Period
to 24 May 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 24 May 2018 with a comparison to the same period in the previous 2 years.

Statistics
England > London
6 months to
24 May 2018
Same period 2017 Same period 2016
Rank 281 299 274
Rank change year-on-year +18 -25 +59
Permanent jobs citing Statistics 807 765 1,062
As % of all permanent IT jobs advertised in London 1.16% 1.12% 1.29%
As % of the Processes & Methodologies category 1.27% 1.22% 1.42%
Number of salaries quoted 643 617 876
London median annual salary £60,000 £55,000 £57,500
Median salary % change year-on-year +9.09% -4.35% +4.55%
10th Percentile £33,000 £31,250 £32,500
90th Percentile £110,000 £95,000 £89,750
England median annual salary £53,500 £45,000 £50,000
% change year-on-year +18.89% -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 63,529 62,498 74,976
As % of all permanent IT jobs advertised in London 91.66% 91.44% 91.14%
Number of salaries quoted 51,317 51,841 64,382
London median annual salary £60,000 £60,000 £55,000
Median salary % change year-on-year - +9.09% -
10th Percentile £35,750 £34,500 £33,000
90th Percentile £93,750 £90,000 £86,250
England median annual salary £50,000 £50,000 £48,000
% change year-on-year - +4.17% +1.05%

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 24 May 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 24 May 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 +23 160 £60,000 -4.00% 20
West London +28 43 £55,000 +69.23% 8
East London +24 15 £55,000 +57.14% 11
South London -1 10 £28,000 -22.22% 2
North London +3 2 £40,000 -14.44% 3
Statistics
England

For the 6 months to 24 May 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.

1 429 (53.16%) Python
2 376 (46.59%) Mathematics
3 374 (46.34%) SQL
4 358 (44.36%) Analytics
5 350 (43.37%) Data Science
6 346 (42.87%) Degree
7 344 (42.63%) Machine Learning
8 307 (38.04%) Computer Science
9 255 (31.60%) Finance
10 246 (30.48%) R
11 214 (26.52%) Big Data
12 200 (24.78%) Algorithms
13 197 (24.41%) Analytical Skills
14 185 (22.92%) PhD
15 165 (20.45%) Apache Spark
16 144 (17.84%) Java
17 140 (17.35%) Visualisation
18 138 (17.10%) Business Intelligence
19 133 (16.48%) Problem-Solving
20 128 (15.86%) Hadoop
21 127 (15.74%) Data Analysis
22 125 (15.49%) Deep Learning
23 123 (15.24%) Natural Language Processing
23 123 (15.24%) Artificial Intelligence
23 123 (15.24%) Marketing
24 117 (14.50%) Microsoft
24 117 (14.50%) Data Visualisation
25 100 (12.39%) C++
26 94 (11.65%) Data Modelling
27 92 (11.40%) Agile Software Development

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
1 165 (20.45%) Apache Spark
2 79 (9.79%) SAS
3 34 (4.21%) Apache
4 19 (2.35%) MS Exchange
5 18 (2.23%) Apache Pig
6 10 (1.24%) Elasticsearch
7 7 (0.87%) Apache Solr
7 7 (0.87%) SharePoint
8 5 (0.62%) Skype for Business
9 3 (0.37%) Exchange Server 2010
9 3 (0.37%) Exchange Server 2013
10 1 (0.12%) Apache Airflow
10 1 (0.12%) CICS
10 1 (0.12%) DNN
10 1 (0.12%) Jupyter
10 1 (0.12%) Luigi
10 1 (0.12%) NetWeaver
Applications
1 74 (9.17%) Microsoft Excel
2 39 (4.83%) SPSS
3 37 (4.58%) Microsoft Office
4 21 (2.60%) Microsoft PowerPoint
5 10 (1.24%) Stata
6 4 (0.50%) Mathematica
6 4 (0.50%) Weka
7 2 (0.25%) Chatbot
7 2 (0.25%) MS Visio
7 2 (0.25%) Spreadsheet
8 1 (0.12%) Microsoft Project
8 1 (0.12%) Simulink
8 1 (0.12%) SPSS Modeler
Business Applications
1 3 (0.37%) iTrent
2 1 (0.12%) Eloqua
2 1 (0.12%) SAP GRC
2 1 (0.12%) WebTrends
Cloud Services
1 73 (9.05%) Microsoft Azure
2 60 (7.43%) Amazon AWS
3 36 (4.46%) Office 365
4 34 (4.21%) Google Analytics
5 21 (2.60%) SaaS
6 14 (1.73%) Azure Machine Learning
7 13 (1.61%) Adobe Analytics
8 9 (1.12%) Google Cloud Platform
9 6 (0.74%) Amazon Kinesis
9 6 (0.74%) Runscope
10 4 (0.50%) Amazon S3
10 4 (0.50%) Cloud Computing
11 3 (0.37%) Amazon EC2
11 3 (0.37%) GitHub
12 2 (0.25%) AWS Elastic Beanstalk
12 2 (0.25%) IaaS
12 2 (0.25%) PaaS
13 1 (0.12%) Azure Active Directory
13 1 (0.12%) Mimecast
13 1 (0.12%) Sumo Logic
Communications & Networking
1 21 (2.60%) Internet
2 9 (1.12%) GPON
3 5 (0.62%) SMS
4 4 (0.50%) LAN
4 4 (0.50%) Skype
4 4 (0.50%) WAN
5 3 (0.37%) Broadband
5 3 (0.37%) SAN
5 3 (0.37%) WLAN
6 2 (0.25%) Cisco ASA
6 2 (0.25%) Cisco ISE
6 2 (0.25%) Cisco Wireless
6 2 (0.25%) Firewall
6 2 (0.25%) Intranet
6 2 (0.25%) VPN
6 2 (0.25%) Wireless
7 1 (0.12%) IP Telephony
7 1 (0.12%) IPsec
7 1 (0.12%) MPLS
7 1 (0.12%) Unified Communications
Database & Business Intelligence
1 214 (26.52%) Big Data
2 128 (15.86%) Hadoop
3 91 (11.28%) Data Mining
4 84 (10.41%) NoSQL
4 84 (10.41%) SQL Server
5 73 (9.05%) Data Warehouse
6 70 (8.67%) MySQL
7 64 (7.93%) Apache Hive
8 51 (6.32%) SQL Server Reporting Services
9 50 (6.20%) MongoDB
10 48 (5.95%) SQL Server Analysis Services
11 46 (5.70%) SQL Server Integration Services
12 41 (5.08%) Data Lake
13 33 (4.09%) Relational Database
14 24 (2.97%) Cosmos DB
15 23 (2.85%) Power BI
15 23 (2.85%) Text Mining
16 21 (2.60%) Snowflake Schema
17 19 (2.35%) Apache Cassandra
17 19 (2.35%) BusinessObjects
Development Applications
1 26 (3.22%) Git (software)
1 26 (3.22%) Team Foundation Server
2 14 (1.73%) RStudio
3 13 (1.61%) JUnit
4 11 (1.36%) Jenkins
5 7 (0.87%) SQL Server Management Studio (SSMS)
6 6 (0.74%) Cucumber
6 6 (0.74%) JIRA
6 6 (0.74%) Mockito
7 5 (0.62%) Mocha
7 5 (0.62%) Selenium
7 5 (0.62%) Subversion
8 2 (0.25%) Bitbucket
8 2 (0.25%) CircleCI
8 2 (0.25%) Oracle APEX
9 1 (0.12%) Gerrit
General
1 255 (31.60%) Finance
2 123 (15.24%) Marketing
3 58 (7.19%) Banking
4 43 (5.33%) Retail
5 27 (3.35%) Games
6 25 (3.10%) Telecoms
7 23 (2.85%) Publishing
8 20 (2.48%) Advertising
9 19 (2.35%) Financial Institution
10 18 (2.23%) Front Office
10 18 (2.23%) Investment Banking
11 16 (1.98%) Legal
12 10 (1.24%) Law
13 5 (0.62%) Manufacturing
14 4 (0.50%) German Language
14 4 (0.50%) Pharmaceutical
15 3 (0.37%) Back Office
15 3 (0.37%) Mandarin Language
16 2 (0.25%) Electronics
17 1 (0.12%) Cantonese Language
Job Titles
1 213 (26.39%) Data Scientist
2 118 (14.62%) Analyst
3 106 (13.14%) Developer
4 70 (8.67%) Senior Data Scientist
5 53 (6.57%) Business Intelligence Developer
6 49 (6.07%) Data Analyst
7 44 (5.45%) SQL BI Developer
7 44 (5.45%) SQL Developer
8 41 (5.08%) Machine Learning Scientist
9 34 (4.21%) Data Manager
10 31 (3.84%) SSIS Developer
10 31 (3.84%) SSRS Developer
11 29 (3.59%) Data Engineer
12 28 (3.47%) Analytics Manager
12 28 (3.47%) Junior
13 25 (3.10%) Microsoft BI Developer
13 25 (3.10%) Microsoft Developer
13 25 (3.10%) SQL Server BI Developer
13 25 (3.10%) SQL Server Developer
13 25 (3.10%) SSAS Developer
Libraries, Frameworks & Software Standards
1 123 (15.24%) Natural Language Processing
2 52 (6.44%) .NET
3 51 (6.32%) scikit-learn
3 51 (6.32%) Web Services
4 41 (5.08%) NumPy
5 38 (4.71%) TensorFlow
6 33 (4.09%) Kafka
7 28 (3.47%) Pandas
8 25 (3.10%) .NET Framework
8 25 (3.10%) Entity Framework
9 23 (2.85%) CSS
9 23 (2.85%) HTML
10 15 (1.86%) D3.js
10 15 (1.86%) React
10 15 (1.86%) SciPy
11 14 (1.73%) Node.js
12 12 (1.49%) HTML5
13 11 (1.36%) Keras
14 10 (1.24%) LAPP Stack
15 9 (1.12%) Torch
Miscellaneous
1 307 (38.04%) Computer Science
2 200 (24.78%) Algorithms
3 197 (24.41%) Analytical Skills
4 70 (8.67%) Fintech
5 63 (7.81%) User Experience
6 59 (7.31%) Management Information System
7 38 (4.71%) Mobile App
8 34 (4.21%) Blackberry
9 32 (3.97%) Smartphone
10 25 (3.10%) Hedge funds
11 23 (2.85%) Social Media
12 22 (2.73%) Data Structures
13 18 (2.23%) Equities
14 17 (2.11%) Derivative
15 14 (1.73%) Social Network
16 13 (1.61%) Fixed Income
17 12 (1.49%) Replication
18 11 (1.36%) Self-Motivation
19 9 (1.12%) Analytical Mindset
19 9 (1.12%) Greenfield Project
Operating Systems
1 63 (7.81%) Windows
2 62 (7.68%) Linux
3 23 (2.85%) Apple iOS
4 14 (1.73%) Unix
5 9 (1.12%) Windows 10
6 8 (0.99%) Android
6 8 (0.99%) Windows 7
7 7 (0.87%) Windows Server
8 3 (0.37%) SUSE Linux Enterprise Server
8 3 (0.37%) Windows 8
8 3 (0.37%) Windows Phone
8 3 (0.37%) Windows Server 2008
9 1 (0.12%) Windows Server 2003
9 1 (0.12%) Windows Server 2012
Processes & Methodologies
1 376 (46.59%) Mathematics
2 358 (44.36%) Analytics
3 350 (43.37%) Data Science
4 344 (42.63%) Machine Learning
5 140 (17.35%) Visualisation
6 138 (17.10%) Business Intelligence
7 133 (16.48%) Problem-Solving
8 127 (15.74%) Data Analysis
9 125 (15.49%) Deep Learning
10 123 (15.24%) Artificial Intelligence
11 117 (14.50%) Data Visualisation
12 94 (11.65%) Data Modelling
13 92 (11.40%) Agile Software Development
14 90 (11.15%) Data Analytics
15 89 (11.03%) Physics
16 69 (8.55%) Data Management
17 65 (8.05%) Economics
17 65 (8.05%) Neural Network
18 63 (7.81%) Software Engineering
19 59 (7.31%) ETL
Programming Languages
1 429 (53.16%) Python
2 374 (46.34%) SQL
3 246 (30.48%) R
4 144 (17.84%) Java
5 100 (12.39%) C++
6 81 (10.04%) Scala
7 71 (8.80%) MATLAB
8 50 (6.20%) C
9 37 (4.58%) VBA
10 30 (3.72%) JavaScript
11 29 (3.59%) C#
12 20 (2.48%) VB
13 18 (2.23%) T-SQL
14 17 (2.11%) Perl
15 13 (1.61%) PL/SQL
16 8 (0.99%) Fortran
17 7 (0.87%) Java 8
17 7 (0.87%) Ruby
18 6 (0.74%) Groovy
19 5 (0.62%) PHP
Qualifications
1 346 (42.87%) Degree
2 185 (22.92%) PhD
3 62 (7.68%) Numerate Degree
4 35 (4.34%) Computer Science Degree
5 32 (3.97%) Master's Degree
6 5 (0.62%) CBAP
6 5 (0.62%) Security Cleared
7 4 (0.50%) ACCA
7 4 (0.50%) CIMA
7 4 (0.50%) DV Cleared
8 3 (0.37%) Cisco Certification
8 3 (0.37%) SC Cleared
9 2 (0.25%) CCIE
9 2 (0.25%) CCNP
9 2 (0.25%) CFA
9 2 (0.25%) ITIL Certification
9 2 (0.25%) MCP
9 2 (0.25%) MOS
10 1 (0.12%) CCNA
10 1 (0.12%) CISSP
Quality Assurance & Compliance
1 41 (5.08%) Data Quality
2 21 (2.60%) QA
3 18 (2.23%) SLA
4 12 (1.49%) GDPR
5 3 (0.37%) Actionable Recommendations
5 3 (0.37%) PCI DSS
System Software
1 44 (5.45%) Docker
2 22 (2.73%) Active Directory
3 10 (1.24%) Apache Flume
4 5 (0.62%) HDFS
4 5 (0.62%) VMware Infrastructure
5 3 (0.37%) vSphere
5 3 (0.37%) XenApp
Systems Management
1 32 (3.97%) Microsoft Intune
2 30 (3.72%) Kubernetes
3 8 (0.99%) Opscode Chef
4 7 (0.87%) Terraform
5 4 (0.50%) Failover Clustering
6 3 (0.37%) Ansible
6 3 (0.37%) Norton AntiVirus
6 3 (0.37%) Oozie
7 2 (0.25%) SQL Sentry
8 1 (0.12%) Hadoop YARN
8 1 (0.12%) Kibana
8 1 (0.12%) LiteSpeed
8 1 (0.12%) Packer
8 1 (0.12%) SCCM
Vendors
1 117 (14.50%) Microsoft
2 89 (11.03%) Tableau
3 60 (7.43%) Google
4 45 (5.58%) Oracle
5 34 (4.21%) Apple
6 32 (3.97%) Alteryx
6 32 (3.97%) MobileIron
7 22 (2.73%) IBM
8 20 (2.48%) Vertica
9 19 (2.35%) Cloudera
10 17 (2.11%) Computacenter
11 15 (1.86%) Adobe
12 12 (1.49%) Teradata
13 11 (1.36%) Mapinfo
14 10 (1.24%) Informatica
14 10 (1.24%) Netezza
14 10 (1.24%) Talend
15 9 (1.12%) Splunk
16 8 (0.99%) MicroStrategy
16 8 (0.99%) Twitter