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 23 March 2017 with a comparison to the same period in the previous 2 years.

3 months to
23 Mar 2017
Same period 2016 Same period 2015
Statistical Analysis
UK / England
Rank 657 692 717
Rank change year-on-year +35 +25  
Permanent jobs citing Statistical Analysis 170 231 214
As % of all permanent IT jobs advertised in England 0.22% 0.24% 0.22%
As % of the Processes & Methodologies category 0.24% 0.27% 0.25%
Number of salaries quoted 133 186 188
Median salary £50,000 £45,000 £50,000
Median salary % change year-on-year +11.11% -10.00%  
90% offered a salary of more than £31,300 £28,800 £31,000
10% offered a salary of more than £82,500 £85,000 £80,000
UK excluding London median salary £42,500 £35,000 £43,000
% change year-on-year +21.42% -18.60%  

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 70054 85136 85691
As % of all permanent IT job vacancies advertised in England 89.05% 88.56% 87.02%
Number of salaries quoted 58038 71244 70035
Median salary £50,000 £50,000 £50,000
90% offered a salary of more than £32,500 £32,500 £31,500
10% offered a salary of more than £77,500 £75,000 £77,500
UK excluding London median salary £45,000 £45,000 £43,000
% change year-on-year - +4.65%  

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 23 March 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 23 March 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 +40 86 £65,000 +13.04% 23
South East +63 20 £45,000 +12.50% 4
South West +36 16 £45,000 +65.13% 3
North West -10 16 £50,000 +72.41% 5
East of England +46 14 £39,544 -49.94% 2
West Midlands +30 12 £36,500 +32.72% 2
Yorkshire +20 6 £24,000 -12.72%
East Midlands -37 1 - - 1
Statistical Analysis
UK

Statistical Analysis
Top 30 Related IT Skills in England

For the 6 months to 23 March 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.

1 171 (44.30%) SQL
2 159 (41.19%) Analytics
3 156 (40.41%) Python
4 137 (35.49%) Analytical Skills
5 133 (34.46%) R
6 127 (32.90%) Statistics
7 119 (30.83%) Degree
8 112 (29.02%) Finance
9 111 (28.76%) Mathematics
10 99 (25.65%) SAS
11 92 (23.83%) Machine Learning
12 86 (22.28%) Marketing
13 85 (22.02%) Computer Science
14 81 (20.98%) Big Data
15 77 (19.95%) Hadoop
16 75 (19.43%) Algorithms
17 66 (17.10%) PhD
18 63 (16.32%) Visualisation
19 55 (14.25%) Predictive Modelling
20 54 (13.99%) MS Excel
20 54 (13.99%) Data Mining
21 52 (13.47%) Data Analysis
22 51 (13.21%) MATLAB
23 50 (12.95%) VBA
24 44 (11.40%) Data Visualisation
25 43 (11.14%) Data Modelling
26 42 (10.88%) Microsoft
26 42 (10.88%) Apache Spark
27 41 (10.62%) Business Intelligence
27 41 (10.62%) C++

Statistical Analysis
Top Related 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 99 (25.65%) SAS
2 42 (10.88%) Apache Spark
3 16 (4.15%) Apache Pig
4 11 (2.85%) Apache
5 7 (1.81%) OpenStack
6 6 (1.55%) SharePoint
7 5 (1.30%) Elasticsearch
7 5 (1.30%) Oracle Workflow
8 3 (0.78%) Apache Solr
8 3 (0.78%) Confluence
Applications
1 54 (13.99%) MS Excel
2 38 (9.84%) SPSS
3 23 (5.96%) MS Office
4 21 (5.44%) MS PowerPoint
5 6 (1.55%) SPSS Modeler
5 6 (1.55%) Stata
6 4 (1.04%) MS Visio
7 3 (0.78%) Spreadsheet
8 2 (0.52%) EViews
8 2 (0.52%) MS Project
9 1 (0.26%) Mathcad
9 1 (0.26%) Simulink
Business Applications
1 3 (0.78%) Data Workbench
1 3 (0.78%) FastStats
2 2 (0.52%) SAP Oil and Gas
3 1 (0.26%) iJento
3 1 (0.26%) Oracle AML
Cloud Services
1 26 (6.74%) Amazon AWS
2 14 (3.63%) Google Analytics
3 9 (2.33%) Microsoft Azure
4 7 (1.81%) Amazon EC2
5 6 (1.55%) Amazon EMR
5 6 (1.55%) Amazon S3
6 3 (0.78%) Adobe Analytics
7 2 (0.52%) Google Cloud Platform
7 2 (0.52%) Google Tag Manager
8 1 (0.26%) Amazon Kinesis
8 1 (0.26%) DigitalOcean
8 1 (0.26%) IBM Cloud
8 1 (0.26%) Office 365
Communications & Networking
1 11 (2.85%) ATM
1 11 (2.85%) LAN
2 10 (2.59%) DSL
2 10 (2.59%) Ethernet
2 10 (2.59%) GLBP
2 10 (2.59%) HSRP
2 10 (2.59%) ISDN
2 10 (2.59%) MPLS
2 10 (2.59%) VRRP
3 6 (1.55%) Cisco ASA
3 6 (1.55%) Firewall
3 6 (1.55%) SAN
4 5 (1.30%) MIMO
4 5 (1.30%) OFDM
4 5 (1.30%) Wireless
5 4 (1.04%) PABX
6 3 (0.78%) Internet
7 2 (0.52%) HTTP
7 2 (0.52%) TCP/IP
7 2 (0.52%) tcpdump
Database & Business Intelligence
1 81 (20.98%) Big Data
2 77 (19.95%) Hadoop
3 54 (13.99%) Data Mining
4 39 (10.10%) Relational Database
5 28 (7.25%) SQL Server
6 23 (5.96%) Apache Hive
7 22 (5.70%) Data Warehouse
8 21 (5.44%) NoSQL
9 19 (4.92%) MySQL
10 14 (3.63%) MongoDB
10 14 (3.63%) QlikView
11 12 (3.11%) Neo4j
12 11 (2.85%) Impala
13 10 (2.59%) SAS Enterprise Guide
13 10 (2.59%) SQL Server Integration Services
14 9 (2.33%) Mahout
14 9 (2.33%) PostgreSQL
15 8 (2.07%) GIS
16 7 (1.81%) Amazon Redshift
16 7 (1.81%) Oracle Database
Development Applications
1 8 (2.07%) Git (software)
2 7 (1.81%) Vagrant
3 6 (1.55%) Jenkins
3 6 (1.55%) Yeoman
4 2 (0.52%) RStudio
4 2 (0.52%) Talend Open Studio
5 1 (0.26%) SQL Server Management Studio (SSMS)
5 1 (0.26%) Visual Studio
General
1 112 (29.02%) Finance
2 86 (22.28%) Marketing
3 30 (7.77%) Banking
4 26 (6.74%) Telecoms
5 16 (4.15%) Front Office
6 14 (3.63%) Retail
7 13 (3.37%) Advertising
8 10 (2.59%) Games
8 10 (2.59%) Pharmaceutical
9 7 (1.81%) Automotive
9 7 (1.81%) Manufacturing
10 6 (1.55%) Electronics
10 6 (1.55%) Financial Institution
10 6 (1.55%) Law
11 5 (1.30%) Investment Banking
12 3 (0.78%) Legal
12 3 (0.78%) Publishing
13 2 (0.52%) Billing
13 2 (0.52%) Mandarin Language
14 1 (0.26%) Music Industry
Job Titles
1 123 (31.87%) Analyst
2 96 (24.87%) Data Scientist
3 52 (13.47%) Data Analyst
4 33 (8.55%) Developer
4 33 (8.55%) Senior Data Scientist
5 20 (5.18%) Senior Analyst
6 19 (4.92%) Consultant
7 17 (4.40%) Insight Analyst
8 14 (3.63%) Data Engineer
8 14 (3.63%) Statistical Analyst
9 13 (3.37%) Graduate
9 13 (3.37%) SAS Analyst
10 11 (2.85%) Graduate Analyst
10 11 (2.85%) Python Developer
11 10 (2.59%) Marketing Analyst
11 10 (2.59%) NOC Technician
11 10 (2.59%) Quantitative Developer
11 10 (2.59%) SQL Analyst
12 8 (2.07%) C++ Developer
12 8 (2.07%) C++ Quantitative Developer
Libraries, Frameworks & Software Standards
1 17 (4.40%) HTML
2 13 (3.37%) scikit-learn
3 11 (2.85%) CSS
3 11 (2.85%) Natural Language Processing
4 9 (2.33%) Pandas
5 8 (2.07%) D3.js
6 7 (1.81%) SciPy
7 6 (1.55%) Cascalog
8 5 (1.30%) .NET
8 5 (1.30%) HTML5
8 5 (1.30%) Web Services
8 5 (1.30%) XML
9 4 (1.04%) LAMP
10 3 (0.78%) Boost C++ Libraries
10 3 (0.78%) Kafka
11 2 (0.52%) STL
11 2 (0.52%) XSL
12 1 (0.26%) Ajax
12 1 (0.26%) ASP.NET
12 1 (0.26%) SOAP
Miscellaneous
1 137 (35.49%) Analytical Skills
2 85 (22.02%) Computer Science
3 75 (19.43%) Algorithms
4 12 (3.11%) Data Structures
5 9 (2.33%) Credit Risk
6 8 (2.07%) Social Media
7 7 (1.81%) Data Centre
8 6 (1.55%) Private Cloud
8 6 (1.55%) User Experience
8 6 (1.55%) Virtual Team
9 5 (1.30%) Driving Licence
9 5 (1.30%) Hedge funds
10 4 (1.04%) Data Protection Act
10 4 (1.04%) Derivative
10 4 (1.04%) Fintech
10 4 (1.04%) Foreign Exchange (FX)
10 4 (1.04%) Management Information System
11 3 (0.78%) Digital Media
11 3 (0.78%) Public Cloud
12 2 (0.52%) Market Risk
Operating Systems
1 29 (7.51%) Linux
2 18 (4.66%) Windows
3 14 (3.63%) Unix
4 5 (1.30%) Windows 7
5 1 (0.26%) Windows Server
Processes & Methodologies
1 159 (41.19%) Analytics
2 127 (32.90%) Statistics
3 111 (28.76%) Mathematics
4 92 (23.83%) Machine Learning
5 63 (16.32%) Visualisation
6 55 (14.25%) Predictive Modelling
7 52 (13.47%) Data Analysis
8 44 (11.40%) Data Visualisation
9 43 (11.14%) Data Modelling
10 41 (10.62%) Business Intelligence
11 38 (9.84%) Agile Software Development
12 37 (9.59%) Data Analytics
13 34 (8.81%) Operations Research
14 32 (8.29%) Physics
15 29 (7.51%) Statistical Modelling
16 25 (6.48%) Time Series Analysis
17 24 (6.22%) Actionable Insight
17 24 (6.22%) Risk Management
18 23 (5.96%) Continuous Improvement
19 22 (5.70%) Project Management
Programming Languages
1 171 (44.30%) SQL
2 156 (40.41%) Python
3 133 (34.46%) R
4 51 (13.21%) MATLAB
5 50 (12.95%) VBA
6 41 (10.62%) C++
7 22 (5.70%) C
7 22 (5.70%) Java
7 22 (5.70%) Scala
8 19 (4.92%) C#
9 13 (3.37%) JavaScript
10 9 (2.33%) Shell Script
11 7 (1.81%) Bash Shell
11 7 (1.81%) Perl
12 6 (1.55%) Clojure
12 6 (1.55%) Cypher
12 6 (1.55%) T-SQL
12 6 (1.55%) VB
13 5 (1.30%) PHP
14 2 (0.52%) Ruby
Qualifications
1 119 (30.83%) Degree
2 66 (17.10%) PhD
3 15 (3.89%) Security Cleared
4 13 (3.37%) SC Cleared
5 11 (2.85%) CISA
5 11 (2.85%) CISSP
6 10 (2.59%) CISM
7 6 (1.55%) CCNA
7 6 (1.55%) Cisco Certification
7 6 (1.55%) MCSE
7 6 (1.55%) Microsoft Certification
8 3 (0.78%) DV Cleared
9 1 (0.26%) APMP
9 1 (0.26%) CRISC
9 1 (0.26%) PMP
9 1 (0.26%) Six Sigma Black Belt
9 1 (0.26%) Six Sigma Green Belt
Quality Assurance & Compliance
1 24 (6.22%) Data Quality
2 17 (4.40%) QA
3 10 (2.59%) ISO/IEC 27001
4 6 (1.55%) PMO
5 5 (1.30%) COBIT
6 4 (1.04%) GDPR
7 3 (0.78%) ISO 9001
8 2 (0.52%) GCP
8 2 (0.52%) GLP
9 1 (0.26%) ISO27002
System Software
1 7 (1.81%) Virtual Machines
1 7 (1.81%) VirtualBox
2 6 (1.55%) Active Directory
2 6 (1.55%) Forefront TMG
2 6 (1.55%) Hyper-V
2 6 (1.55%) ISA Server
2 6 (1.55%) UAG
2 6 (1.55%) Virtual Servers
2 6 (1.55%) VMware Infrastructure
3 2 (0.52%) HDFS
4 1 (0.26%) Docker
Systems Management
1 2 (0.52%) Nessus
1 2 (0.52%) Nmap
Vendors
1 42 (10.88%) Microsoft
2 31 (8.03%) Tableau
3 24 (6.22%) Oracle
4 23 (5.96%) Google
5 18 (4.66%) Cisco
6 11 (2.85%) VMware
7 10 (2.59%) Juniper
8 9 (2.33%) IBM
9 8 (2.07%) Salesforce.com
10 7 (1.81%) Teradata
11 6 (1.55%) Adobe
11 6 (1.55%) Dell
11 6 (1.55%) HP
11 6 (1.55%) Netezza
12 5 (1.30%) Serena
13 4 (1.04%) CA
13 4 (1.04%) Hortonworks
13 4 (1.04%) MicroStrategy
13 4 (1.04%) TIBCO
14 3 (0.78%) Sun
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HAYS INFORMATION TECHNOLOGY
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Salary: £30000 - £450000 per annum + pension, bonus and more
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Oldham
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Salary: Highly competitive and negotiable
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Kidlington, Oxfordshire
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Salary: £23000 - £30000 per annum
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myBench Ltd
Salary: From £70,000 to £90,000 per annum
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Maclean Moore Consulting
Salary: From £45,000 to £65,000 per annum
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Brightred Resourcing Limited
Salary: From £75,000 to £80,000 per annum plus bonus and benefits
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People Source Consulting
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NonStop Recruitment Ltd
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Manchester
Hays Specialist Recruitment Ltd
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The Collinson Group
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