Period
to 21 November 2018

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Data Extraction skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Extraction over the 6 months to 21 November 2018 with a comparison to the same period in the previous 2 years.

Data Extraction
UK > England
6 months to
21 Nov 2018
Same period 2017 Same period 2016
Rank 894 845 957
Rank change year-on-year -49 +112 -48
Permanent jobs citing Data Extraction 224 340 254
As % of all permanent IT jobs advertised in England 0.15% 0.20% 0.14%
As % of the Processes & Methodologies category 0.16% 0.22% 0.16%
Number of salaries quoted 182 271 227
England median annual salary £52,250 £47,500 £42,500
Median salary % change year-on-year +10.00% +11.76% -5.56%
10th Percentile £30,125 £25,750 £27,900
90th Percentile £71,150 £67,500 £63,500
UK median annual salary £50,000 £47,500 £43,417
% change year-on-year +5.26% +9.40% -3.52%

Data Extraction 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 138,429 155,253 162,163
As % of all permanent IT jobs advertised in England 91.18% 91.49% 90.96%
Number of salaries quoted 111,065 123,772 136,181
England median annual salary £52,500 £50,000 £50,000
Median salary % change year-on-year +5.00% - +5.26%
10th Percentile £29,750 £28,500 £28,000
90th Percentile £85,000 £80,000 £80,000
UK median annual salary £50,000 £50,000 £48,500
% change year-on-year - +3.09% +2.11%

Data Extraction
Job Vacancy Trend in England

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

Job vacancy trend for Data Extraction in England

Data Extraction
Salary Trend in England

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

Salary trend for Data Extraction in England

Data Extraction
Salary Histogram in England

The salary distribution of IT jobs citing Data Extraction in England over the 6 months to 21 November 2018.

Salary histogram for Data Extraction in England

Data Extraction
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 Extraction within the England region over the 6 months to 21 November 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 +23 110 £57,500 +9.52% 14
North of England -16 38 £42,500 -10.53% 6
South East +1 35 £45,000 +20.00% 7
East of England +36 21 £40,000 - 3
North West -28 20 £35,000 -28.57% 2
Yorkshire +30 12 £45,000 -10.00% 1
West Midlands +27 11 £53,750 +43.33% 2
Midlands +7 11 £53,750 +43.33% 5
South West +8 8 £25,000 -44.44% 3
North East +1 6 £70,000 +180.00% 3
Data Extraction
UK

For the 6 months to 21 November 2018, IT jobs citing Data Extraction 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 Extraction.

1 147 (65.63%) SQL
2 88 (39.29%) Finance
3 79 (35.27%) SQL Server
4 60 (26.79%) Microsoft Excel
5 59 (26.34%) Business Intelligence
6 58 (25.89%) Analytics
7 56 (25.00%) C#
8 54 (24.11%) Python
9 52 (23.21%) Data Warehouse
9 52 (23.21%) ETL
9 52 (23.21%) Analytical Skills
10 51 (22.77%) SQL Server Integration Services
11 49 (21.88%) T-SQL
12 48 (21.43%) SQL Server Reporting Services
13 46 (20.54%) Microsoft
13 46 (20.54%) Problem-Solving
14 43 (19.20%) Project Management
15 40 (17.86%) Visualisation
16 39 (17.41%) .NET
16 39 (17.41%) Agile Software Development
17 38 (16.96%) VBA
17 38 (16.96%) Tableau
18 37 (16.52%) SQL Server Analysis Services
19 34 (15.18%) Marketing
20 32 (14.29%) OO
20 32 (14.29%) Management Information System
21 31 (13.84%) Oracle
21 31 (13.84%) Relational Database
22 30 (13.39%) Java
23 29 (12.95%) ASP.NET

Data Extraction
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 29 (12.95%) SharePoint
2 25 (11.16%) SAS
3 12 (5.36%) Apache Spark
4 9 (4.02%) Elasticsearch
5 7 (3.13%) Apache
6 4 (1.79%) Confluence
6 4 (1.79%) Tomcat
7 1 (0.45%) Apache Pig
7 1 (0.45%) Apache Solr
7 1 (0.45%) ArcGIS
7 1 (0.45%) CICS
7 1 (0.45%) Oracle SOA Suite
7 1 (0.45%) SharePoint Server
Applications
1 60 (26.79%) Microsoft Excel
2 16 (7.14%) Microsoft PowerPoint
3 14 (6.25%) Microsoft Office
4 13 (5.80%) Spreadsheet
5 11 (4.91%) SPSS
6 5 (2.23%) MS Visio
7 4 (1.79%) Chatbot
8 3 (1.34%) Stata
9 1 (0.45%) AutoCAD
Business Applications
1 9 (4.02%) Cognos Business Intelligence
1 9 (4.02%) Cognos TM1
2 7 (3.13%) Infor SunSystems
3 3 (1.34%) Dynamics CRM
4 2 (0.89%) SAP Business One
4 2 (0.89%) SAP ERP
4 2 (0.89%) SAP InfiniteInsight
4 2 (0.89%) Workday HCM
5 1 (0.45%) Infor CloudSuite
5 1 (0.45%) Infor M3
5 1 (0.45%) SAP HR
Cloud Services
1 15 (6.70%) Microsoft Azure
2 8 (3.57%) Amazon AWS
3 6 (2.68%) SaaS
4 4 (1.79%) Office 365
5 2 (0.89%) GitHub
6 1 (0.45%) Salesforce Sales Cloud
6 1 (0.45%) SuccessFactors
Communications & Networking
1 7 (3.13%) Intranet
2 4 (1.79%) DNS
2 4 (1.79%) FTP
3 3 (1.34%) DHCP
3 3 (1.34%) LAN
3 3 (1.34%) WAN
4 2 (0.89%) PPP
4 2 (0.89%) Wi-Fi
5 1 (0.45%) 5G
5 1 (0.45%) Cisco IOS
5 1 (0.45%) Diameter Protocol
5 1 (0.45%) HTTPS
5 1 (0.45%) Internet
5 1 (0.45%) IPsec
5 1 (0.45%) IPv4
5 1 (0.45%) IPv6
5 1 (0.45%) Network Security
5 1 (0.45%) OSPF
5 1 (0.45%) SAN
5 1 (0.45%) SIGTRAN
Database & Business Intelligence
1 79 (35.27%) SQL Server
2 52 (23.21%) Data Warehouse
3 51 (22.77%) SQL Server Integration Services
4 48 (21.43%) SQL Server Reporting Services
5 37 (16.52%) SQL Server Analysis Services
6 31 (13.84%) Relational Database
7 28 (12.50%) Power BI
8 24 (10.71%) SQL Server 2008
9 23 (10.27%) Crystal Reports
10 22 (9.82%) MySQL
11 18 (8.04%) Hadoop
12 16 (7.14%) Big Data
13 14 (6.25%) NoSQL
14 13 (5.80%) Data Mining
15 10 (4.46%) QlikView
15 10 (4.46%) RDBMS
15 10 (4.46%) SQL Server 2016
16 9 (4.02%) BusinessObjects
16 9 (4.02%) Microsoft Analysis Services
17 8 (3.57%) Spotfire
Development Applications
1 28 (12.50%) Visual Studio
2 19 (8.48%) Team Foundation Server
3 6 (2.68%) LSMW
4 5 (2.23%) Selenium
5 4 (1.79%) Eclipse
5 4 (1.79%) Gatling
5 4 (1.79%) Git (software)
5 4 (1.79%) JIRA
5 4 (1.79%) JMeter
5 4 (1.79%) NeoLoad
5 4 (1.79%) Subversion
6 2 (0.89%) SQL Server Management Studio (SSMS)
7 1 (0.45%) Cucumber
7 1 (0.45%) LoadRunner
General
1 88 (39.29%) Finance
2 34 (15.18%) Marketing
3 14 (6.25%) Banking
4 10 (4.46%) Legal
5 9 (4.02%) Retail
6 7 (3.13%) Manufacturing
7 6 (2.68%) Advertising
8 5 (2.23%) International Banking
9 3 (1.34%) Investment Banking
9 3 (1.34%) Law
10 2 (0.89%) Retail Finance
10 2 (0.89%) Telecoms
11 1 (0.45%) Back Office
11 1 (0.45%) Billing
11 1 (0.45%) Front Office
11 1 (0.45%) General Ledger
11 1 (0.45%) German Language
11 1 (0.45%) Pharmaceutical
11 1 (0.45%) Publishing
11 1 (0.45%) Spanish Language
Job Titles
1 72 (32.14%) Developer
2 68 (30.36%) Analyst
3 27 (12.05%) Data Analyst
4 25 (11.16%) Consultant
5 23 (10.27%) SQL Developer
6 21 (9.38%) Analyst Developer
7 19 (8.48%) C# Developer
8 18 (8.04%) .NET Developer
8 18 (8.04%) Data Consultant
9 17 (7.59%) C# .NET Developer
10 15 (6.70%) Data Manager
11 14 (6.25%) Senior Analyst
12 12 (5.36%) Business Intelligence Developer
12 12 (5.36%) Senior Manager
12 12 (5.36%) SQL Analyst
13 11 (4.91%) ASP.NET Developer
13 11 (4.91%) ASP.NET MVC Developer
13 11 (4.91%) C# ASP.NET Developer
14 10 (4.46%) Senior Data Analyst
14 10 (4.46%) VB.NET/ASP.NET Developer
Libraries, Frameworks & Software Standards
1 39 (17.41%) .NET
2 29 (12.95%) ASP.NET
3 25 (11.16%) ASP.NET MVC
4 19 (8.48%) HTML
5 10 (4.46%) XML
6 8 (3.57%) Angular 2
6 8 (3.57%) CSS
7 6 (2.68%) Web Services
8 5 (2.23%) BAPI
8 5 (2.23%) IDoc
8 5 (2.23%) jQuery
8 5 (2.23%) RESTful
8 5 (2.23%) SOAP
8 5 (2.23%) Spring
9 4 (1.79%) Hibernate
9 4 (1.79%) J2EE
9 4 (1.79%) Java EE
9 4 (1.79%) JSP
9 4 (1.79%) REST
9 4 (1.79%) Spring MVC
Miscellaneous
1 52 (23.21%) Analytical Skills
2 32 (14.29%) Management Information System
3 15 (6.70%) Computer Science
4 10 (4.46%) Credit Risk
4 10 (4.46%) Self-Motivation
5 9 (4.02%) Algorithms
6 8 (3.57%) Greenfield Project
7 6 (2.68%) SCADA
8 5 (2.23%) Data Structures
8 5 (2.23%) Market Risk
9 4 (1.79%) Robotics
10 3 (1.34%) e-Learning
10 3 (1.34%) Fintech
10 3 (1.34%) FMCG
10 3 (1.34%) Industry 4.0
10 3 (1.34%) Mainframe
10 3 (1.34%) Renewable Energy
11 2 (0.89%) Driving Licence
11 2 (0.89%) Reinsurance
12 1 (0.45%) Semantic Web
Operating Systems
1 10 (4.46%) Windows
2 4 (1.79%) Linux
3 3 (1.34%) Unix
4 1 (0.45%) AIX
4 1 (0.45%) Windows 10
4 1 (0.45%) Windows 7
4 1 (0.45%) Windows Server
Processes & Methodologies
1 59 (26.34%) Business Intelligence
2 58 (25.89%) Analytics
3 52 (23.21%) ETL
4 46 (20.54%) Problem-Solving
5 43 (19.20%) Project Management
6 40 (17.86%) Visualisation
7 39 (17.41%) Agile Software Development
8 32 (14.29%) OO
9 29 (12.95%) MVC
10 28 (12.50%) Data Modelling
11 27 (12.05%) Machine Learning
12 25 (11.16%) Migration
13 24 (10.71%) Data Visualisation
14 23 (10.27%) Data Architecture
15 22 (9.82%) Data Analytics
15 22 (9.82%) OOD
16 21 (9.38%) ERP
17 20 (8.93%) Business Analysis
17 20 (8.93%) Data Analysis
17 20 (8.93%) Data Management
Programming Languages
1 147 (65.63%) SQL
2 56 (25.00%) C#
3 54 (24.11%) Python
4 49 (21.88%) T-SQL
5 38 (16.96%) VBA
6 30 (13.39%) Java
7 25 (11.16%) JavaScript
8 19 (8.48%) VB.NET
9 16 (7.14%) R
10 10 (4.46%) VB
11 9 (4.02%) C
12 8 (3.57%) ABAP
12 8 (3.57%) C++
13 7 (3.13%) PHP
13 7 (3.13%) PL/SQL
14 6 (2.68%) Scala
15 3 (1.34%) Bash Shell
16 2 (0.89%) MATLAB
16 2 (0.89%) Perl
16 2 (0.89%) PowerShell
Qualifications
1 28 (12.50%) Degree
2 13 (5.80%) Security Cleared
3 12 (5.36%) SC Cleared
4 5 (2.23%) Computer Science Degree
5 2 (0.89%) PhD
5 2 (0.89%) Postgraduate
6 1 (0.45%) DV Cleared
6 1 (0.45%) ITIL Foundation Certificate
6 1 (0.45%) Master's Degree
6 1 (0.45%) PMI Certification
6 1 (0.45%) PRINCE2 Certification
Quality Assurance & Compliance
1 16 (7.14%) Data Quality
2 5 (2.23%) SLA
3 4 (1.79%) GDPR
3 4 (1.79%) QA
4 2 (0.89%) ISO/IEC 27001
4 2 (0.89%) PCI DSS
5 1 (0.45%) HL7
5 1 (0.45%) IFRS
System Software
1 3 (1.34%) Docker
2 2 (0.89%) Active Directory
2 2 (0.89%) VMware Infrastructure
3 1 (0.45%) Virtual Servers
Systems Management
1 2 (0.89%) Consul
1 2 (0.89%) Kubernetes
1 2 (0.89%) Terraform
Vendors
1 46 (20.54%) Microsoft
2 38 (16.96%) Tableau
3 31 (13.84%) Oracle
4 19 (8.48%) Infragistics
5 18 (8.04%) SAP
6 16 (7.14%) Cognos
7 11 (4.91%) Adobe
8 9 (4.02%) Informatica
9 8 (3.57%) Infor
10 7 (3.13%) Alteryx
11 6 (2.68%) IFS
11 6 (2.68%) Teradata
12 5 (2.23%) Talend
13 4 (1.79%) Ab Initio
13 4 (1.79%) CheckPoint
13 4 (1.79%) Salesforce.com
14 3 (1.34%) Databricks
14 3 (1.34%) VMware
15 2 (0.89%) Marketo
15 2 (0.89%) Workday