Period
to 20 February 2018

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 20 February 2018 with a comparison to the same period in the previous 2 years.

Statistics
England > London
6 months to
20 Feb 2018
Same period 2017 Same period 2016
Rank 274 281 273
Rank change year-on-year +7 -8 +76
Permanent jobs citing Statistics 855 831 1,055
As % of all permanent IT jobs advertised in London 1.21% 1.19% 1.24%
As % of the Processes & Methodologies category 1.33% 1.32% 1.38%
Number of salaries quoted 681 677 883
London median annual salary £60,000 £57,500 £52,500
Median salary % change year-on-year +4.35% +9.52% +5.00%
10th Percentile £35,000 £31,250 £31,550
90th Percentile £107,500 £95,000 £87,500
England median annual salary £55,000 £45,000 £50,000
% change year-on-year +22.22% -10.00% +11.11%

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 64,398 63,032 76,541
As % of all permanent IT jobs advertised in London 91.44% 90.51% 89.78%
Number of salaries quoted 52,630 53,398 64,882
London median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £36,250 £33,750 £33,750
90th Percentile £92,500 £90,000 £87,475
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 20 February 2018.

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 20 February 2018. 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 +13 168 £60,000 +4.35% 26
West London +3 17 £50,000 +66.67% 15
North London +10 12 £40,000 +14.29%
South London +7 12 £40,000 +6.67% 2
East London +7 7 £62,500 -10.71% 6
Statistics
England

For the 6 months to 20 February 2018, IT jobs citing Statistics also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the London region with a requirement for Statistics.

1 417 (48.77%) Python
2 402 (47.02%) Mathematics
3 373 (43.63%) SQL
4 362 (42.34%) Analytics
5 350 (40.94%) Degree
6 344 (40.23%) Data Science
7 328 (38.36%) Machine Learning
8 314 (36.73%) Computer Science
9 269 (31.46%) Finance
10 253 (29.59%) R
11 207 (24.21%) Big Data
12 178 (20.82%) Analytical Skills
13 175 (20.47%) PhD
14 163 (19.06%) Algorithms
15 160 (18.71%) Visualisation
16 159 (18.60%) Apache Spark
17 134 (15.67%) Hadoop
17 134 (15.67%) Data Analysis
18 133 (15.56%) Java
19 131 (15.32%) Business Intelligence
20 128 (14.97%) SAS
21 124 (14.50%) Data Visualisation
22 118 (13.80%) Marketing
23 112 (13.10%) Deep Learning
24 107 (12.51%) Agile Software Development
25 105 (12.28%) Data Mining
26 99 (11.58%) C++
26 99 (11.58%) Data Analytics
27 97 (11.35%) Physics
28 96 (11.23%) Tableau

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
1 159 (18.60%) Apache Spark
2 128 (14.97%) SAS
3 47 (5.50%) Apache
4 32 (3.74%) Apache Pig
5 16 (1.87%) Elasticsearch
6 15 (1.75%) Apache Solr
7 12 (1.40%) MS Exchange
8 8 (0.94%) NetWeaver
9 7 (0.82%) nginx
10 6 (0.70%) Smallworld
11 4 (0.47%) Skype for Business
12 3 (0.35%) Jupyter
12 3 (0.35%) SharePoint
13 2 (0.23%) Apache Airflow
13 2 (0.23%) Exchange Server 2007
14 1 (0.12%) ArcGIS
14 1 (0.12%) DNN
14 1 (0.12%) Luigi
14 1 (0.12%) OpenStack
14 1 (0.12%) Oracle Workflow
Applications
1 81 (9.47%) Microsoft Excel
2 50 (5.85%) SPSS
3 48 (5.61%) Microsoft Office
4 28 (3.27%) Microsoft PowerPoint
5 10 (1.17%) Stata
6 6 (0.70%) Mathematica
6 6 (0.70%) MS Visio
6 6 (0.70%) Weka
7 4 (0.47%) Acrobat
8 3 (0.35%) Chatbot
8 3 (0.35%) Maple
8 3 (0.35%) Spreadsheet
9 1 (0.12%) EViews
9 1 (0.12%) HipChat
9 1 (0.12%) Microsoft Project
9 1 (0.12%) Vensim
Business Applications
1 8 (0.94%) SAP GRC
2 6 (0.70%) Eikon
3 4 (0.47%) Carpe Diem
4 3 (0.35%) Eloqua
4 3 (0.35%) iTrent
5 2 (0.23%) Oracle AML
5 2 (0.23%) WebTrends
6 1 (0.12%) Capstone
6 1 (0.12%) Dynamics CRM
6 1 (0.12%) Salesforce.com CRM
Cloud Services
1 82 (9.59%) Amazon AWS
2 55 (6.43%) Microsoft Azure
3 30 (3.51%) Google Cloud Platform
4 18 (2.11%) Google Analytics
5 17 (1.99%) Mimecast
6 14 (1.64%) SaaS
7 13 (1.52%) Amazon Kinesis
7 13 (1.52%) Office 365
8 11 (1.29%) Adobe Analytics
8 11 (1.29%) Amazon S3
9 9 (1.05%) Azure Machine Learning
10 7 (0.82%) Cloud Computing
11 4 (0.47%) Amazon EC2
11 4 (0.47%) GitHub
12 3 (0.35%) Azure Data Factory
13 2 (0.23%) Amazon EMR
13 2 (0.23%) AWS Elastic Beanstalk
13 2 (0.23%) Azure Active Directory
13 2 (0.23%) Google Compute Engine
14 1 (0.12%) AWS Lambda
Communications & Networking
1 24 (2.81%) LAN
1 24 (2.81%) WAN
2 22 (2.57%) Firewall
3 21 (2.46%) DWDM
3 21 (2.46%) VPN
4 20 (2.34%) Internet
5 19 (2.22%) Network Security
6 18 (2.11%) Wireless
7 16 (1.87%) Unified Communications
8 15 (1.75%) MPLS
9 9 (1.05%) Intranet
10 7 (0.82%) GPON
11 6 (0.70%) IPsec
11 6 (0.70%) SAN
11 6 (0.70%) SDH
12 5 (0.58%) WLAN
13 4 (0.47%) Intrusion Detection
13 4 (0.47%) SSL
14 3 (0.35%) Broadband
14 3 (0.35%) Cisco ASA
Database & Business Intelligence
1 207 (24.21%) Big Data
2 134 (15.67%) Hadoop
3 105 (12.28%) Data Mining
4 76 (8.89%) Apache Hive
5 72 (8.42%) Data Warehouse
6 63 (7.37%) MySQL
7 61 (7.13%) SQL Server
8 60 (7.02%) NoSQL
9 54 (6.32%) MongoDB
10 36 (4.21%) PostgreSQL
11 35 (4.09%) Apache Cassandra
12 29 (3.39%) Relational Database
13 27 (3.16%) Amazon Redshift
13 27 (3.16%) Text Mining
14 26 (3.04%) Spotfire
15 23 (2.69%) Power BI
16 22 (2.57%) QlikView
17 19 (2.22%) SQL Server Integration Services
18 18 (2.11%) SQL Server Reporting Services
19 16 (1.87%) Impala
Development Applications
1 23 (2.69%) Git (software)
2 9 (1.05%) JIRA
2 9 (1.05%) Selenium
3 6 (0.70%) Cucumber
3 6 (0.70%) SQL Server Management Studio (SSMS)
3 6 (0.70%) TestRail
3 6 (0.70%) WebDriver
4 5 (0.58%) Oracle APEX
5 3 (0.35%) JUnit
5 3 (0.35%) Mocha
6 2 (0.23%) CircleCI
6 2 (0.23%) HP UFT
6 2 (0.23%) Jenkins
6 2 (0.23%) SpecFlow
6 2 (0.23%) Subversion
7 1 (0.12%) Bitbucket
7 1 (0.12%) Gerrit
7 1 (0.12%) Visual Studio
General
1 269 (31.46%) Finance
2 118 (13.80%) Marketing
3 66 (7.72%) Retail
4 47 (5.50%) Banking
5 29 (3.39%) Telecoms
6 27 (3.16%) Law
7 25 (2.92%) Advertising
8 23 (2.69%) Games
9 16 (1.87%) Publishing
10 13 (1.52%) Financial Institution
10 13 (1.52%) Investment Banking
10 13 (1.52%) Legal
11 8 (0.94%) Front Office
12 6 (0.70%) Manufacturing
12 6 (0.70%) Spanish Language
13 5 (0.58%) Back Office
14 4 (0.47%) German Language
14 4 (0.47%) Pharmaceutical
15 3 (0.35%) Italian Language
15 3 (0.35%) Russian Language
Job Titles
1 200 (23.39%) Data Scientist
2 161 (18.83%) Analyst
3 107 (12.51%) Developer
4 75 (8.77%) Data Analyst
5 59 (6.90%) Senior Data Scientist
6 29 (3.39%) Consultant
6 29 (3.39%) Data Engineer
7 27 (3.16%) Junior
8 26 (3.04%) Machine Learning Scientist
9 25 (2.92%) Data Manager
10 21 (2.46%) Business Intelligence Developer
10 21 (2.46%) Python Developer
11 20 (2.34%) Analytics Manager
11 20 (2.34%) Senior Developer
12 19 (2.22%) Qualitative Analyst
12 19 (2.22%) Quantitative Analyst
13 18 (2.11%) Analytics Consultant
13 18 (2.11%) Business Analyst
14 17 (1.99%) Applications Support
14 17 (1.99%) Machine Learning Engineer
Libraries, Frameworks & Software Standards
1 89 (10.41%) Natural Language Processing
2 53 (6.20%) scikit-learn
3 52 (6.08%) NumPy
4 41 (4.80%) HTML
4 41 (4.80%) TensorFlow
5 40 (4.68%) Pandas
6 37 (4.33%) CSS
7 35 (4.09%) Web Services
8 33 (3.86%) Kafka
9 26 (3.04%) SciPy
10 25 (2.92%) .NET
11 21 (2.46%) D3.js
12 20 (2.34%) HTML5
13 18 (2.11%) AngularJS
14 17 (1.99%) React
15 14 (1.64%) LAPP Stack
16 12 (1.40%) LAMP
16 12 (1.40%) Theano
17 10 (1.17%) ggplot2
17 10 (1.17%) jQuery
Miscellaneous
1 314 (36.73%) Computer Science
2 178 (20.82%) Analytical Skills
3 163 (19.06%) Algorithms
4 63 (7.37%) User Experience
5 60 (7.02%) Fintech
6 42 (4.91%) Management Information System
7 28 (3.27%) Data Centre
8 25 (2.92%) Data Structures
9 21 (2.46%) Mobile App
10 20 (2.34%) Social Media
11 17 (1.99%) Credit Risk
11 17 (1.99%) Equities
11 17 (1.99%) Hedge funds
12 16 (1.87%) Reinsurance
12 16 (1.87%) Video Conferencing
13 15 (1.75%) e-Learning
14 14 (1.64%) Social Network
15 12 (1.40%) Blackberry
15 12 (1.40%) Fixed Income
15 12 (1.40%) Smartphone
Operating Systems
1 67 (7.84%) Linux
2 66 (7.72%) Windows
3 37 (4.33%) Unix
4 26 (3.04%) Windows 7
5 20 (2.34%) Windows 10
6 17 (1.99%) Android
6 17 (1.99%) Apple iOS
7 15 (1.75%) Windows Phone
8 10 (1.17%) Windows Server
Processes & Methodologies
1 402 (47.02%) Mathematics
2 362 (42.34%) Analytics
3 344 (40.23%) Data Science
4 328 (38.36%) Machine Learning
5 160 (18.71%) Visualisation
6 134 (15.67%) Data Analysis
7 131 (15.32%) Business Intelligence
8 124 (14.50%) Data Visualisation
9 112 (13.10%) Deep Learning
10 107 (12.51%) Agile Software Development
11 99 (11.58%) Data Analytics
12 97 (11.35%) Physics
13 82 (9.59%) Data Modelling
14 80 (9.36%) Economics
15 71 (8.30%) Neural Network
16 70 (8.19%) Data Management
17 66 (7.72%) ETL
18 64 (7.49%) Software Engineering
19 61 (7.13%) Artificial Intelligence
20 60 (7.02%) Predictive Modelling
Programming Languages
1 417 (48.77%) Python
2 373 (43.63%) SQL
3 253 (29.59%) R
4 133 (15.56%) Java
5 99 (11.58%) C++
6 89 (10.41%) Scala
7 79 (9.24%) MATLAB
8 56 (6.55%) JavaScript
9 48 (5.61%) C
10 24 (2.81%) PL/SQL
10 24 (2.81%) VBA
11 23 (2.69%) C#
12 21 (2.46%) T-SQL
13 17 (1.99%) Julia
14 16 (1.87%) Perl
14 16 (1.87%) VB
15 14 (1.64%) PHP
16 13 (1.52%) PowerShell
17 12 (1.40%) Fortran
18 10 (1.17%) Go
Qualifications
1 350 (40.94%) Degree
2 175 (20.47%) PhD
3 60 (7.02%) Numerate Degree
4 57 (6.67%) Computer Science Degree
5 23 (2.69%) Cisco Certification
6 21 (2.46%) Master's Degree
7 18 (2.11%) CCIE
7 18 (2.11%) CCNP
8 8 (0.94%) ISEB
8 8 (0.94%) ISTQB
9 6 (0.70%) ISTQB Foundation Certification
9 6 (0.70%) Postgraduate
10 5 (0.58%) CCNA
10 5 (0.58%) Security Cleared
11 4 (0.47%) ACCA
11 4 (0.47%) MCITP
11 4 (0.47%) MCSE
11 4 (0.47%) MCTS
11 4 (0.47%) Microsoft Certification
11 4 (0.47%) MOS
Quality Assurance & Compliance
1 55 (6.43%) Data Quality
2 35 (4.09%) QA
3 15 (1.75%) SLA
4 6 (0.70%) ISO 9001
4 6 (0.70%) NEBOSH
5 5 (0.58%) GDPR
5 5 (0.58%) PCI DSS
6 4 (0.47%) Actionable Recommendations
6 4 (0.47%) GCP
7 2 (0.23%) IFRS
7 2 (0.23%) IFRS 9
8 1 (0.12%) ISO 14001
System Software
1 27 (3.16%) Active Directory
2 20 (2.34%) Docker
3 11 (1.29%) Apache Flume
4 7 (0.82%) HDFS
4 7 (0.82%) Varnish
5 4 (0.47%) VMware Infrastructure
Systems Management
1 17 (1.99%) Opscode Chef
2 12 (1.40%) Microsoft Intune
3 8 (0.94%) Kubernetes
4 7 (0.82%) Puppet
4 7 (0.82%) Terraform
5 5 (0.58%) Ansible
6 4 (0.47%) Failover Clustering
6 4 (0.47%) SCCM
7 3 (0.35%) Kibana
8 2 (0.23%) Hadoop YARN
9 1 (0.12%) Grafana
9 1 (0.12%) logstash
9 1 (0.12%) Oozie
9 1 (0.12%) Packer
9 1 (0.12%) Prometheus
Vendors
1 96 (11.23%) Tableau
2 93 (10.88%) Microsoft
3 54 (6.32%) Google
4 48 (5.61%) Oracle
5 29 (3.39%) Cloudera
6 23 (2.69%) Alteryx
7 19 (2.22%) Teradata
8 17 (1.99%) IBM
9 16 (1.87%) Adobe
9 16 (1.87%) Vertica
10 15 (1.75%) CheckPoint
10 15 (1.75%) iManage
10 15 (1.75%) Palo Alto
11 14 (1.64%) Informatica
12 13 (1.52%) Cisco
12 13 (1.52%) Netezza
12 13 (1.52%) SAP
13 12 (1.40%) Apple
13 12 (1.40%) Computacenter
13 12 (1.40%) HP