernetes
4 4 (0.44%) Oracle Enterprise Manager
4 4 (0.44%) QRadar
4 4 (0.44%) Tivoli
4 4 (0.44%) Tivoli Identity Manager
5 3 (0.33%) Single Sign-On
6 2 (0.22%) Ansible
6 2 (0.22%) Automic
6 2 (0.22%) Control-M
7 1 (0.11%) Ambari
7 1 (0.11%) CFEngine
7 1 (0.11%) Nagios
7 1 (0.11%) Salt
7 1 (0.11%) SCOrch
7 1 (0.11%) WebSphere Cast Iron
Vendors
1 267 (29.57%) Microsoft
2 214 (23.70%) Oracle
3 125 (13.84%) SAP
4 120 (13.29%) Tableau
5 79 (8.75%) Informatica
6 47 (5.20%) Talend
7 40 (4.43%) Hortonworks
8 35 (3.88%) Cloudera
8 35 (3.88%) Salesforce.com
9 30 (3.32%) IBM
10 29 (3.21%) Google
11 28 (3.10%) MuleSoft
12 26 (2.88%) Alteryx
13 20 (2.21%) Cognos
14 16 (1.77%) Dell
14 16 (1.77%) MicroStrategy
14 16 (1.77%) Teradata
15 15 (1.66%) SnapLogic
15 15 (1.66%) Splunk
16 14 (1.55%) Netezza