Period
to 23 November 2017

The following table provides summary statistics for permanent job vacancies advertised in London 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 November 2017 with a comparison to the same period in the previous 2 years.

Statistics
England > London
6 months to
23 Nov 2017
Same period 2016 Same period 2015
Rank 294 275 282
Rank change year-on-year -19 +7 +39
Permanent jobs citing Statistics 833 936 1052
As % of all permanent IT jobs advertised in London 1.11% 1.23% 1.19%
As % of the Processes & Methodologies category 1.21% 1.36% 1.32%
Number of salaries quoted 635 791 836
London median annual salary £60,000 £57,500 £50,000
Median salary % change year-on-year +4.35% +15.00% -
10th Percentile £35,000 £32,500 £30,500
90th Percentile £97,500 £95,000 £87,500
England median annual salary £52,500 £45,500 £47,500
% change year-on-year +15.38% -4.21% +11.76%

Statistics 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 London with a requirement for process or methodology skills.

All Process and Methodology Skills
London
Permanent vacancies with a requirement for process or methodology skills 68818 68936 79416
As % of all permanent IT jobs advertised in London 91.60% 90.67% 89.58%
Number of salaries quoted 53025 59292 66921
London median annual salary £60,000 £58,000 £55,000
Median salary % change year-on-year +3.45% +5.45% -
10th Percentile £35,000 £33,750 £33,000
90th Percentile £90,000 £88,750 £86,250
England median annual salary £50,000 £50,000 £47,500
% change year-on-year - +5.26% +5.56%

Statistics
Job Vacancy Trend in London

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

Job vacancy trend for Statistics in London

Statistics
Salary Trend in London

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

Salary trend for Statistics in London

Statistics
Salary Histogram in London

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

Salary histogram for Statistics in London

Statistics
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Statistics within the London region over the 6 months to 23 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
Central London -18 149 £62,500 +19.05% 19
West London +7 24 £53,750 +19.44% 5
South London +9 11 £40,000 +6.67% 2
East London +7 11 £67,500 +38.46% 4
North London +14 9 £40,000 +14.29% 1
Statistics
England

For the 6 months to 23 November 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 London region with a requirement for Statistics.

1 365 (43.82%) Python
2 355 (42.62%) SQL
3 340 (40.82%) Analytics
4 332 (39.86%) Mathematics
5 329 (39.50%) Degree
6 283 (33.97%) Finance
7 282 (33.85%) Machine Learning
8 256 (30.73%) Computer Science
9 218 (26.17%) R
10 193 (23.17%) Analytical Skills
11 159 (19.09%) Big Data
12 157 (18.85%) Visualisation
13 145 (17.41%) Business Intelligence
14 139 (16.69%) Algorithms
15 136 (16.33%) SAS
16 131 (15.73%) Apache Spark
17 126 (15.13%) Java
18 125 (15.01%) Hadoop
19 120 (14.41%) Data Analysis
20 117 (14.05%) PhD
21 113 (13.57%) Data Visualisation
22 107 (12.85%) Microsoft Excel
23 104 (12.48%) Marketing
24 99 (11.88%) Tableau
24 99 (11.88%) Data Analytics
25 97 (11.64%) Agile Software Development
26 95 (11.40%) Data Mining
27 92 (11.04%) Windows
28 89 (10.68%) Microsoft
28 89 (10.68%) Physics

Statistics
Co-occurring IT Skills in London 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
1 136 (16.33%) SAS
2 131 (15.73%) Apache Spark
3 39 (4.68%) Apache
4 24 (2.88%) Elasticsearch
5 23 (2.76%) Apache Pig
6 14 (1.68%) SharePoint
7 13 (1.56%) MS Exchange
8 10 (1.20%) Skype for Business
9 8 (0.96%) Apache Solr
9 8 (0.96%) SharePoint Server
10 7 (0.84%) Jupyter
10 7 (0.84%) nginx
11 6 (0.72%) NetWeaver
11 6 (0.72%) Smallworld
12 5 (0.60%) WebSphere
13 3 (0.36%) Oracle SOA Suite
13 3 (0.36%) SharePoint 2010
14 2 (0.24%) Exchange Server 2007
15 1 (0.12%) ArcGIS
15 1 (0.12%) Oracle Workflow
Applications
1 107 (12.85%) Microsoft Excel
2 60 (7.20%) SPSS
3 57 (6.84%) Microsoft Office
4 28 (3.36%) Microsoft PowerPoint
5 10 (1.20%) MS Visio
5 10 (1.20%) Spreadsheet
6 5 (0.60%) SPSS Modeler
7 4 (0.48%) Acrobat
7 4 (0.48%) Maple
7 4 (0.48%) Mathematica
7 4 (0.48%) Stata
8 2 (0.24%) Chatbot
8 2 (0.24%) Weka
9 1 (0.12%) Doxygen
9 1 (0.12%) EViews
9 1 (0.12%) HipChat
9 1 (0.12%) LaTeX
9 1 (0.12%) Microsoft Project
9 1 (0.12%) Vensim
Business Applications
1 11 (1.32%) Dynamics CRM
2 6 (0.72%) Eikon
2 6 (0.72%) SAP GRC
3 5 (0.60%) Adobe Campaign
4 2 (0.24%) Eloqua
4 2 (0.24%) Oracle AML
4 2 (0.24%) Oracle Procure-to-Pay
4 2 (0.24%) WebTrends
5 1 (0.12%) Capstone
5 1 (0.12%) Salesforce.com CRM
5 1 (0.12%) Siebel CRM
Cloud Services
1 89 (10.68%) Amazon AWS
2 65 (7.80%) Microsoft Azure
3 42 (5.04%) Google Analytics
4 38 (4.56%) Google Cloud Platform
5 26 (3.12%) Mimecast
6 12 (1.44%) Adobe Analytics
7 9 (1.08%) Amazon Kinesis
8 8 (0.96%) GitHub
9 7 (0.84%) Amazon S3
10 6 (0.72%) Cloud Computing
10 6 (0.72%) SaaS
11 5 (0.60%) Office 365
12 4 (0.48%) Azure Data Factory
13 3 (0.36%) Azure Machine Learning
13 3 (0.36%) Heroku
13 3 (0.36%) Serverless
14 2 (0.24%) Amazon EMR
14 2 (0.24%) AWS Lambda
14 2 (0.24%) Google Compute Engine
14 2 (0.24%) OpenShift
Communications & Networking
1 42 (5.04%) Firewall
2 37 (4.44%) LAN
3 36 (4.32%) WAN
4 30 (3.60%) Network Security
5 27 (3.24%) Wireless
6 26 (3.12%) DWDM
6 26 (3.12%) VPN
7 23 (2.76%) Intranet
8 20 (2.40%) MPLS
8 20 (2.40%) Unified Communications
9 13 (1.56%) Internet
10 11 (1.32%) BGP
10 11 (1.32%) EIGRP
10 11 (1.32%) Multicast
10 11 (1.32%) OSPF
11 7 (0.84%) Cisco Nexus
11 7 (0.84%) Skype
12 6 (0.72%) GPON
12 6 (0.72%) IPsec
12 6 (0.72%) SAN
Database & Business Intelligence
1 159 (19.09%) Big Data
2 125 (15.01%) Hadoop
3 95 (11.40%) Data Mining
4 81 (9.72%) SQL Server
5 72 (8.64%) Data Warehouse
6 56 (6.72%) NoSQL
7 54 (6.48%) Apache Hive
8 47 (5.64%) MongoDB
9 45 (5.40%) MySQL
10 42 (5.04%) Amazon Redshift
11 37 (4.44%) Relational Database
12 32 (3.84%) Apache Cassandra
12 32 (3.84%) Power BI
13 30 (3.60%) PostgreSQL
14 27 (3.24%) Spotfire
15 26 (3.12%) QlikView
16 21 (2.52%) BigQuery
17 20 (2.40%) Text Mining
18 17 (2.04%) Looker
19 12 (1.44%) GIS
Development Applications
1 19 (2.28%) Git (software)
2 12 (1.44%) JIRA
3 11 (1.32%) Talend Open Studio
4 7 (0.84%) HP UFT
4 7 (0.84%) SpecFlow
5 6 (0.72%) Cucumber
5 6 (0.72%) Selenium
5 6 (0.72%) Subversion
5 6 (0.72%) TestRail
5 6 (0.72%) WebDriver
6 3 (0.36%) CircleCI
6 3 (0.36%) Oracle APEX
7 2 (0.24%) Visual Studio
8 1 (0.12%) Balsamiq Mockups
8 1 (0.12%) Bitbucket
8 1 (0.12%) Jenkins
8 1 (0.12%) Maven
8 1 (0.12%) Team Foundation Server
8 1 (0.12%) Visual Website Optimizer
General
1 283 (33.97%) Finance
2 104 (12.48%) Marketing
3 69 (8.28%) Banking
4 57 (6.84%) Retail
5 41 (4.92%) Law
6 29 (3.48%) Advertising
7 28 (3.36%) Telecoms
8 21 (2.52%) Games
9 16 (1.92%) Front Office
10 15 (1.80%) Investment Banking
10 15 (1.80%) Legal
11 11 (1.32%) Financial Institution
12 9 (1.08%) Back Office
13 8 (0.96%) French Language
13 8 (0.96%) Manufacturing
14 6 (0.72%) Electronics
15 5 (0.60%) Automotive
15 5 (0.60%) Billing
15 5 (0.60%) Spanish Language
16 4 (0.48%) Pharmaceutical
Job Titles
1 190 (22.81%) Analyst
2 188 (22.57%) Data Scientist
3 106 (12.73%) Developer
4 87 (10.44%) Data Analyst
5 46 (5.52%) Senior Data Scientist
6 30 (3.60%) Consultant
6 30 (3.60%) Machine Learning Scientist
7 26 (3.12%) Python Developer
7 26 (3.12%) Trainer
8 25 (3.00%) Junior
9 23 (2.76%) IT Trainer
10 22 (2.64%) Senior Developer
11 21 (2.52%) Quantitative Developer
12 20 (2.40%) Data Manager
12 20 (2.40%) Microsoft Trainer
13 19 (2.28%) Business Intelligence Analyst
13 19 (2.28%) Data Engineer
13 19 (2.28%) Machine Learning Engineer
13 19 (2.28%) Network Engineer
14 18 (2.16%) Analytics Consultant
Libraries, Frameworks & Software Standards
1 54 (6.48%) Natural Language Processing
2 52 (6.24%) scikit-learn
3 41 (4.92%) CSS
3 41 (4.92%) NumPy
4 39 (4.68%) HTML
5 35 (4.20%) Pandas
6 34 (4.08%) TensorFlow
7 31 (3.72%) Web Services
8 24 (2.88%) SciPy
9 22 (2.64%) .NET
10 21 (2.52%) Kafka
11 20 (2.40%) D3.js
12 19 (2.28%) Lucene
13 17 (2.04%) AngularJS
14 15 (1.80%) HTML5
14 15 (1.80%) RESTful
15 12 (1.44%) jQuery
15 12 (1.44%) Theano
16 11 (1.32%) ASP.NET
17 10 (1.20%) React
Miscellaneous
1 256 (30.73%) Computer Science
2 193 (23.17%) Analytical Skills
3 139 (16.69%) Algorithms
4 60 (7.20%) Data Centre
5 43 (5.16%) User Experience
6 42 (5.04%) Fintech
7 28 (3.36%) e-Learning
8 25 (3.00%) Enterprise Storage
9 24 (2.88%) Video Conferencing
10 23 (2.76%) Management Information System
11 18 (2.16%) Data Structures
12 17 (2.04%) Hedge funds
13 13 (1.56%) Credit Risk
13 13 (1.56%) Reinsurance
14 12 (1.44%) Derivative
15 11 (1.32%) Equities
16 9 (1.08%) Social Media
17 8 (0.96%) Linux Command Line
17 8 (0.96%) Social Network
17 8 (0.96%) Tandem
Operating Systems
1 92 (11.04%) Windows
2 51 (6.12%) Linux
2 51 (6.12%) Unix
3 33 (3.96%) Windows Server
4 30 (3.60%) Windows 7
5 25 (3.00%) Android
6 24 (2.88%) Apple iOS
7 23 (2.76%) Windows 10
8 22 (2.64%) Windows Phone
9 1 (0.12%) Ubuntu
9 1 (0.12%) Windows Server 2003
9 1 (0.12%) Windows Server 2008
9 1 (0.12%) Windows Server 2012
Processes & Methodologies
1 340 (40.82%) Analytics
2 332 (39.86%) Mathematics
3 282 (33.85%) Machine Learning
4 157 (18.85%) Visualisation
5 145 (17.41%) Business Intelligence
6 120 (14.41%) Data Analysis
7 113 (13.57%) Data Visualisation
8 99 (11.88%) Data Analytics
9 97 (11.64%) Agile Software Development
10 89 (10.68%) Physics
11 82 (9.84%) Economics
12 77 (9.24%) Predictive Modelling
13 73 (8.76%) Data Modelling
13 73 (8.76%) Deep Learning
14 64 (7.68%) Mentoring
15 61 (7.32%) Neural Network
16 57 (6.84%) Statistical Analysis
17 54 (6.48%) Statistical Modelling
18 49 (5.88%) E-Commerce
19 48 (5.76%) Artificial Intelligence
Programming Languages
1 365 (43.82%) Python
2 355 (42.62%) SQL
3 218 (26.17%) R
4 126 (15.13%) Java
5 81 (9.72%) Scala
6 78 (9.36%) C++
7 72 (8.64%) MATLAB
8 56 (6.72%) JavaScript
9 44 (5.28%) VBA
10 35 (4.20%) PowerShell
11 31 (3.72%) C
12 26 (3.12%) C#
13 25 (3.00%) Julia
14 24 (2.88%) T-SQL
15 21 (2.52%) PHP
16 19 (2.28%) PL/SQL
16 19 (2.28%) VB
17 11 (1.32%) Perl
18 10 (1.20%) Fortran
19 9 (1.08%) Go
Qualifications
1 329 (39.50%) Degree
2 117 (14.05%) PhD
3 60 (7.20%) Numerate Degree
4 44 (5.28%) Computer Science Degree
5 41 (4.92%) Master's Degree
6 39 (4.68%) Cisco Certification
7 35 (4.20%) CCNP
8 24 (2.88%) CCIE
9 14 (1.68%) ISEB
10 13 (1.56%) ISTQB
11 9 (1.08%) CCNA
11 9 (1.08%) MCSA
11 9 (1.08%) MCSE
11 9 (1.08%) Microsoft Certification
12 7 (0.84%) CCDP
13 6 (0.72%) ISTQB Foundation Certification
14 5 (0.60%) CASP
14 5 (0.60%) CISSP
14 5 (0.60%) Postgraduate
14 5 (0.60%) SSCP
Quality Assurance & Compliance
1 50 (6.00%) Data Quality
2 32 (3.84%) QA
3 20 (2.40%) SLA
4 6 (0.72%) ISO 9001
4 6 (0.72%) NEBOSH
5 5 (0.60%) Actionable Recommendations
5 5 (0.60%) PCI DSS
6 4 (0.48%) GCP
7 3 (0.36%) FATCA
8 2 (0.24%) IFRS
8 2 (0.24%) IFRS 9
8 2 (0.24%) PMO
9 1 (0.12%) GDPR
9 1 (0.12%) ISO 14001
System Software
1 53 (6.36%) Active Directory
2 27 (3.24%) Docker
3 18 (2.16%) VMware Infrastructure
4 7 (0.84%) HDFS
4 7 (0.84%) Varnish
5 3 (0.36%) Apache Flume
6 1 (0.12%) Citrix Presentation Server
6 1 (0.12%) Hyper-V
6 1 (0.12%) Virtual Desktop
6 1 (0.12%) VMware Workstation
6 1 (0.12%) vSphere
6 1 (0.12%) XenApp
6 1 (0.12%) XenDesktop
Systems Management
1 13 (1.56%) Opscode Chef
2 10 (1.20%) Kubernetes
3 7 (0.84%) Puppet
4 6 (0.72%) SolarWinds Orion
5 3 (0.36%) Kibana
5 3 (0.36%) SCCM
6 2 (0.24%) Ansible
6 2 (0.24%) FortiGate
6 2 (0.24%) Hadoop YARN
7 1 (0.12%) EdgeSight
7 1 (0.12%) Ganglia
7 1 (0.12%) Grafana
7 1 (0.12%) HP SIM
7 1 (0.12%) logstash
7 1 (0.12%) Nagios
7 1 (0.12%) Piwik
7 1 (0.12%) Prometheus
7 1 (0.12%) ZABBIX
Vendors
1 99 (11.88%) Tableau
2 89 (10.68%) Microsoft
3 77 (9.24%) Google
4 52 (6.24%) Oracle
5 41 (4.92%) Cisco
6 36 (4.32%) HP
7 31 (3.72%) CheckPoint
8 30 (3.60%) IBM
9 29 (3.48%) iManage
9 29 (3.48%) VMware
10 27 (3.24%) Palo Alto
11 25 (3.00%) Adobe
12 19 (2.28%) SAP
13 18 (2.16%) Cloudera
14 15 (1.80%) Informatica
15 14 (1.68%) MicroStrategy
15 14 (1.68%) Vertica
16 12 (1.44%) Alteryx
16 12 (1.44%) Teradata
17 11 (1.32%) Talend