Period
to 18 November 2017

The following table provides summary statistics for permanent job vacancies advertised in London 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 6 months to 18 November 2017 with a comparison to the same period in the previous 2 years.

Statistical Analysis
England > London
6 months to
18 Nov 2017
Same period 2016 Same period 2015
Rank 615 593 577
Rank change year-on-year -22 -16 +104
Permanent jobs citing Statistical Analysis 230 256 355
As % of all permanent IT jobs advertised in London 0.31% 0.34% 0.40%
As % of the Processes & Methodologies category 0.33% 0.37% 0.44%
Number of salaries quoted 169 214 259
London median annual salary £55,000 £65,000 £55,000
Median salary % change year-on-year -15.38% +18.18% +10.00%
10th Percentile £36,250 £32,500 £28,000
90th Percentile £90,000 £103,750 £92,500
England median annual salary £47,500 £47,500 £50,000
% change year-on-year - -5.00% +11.11%

Statistical Analysis 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 68732 68845 79948
As % of all permanent IT jobs advertised in London 91.62% 90.63% 89.56%
Number of salaries quoted 52798 59247 67347
London median annual salary £60,000 £57,500 £55,000
Median salary % change year-on-year +4.35% +4.55% -
10th Percentile £35,000 £33,750 £32,750
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%

Statistical Analysis
Job Vacancy Trend in London

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

Job vacancy trend for Statistical Analysis in London

Statistical Analysis
Salary Trend in London

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

Salary trend for Statistical Analysis in London

Statistical Analysis
Salary Histogram in London

The salary distribution of IT jobs citing Statistical Analysis in London over the 6 months to 18 November 2017.

Salary histogram for Statistical Analysis in London

Statistical Analysis
Job Locations in London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Statistical Analysis within the London region over the 6 months to 18 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 +21 48 £50,000 -23.08% 2
North London +10 2 - -
East London -2 1 £80,000 -5.88%
Statistical Analysis
England

For the 6 months to 18 November 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 London region with a requirement for Statistical Analysis.

1 116 (50.43%) Python
2 113 (49.13%) Analytics
3 104 (45.22%) SQL
4 97 (42.17%) Degree
5 92 (40.00%) Machine Learning
6 89 (38.70%) Finance
7 74 (32.17%) R
8 67 (29.13%) Business Intelligence
9 60 (26.09%) Analytical Skills
10 57 (24.78%) Visualisation
11 55 (23.91%) Statistics
12 54 (23.48%) Mathematics
12 54 (23.48%) Computer Science
13 53 (23.04%) Marketing
14 51 (22.17%) Hadoop
14 51 (22.17%) Big Data
15 48 (20.87%) Data Analysis
16 47 (20.43%) Data Analytics
17 45 (19.57%) Agile Software Development
18 40 (17.39%) Algorithms
19 39 (16.96%) Data Warehouse
20 36 (15.65%) SAS
21 35 (15.22%) Tableau
22 33 (14.35%) Apache Spark
23 32 (13.91%) MATLAB
23 32 (13.91%) Validation
24 31 (13.48%) ETL
24 31 (13.48%) Java
25 30 (13.04%) SPSS
25 30 (13.04%) Data Management

Statistical Analysis
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 36 (15.65%) SAS
2 33 (14.35%) Apache Spark
3 8 (3.48%) Elasticsearch
4 6 (2.61%) Apache
4 6 (2.61%) IPython
5 3 (1.30%) Apache Solr
6 2 (0.87%) Apache Pig
7 1 (0.43%) Apache Airflow
7 1 (0.43%) MQSeries
7 1 (0.43%) SharePoint
Applications
1 30 (13.04%) SPSS
2 22 (9.57%) Microsoft Excel
3 7 (3.04%) Microsoft PowerPoint
4 6 (2.61%) Microsoft Office
5 4 (1.74%) CPLEX
6 2 (0.87%) MS Visio
7 1 (0.43%) Doxygen
7 1 (0.43%) GNU Octave
7 1 (0.43%) LaTeX
7 1 (0.43%) Microsoft Project
7 1 (0.43%) Spreadsheet
7 1 (0.43%) SPSS Modeler
7 1 (0.43%) Stata
7 1 (0.43%) Vensim
7 1 (0.43%) Weka
Business Applications
1 1 (0.43%) FastStats
1 1 (0.43%) ION MarketView
1 1 (0.43%) Oracle AML
Cloud Services
1 19 (8.26%) Amazon AWS
1 19 (8.26%) Microsoft Azure
2 8 (3.48%) Adobe Analytics
2 8 (3.48%) Google Analytics
3 6 (2.61%) GitHub
4 2 (0.87%) SaaS
5 1 (0.43%) Google Cloud Platform
Communications & Networking
1 8 (3.48%) Internet
2 6 (2.61%) FTP
3 4 (1.74%) DNS
3 4 (1.74%) RFID
3 4 (1.74%) TCP/IP
3 4 (1.74%) Wi-Fi
3 4 (1.74%) Wireless
3 4 (1.74%) ZigBee
4 2 (0.87%) SMS
Database & Business Intelligence
1 51 (22.17%) Big Data
1 51 (22.17%) Hadoop
2 39 (16.96%) Data Warehouse
3 29 (12.61%) Data Mining
4 28 (12.17%) NoSQL
5 24 (10.43%) SQL Server Reporting Services
6 20 (8.70%) SQL Server
7 18 (7.83%) QlikView
8 15 (6.52%) MongoDB
8 15 (6.52%) Relational Database
9 12 (5.22%) BusinessObjects
10 11 (4.78%) Text Mining
11 10 (4.35%) Apache Hive
11 10 (4.35%) Power BI
12 9 (3.91%) Apache Cassandra
13 8 (3.48%) Amazon Redshift
13 8 (3.48%) Spotfire
14 7 (3.04%) Pentaho
15 6 (2.61%) Impala
15 6 (2.61%) SAS EBI
Development Applications
1 3 (1.30%) Git (software)
2 1 (0.43%) Balsamiq Mockups
2 1 (0.43%) JIRA
2 1 (0.43%) Subversion
2 1 (0.43%) Talend Open Studio
General
1 89 (38.70%) Finance
2 53 (23.04%) Marketing
3 23 (10.00%) Legal
3 23 (10.00%) Retail
4 22 (9.57%) Law
5 9 (3.91%) German Language
6 8 (3.48%) Banking
7 7 (3.04%) Front Office
8 6 (2.61%) Electronics
9 5 (2.17%) Aerospace
10 2 (0.87%) Advertising
10 2 (0.87%) Financial Institution
10 2 (0.87%) Games
10 2 (0.87%) Manufacturing
10 2 (0.87%) Telecoms
11 1 (0.43%) Back Office
Job Titles
1 58 (25.22%) Data Scientist
2 52 (22.61%) Analyst
3 29 (12.61%) Developer
4 18 (7.83%) Report Analyst
5 17 (7.39%) Financial Analyst
5 17 (7.39%) User Experience Researcher
6 15 (6.52%) Senior Developer
7 13 (5.65%) Data Engineer
7 13 (5.65%) Data Manager
7 13 (5.65%) Finance Systems Analyst
7 13 (5.65%) Python Developer
7 13 (5.65%) Systems Analyst
8 12 (5.22%) Data Analyst
8 12 (5.22%) Senior Python Developer
8 12 (5.22%) Team Leader
9 10 (4.35%) Business Intelligence Lead
9 10 (4.35%) Scala Developer
9 10 (4.35%) SQL Analyst
10 8 (3.48%) Big Data Engineer
10 8 (3.48%) Data Analytics Scientist
Libraries, Frameworks & Software Standards
1 28 (12.17%) Natural Language Processing
2 19 (8.26%) NumPy
2 19 (8.26%) Pandas
3 11 (4.78%) REST
4 10 (4.35%) Flask
4 10 (4.35%) HTML
4 10 (4.35%) Node.js
4 10 (4.35%) SciPy
5 8 (3.48%) XML
6 7 (3.04%) Kafka
7 6 (2.61%) .NET
7 6 (2.61%) pytest
7 6 (2.61%) scikit-learn
7 6 (2.61%) Swagger
7 6 (2.61%) Web Services
8 5 (2.17%) AngularJS
9 4 (1.74%) JSON
9 4 (1.74%) Spring Boot
10 3 (1.30%) .NET Core
11 2 (0.87%) Google Chart
Miscellaneous
1 60 (26.09%) Analytical Skills
2 54 (23.48%) Computer Science
3 40 (17.39%) Algorithms
4 20 (8.70%) User Experience
5 15 (6.52%) Management Information System
6 12 (5.22%) Data Structures
7 8 (3.48%) Social Media
8 5 (2.17%) Internet of Things
9 4 (1.74%) Arduino
9 4 (1.74%) FMCG
9 4 (1.74%) Machine to Machine
9 4 (1.74%) Raspberry Pi
9 4 (1.74%) Smart Home
10 3 (1.30%) Credit Risk
10 3 (1.30%) Equities
10 3 (1.30%) Fintech
10 3 (1.30%) Fixed Income
10 3 (1.30%) Foreign Exchange (FX)
10 3 (1.30%) Tandem
11 2 (0.87%) Replication
Operating Systems
1 22 (9.57%) Linux
2 8 (3.48%) Windows
3 7 (3.04%) Unix
4 4 (1.74%) Ubuntu
4 4 (1.74%) Windows 7
4 4 (1.74%) Windows Server
4 4 (1.74%) Windows Server 2003
4 4 (1.74%) Windows Server 2008
4 4 (1.74%) Windows Server 2012
5 2 (0.87%) Android
Processes & Methodologies
1 113 (49.13%) Analytics
2 92 (40.00%) Machine Learning
3 67 (29.13%) Business Intelligence
4 57 (24.78%) Visualisation
5 55 (23.91%) Statistics
6 54 (23.48%) Mathematics
7 48 (20.87%) Data Analysis
8 47 (20.43%) Data Analytics
9 45 (19.57%) Agile Software Development
10 32 (13.91%) Validation
11 31 (13.48%) ETL
12 30 (13.04%) Data Management
13 26 (11.30%) Data Architecture
13 26 (11.30%) Predictive Modelling
13 26 (11.30%) Statistical Modelling
14 24 (10.43%) Artificial Intelligence
15 23 (10.00%) Open Source
16 22 (9.57%) Prototyping
17 21 (9.13%) Data Visualisation
17 21 (9.13%) Physics
Programming Languages
1 116 (50.43%) Python
2 104 (45.22%) SQL
3 74 (32.17%) R
4 32 (13.91%) MATLAB
5 31 (13.48%) Java
6 23 (10.00%) JavaScript
6 23 (10.00%) Scala
7 20 (8.70%) C#
8 19 (8.26%) C++
9 17 (7.39%) C
10 10 (4.35%) VBA
11 4 (1.74%) PHP
12 3 (1.30%) Julia
13 2 (0.87%) Perl
13 2 (0.87%) T-SQL
13 2 (0.87%) VB.NET
14 1 (0.43%) F#
14 1 (0.43%) PowerShell
14 1 (0.43%) SPARQL
14 1 (0.43%) VB
Qualifications
1 97 (42.17%) Degree
2 18 (7.83%) Security Cleared
3 17 (7.39%) Master's Degree
4 15 (6.52%) Computer Science Degree
4 15 (6.52%) PhD
5 13 (5.65%) DV Cleared
6 10 (4.35%) SC Cleared
7 9 (3.91%) Numerate Degree
8 5 (2.17%) CISA
8 5 (2.17%) CISM
8 5 (2.17%) CISSP
9 1 (0.43%) PRINCE2 Certification
Quality Assurance & Compliance
1 17 (7.39%) Data Quality
2 6 (2.61%) ISO/IEC 27001
3 3 (1.30%) GDPR
4 2 (0.87%) Actionable Recommendations
4 2 (0.87%) QA
4 2 (0.87%) SLA
5 1 (0.43%) GCP
5 1 (0.43%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
5 1 (0.43%) PMO
System Software
1 4 (1.74%) Active Directory
Systems Management
1 6 (2.61%) Kibana
2 1 (0.43%) Control-M
Vendors
1 35 (15.22%) Tableau
2 14 (6.09%) Google
2 14 (6.09%) Microsoft
3 11 (4.78%) SAP
4 9 (3.91%) Oracle
5 8 (3.48%) Adobe
6 7 (3.04%) Hortonworks
7 6 (2.61%) CA
7 6 (2.61%) Cloudera
7 6 (2.61%) MapR
8 5 (2.17%) Minitab
9 4 (1.74%) Sigfox
9 4 (1.74%) Splunk
10 3 (1.30%) Cognos
10 3 (1.30%) Twitter
11 2 (0.87%) Bloomberg
11 2 (0.87%) MicroStrategy
11 2 (0.87%) Remedy
11 2 (0.87%) Reuters
11 2 (0.87%) Vertica