Period
to 17 November 2018

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 17 November 2018 with a comparison to the same period in the previous 2 years.

Data Analysis
England > London
6 months to
17 Nov 2018
Same period 2017 Same period 2016
Rank 181 171 192
Rank change year-on-year -10 +21 -33
Permanent jobs citing Data Analysis 1,285 1,577 1,349
As % of all permanent IT jobs advertised in London 1.92% 2.09% 1.77%
As % of the Processes & Methodologies category 2.10% 2.25% 1.93%
Number of salaries quoted 1,041 1,072 1,159
London median annual salary £60,000 £57,500 £50,000
Median salary % change year-on-year +4.35% +15.00% -9.09%
10th Percentile £35,000 £32,600 £31,250
90th Percentile £100,000 £85,000 £81,250
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 61,214 70,151 69,914
As % of all permanent IT jobs advertised in London 91.60% 92.80% 91.90%
Number of salaries quoted 49,476 54,024 60,190
London median annual salary £62,500 £60,000 £57,500
Median salary % change year-on-year +4.17% +4.35% +4.55%
10th Percentile £35,000 £35,000 £33,492
90th Percentile £95,000 £90,000 £88,750
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 17 November 2018.

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 17 November 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 -18 258 £60,000 +14.29% 60
West London +34 75 £47,500 +5.56% 35
South London +16 48 £50,000 +28.21% 11
East London -7 23 £95,000 +46.15% 14
North London +12 11 £50,000 +5.26% 1
Data Analysis
England

For the 6 months to 17 November 2018, 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.

1 659 (51.28%) SQL
2 463 (36.03%) Finance
3 400 (31.13%) Analytics
4 371 (28.87%) Python
5 334 (25.99%) Degree
6 321 (24.98%) Business Intelligence
7 320 (24.90%) Agile Software Development
8 311 (24.20%) Analytical Skills
9 233 (18.13%) Microsoft Excel
10 225 (17.51%) Data Modelling
11 224 (17.43%) Visualisation
12 218 (16.96%) ETL
13 212 (16.50%) Microsoft
14 208 (16.19%) SQL Server
15 205 (15.95%) Mathematics
16 195 (15.18%) Data Science
17 192 (14.94%) Data Warehouse
18 188 (14.63%) Tableau
19 186 (14.47%) Big Data
20 183 (14.24%) R
21 181 (14.09%) Problem-Solving
22 176 (13.70%) Machine Learning
23 165 (12.84%) Computer Science
23 165 (12.84%) Banking
24 143 (11.13%) Business Analysis
25 142 (11.05%) Statistics
26 141 (10.97%) Data Management
27 137 (10.66%) Data Quality
28 136 (10.58%) Marketing
29 132 (10.27%) Hadoop

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 95 (7.39%) Apache Spark
2 92 (7.16%) SAS
3 36 (2.80%) Apache
4 23 (1.79%) Elasticsearch
4 23 (1.79%) SharePoint
5 12 (0.93%) CMS
6 10 (0.78%) IIS
6 10 (0.78%) MS Exchange
6 10 (0.78%) Tomcat
7 9 (0.70%) Confluence
7 9 (0.70%) GlassFish
8 8 (0.62%) Apache Pig
8 8 (0.62%) WordPress
9 6 (0.47%) IBM Notes
10 5 (0.39%) Jupyter
11 4 (0.31%) Oracle Workflow
12 2 (0.16%) Drupal
12 2 (0.16%) SharePoint Server
13 1 (0.078%) Apache Solr
13 1 (0.078%) Exchange Server 2007
Applications
1 233 (18.13%) Microsoft Excel
2 95 (7.39%) Microsoft Office
3 59 (4.59%) Microsoft PowerPoint
4 49 (3.81%) MS Visio
5 29 (2.26%) Microsoft Project
6 23 (1.79%) SPSS
7 8 (0.62%) Adobe Creative Suite
8 7 (0.54%) Photoshop
9 4 (0.31%) InVision
9 4 (0.31%) Spreadsheet
10 3 (0.23%) Adobe Illustrator
10 3 (0.23%) Stata
11 1 (0.078%) Chatbot
11 1 (0.078%) GIMP
Business Applications
1 20 (1.56%) Salesforce.com CRM
2 17 (1.32%) Actimize
3 10 (0.78%) Oracle Payables
3 10 (0.78%) Oracle Receivables
4 9 (0.70%) FastStats
5 8 (0.62%) Dynamics CRM
6 7 (0.54%) Relativity
7 6 (0.47%) Concordance
7 6 (0.47%) SAP GRC
7 6 (0.47%) SAP Hybris
8 5 (0.39%) Oracle EBS
8 5 (0.39%) SAP HR
9 3 (0.23%) Markit EDM
9 3 (0.23%) Oracle EBS R12
9 3 (0.23%) Oracle Procure-to-Pay
9 3 (0.23%) Ringtail
9 3 (0.23%) SAP ERP
9 3 (0.23%) SAP S/4HANA
10 2 (0.16%) Oracle Assets
10 2 (0.16%) SAP BPC
Cloud Services
1 74 (5.76%) Microsoft Azure
2 61 (4.75%) Amazon AWS
3 38 (2.96%) SaaS
4 35 (2.72%) Google Analytics
5 20 (1.56%) GitHub
6 17 (1.32%) Google Cloud Platform
7 15 (1.17%) Azure Data Factory
8 13 (1.01%) Office 365
9 9 (0.70%) Amazon S3
9 9 (0.70%) Boomi
9 9 (0.70%) Salesforce Service Cloud
10 6 (0.47%) Adobe Analytics
10 6 (0.47%) Cloud Computing
10 6 (0.47%) Dynamics 365
10 6 (0.47%) Google Tag Manager
11 5 (0.39%) Salesforce Sales Cloud
12 4 (0.31%) IBM Blueworks
12 4 (0.31%) SuccessFactors
13 3 (0.23%) Amazon EMR
14 2 (0.16%) PaaS
Communications & Networking
1 8 (0.62%) Internet
2 7 (0.54%) HTTP
3 6 (0.47%) DNS
4 5 (0.39%) Broadband
4 5 (0.39%) Wireless
5 4 (0.31%) iBeacon
6 3 (0.23%) Firewall
6 3 (0.23%) Intranet
6 3 (0.23%) Skype
7 2 (0.16%) Network Security
7 2 (0.16%) SMS
7 2 (0.16%) SSH
8 1 (0.078%) 4G
8 1 (0.078%) Cisco Nexus
8 1 (0.078%) IGMP
8 1 (0.078%) LAN
8 1 (0.078%) Multicast
8 1 (0.078%) SNMP
8 1 (0.078%) VPLS
8 1 (0.078%) WAN
Database & Business Intelligence
1 208 (16.19%) SQL Server
2 192 (14.94%) Data Warehouse
3 186 (14.47%) Big Data
4 132 (10.27%) Hadoop
5 119 (9.26%) Power BI
6 102 (7.94%) SQL Server Integration Services
7 88 (6.85%) SQL Server Reporting Services
8 86 (6.69%) QlikView
9 85 (6.61%) Relational Database
10 81 (6.30%) SQL Server Analysis Services
11 80 (6.23%) Data Mining
12 66 (5.14%) NoSQL
13 51 (3.97%) Apache Hive
14 42 (3.27%) Data Lake
15 41 (3.19%) BusinessObjects
16 32 (2.49%) MongoDB
17 30 (2.33%) MySQL
18 29 (2.26%) Microsoft Analysis Services
19 28 (2.18%) PostgreSQL
20 27 (2.10%) PowerPivot
Development Applications
1 38 (2.96%) Git (software)
2 36 (2.80%) JIRA
3 23 (1.79%) Visual Studio
4 16 (1.25%) Subversion
5 15 (1.17%) Jenkins
6 14 (1.09%) SQL Server Management Studio (SSMS)
7 8 (0.62%) Oracle APEX
7 8 (0.62%) Selenium
8 7 (0.54%) Toad
9 6 (0.47%) LabVIEW
10 4 (0.31%) Axure RP
10 4 (0.31%) Maven
11 3 (0.23%) CircleCI
11 3 (0.23%) JUnit
12 2 (0.16%) Bitbucket
12 2 (0.16%) ERwin
12 2 (0.16%) Gradle
12 2 (0.16%) LoadRunner
12 2 (0.16%) Oracle Forms
12 2 (0.16%) Protractor
General
1 463 (36.03%) Finance
2 165 (12.84%) Banking
3 136 (10.58%) Marketing
4 55 (4.28%) Investment Banking
5 49 (3.81%) Retail
6 41 (3.19%) Front Office
7 40 (3.11%) Games
8 38 (2.96%) Advertising
9 31 (2.41%) Telecoms
10 28 (2.18%) Publishing
11 26 (2.02%) Legal
12 23 (1.79%) Financial Institution
13 21 (1.63%) Manufacturing
14 19 (1.48%) Electronics
15 18 (1.40%) Back Office
16 17 (1.32%) Corporate Banking
16 17 (1.32%) Retail Banking
17 15 (1.17%) Pharmaceutical
18 11 (0.86%) Aerospace
18 11 (0.86%) Law
Job Titles
1 507 (39.46%) Analyst
2 222 (17.28%) Data Analyst
2 222 (17.28%) Developer
3 148 (11.52%) Business Analyst
4 113 (8.79%) Data Scientist
5 96 (7.47%) Consultant
6 86 (6.69%) SQL Analyst
7 70 (5.45%) Senior Analyst
8 60 (4.67%) Business Intelligence Developer
9 53 (4.12%) Senior Data Scientist
10 50 (3.89%) Architect
11 48 (3.74%) Business Intelligence Analyst
11 48 (3.74%) Data Engineer
11 48 (3.74%) SQL Data Analyst
12 43 (3.35%) Python Developer
13 36 (2.80%) Data Architect
14 32 (2.49%) Senior Data Analyst
15 31 (2.41%) Data Consultant
15 31 (2.41%) IT Analyst
16 29 (2.26%) Support Analyst
Libraries, Frameworks & Software Standards
1 68 (5.29%) Pandas
2 60 (4.67%) HTML
3 57 (4.44%) NumPy
4 54 (4.20%) Natural Language Processing
5 52 (4.05%) CSS
6 42 (3.27%) SciPy
7 37 (2.88%) TensorFlow
8 34 (2.65%) .NET
9 31 (2.41%) HTML5
10 27 (2.10%) Web Services
11 26 (2.02%) Theano
12 25 (1.95%) JSON
12 25 (1.95%) MLlib
13 24 (1.87%) scikit-learn
14 18 (1.40%) PySpark
14 18 (1.40%) RESTful
15 16 (1.25%) Kafka
16 15 (1.17%) AngularJS
16 15 (1.17%) XML
17 13 (1.01%) Node.js
Miscellaneous
1 311 (24.20%) Analytical Skills
2 165 (12.84%) Computer Science
3 91 (7.08%) Algorithms
4 65 (5.06%) User Experience
5 64 (4.98%) Management Information System
6 63 (4.90%) Fintech
7 55 (4.28%) Data Structures
8 38 (2.96%) Equities
9 31 (2.41%) Hedge funds
10 28 (2.18%) Greenfield Project
10 28 (2.18%) Reference Data
10 28 (2.18%) Self-Motivation
11 22 (1.71%) Credit Risk
12 20 (1.56%) NHS
13 19 (1.48%) Mobile App
13 19 (1.48%) Reinsurance
14 18 (1.40%) Analytical Mindset
14 18 (1.40%) Market Risk
15 17 (1.32%) Social Media
16 13 (1.01%) FMCG
Operating Systems
1 76 (5.91%) Linux
2 51 (3.97%) Windows
3 44 (3.42%) Unix
4 25 (1.95%) Android
5 23 (1.79%) Apple iOS
6 5 (0.39%) Mac OS X
6 5 (0.39%) Windows Server
7 4 (0.31%) Windows Server 2012
8 2 (0.16%) Windows XP
9 1 (0.078%) CentOS
9 1 (0.078%) DC/OS
9 1 (0.078%) Oracle Linux
9 1 (0.078%) Red Hat Enterprise Linux
9 1 (0.078%) Solaris
9 1 (0.078%) Windows 10
9 1 (0.078%) Windows 7
Processes & Methodologies
1 400 (31.13%) Analytics
2 321 (24.98%) Business Intelligence
3 320 (24.90%) Agile Software Development
4 225 (17.51%) Data Modelling
5 224 (17.43%) Visualisation
6 218 (16.96%) ETL
7 205 (15.95%) Mathematics
8 195 (15.18%) Data Science
9 181 (14.09%) Problem-Solving
10 176 (13.70%) Machine Learning
11 143 (11.13%) Business Analysis
12 142 (11.05%) Statistics
13 141 (10.97%) Data Management
14 126 (9.81%) Data Analytics
15 121 (9.42%) Data Visualisation
16 120 (9.34%) Stakeholder Management
17 109 (8.48%) Software Engineering
18 100 (7.78%) Project Management
19 92 (7.16%) Scrum
20 91 (7.08%) CRM
Programming Languages
1 659 (51.28%) SQL
2 371 (28.87%) Python
3 183 (14.24%) R
4 130 (10.12%) Java
5 90 (7.00%) C++
6 84 (6.54%) T-SQL
7 81 (6.30%) C#
8 79 (6.15%) JavaScript
9 56 (4.36%) VBA
10 46 (3.58%) C
11 41 (3.19%) PL/SQL
12 40 (3.11%) Scala
13 30 (2.33%) VB
14 27 (2.10%) Data Analysis Expressions (DAX)
15 26 (2.02%) MATLAB
16 20 (1.56%) Shell Script
17 19 (1.48%) PHP
18 17 (1.32%) PowerShell
19 15 (1.17%) Perl
20 14 (1.09%) VB.NET
Qualifications
1 334 (25.99%) Degree
2 60 (4.67%) PhD
3 48 (3.74%) Security Cleared
4 38 (2.96%) Numerate Degree
5 32 (2.49%) Computer Science Degree
6 26 (2.02%) SC Cleared
7 20 (1.56%) DV Cleared
7 20 (1.56%) Master's Degree
8 19 (1.48%) ISEB
9 11 (0.86%) ITIL Certification
9 11 (0.86%) MBA
10 10 (0.78%) PMI Certification
11 8 (0.62%) Microsoft Certification
12 7 (0.54%) PMP
13 6 (0.47%) TOGAF Certification
14 5 (0.39%) CISA
14 5 (0.39%) PRINCE2 Practitioner
15 4 (0.31%) CFA
15 4 (0.31%) CISM
15 4 (0.31%) CISSP
Quality Assurance & Compliance
1 137 (10.66%) Data Quality
2 96 (7.47%) QA
3 26 (2.02%) GDPR
4 21 (1.63%) PMO
5 5 (0.39%) MiFID
6 4 (0.31%) Basel III
7 3 (0.23%) SLA
8 2 (0.16%) COBIT
8 2 (0.16%) Solvency II
9 1 (0.078%) GxP
9 1 (0.078%) ISO/IEC 27001
9 1 (0.078%) PCI DSS
System Software
1 38 (2.96%) Docker
2 30 (2.33%) HDFS
3 5 (0.39%) Active Directory
4 2 (0.16%) Apache Flume
4 2 (0.16%) Apache ZooKeeper
Systems Management
1 13 (1.01%) Opscode Chef
2 12 (0.93%) Kubernetes
3 8 (0.62%) Terraform
4 7 (0.54%) Oracle Enterprise Manager
4 7 (0.54%) Oracle RMAN
5 6 (0.47%) Oozie
6 4 (0.31%) Ansible
6 4 (0.31%) SCCM
7 2 (0.16%) Consul
8 1 (0.078%) FTK
8 1 (0.078%) Marathon
8 1 (0.078%) Mesos
8 1 (0.078%) Packer
8 1 (0.078%) Puppet
8 1 (0.078%) Red Hat Satellite
8 1 (0.078%) Red Hat Spacewalk
Vendors
1 212 (16.50%) Microsoft
2 188 (14.63%) Tableau
3 110 (8.56%) Oracle
4 70 (5.45%) SAP
5 64 (4.98%) Google
6 47 (3.66%) Salesforce.com
7 29 (2.26%) Informatica
8 25 (1.95%) Cognos
9 20 (1.56%) IBM
10 17 (1.32%) Adobe
11 13 (1.01%) Facebook
12 12 (0.93%) Ab Initio
12 12 (0.93%) MicroStrategy
12 12 (0.93%) WorldPay
13 11 (0.86%) Alteryx
14 10 (0.78%) Talend
15 9 (0.70%) Citrix
15 9 (0.70%) Marketo
15 9 (0.70%) Optimizely
16 8 (0.62%) Dell