The following table provides summary statistics for permanent job vacancies advertised in England with a requirement for Statistical Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Statistical Analysis over the 3 months to 22 June 2017 with a comparison to the same period in the previous 2 years.

Statistical Analysis
UK / England
3 months to
22 Jun 2017
Same period 2016 Same period 2015
Rank 653 710 698
Rank change year-on-year +57 -12  
Permanent jobs citing Statistical Analysis 202 197 261
As % of all permanent IT jobs advertised in England 0.24% 0.21% 0.25%
As % of the Processes & Methodologies category 0.27% 0.24% 0.29%
Number of salaries quoted 167 164 186
Median salary £40,000 £52,500 £50,000
Median salary % change year-on-year -23.80% +5.00%  
90% offered a salary of more than £27,500 £31,750 £25,000
10% offered a salary of more than £73,500 £95,750 £81,400
UK excluding London median salary £36,000 £40,000 £35,000
% change year-on-year -10.00% +14.28%  

Statistical Analysis 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 74870 82511 91444
As % of all permanent IT job vacancies advertised in England 89.69% 89.04% 87.93%
Number of salaries quoted 60781 69796 75582
Median salary £51,500 £50,000 £50,000
Median salary % change year-on-year +3.00% -  
90% offered a salary of more than £32,500 £32,500 £31,888
10% offered a salary of more than £80,000 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £44,000
% change year-on-year - +2.27%  

Statistical Analysis
Job Vacancy Trend in England

The job posting trend of jobs advertised in England citing Statistical Analysis as a proportion of all permanent or contract IT jobs with a match in the Processes & Methodologies category.

Job vacancy trend for Statistical Analysis in England

Statistical Analysis
Salary Trend in England

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

Salary trend for Statistical Analysis in England

Statistical Analysis
Salary Histogram in England

The salary distribution of IT jobs citing Statistical Analysis in England over the 3 months to 22 June 2017.

Salary histogram for Statistical Analysis in England

Statistical Analysis
Job Locations in England

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Statistical Analysis within the England region over the 3 months to 22 June 2017. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 3 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Last 3 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
London -21 64 £60,000 -4.00% 21
South East +55 44 £42,500 +6.25% 4
North West -22 33 £30,000 -25.00% 2
East of England +13 16 £35,307 -21.54% 4
East Midlands +26 15 £29,000 -17.14% 3
West Midlands +21 12 £30,000 -33.33% 2
Yorkshire +8 9 £31,750 +15.45% 2
South West +13 6 £38,250 -10.00% 2
Midlands - 3 £85,000 - 5
Statistical Analysis
UK

For the 6 months to 22 June 2017, IT jobs citing Statistical Analysis 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 Statistical Analysis.

1 205 (54.81%) SQL
2 165 (44.12%) Analytics
3 155 (41.44%) R
4 146 (39.04%) Statistics
5 145 (38.77%) Python
6 137 (36.63%) Analytical Skills
7 115 (30.75%) Degree
8 104 (27.81%) Machine Learning
9 97 (25.94%) Mathematics
9 97 (25.94%) Finance
10 94 (25.13%) SAS
11 88 (23.53%) Marketing
12 87 (23.26%) Big Data
13 85 (22.73%) Visualisation
13 85 (22.73%) Microsoft Excel
13 85 (22.73%) Data Analysis
14 79 (21.12%) Algorithms
15 70 (18.72%) Data Visualisation
16 67 (17.91%) PhD
16 67 (17.91%) Data Mining
17 65 (17.38%) Hadoop
17 65 (17.38%) Computer Science
18 62 (16.58%) Business Intelligence
19 60 (16.04%) Data Modelling
20 53 (14.17%) SPSS
21 49 (13.10%) Microsoft
22 46 (12.30%) VBA
22 46 (12.30%) Statistical Modelling
23 44 (11.76%) Data Analytics
23 44 (11.76%) MATLAB

Statistical Analysis
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 94 (25.13%) SAS
2 16 (4.28%) Apache Spark
3 12 (3.21%) Apache Pig
4 8 (2.14%) SharePoint
5 6 (1.60%) Apache Solr
6 5 (1.34%) Apache
7 4 (1.07%) OpenStack
7 4 (1.07%) Oracle SOA Suite
7 4 (1.07%) Oracle Workflow
8 2 (0.53%) ArcGIS
8 2 (0.53%) IIS
9 1 (0.27%) CMS
9 1 (0.27%) Elasticsearch
9 1 (0.27%) IPython
9 1 (0.27%) Jupyter
9 1 (0.27%) Tornado
Applications
1 85 (22.73%) Microsoft Excel
2 53 (14.17%) SPSS
3 25 (6.68%) Microsoft Office
4 22 (5.88%) Microsoft PowerPoint
5 9 (2.41%) Stata
6 6 (1.60%) SPSS Modeler
7 5 (1.34%) MS Visio
8 4 (1.07%) Spreadsheet
9 3 (0.80%) Microsoft Project
10 2 (0.53%) EViews
10 2 (0.53%) Mathcad
10 2 (0.53%) Simulink
11 1 (0.27%) Weka
Business Applications
1 8 (2.14%) Dynamics CRM
2 5 (1.34%) SAP Oil and Gas
3 2 (0.53%) Dynamics NAV
3 2 (0.53%) FastStats
3 2 (0.53%) Remedy ITSM
4 1 (0.27%) Aareon QL
4 1 (0.27%) Academy Housing
4 1 (0.27%) iJento
4 1 (0.27%) Kypera Housing
4 1 (0.27%) MIS ActiveH
4 1 (0.27%) Northgate Housing
4 1 (0.27%) OPENHousing
4 1 (0.27%) Oracle AML
4 1 (0.27%) Orchard Housing
Cloud Services
1 23 (6.15%) Amazon AWS
2 11 (2.94%) Adobe Analytics
2 11 (2.94%) Microsoft Azure
3 9 (2.41%) Google Analytics
4 5 (1.34%) Amazon EC2
4 5 (1.34%) Amazon EMR
4 5 (1.34%) Amazon S3
5 2 (0.53%) Google Tag Manager
5 2 (0.53%) Office 365
5 2 (0.53%) SaaS
6 1 (0.27%) DigitalOcean
6 1 (0.27%) GitHub
6 1 (0.27%) SurveyMonkey
Communications & Networking
1 5 (1.34%) LAN
2 4 (1.07%) ATM
2 4 (1.07%) DSL
2 4 (1.07%) Ethernet
2 4 (1.07%) GLBP
2 4 (1.07%) HSRP
2 4 (1.07%) ISDN
2 4 (1.07%) MPLS
2 4 (1.07%) PABX
2 4 (1.07%) TCP/IP
2 4 (1.07%) VRRP
3 3 (0.80%) Internet
3 3 (0.80%) MIMO
3 3 (0.80%) OFDM
3 3 (0.80%) Wireless
4 2 (0.53%) DNS
4 2 (0.53%) tcpdump
5 1 (0.27%) FTP
5 1 (0.27%) HTTP
5 1 (0.27%) Intranet
Database & Business Intelligence
1 87 (23.26%) Big Data
2 67 (17.91%) Data Mining
3 65 (17.38%) Hadoop
4 44 (11.76%) Relational Database
5 33 (8.82%) Data Warehouse
6 32 (8.56%) NoSQL
7 25 (6.68%) Apache Hive
7 25 (6.68%) SQL Server
8 20 (5.35%) MySQL
9 12 (3.21%) MongoDB
10 10 (2.67%) BusinessObjects
11 9 (2.41%) QlikView
12 8 (2.14%) HBase
12 8 (2.14%) Mahout
12 8 (2.14%) PostgreSQL
12 8 (2.14%) RDBMS
12 8 (2.14%) SQL Server Integration Services
13 7 (1.87%) Impala
13 7 (1.87%) Neo4j
13 7 (1.87%) SQL Server Analysis Services
Development Applications
1 6 (1.60%) Git (software)
2 5 (1.34%) Jenkins
2 5 (1.34%) Vagrant
2 5 (1.34%) Yeoman
3 4 (1.07%) HP UFT
3 4 (1.07%) Rational Functional Tester
3 4 (1.07%) Selenium
3 4 (1.07%) SilkTest
4 3 (0.80%) RStudio
5 1 (0.27%) Balsamiq Mockups
5 1 (0.27%) JIRA
5 1 (0.27%) Visual Studio
General
1 97 (25.94%) Finance
2 88 (23.53%) Marketing
3 29 (7.75%) Banking
4 26 (6.95%) Telecoms
5 21 (5.61%) Games
6 12 (3.21%) Manufacturing
6 12 (3.21%) Retail
7 9 (2.41%) Advertising
8 8 (2.14%) Electronics
8 8 (2.14%) Front Office
9 6 (1.60%) Law
10 4 (1.07%) German Language
10 4 (1.07%) Pharmaceutical
11 3 (0.80%) Back Office
11 3 (0.80%) Financial Institution
11 3 (0.80%) Investment Banking
11 3 (0.80%) Military
12 2 (0.53%) Aerospace
12 2 (0.53%) Legal
13 1 (0.27%) Automotive
Job Titles
1 130 (34.76%) Analyst
2 101 (27.01%) Data Scientist
3 64 (17.11%) Data Analyst
4 29 (7.75%) Insight Analyst
5 27 (7.22%) Senior Data Scientist
6 20 (5.35%) Developer
7 19 (5.08%) Senior Analyst
8 11 (2.94%) Consultant
8 11 (2.94%) Data Insight Analyst
8 11 (2.94%) Insight Data Analyst
8 11 (2.94%) SQL Analyst
9 10 (2.67%) Programmer
9 10 (2.67%) Research Analyst
9 10 (2.67%) Senior Manager
9 10 (2.67%) Statistical Analyst
9 10 (2.67%) User Experience Researcher
10 9 (2.41%) Analytics Manager
11 7 (1.87%) Credit Analyst
11 7 (1.87%) Python Developer
11 7 (1.87%) Senior Insight Analyst
Libraries, Frameworks & Software Standards
1 31 (8.29%) HTML
2 19 (5.08%) Natural Language Processing
3 17 (4.55%) CSS
3 17 (4.55%) scikit-learn
4 11 (2.94%) XML
5 10 (2.67%) Pandas
6 8 (2.14%) D3.js
6 8 (2.14%) SciPy
6 8 (2.14%) Web Services
7 6 (1.60%) .NET
7 6 (1.60%) Kafka
8 5 (1.34%) Cascalog
9 4 (1.07%) Ajax
9 4 (1.07%) Django
9 4 (1.07%) HTML5
9 4 (1.07%) MDX
9 4 (1.07%) NumPy
9 4 (1.07%) SOAP
9 4 (1.07%) XBRL
10 2 (0.53%) RESTful
Miscellaneous
1 137 (36.63%) Analytical Skills
2 79 (21.12%) Algorithms
3 65 (17.38%) Computer Science
4 13 (3.48%) User Experience
5 12 (3.21%) Data Structures
5 12 (3.21%) Social Media
6 9 (2.41%) Virtual Team
7 8 (2.14%) Credit Risk
7 8 (2.14%) Management Information System
8 7 (1.87%) Fintech
9 6 (1.60%) Public Cloud
10 5 (1.34%) Driving Licence
11 4 (1.07%) Greenfield Project
11 4 (1.07%) Mobile Games
12 3 (0.80%) Digital Media
12 3 (0.80%) Hedge funds
12 3 (0.80%) Mobile App
13 2 (0.53%) Equities
13 2 (0.53%) Reinsurance
14 1 (0.27%) Machine to Machine
Operating Systems
1 28 (7.49%) Linux
2 18 (4.81%) Unix
3 14 (3.74%) Windows
4 7 (1.87%) Windows 7
5 3 (0.80%) Windows Server
6 2 (0.53%) Windows Server 2003
6 2 (0.53%) Windows Server 2008
6 2 (0.53%) Windows Server 2012
7 1 (0.27%) Android
Processes & Methodologies
1 165 (44.12%) Analytics
2 146 (39.04%) Statistics
3 104 (27.81%) Machine Learning
4 97 (25.94%) Mathematics
5 85 (22.73%) Data Analysis
5 85 (22.73%) Visualisation
6 70 (18.72%) Data Visualisation
7 62 (16.58%) Business Intelligence
8 60 (16.04%) Data Modelling
9 46 (12.30%) Statistical Modelling
10 44 (11.76%) Data Analytics
11 39 (10.43%) Agile Software Development
12 38 (10.16%) Predictive Modelling
13 35 (9.36%) Operations Research
14 30 (8.02%) Actionable Insight
15 26 (6.95%) CRM
16 25 (6.68%) Economics
16 25 (6.68%) Physics
17 23 (6.15%) Stakeholder Management
18 21 (5.61%) Data Management
Programming Languages
1 205 (54.81%) SQL
2 155 (41.44%) R
3 145 (38.77%) Python
4 46 (12.30%) VBA
5 44 (11.76%) MATLAB
6 37 (9.89%) C++
7 29 (7.75%) Java
8 21 (5.61%) JavaScript
9 13 (3.48%) C
10 10 (2.67%) C#
11 9 (2.41%) Perl
11 9 (2.41%) Scala
12 6 (1.60%) VB
13 5 (1.34%) Bash Shell
13 5 (1.34%) Clojure
13 5 (1.34%) Cypher
13 5 (1.34%) PHP
13 5 (1.34%) VB.NET
14 2 (0.53%) Fortran
14 2 (0.53%) T-SQL
Qualifications
1 115 (30.75%) Degree
2 67 (17.91%) PhD
3 22 (5.88%) Master's Degree
4 19 (5.08%) Numerate Degree
5 11 (2.94%) Security Cleared
6 10 (2.67%) Computer Science Degree
6 10 (2.67%) SC Cleared
7 7 (1.87%) CISA
7 7 (1.87%) CISM
7 7 (1.87%) CISSP
8 5 (1.34%) DV Cleared
9 4 (1.07%) ISEB
9 4 (1.07%) ISTQB
9 4 (1.07%) ISTQB Advanced Certification
9 4 (1.07%) ISTQB Foundation Certification
10 1 (0.27%) AAT
10 1 (0.27%) ACCA
10 1 (0.27%) CIMA
10 1 (0.27%) PMP
10 1 (0.27%) PRINCE2 Certification
Quality Assurance & Compliance
1 16 (4.28%) Data Quality
1 16 (4.28%) QA
2 7 (1.87%) ISO/IEC 27001
3 5 (1.34%) COBIT
3 5 (1.34%) PMO
4 2 (0.53%) GCP
4 2 (0.53%) GLP
4 2 (0.53%) GMP
4 2 (0.53%) GxP
4 2 (0.53%) ISO 9001
4 2 (0.53%) SLA
5 1 (0.27%) Actionable Recommendations
5 1 (0.27%) GDPR
5 1 (0.27%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
System Software
1 5 (1.34%) Virtual Machines
1 5 (1.34%) VirtualBox
2 2 (0.53%) Active Directory
Systems Management
1 2 (0.53%) Nessus
1 2 (0.53%) Nmap
2 1 (0.27%) Kibana
Vendors
1 49 (13.10%) Microsoft
2 40 (10.70%) Tableau
3 26 (6.95%) Google
4 25 (6.68%) Oracle
5 11 (2.94%) IBM
6 10 (2.67%) SAP
7 8 (2.14%) Hortonworks
8 7 (1.87%) Salesforce.com
9 6 (1.60%) CA
9 6 (1.60%) Cisco
9 6 (1.60%) Teradata
10 5 (1.34%) Adobe
11 4 (1.07%) Juniper
11 4 (1.07%) Netezza
11 4 (1.07%) Serena
11 4 (1.07%) VMware
12 3 (0.80%) Askia
12 3 (0.80%) Nebu
13 2 (0.53%) Cloudera
13 2 (0.53%) LANDesk
London
Computer Futures
Salary: competitive
Posted: Yesterday
Northampton, Northamptonshire
Opus Energy
Posted: Yesterday
London
Maclean Moore Consulting
Salary: From £90,000 to £130,000 per annum
Posted: Yesterday
City, London
TEKsystems
Salary: £70000 - £90000 per annum
Posted: 11 hours ago
Manchester, Lancashire
Premier IT
Posted: 10 hours ago
City, London
Evolution Recruitment Solutions
Salary: 30,000 + BENEFITS
Posted: Yesterday
London
Searchability
Salary: £50000 - £60000 per annum + Benefits
Posted: Yesterday
London
Eligo Recruitment Ltd
Salary: £50000 - £60000 per annum + Healthcare, Bonus package
Posted: 3 days ago
Darlington, County Durham
Harvey Nash plc
Salary: £20000 - £25000 per annum
Posted: 3 days ago
London
Salt
Salary: £45000.00 - £55000.00 per annum + benefits + bonus
Posted: 3 days ago
Whitehall, Bristol
Cabinet Office
Posted: 2 days ago
North West London
JP Boden & Co Ltd
Salary: Competitive salary with excellent benefits!
Posted: 2 days ago
London
Harrington Starr
Salary: £65000 - £75000 per annum + Benefits + Bonus
Posted: 4 days ago
Horsham, Sussex
Clearwater People Solutions Ltd
Posted: 8 days ago
South Yorkshire
Computer Futures
Salary: £50000 - £55000 per annum + competitive
Posted: 10 days ago
West Midlands
ReThink Recruitment
Salary: £70000.00 per annum
Posted: 6 days ago
London
Durlston Partners
Salary: Up to £100,000 per annum + Bonus + Benefits
Posted: 5 days ago
Cambridgeshire
NST Recruitment Limited
Salary: Benefits
Posted: 3 days ago
Milton Keynes, Buckinghamshire
Northern Recruitment Group
Salary: From £30,330 to £39,852 per annum
Posted: 6 days ago
Milton Keynes, Buckinghamshire
Northern Recruitment Group
Salary: From £32,893 to £44,289 per annum
Posted: 6 days ago
London
Robert Walters UK
Posted: 6 days ago
London
Click Digital
Salary: £55,000 - £85,000 per year
Posted: 8 days ago
Northamptonshire
Spring Technology
Posted: 2 days ago
Central London / West End
The Workshop
Salary: Unspecified
Posted: 8 days ago
Bristol
Churchill Frank
Salary: £40000 - £50000 per annum
Posted: 13 days ago
England
NonStop Recruitment Ltd
Posted: 6 days ago
Cheshire
Churchill Frank
Salary: £55000 - £65000 per annum + Benefits
Posted: 15 days ago
Hertfordshire
Vinehouse Essential Ltd
Salary: £30k to £50k
Posted: 21 days ago
Central London / West End
Reed Business Information Ltd
Salary: From £50,000 to £55,000 per annum + bonus & extensive benefits
Posted: 17 days ago
Leicestershire
Searchability
Salary: £30000 - £45000 per annum
Posted: 6 days ago