Period
to 19 November 2017

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 19 November 2017 with a comparison to the same period in the previous 2 years.

Data Extraction
UK > England
6 months to
19 Nov 2017
Same period 2016 Same period 2015
Rank 824 934 885
Rank change year-on-year +110 -49 +65
Permanent jobs citing Data Extraction 331 256 392
As % of all permanent IT jobs advertised in England 0.20% 0.14% 0.19%
As % of the Processes & Methodologies category 0.22% 0.16% 0.21%
Number of salaries quoted 264 230 300
England median annual salary £47,500 £42,500 £45,000
Median salary % change year-on-year +11.76% -5.56% +5.88%
10th Percentile £25,750 £27,975 £26,250
90th Percentile £67,500 £62,750 £71,250
UK median annual salary £47,500 £43,835 £45,000
% change year-on-year +8.36% -2.59% +5.88%

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 150254 159112 182385
As % of all permanent IT jobs advertised in England 89.93% 89.36% 88.72%
Number of salaries quoted 119398 133448 151804
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,250 £27,500
90th Percentile £80,000 £80,000 £77,500
UK median annual salary £50,000 £49,476 £47,500
% change year-on-year +1.06% +4.16% +5.56%

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 19 November 2017.

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 19 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
London +31 139 £52,500 +5.00% 4
North of England +40 71 £48,250 +20.63% 3
North West +24 58 £49,000 +22.50% 1
South East +65 56 £37,500 +13.64% 3
Midlands +43 32 £37,500 +13.64% 3
West Midlands +22 21 £37,500 -1.32% 1
East of England +14 19 £40,000 -11.11%
South West +30 13 £45,000 +38.46%
East Midlands +36 11 £40,000 +26.36% 1
Yorkshire +32 9 £50,000 +75.44% 2
North East - 4 £25,000 -
Data Extraction
UK

For the 6 months to 19 November 2017, IT jobs citing Data Extraction also mentioned the following skills in order of popularity. The figures indicate the number co-occurrences and its proportion to all job ads across the England region with a requirement for Data Extraction.

1 194 (58.61%) SQL
2 134 (40.48%) Business Intelligence
3 112 (33.84%) ETL
4 95 (28.70%) Microsoft Excel
5 93 (28.10%) SQL Server
6 87 (26.28%) Analytical Skills
7 84 (25.38%) Finance
8 80 (24.17%) Tableau
9 77 (23.26%) Oracle
9 77 (23.26%) Data Warehouse
10 75 (22.66%) Data Management
11 74 (22.36%) SAP
12 73 (22.05%) Analytics
13 68 (20.54%) Microsoft
14 62 (18.73%) Data Modelling
14 62 (18.73%) Degree
15 58 (17.52%) Python
16 54 (16.31%) Visualisation
17 47 (14.20%) Data Governance
18 46 (13.90%) SQL Server Reporting Services
19 43 (12.99%) SQL Server Integration Services
19 43 (12.99%) Data Quality
20 42 (12.69%) ERP
21 41 (12.39%) QlikView
22 38 (11.48%) Windows
22 38 (11.48%) Management Information System
23 37 (11.18%) Relational Database
24 36 (10.88%) R
24 36 (10.88%) C#
25 35 (10.57%) T-SQL

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 31 (9.37%) SAS
2 26 (7.85%) SharePoint
3 20 (6.04%) Apache Spark
4 3 (0.91%) Apache
4 3 (0.91%) NetWeaver
4 3 (0.91%) SharePoint Server
5 2 (0.60%) Apache Pig
5 2 (0.60%) Elasticsearch
5 2 (0.60%) Smallworld
6 1 (0.30%) Apache Solr
Applications
1 95 (28.70%) Microsoft Excel
2 24 (7.25%) SPSS
3 20 (6.04%) Microsoft Office
4 12 (3.63%) Microsoft PowerPoint
5 6 (1.81%) MS Visio
6 5 (1.51%) Spreadsheet
7 4 (1.21%) Microsoft Project
8 3 (0.91%) Doxygen
9 2 (0.60%) SPSS Modeler
10 1 (0.30%) Abaqus
10 1 (0.30%) SOLIDWORKS
Business Applications
1 17 (5.14%) SAP ERP
2 16 (4.83%) SAP InfiniteInsight
3 7 (2.11%) Oracle EBS
4 5 (1.51%) Oracle ERP
5 3 (0.91%) Adobe Campaign
6 2 (0.60%) NetSuite
6 2 (0.60%) SAP PM
7 1 (0.30%) Dynamics AX
7 1 (0.30%) Dynamics NAV
7 1 (0.30%) FastStats
7 1 (0.30%) Sage 200
7 1 (0.30%) Sage X3
7 1 (0.30%) WebTrends
Cloud Services
1 28 (8.46%) Amazon AWS
2 16 (4.83%) OpenShift
3 10 (3.02%) Microsoft Azure
4 3 (0.91%) Google Analytics
5 2 (0.60%) AWS Data Pipeline
5 2 (0.60%) GitHub
5 2 (0.60%) SaaS
6 1 (0.30%) Adobe Analytics
6 1 (0.30%) Amazon EC2
6 1 (0.30%) Azure Data Factory
6 1 (0.30%) Google Cloud Platform
6 1 (0.30%) Office 365
Communications & Networking
1 1 (0.30%) DHCP
1 1 (0.30%) DNS
1 1 (0.30%) FIX Connectivity
1 1 (0.30%) TCP/IP
Database & Business Intelligence
1 93 (28.10%) SQL Server
2 77 (23.26%) Data Warehouse
3 46 (13.90%) SQL Server Reporting Services
4 43 (12.99%) SQL Server Integration Services
5 41 (12.39%) QlikView
6 37 (11.18%) Relational Database
7 35 (10.57%) BusinessObjects
8 33 (9.97%) NoSQL
9 29 (8.76%) RDBMS
10 28 (8.46%) Hadoop
11 25 (7.55%) Big Data
12 24 (7.25%) Spotfire
13 22 (6.65%) SAP BW
14 20 (6.04%) Power BI
15 19 (5.74%) Apache Hive
16 18 (5.44%) MS Access
17 16 (4.83%) BusinessObjects Business Intelligence
18 15 (4.53%) Oracle BI EE
19 13 (3.93%) Crystal Reports
19 13 (3.93%) Pentaho
Development Applications
1 17 (5.14%) SQL Server Management Studio (SSMS)
2 15 (4.53%) Talend Open Studio
3 11 (3.32%) Git (software)
4 10 (3.02%) Visual Studio
5 8 (2.42%) JUnit
5 8 (2.42%) Rational Rhapsody
6 5 (1.51%) Team Foundation Server
7 3 (0.91%) GCC
7 3 (0.91%) GDB
7 3 (0.91%) Jenkins
7 3 (0.91%) Subversion
7 3 (0.91%) TeamCity
8 2 (0.60%) JIRA
8 2 (0.60%) RStudio
9 1 (0.30%) LSMW
9 1 (0.30%) Maven
9 1 (0.30%) Oracle Forms
General
1 84 (25.38%) Finance
2 32 (9.67%) Retail
3 31 (9.37%) Marketing
4 21 (6.34%) Back Office
5 19 (5.74%) Banking
6 18 (5.44%) Pharmaceutical
7 10 (3.02%) Advertising
7 10 (3.02%) Legal
8 8 (2.42%) Games
8 8 (2.42%) Manufacturing
9 6 (1.81%) Billing
10 5 (1.51%) Aerospace
10 5 (1.51%) Front Office
11 4 (1.21%) Law
12 3 (0.91%) Financial Institution
12 3 (0.91%) French Language
13 1 (0.30%) Digital Economy
13 1 (0.30%) Investment Banking
13 1 (0.30%) Retail Banking
13 1 (0.30%) Telecoms
Job Titles
1 119 (35.95%) Analyst
2 90 (27.19%) Developer
3 42 (12.69%) Data Analyst
4 30 (9.06%) Architect
5 28 (8.46%) Data Manager
6 25 (7.55%) Data Architect
7 24 (7.25%) Business Intelligence Analyst
7 24 (7.25%) Business Intelligence Developer
8 21 (6.34%) Business Intelligence Architect
9 20 (6.04%) Analytics Manager
9 20 (6.04%) Data Analytics Manager
10 18 (5.44%) SQL Analyst
11 17 (5.14%) Data Scientist
11 17 (5.14%) Graduate
11 17 (5.14%) SAP Developer
12 16 (4.83%) C# Developer
12 16 (4.83%) SAP BW Developer
13 14 (4.23%) Change Analyst
13 14 (4.23%) Junior
14 13 (3.93%) Business Developer
Libraries, Frameworks & Software Standards
1 23 (6.95%) .NET
2 22 (6.65%) Web Services
3 18 (5.44%) Middleware
4 13 (3.93%) WPF
5 10 (3.02%) ASP.NET
5 10 (3.02%) REST
5 10 (3.02%) XML
6 5 (1.51%) ASP.NET MVC
6 5 (1.51%) HTML
6 5 (1.51%) WCF
7 4 (1.21%) .NET Framework
7 4 (1.21%) Angular 2
8 3 (0.91%) Boost C++ Libraries
8 3 (0.91%) CSS
8 3 (0.91%) STL
9 2 (0.60%) HTML5
9 2 (0.60%) jQuery
9 2 (0.60%) SOAP
9 2 (0.60%) XSD
9 2 (0.60%) XSLT
Miscellaneous
1 87 (26.28%) Analytical Skills
2 38 (11.48%) Management Information System
3 33 (9.97%) Computer Science
4 22 (6.65%) Algorithms
5 21 (6.34%) Virtual Team
6 18 (5.44%) Life Science
7 12 (3.63%) Data Structures
8 8 (2.42%) NHS
8 8 (2.42%) Renewable Energy
8 8 (2.42%) Smart Energy
9 6 (1.81%) Driving Licence
9 6 (1.81%) Enterprise Software
10 5 (1.51%) Greenfield Project
11 4 (1.21%) Client/Server
11 4 (1.21%) Reinsurance
11 4 (1.21%) Smart Meter
12 3 (0.91%) Wiki
13 2 (0.60%) Credit Risk
13 2 (0.60%) Reference Data
13 2 (0.60%) Replication
Operating Systems
1 38 (11.48%) Windows
2 20 (6.04%) Unix
3 15 (4.53%) Linux
4 1 (0.30%) Windows 10
4 1 (0.30%) Windows 7
4 1 (0.30%) Windows 8
Processes & Methodologies
1 134 (40.48%) Business Intelligence
2 112 (33.84%) ETL
3 75 (22.66%) Data Management
4 73 (22.05%) Analytics
5 62 (18.73%) Data Modelling
6 54 (16.31%) Visualisation
7 47 (14.20%) Data Governance
8 42 (12.69%) ERP
9 35 (10.57%) ITIL
10 34 (10.27%) Stakeholder Management
11 28 (8.46%) Mathematics
12 25 (7.55%) Data Visualisation
12 25 (7.55%) Master Data Management
12 25 (7.55%) Time Management
13 24 (7.25%) CRM
13 24 (7.25%) Data Analytics
14 23 (6.95%) Data Analysis
15 22 (6.65%) Data Integration
15 22 (6.65%) SDLC
16 20 (6.04%) Business Analysis
Programming Languages
1 194 (58.61%) SQL
2 58 (17.52%) Python
3 36 (10.88%) C#
3 36 (10.88%) R
4 35 (10.57%) T-SQL
5 33 (9.97%) PL/SQL
6 30 (9.06%) Java
6 30 (9.06%) VBA
7 10 (3.02%) Scala
8 7 (2.11%) C
8 7 (2.11%) JavaScript
9 5 (1.51%) C++
9 5 (1.51%) VB.NET
10 4 (1.21%) ABAP
11 3 (0.91%) AWK
11 3 (0.91%) MATLAB
11 3 (0.91%) Perl
11 3 (0.91%) Shell Script
11 3 (0.91%) VB
11 3 (0.91%) VBScript
Qualifications
1 62 (18.73%) Degree
2 14 (4.23%) Security Cleared
3 12 (3.63%) Computer Science Degree
3 12 (3.63%) PhD
4 8 (2.42%) SC Cleared
5 5 (1.51%) MCSA
5 5 (1.51%) MCSE
5 5 (1.51%) Microsoft Certification
6 4 (1.21%) ISEB
7 3 (0.91%) ITIL Foundation Certificate
7 3 (0.91%) Numerate Degree
Quality Assurance & Compliance
1 43 (12.99%) Data Quality
2 5 (1.51%) NEBOSH
3 3 (0.91%) Actionable Recommendations
3 3 (0.91%) SLA
4 1 (0.30%) HL7
4 1 (0.30%) ISO 9001
4 1 (0.30%) ISO/IEC 27001
System Software
1 2 (0.60%) Active Directory
2 1 (0.30%) Apache Flume
2 1 (0.30%) vSphere
Systems Management
1 16 (4.83%) Ganglia
Vendors
1 80 (24.17%) Tableau
2 77 (23.26%) Oracle
3 74 (22.36%) SAP
4 68 (20.54%) Microsoft
5 22 (6.65%) Informatica
6 19 (5.74%) Teradata
7 15 (4.53%) Talend
8 13 (3.93%) ServiceNow
8 13 (3.93%) Xerox
9 10 (3.02%) MuleSoft
10 9 (2.72%) Hyperion
11 7 (2.11%) MicroStrategy
12 6 (1.81%) Google
13 5 (1.51%) Cloudera
13 5 (1.51%) Hortonworks
13 5 (1.51%) MapR
14 4 (1.21%) Alterian
14 4 (1.21%) Infragistics
14 4 (1.21%) Kofax
14 4 (1.21%) Siemens