Period
to 23 July 2017

The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Statistics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Statistics over the 6 months to 23 July 2017 with a comparison to the same period in the previous 2 years.

Statistics
UK > England
6 months to
23 Jul 2017
Same period 2016 Same period 2015
Rank 324 335 359
Rank change year-on-year +11 +24 -7
Permanent jobs citing Statistics 1639 1845 1896
As % of all permanent IT jobs advertised in England 0.98% 0.97% 0.91%
As % of the Processes & Methodologies category 1.10% 1.09% 1.04%
Number of salaries quoted 1287 1432 1365
England median annual salary £47,500 £50,000 £47,500
Median salary % change year-on-year -5.00% +5.26% +9.20%
10th Percentile £26,250 £27,500 £25,000
90th Percentile £90,000 £85,000 £77,500
UK median annual salary £47,000 £50,000 £45,500
% change year-on-year -6.00% +9.89% +7.06%

Statistics is in the process and methodology skills category. The next table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in England with a requirement for process and methodology skills.

Process & Methodology Skills
England
Permanent job vacancies with a requirement for process and methodology skills 149455 169064 182174
As % of all permanent IT job vacancies advertised in England 89.75% 88.94% 87.80%
Number of salaries quoted 120589 142359 149675
England median annual salary £50,000 £50,000 £47,500
Median salary % change year-on-year - +5.26% +5.56%
10th Percentile £28,750 £28,000 £27,500
90th Percentile £80,000 £78,750 £76,250
UK median annual salary £50,000 £48,000 £47,500
% change year-on-year +4.17% +1.05% +5.56%

Statistics
Job Vacancy Trend in England

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

Job vacancy trend for Statistics in England

Statistics
Salary Trend in England

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

Salary trend for Statistics in England

Statistics
Salary Histogram in England

The salary distribution of IT jobs citing Statistics in England over the 6 months to 23 July 2017.

Salary histogram for Statistics in England

Statistics
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Statistics within the England region over the 6 months to 23 July 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 -47 755 £56,000 -2.61% 67
South East +26 274 £42,500 - 18
North of England +66 223 £35,000 -12.50% 16
East of England +117 183 £42,500 -15.00% 15
Midlands -4 132 £34,000 +3.03% 5
North West +7 124 £40,000 - 7
West Midlands +12 89 £35,000 +16.67% 5
South West +35 77 £39,000 +11.43% 7
Yorkshire +40 76 £36,250 +39.42% 9
East Midlands -5 37 £30,500 -32.22%
North East +31 23 £22,500 -49.71%
Statistics
UK

For the 6 months to 23 July 2017, IT jobs citing Statistics 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 Statistics.

1 673 (41.06%) SQL
2 602 (36.73%) Mathematics
3 551 (33.62%) Analytics
4 539 (32.89%) Python
5 505 (30.81%) Degree
6 494 (30.14%) Finance
7 446 (27.21%) Machine Learning
8 436 (26.60%) Analytical Skills
9 380 (23.18%) Computer Science
10 364 (22.21%) R
11 312 (19.04%) Microsoft
12 300 (18.30%) SQL Server
13 290 (17.69%) Big Data
14 280 (17.08%) Microsoft Excel
15 254 (15.50%) Algorithms
16 249 (15.19%) PhD
16 249 (15.19%) Business Intelligence
17 242 (14.77%) Visualisation
18 238 (14.52%) SAS
19 215 (13.12%) Java
20 214 (13.06%) Hadoop
21 212 (12.93%) Data Analysis
22 201 (12.26%) Windows
23 198 (12.08%) Marketing
24 195 (11.90%) Agile Software Development
25 192 (11.71%) Data Visualisation
26 190 (11.59%) Data Mining
27 175 (10.68%) Physics
28 162 (9.88%) Apache Spark
29 153 (9.33%) MATLAB

Statistics
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
1 238 (14.52%) SAS
2 162 (9.88%) Apache Spark
3 55 (3.36%) SharePoint
4 35 (2.14%) SharePoint Server
5 29 (1.77%) MS Exchange
6 25 (1.53%) Apache
7 23 (1.40%) Apache Pig
8 20 (1.22%) Skype for Business
9 16 (0.98%) SharePoint 2013
10 15 (0.92%) CMS
11 14 (0.85%) Elasticsearch
12 8 (0.49%) IIS
12 8 (0.49%) Oracle SOA Suite
12 8 (0.49%) Tornado
13 6 (0.37%) ArcGIS
13 6 (0.37%) Jupyter
13 6 (0.37%) WordPress
14 5 (0.31%) Tomcat
14 5 (0.31%) WebLogic
14 5 (0.31%) WebSphere
Applications
1 280 (17.08%) Microsoft Excel
2 127 (7.75%) Microsoft Office
3 95 (5.80%) Microsoft PowerPoint
4 93 (5.67%) SPSS
5 27 (1.65%) Spreadsheet
6 17 (1.04%) MS Visio
7 11 (0.67%) Stata
8 7 (0.43%) SPSS Modeler
9 5 (0.31%) Microsoft Project
10 4 (0.24%) Camtasia
10 4 (0.24%) FrameMaker
10 4 (0.24%) Photoshop
10 4 (0.24%) RoboHelp
10 4 (0.24%) S-PLUS
11 3 (0.18%) Adobe After Effects
11 3 (0.18%) Adobe Illustrator
12 2 (0.12%) EViews
12 2 (0.12%) Mathcad
12 2 (0.12%) Simulink
13 1 (0.061%) Chatbot
Business Applications
1 31 (1.89%) Dynamics CRM
2 13 (0.79%) Cognos Business Intelligence
3 5 (0.31%) Adobe Campaign
4 4 (0.24%) Dynamics NAV
4 4 (0.24%) Eloqua
4 4 (0.24%) Oracle EBS
5 3 (0.18%) FastStats
6 2 (0.12%) iTrent
6 2 (0.12%) Magento
6 2 (0.12%) Oracle Procure-to-Pay
7 1 (0.061%) Actimize
7 1 (0.061%) Oracle 11i
7 1 (0.061%) Oracle BPM
7 1 (0.061%) Oracle EBS R12
7 1 (0.061%) Primavera
7 1 (0.061%) Remedy ITSM
7 1 (0.061%) Siebel CRM
7 1 (0.061%) WebTrends
Cloud Services
1 73 (4.45%) Amazon AWS
2 55 (3.36%) Google Analytics
3 44 (2.68%) Microsoft Azure
4 36 (2.20%) Google Cloud Platform
5 27 (1.65%) Mimecast
6 21 (1.28%) SaaS
7 20 (1.22%) Office 365
8 11 (0.67%) Cloud Computing
9 9 (0.55%) GitHub
9 9 (0.55%) PaaS
10 8 (0.49%) AdWords
10 8 (0.49%) IaaS
11 5 (0.31%) AWS Lambda
12 4 (0.24%) Amazon S3
13 3 (0.18%) Amazon EMR
13 3 (0.18%) Heroku
13 3 (0.18%) Oracle Service Cloud
13 3 (0.18%) Responsys
13 3 (0.18%) Taleo
14 2 (0.12%) OneDrive
Communications & Networking
1 54 (3.29%) Firewall
2 51 (3.11%) WAN
3 39 (2.38%) LAN
4 34 (2.07%) Intranet
5 33 (2.01%) Internet
6 27 (1.65%) Network Security
7 25 (1.53%) Unified Communications
8 23 (1.40%) Wireless
9 22 (1.34%) VPN
10 21 (1.28%) TCP/IP
11 19 (1.16%) DNS
12 18 (1.10%) SMS
13 15 (0.92%) Cisco ASA
13 15 (0.92%) IP Telephony
13 15 (0.92%) NetScaler
14 14 (0.85%) VoIP
15 13 (0.79%) Cisco Nexus
15 13 (0.79%) DHCP
15 13 (0.79%) Skype
16 10 (0.61%) DWDM
Database & Business Intelligence
1 300 (18.30%) SQL Server
2 290 (17.69%) Big Data
3 214 (13.06%) Hadoop
4 190 (11.59%) Data Mining
5 127 (7.75%) NoSQL
6 104 (6.35%) Data Warehouse
7 92 (5.61%) Relational Database
8 86 (5.25%) Apache Hive
9 85 (5.19%) SQL Server Integration Services
10 71 (4.33%) SQL Server Reporting Services
11 61 (3.72%) MongoDB
12 58 (3.54%) MySQL
13 57 (3.48%) SQL Server 2008
14 49 (2.99%) QlikView
14 49 (2.99%) SQL Server 2012
15 42 (2.56%) Power BI
16 38 (2.32%) Apache Cassandra
17 37 (2.26%) SQL Server 2005
18 35 (2.14%) SQL Server 2016
19 33 (2.01%) SQL Server 2014
Development Applications
1 42 (2.56%) Git (software)
2 36 (2.20%) JIRA
3 17 (1.04%) SQL Server Management Studio (SSMS)
4 13 (0.79%) HP UFT
4 13 (0.79%) Visual Studio
5 9 (0.55%) NUnit
5 9 (0.55%) SpecFlow
5 9 (0.55%) Team Foundation Server
6 8 (0.49%) Jenkins
6 8 (0.49%) Selenium
7 6 (0.37%) Talend Open Studio
8 5 (0.31%) Subversion
8 5 (0.31%) Vagrant
9 4 (0.24%) Cucumber
9 4 (0.24%) Rational Functional Tester
9 4 (0.24%) SilkTest
9 4 (0.24%) TestRail
9 4 (0.24%) WebDriver
10 3 (0.18%) CircleCI
11 2 (0.12%) RStudio
General
1 494 (30.14%) Finance
2 198 (12.08%) Marketing
3 95 (5.80%) Banking
4 91 (5.55%) Retail
5 79 (4.82%) Telecoms
6 61 (3.72%) Games
7 48 (2.93%) Advertising
8 45 (2.75%) Law
9 23 (1.40%) Legal
10 19 (1.16%) Front Office
11 17 (1.04%) Investment Banking
11 17 (1.04%) Manufacturing
12 16 (0.98%) Billing
13 15 (0.92%) Pharmaceutical
14 14 (0.85%) Automotive
14 14 (0.85%) Financial Institution
15 13 (0.79%) French Language
16 10 (0.61%) Back Office
17 8 (0.49%) Electronics
18 6 (0.37%) Military
Job Titles
1 407 (24.83%) Analyst
2 323 (19.71%) Data Scientist
3 198 (12.08%) Developer
4 133 (8.11%) Data Analyst
5 92 (5.61%) Senior Data Scientist
6 75 (4.58%) Service Manager
7 74 (4.51%) DBA
8 73 (4.45%) Graduate
9 69 (4.21%) Administrator
10 65 (3.97%) SQL DBA
11 59 (3.60%) Junior
12 53 (3.23%) Consultant
13 51 (3.11%) Senior Analyst
14 46 (2.81%) Business Intelligence Analyst
15 41 (2.50%) Network Engineer
15 41 (2.50%) SQL Analyst
16 39 (2.38%) Business Analyst
16 39 (2.38%) C# Developer
16 39 (2.38%) Graduate Analyst
17 35 (2.14%) SQL Developer
Libraries, Frameworks & Software Standards
1 88 (5.37%) Natural Language Processing
2 83 (5.06%) .NET
2 83 (5.06%) CSS
3 71 (4.33%) HTML
4 53 (3.23%) Web Services
5 49 (2.99%) ASP.NET
6 37 (2.26%) D3.js
6 37 (2.26%) scikit-learn
7 31 (1.89%) TensorFlow
8 29 (1.77%) AngularJS
9 28 (1.71%) XML
10 27 (1.65%) JSON
11 25 (1.53%) RESTful
12 23 (1.40%) Django
12 23 (1.40%) HTML5
12 23 (1.40%) WPF
13 22 (1.34%) Kafka
13 22 (1.34%) Node.js
14 21 (1.28%) Pandas
15 20 (1.22%) REST
Miscellaneous
1 436 (26.60%) Analytical Skills
2 380 (23.18%) Computer Science
3 254 (15.50%) Algorithms
4 123 (7.50%) Management Information System
5 78 (4.76%) Data Centre
6 51 (3.11%) Fintech
7 45 (2.75%) User Experience
8 31 (1.89%) Foreign Exchange (FX)
9 30 (1.83%) e-Learning
9 30 (1.83%) Video Conferencing
10 28 (1.71%) Greenfield Project
11 25 (1.53%) Virtual Team
12 22 (1.34%) Data Structures
13 20 (1.22%) Social Media
14 19 (1.16%) Life Science
15 16 (0.98%) Credit Risk
15 16 (0.98%) Derivative
16 15 (0.92%) Augmented Reality
16 15 (0.92%) Hedge funds
16 15 (0.92%) Mobile App
Operating Systems
1 201 (12.26%) Windows
2 109 (6.65%) Windows Server
3 84 (5.13%) Linux
4 47 (2.87%) Android
5 42 (2.56%) Apple iOS
6 37 (2.26%) Windows 7
7 34 (2.07%) Unix
8 25 (1.53%) Windows Phone
9 24 (1.46%) Windows Server 2008
10 17 (1.04%) Windows Server 2012
11 16 (0.98%) Windows 10
12 12 (0.73%) Red Hat Enterprise Linux
13 9 (0.55%) AIX
13 9 (0.55%) Windows Server 2003
14 5 (0.31%) Mac OS X
14 5 (0.31%) Solaris
15 4 (0.24%) CentOS
16 3 (0.18%) Mac OS
16 3 (0.18%) Windows XP
17 2 (0.12%) Windows 2000
Processes & Methodologies
1 602 (36.73%) Mathematics
2 551 (33.62%) Analytics
3 446 (27.21%) Machine Learning
4 249 (15.19%) Business Intelligence
5 242 (14.77%) Visualisation
6 212 (12.93%) Data Analysis
7 195 (11.90%) Agile Software Development
8 192 (11.71%) Data Visualisation
9 175 (10.68%) Physics
10 152 (9.27%) Data Modelling
11 149 (9.09%) ITIL
12 147 (8.97%) Statistical Analysis
13 128 (7.81%) Statistical Modelling
14 123 (7.50%) Economics
15 119 (7.26%) Data Analytics
16 111 (6.77%) Performance Tuning
17 108 (6.59%) Predictive Modelling
18 103 (6.28%) Service Delivery
19 102 (6.22%) Software Engineering
20 96 (5.86%) Mentoring
Programming Languages
1 673 (41.06%) SQL
2 539 (32.89%) Python
3 364 (22.21%) R
4 215 (13.12%) Java
5 153 (9.33%) MATLAB
6 115 (7.02%) C++
7 112 (6.83%) JavaScript
7 112 (6.83%) Scala
8 107 (6.53%) C#
9 80 (4.88%) VBA
10 77 (4.70%) T-SQL
11 63 (3.84%) PowerShell
12 36 (2.20%) PHP
13 35 (2.14%) VB
14 34 (2.07%) Julia
15 25 (1.53%) PL/SQL
16 19 (1.16%) C
17 14 (0.85%) Groovy
17 14 (0.85%) Perl
18 12 (0.73%) Clojure
Qualifications
1 505 (30.81%) Degree
2 249 (15.19%) PhD
3 106 (6.47%) Numerate Degree
4 59 (3.60%) ISEB
5 54 (3.29%) Cisco Certification
6 53 (3.23%) Master's Degree
7 48 (2.93%) CCNP
8 45 (2.75%) Microsoft Certification
9 38 (2.32%) MCSE
9 38 (2.32%) Security Cleared
10 36 (2.20%) CCIE
11 35 (2.14%) Computer Science Degree
12 27 (1.65%) SC Cleared
13 19 (1.16%) ISTQB
14 18 (1.10%) MCSA
15 13 (0.79%) MCP
16 12 (0.73%) DV Cleared
17 8 (0.49%) CCDP
17 8 (0.49%) ISTQB Foundation Certification
18 7 (0.43%) CISSP
Quality Assurance & Compliance
1 121 (7.38%) SLA
2 83 (5.06%) Data Quality
3 57 (3.48%) QA
4 17 (1.04%) PCI DSS
5 12 (0.73%) COBIT
6 10 (0.61%) ISO/IEC 27001
7 7 (0.43%) ISO/IEC 20000
7 7 (0.43%) Sarbanes-Oxley
8 6 (0.37%) Actionable Recommendations
9 4 (0.24%) GCP
9 4 (0.24%) GLP
9 4 (0.24%) GMP
9 4 (0.24%) GxP
10 3 (0.18%) FATCA
10 3 (0.18%) GDPR
11 2 (0.12%) ISO 14001
11 2 (0.12%) ISO 22301
11 2 (0.12%) ISO 9000
11 2 (0.12%) ISO 9001
12 1 (0.061%) ISAE 3402
System Software
1 114 (6.96%) Active Directory
2 28 (1.71%) Docker
3 23 (1.40%) VMware Infrastructure
4 13 (0.79%) vSphere
5 11 (0.67%) Apache Flume
5 11 (0.67%) HDFS
6 5 (0.31%) Hyper-V
7 4 (0.24%) XenServer
8 3 (0.18%) Firmware
8 3 (0.18%) iptables
8 3 (0.18%) Virtual Servers
9 2 (0.12%) Forefront TMG
9 2 (0.12%) ISA Server
9 2 (0.12%) Job Entry Subsystem
9 2 (0.12%) Oracle RAC
9 2 (0.12%) Samba
9 2 (0.12%) Virtual Machines
10 1 (0.061%) Citrix Presentation Server
10 1 (0.061%) VirtualBox
10 1 (0.061%) XenApp
Systems Management
1 19 (1.16%) Kubernetes
2 12 (0.73%) NetBackup
3 8 (0.49%) SolarWinds Orion
4 7 (0.43%) Cacti
4 7 (0.43%) Oracle Enterprise Manager
5 6 (0.37%) Cisco CUCM
5 6 (0.37%) CSIRT
5 6 (0.37%) HP SIM
5 6 (0.37%) SCCM
6 5 (0.31%) Nagios
6 5 (0.31%) Netcool
6 5 (0.31%) OpenView Configuration Management
6 5 (0.31%) SmokePing
6 5 (0.31%) Symantec Endpoint Protection
7 4 (0.24%) Opscode Chef
7 4 (0.24%) Perfmon
7 4 (0.24%) Puppet
8 3 (0.18%) FortiGate
8 3 (0.18%) Microsoft Clustering
9 2 (0.12%) vMotion
Vendors
1 312 (19.04%) Microsoft
2 145 (8.85%) Tableau
3 125 (7.63%) Oracle
4 109 (6.65%) Google
5 72 (4.39%) Cisco
6 43 (2.62%) Citrix
6 43 (2.62%) VMware
7 38 (2.32%) HP
8 34 (2.07%) SAP
9 30 (1.83%) Cadence
9 30 (1.83%) IBM
10 28 (1.71%) SolarWinds
11 27 (1.65%) iManage
12 23 (1.40%) CheckPoint
13 21 (1.28%) Adobe
14 20 (1.22%) Cognos
15 18 (1.10%) Palo Alto
16 15 (0.92%) F5
16 15 (0.92%) Riverbed
16 15 (0.92%) Splunk
Cambridge, Cambridgeshire
ECM Selection
Salary: to £50k + benefits
Posted: Yesterday
London
Capita Resourcing - IT Resourcing
Salary: £28000 - £35000 per annum + FTSE100 benefits
Posted: 2 days ago
Manchester, Lancashire
Churchill Frank
Salary: £55000 - £60000 per annum
Posted: Yesterday
Reading, Berkshire
Big Wednesday Digital Ltd
Salary: £50000 - £150000 per annum + Negotiable
Posted: 3 days ago
Manchester, Lancashire
Amsource Technology Ltd
Salary: From £40,000 to £60,000 per annum
Posted: 3 days ago
City, London
Big Wednesday Digital Ltd
Salary: £55000 - £105000 per annum + Negotiable
Posted: 3 days ago
London
Capita Resourcing - IT Resourcing
Salary: £35000 - £40000 per annum + FTSE100 benefits
Posted: 2 days ago
City, London
Big Wednesday Digital Ltd
Salary: £50000 - £150000 per annum + Negotiable
Posted: 4 days ago
Reading, Berkshire
Intec Select
Salary: From £45,000 to £50,000 per annum Plus excellent package and bonus
Posted: Yesterday
London
comparethemarket.com
Salary: Competitive
Posted: 4 days ago
Cambridge, Cambridgeshire
DCL Search & Selection
Salary: £40000 per annum
Posted: Yesterday
Birmingham, West Midlands (County)
CDI Anders Elite Ltd
Salary: £20000.00 - £30000.00 per annum
Posted: 2 days ago
City, London
ReThink Recruitment
Salary: £20000.00 - £35000.00 per annum
Posted: 2 days ago
Cambridgeshire
Big Wednesday Digital Ltd
Salary: £75000 - £135000 per annum + Negotiable
Posted: 3 days ago
Leeds, West Yorkshire
Big Wednesday Digital Ltd
Salary: £75000 - £150000 per annum + Negotiable
Posted: 3 days ago
Manchester, Lancashire
Cathcart Associates Ltd
Salary: £25000 - £50000 per annum + share scheme / flexible hours
Posted: 2 days ago
London
onezeero.
Salary: £30000 - £32000 per annum
Posted: 4 days ago
London
Churchill Frank
Salary: £50000 - £60000 per annum
Posted: 4 days ago
Cambridge, Cambridgeshire
Computer People
Salary: Benefits
Posted: 5 days ago
Leeds, West Yorkshire
ASDA
Salary: Market Salary + Car + Bonus
Posted: 2 days ago
Manchester, Lancashire
Churchill Frank
Salary: £90000 - £110000 per annum + benefits
Posted: 4 days ago
Central London / West End
Data Idols
Salary: From £40,000 to £50,000 per annum
Posted: 5 days ago
City, London
Morgan Mckinley
Salary: £0.00 per annum
Posted: 4 days ago
City, London
Big Wednesday Digital Ltd
Salary: £55000 - £95000 per annum + negotiable
Posted: 2 days ago
Central London / West End
Data Idols
Salary: From £55,000 to £75,000 per annum
Posted: 5 days ago
Central London / West End
onezeero.
Salary: £35000 per annum
Posted: 4 days ago
Sheffield, South Yorkshire
Engage PSG
Salary: £45000 - £65000 per annum
Posted: 6 days ago
Cambridge, Cambridgeshire
ECM Selection
Salary: to £70k (DoE) + top benefits & bonus
Posted: 5 days ago
South East London
Client Server
Salary: £80k to £95k + benefits
Posted: 5 days ago
London
Big Wednesday Digital Ltd
Salary: Negotiable
Posted: 4 days ago