Period
to 23 February 2019

The following table provides summary statistics for permanent job vacancies advertised in London with a requirement for Data Analysis skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Analysis over the 6 months to 23 February 2019 with a comparison to the same period in the previous 2 years.

Data Analysis
England > London
6 months to
23 Feb 2019
Same period 2018 Same period 2017
Rank 183 182 196
Rank change year-on-year -1 +14 -32
Permanent jobs citing Data Analysis 1,205 1,330 1,261
As % of all permanent IT jobs advertised in London 1.93% 1.90% 1.81%
As % of the Processes & Methodologies category 2.10% 2.04% 1.96%
Number of salaries quoted 958 1,038 1,050
London median annual salary £60,000 £55,000 £52,500
Median salary % change year-on-year +9.09% +4.76% -4.11%
10th Percentile £37,500 £33,750 £31,250
90th Percentile £94,125 £87,500 £80,125
England median annual salary £50,000 £45,000 £45,000
% change year-on-year +11.11% - -

Data 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 57,453 65,128 64,286
As % of all permanent IT jobs advertised in London 92.14% 92.94% 92.08%
Number of salaries quoted 46,349 53,526 54,417
London median annual salary £62,500 £60,000 £60,000
Median salary % change year-on-year +4.17% - +9.09%
10th Percentile £35,051 £35,000 £33,750
90th Percentile £95,000 £92,500 £89,000
England median annual salary £52,500 £50,000 £50,000
% change year-on-year +5.00% - +5.26%

Data Analysis
Job Vacancy Trend in London

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

Job vacancy trend for Data Analysis in London

Data Analysis
Salary Trend in London

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

Salary trend for Data Analysis in London

Data Analysis
Salary Histogram in London

The salary distribution of IT jobs citing Data Analysis in London over the 6 months to 23 February 2019.

Salary histogram for Data Analysis in London

Data 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 Data Analysis within the London region over the 6 months to 23 February 2019. 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 -38 221 £60,000 +20.00% 56
West London +13 44 £47,500 +5.56% 20
South London -15 30 £55,000 -2.65% 6
East London +25 19 £57,500 -32.35% 10
North London +20 6 £50,000 - 2
Data Analysis
England

For the 6 months to 23 February 2019, IT jobs citing Data Analysis 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 Data Analysis.

1 641 (53.20%) SQL
2 403 (33.44%) Finance
3 385 (31.95%) Python
4 378 (31.37%) Analytics
5 357 (29.63%) Agile Software Development
6 286 (23.73%) Business Intelligence
7 266 (22.07%) Analytical Skills
8 258 (21.41%) Visualisation
9 257 (21.33%) Microsoft Excel
10 243 (20.17%) Degree
11 218 (18.09%) Big Data
12 215 (17.84%) Data Modelling
12 215 (17.84%) ETL
13 212 (17.59%) Tableau
14 195 (16.18%) R
14 195 (16.18%) Data Science
15 190 (15.77%) Machine Learning
16 189 (15.68%) Data Warehouse
17 187 (15.52%) Microsoft
18 183 (15.19%) Problem-Solving
19 179 (14.85%) SQL Server
20 178 (14.77%) Data Quality
21 176 (14.61%) Banking
22 152 (12.61%) Java
23 147 (12.20%) Hadoop
24 142 (11.78%) Mathematics
25 139 (11.54%) Data Visualisation
26 136 (11.29%) Data Management
27 133 (11.04%) Business Analysis
28 126 (10.46%) Power BI

Data 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
1 125 (10.37%) Apache Spark
2 66 (5.48%) SAS
3 31 (2.57%) Elasticsearch
4 21 (1.74%) Apache
5 17 (1.41%) Tomcat
6 16 (1.33%) GlassFish
6 16 (1.33%) SharePoint
7 11 (0.91%) CMS
8 9 (0.75%) Jupyter
9 8 (0.66%) WordPress
10 6 (0.50%) IIS
10 6 (0.50%) MS Exchange
11 5 (0.41%) BizTalk Server
11 5 (0.41%) Confluence
12 3 (0.25%) SharePoint 2010
13 2 (0.17%) Apache Pig
13 2 (0.17%) ArcGIS
13 2 (0.17%) Drupal
13 2 (0.17%) Oracle Workflow
13 2 (0.17%) SharePoint 2013
Applications
1 257 (21.33%) Microsoft Excel
2 76 (6.31%) Microsoft Office
3 59 (4.90%) Microsoft PowerPoint
4 33 (2.74%) MS Visio
5 19 (1.58%) Microsoft Project
6 14 (1.16%) SPSS
7 13 (1.08%) Spreadsheet
8 7 (0.58%) Adobe Creative Suite
9 5 (0.41%) InVision
9 5 (0.41%) Photoshop
9 5 (0.41%) Stata
10 2 (0.17%) Adobe Illustrator
11 1 (0.083%) GNU Octave
Business Applications
1 11 (0.91%) Dynamics CRM
2 10 (0.83%) Oracle Payables
2 10 (0.83%) Oracle Receivables
3 7 (0.58%) FastStats
4 6 (0.50%) Salesforce.com CRM
4 6 (0.50%) SAP HR
5 5 (0.41%) Actimize
5 5 (0.41%) SAP Hybris
6 4 (0.33%) Markit EDM
7 2 (0.17%) Oracle EBS
7 2 (0.17%) SAP Business One
7 2 (0.17%) SAP CO
7 2 (0.17%) SAP FI
7 2 (0.17%) SAP FI/CO
7 2 (0.17%) SAP Oil and Gas
7 2 (0.17%) Visualfiles
8 1 (0.083%) Dynamics NAV
8 1 (0.083%) Oracle ERP
8 1 (0.083%) Oracle Financials
8 1 (0.083%) PolarLake
Cloud Services
1 80 (6.64%) Microsoft Azure
2 75 (6.22%) Amazon AWS
3 39 (3.24%) Google Cloud Platform
4 35 (2.90%) Google Analytics
5 33 (2.74%) GitHub
6 21 (1.74%) Azure Data Factory
6 21 (1.74%) SaaS
7 18 (1.49%) Office 365
8 9 (0.75%) Boomi
9 8 (0.66%) Amazon S3
10 7 (0.58%) Dynamics 365
11 5 (0.41%) Google Tag Manager
11 5 (0.41%) Salesforce Sales Cloud
11 5 (0.41%) SuccessFactors
12 4 (0.33%) PaaS
13 3 (0.25%) Adobe Analytics
13 3 (0.25%) AdWords
13 3 (0.25%) AWS CloudFormation
13 3 (0.25%) IBM Blueworks
14 2 (0.17%) Adobe Creative Cloud
Communications & Networking
1 10 (0.83%) Internet
2 9 (0.75%) HTTP
3 6 (0.50%) Intranet
4 5 (0.41%) SMS
5 4 (0.33%) DNS
5 4 (0.33%) LAN
6 3 (0.25%) Broadband
6 3 (0.25%) Network Security
6 3 (0.25%) Unified Communications
7 2 (0.17%) FTP
7 2 (0.17%) TCP/IP
7 2 (0.17%) VLAN
7 2 (0.17%) Wi-Fi
8 1 (0.083%) Firewall
Database & Business Intelligence
1 218 (18.09%) Big Data
2 189 (15.68%) Data Warehouse
3 179 (14.85%) SQL Server
4 147 (12.20%) Hadoop
5 126 (10.46%) Power BI
6 118 (9.79%) QlikView
7 91 (7.55%) SQL Server Integration Services
8 84 (6.97%) Relational Database
9 83 (6.89%) SQL Server Reporting Services
10 77 (6.39%) Data Mining
11 72 (5.98%) NoSQL
12 62 (5.15%) Apache Hive
13 56 (4.65%) SQL Server Analysis Services
14 36 (2.99%) BusinessObjects
15 32 (2.66%) Data Lake
16 31 (2.57%) Impala
16 31 (2.57%) Neo4j
16 31 (2.57%) Oracle Database
17 30 (2.49%) PostgreSQL
18 28 (2.32%) MongoDB
Development Applications
1 37 (3.07%) Git (software)
2 34 (2.82%) JIRA
3 25 (2.07%) Visual Studio
4 21 (1.74%) Jenkins
5 14 (1.16%) Toad
6 11 (0.91%) Subversion
7 9 (0.75%) Oracle Forms
8 7 (0.58%) SQL Server Management Studio (SSMS)
9 6 (0.50%) Team Foundation Server
10 4 (0.33%) Oracle APEX
11 3 (0.25%) Axure RP
11 3 (0.25%) ERwin
12 2 (0.17%) Eclipse
12 2 (0.17%) LabVIEW
12 2 (0.17%) PowerDesigner
12 2 (0.17%) Protractor
12 2 (0.17%) Selenium IDE
12 2 (0.17%) SoapUI
12 2 (0.17%) Visual Studio Team System
13 1 (0.083%) Selenium
General
1 403 (33.44%) Finance
2 176 (14.61%) Banking
3 109 (9.05%) Marketing
4 85 (7.05%) Investment Banking
5 49 (4.07%) Retail
6 38 (3.15%) Legal
7 34 (2.82%) Games
8 30 (2.49%) Advertising
9 29 (2.41%) Financial Institution
10 27 (2.24%) Front Office
10 27 (2.24%) Telecoms
11 25 (2.07%) Publishing
12 22 (1.83%) Law
13 21 (1.74%) Manufacturing
14 18 (1.49%) Electronics
15 15 (1.24%) Billing
16 14 (1.16%) Pharmaceutical
17 8 (0.66%) Aerospace
17 8 (0.66%) Retail Banking
18 7 (0.58%) Back Office
Job Titles
1 495 (41.08%) Analyst
2 224 (18.59%) Data Analyst
3 196 (16.27%) Developer
4 152 (12.61%) Business Analyst
5 102 (8.46%) Data Scientist
6 91 (7.55%) SQL Analyst
7 70 (5.81%) Senior Analyst
8 69 (5.73%) Data Engineer
9 65 (5.39%) Architect
10 64 (5.31%) Consultant
11 53 (4.40%) SQL Data Analyst
12 49 (4.07%) Data Architect
13 44 (3.65%) Business Intelligence Analyst
14 41 (3.40%) Data Manager
15 38 (3.15%) Senior Data Analyst
16 35 (2.90%) Business Intelligence Developer
17 33 (2.74%) IT Analyst
18 32 (2.66%) Support Analyst
19 31 (2.57%) Python Engineer
20 29 (2.41%) Lead Developer
Libraries, Frameworks & Software Standards
1 51 (4.23%) HTML
2 46 (3.82%) .NET
3 44 (3.65%) CSS
4 39 (3.24%) Natural Language Processing
5 34 (2.82%) JSON
6 31 (2.57%) Pandas
6 31 (2.57%) Web Services
7 29 (2.41%) HTML5
7 29 (2.41%) NumPy
8 25 (2.07%) TensorFlow
8 25 (2.07%) XML
9 21 (1.74%) Kafka
9 21 (1.74%) SciPy
10 20 (1.66%) CSS3
10 20 (1.66%) scikit-learn
11 13 (1.08%) Middleware
11 13 (1.08%) RESTful
12 12 (1.00%) REST
13 11 (0.91%) AngularJS
13 11 (0.91%) D3.js
Miscellaneous
1 266 (22.07%) Analytical Skills
2 77 (6.39%) Algorithms
3 67 (5.56%) Data Structures
4 62 (5.15%) Management Information System
5 56 (4.65%) Fintech
6 39 (3.24%) User Experience
7 36 (2.99%) Market Risk
8 31 (2.57%) Social Media
9 30 (2.49%) Self-Motivation
10 25 (2.07%) Enterprise Software
11 24 (1.99%) Credit Risk
11 24 (1.99%) Derivative
11 24 (1.99%) Reference Data
12 23 (1.91%) Reinsurance
13 19 (1.58%) OTC Derivatives
14 18 (1.49%) Hedge funds
15 13 (1.08%) Equities
15 13 (1.08%) Linked Data
15 13 (1.08%) Semantic Web
15 13 (1.08%) Virtual Team
Operating Systems
1 55 (4.56%) Linux
2 52 (4.32%) Unix
3 50 (4.15%) Windows
4 20 (1.66%) Android
4 20 (1.66%) Apple iOS
5 6 (0.50%) Windows Server
6 5 (0.41%) DC/OS
6 5 (0.41%) Mac OS X
6 5 (0.41%) Windows 7
7 4 (0.33%) Windows XP
8 3 (0.25%) Red Hat Enterprise Linux
9 2 (0.17%) Windows 10
Processes & Methodologies
1 378 (31.37%) Analytics
2 357 (29.63%) Agile Software Development
3 286 (23.73%) Business Intelligence
4 258 (21.41%) Visualisation
5 215 (17.84%) Data Modelling
5 215 (17.84%) ETL
6 195 (16.18%) Data Science
7 190 (15.77%) Machine Learning
8 183 (15.19%) Problem-Solving
9 142 (11.78%) Mathematics
10 139 (11.54%) Data Visualisation
11 136 (11.29%) Data Management
12 133 (11.04%) Business Analysis
13 117 (9.71%) Statistics
14 113 (9.38%) Computer Science
14 113 (9.38%) Stakeholder Management
15 112 (9.29%) Software Engineering
16 104 (8.63%) Mentoring
17 101 (8.38%) Data Analytics
18 100 (8.30%) Artificial Intelligence
Programming Languages
1 641 (53.20%) SQL
2 385 (31.95%) Python
3 195 (16.18%) R
4 152 (12.61%) Java
5 97 (8.05%) C++
6 75 (6.22%) T-SQL
7 69 (5.73%) Scala
8 65 (5.39%) VBA
9 64 (5.31%) C#
9 64 (5.31%) JavaScript
10 51 (4.23%) PL/SQL
11 43 (3.57%) C
12 37 (3.07%) MATLAB
13 28 (2.32%) VB
14 17 (1.41%) PowerShell
15 16 (1.33%) Apple Swift
15 16 (1.33%) Objective-C
15 16 (1.33%) PHP
16 14 (1.16%) Data Analysis Expressions (DAX)
17 13 (1.08%) Bash Shell
Qualifications
1 243 (20.17%) Degree
2 50 (4.15%) PhD
3 48 (3.98%) Security Cleared
4 29 (2.41%) Numerate Degree
5 22 (1.83%) SC Cleared
6 21 (1.74%) Master's Degree
7 20 (1.66%) DV Cleared
8 18 (1.49%) Computer Science Degree
9 15 (1.24%) TOGAF Certification
10 14 (1.16%) ISEB
11 6 (0.50%) Microsoft Certification
11 6 (0.50%) PMI Certification
12 5 (0.41%) A+ Certification
12 5 (0.41%) MBA
13 4 (0.33%) CFA
13 4 (0.33%) CIPD
13 4 (0.33%) CISA
14 3 (0.25%) CISSP
14 3 (0.25%) ITIL Certification
15 2 (0.17%) MCSE
Quality Assurance & Compliance
1 178 (14.77%) Data Quality
2 81 (6.72%) QA
3 41 (3.40%) GDPR
4 11 (0.91%) SLA
5 9 (0.75%) PMO
5 9 (0.75%) Solvency II
6 7 (0.58%) Actionable Recommendations
7 4 (0.33%) Basel III
7 4 (0.33%) ISO 20022
8 2 (0.17%) PCI DSS
8 2 (0.17%) Sarbanes-Oxley
System Software
1 37 (3.07%) Docker
2 30 (2.49%) HDFS
3 8 (0.66%) Active Directory
3 8 (0.66%) Apache Flume
Systems Management
1 38 (3.15%) Oozie
2 28 (2.32%) Opscode Chef
3 18 (1.49%) Kubernetes
4 6 (0.50%) Ansible
4 6 (0.50%) Mesos
4 6 (0.50%) Puppet
4 6 (0.50%) SCCM
5 5 (0.41%) Marathon
5 5 (0.41%) Terraform
6 3 (0.25%) Control-M
6 3 (0.25%) Oracle Enterprise Manager
6 3 (0.25%) Oracle RMAN
7 2 (0.17%) Consul
7 2 (0.17%) EnCase
7 2 (0.17%) FTK
7 2 (0.17%) Kibana
7 2 (0.17%) Scalr
8 1 (0.083%) Docker Swarm
8 1 (0.083%) Matomo
Vendors
1 212 (17.59%) Tableau
2 187 (15.52%) Microsoft
3 120 (9.96%) Oracle
4 73 (6.06%) Google
5 66 (5.48%) SAP
6 43 (3.57%) Informatica
7 32 (2.66%) Salesforce.com
8 25 (2.07%) IBM
9 23 (1.91%) Alteryx
10 17 (1.41%) Cognos
10 17 (1.41%) Hortonworks
11 16 (1.33%) Adobe
12 15 (1.24%) Cloudera
13 14 (1.16%) Cognizant
14 12 (1.00%) Citrix
14 12 (1.00%) Facebook
14 12 (1.00%) ServiceNow
15 11 (0.91%) Ab Initio
15 11 (0.91%) Talend
16 10 (0.83%) WorldPay