Period
to 15 November 2019

The following table provides summary statistics for permanent job vacancies advertised in the City of London with a requirement for Analytics skills. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytics over the 6 months to 15 November 2019 with a comparison to the same period in the previous 2 years.

Analytics
Central London > City of London
6 months to
15 Nov 2019
Same period 2018 Same period 2017
Rank 24 37 39
Rank change year-on-year +13 +2 -4
Permanent jobs citing Analytics 840 677 596
As % of all permanent IT jobs advertised in the City of London 8.37% 6.08% 5.83%
As % of the Processes & Methodologies category 8.96% 6.56% 6.28%
Number of salaries quoted 704 576 514
City of London median annual salary £70,000 £70,000 £61,500
Median salary % change year-on-year - +13.82% -
10th Percentile £41,250 £38,750 £36,250
90th Percentile £107,500 £103,125 £95,000
Central London median annual salary £67,500 £67,500 £61,500
% change year-on-year - +9.76% +2.50%

Analytics 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 the City of London with a requirement for process or methodology skills.

All Process and Methodology Skills
City of London
Permanent vacancies with a requirement for process or methodology skills 9,375 10,319 9,496
As % of all permanent IT jobs advertised in the City of London 93.40% 92.61% 92.92%
Number of salaries quoted 8,106 9,197 8,586
City of London median annual salary £67,500 £65,000 £60,000
Median salary % change year-on-year +3.85% +8.33% -
10th Percentile £38,750 £37,000 £36,000
90th Percentile £96,250 £95,000 £95,000
Central London median annual salary £65,000 £62,500 £60,000
% change year-on-year +4.00% +4.17% +4.35%

Analytics
Job Vacancy Trend in the City of London

Job postings citing Analytics as a percentage of all IT jobs advertised in the City of London.

Job vacancy trend for Analytics in the City of London

Analytics
Salary Trend in the City of London

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Analytics in the City of London.

Salary trend for Analytics in the City of London

Analytics
Salary Histogram in the City of London

The salary distribution of IT jobs citing Analytics in the City of London over the 6 months to 15 November 2019.

Salary histogram for Analytics in the City of London

Analytics
Job Locations in the City of London

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Analytics within the City of London region over the 6 months to 15 November 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
London Bridge +5 27 £62,500 -10.71%
Moorgate - 5 £120,000 -
Analytics
Central London

For the 6 months to 15 November 2019, IT jobs citing Analytics 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 City of London region with a requirement for Analytics.

1 325 (38.69%) SQL
2 255 (30.36%) Python
3 238 (28.33%) Business Intelligence
4 229 (27.26%) Finance
5 223 (26.55%) Data Analytics
6 208 (24.76%) Agile Software Development
7 178 (21.19%) Data Warehouse
8 171 (20.36%) Azure
9 167 (19.88%) Big Data
10 164 (19.52%) Data Science
11 159 (18.93%) Analytical Skills
12 152 (18.10%) Machine Learning
13 144 (17.14%) SQL Server
14 141 (16.79%) Java
14 141 (16.79%) Microsoft
15 140 (16.67%) ETL
16 134 (15.95%) JavaScript
17 133 (15.83%) Problem-Solving
18 127 (15.12%) Degree
19 125 (14.88%) Visualisation
19 125 (14.88%) DevOps
20 121 (14.40%) Google
21 120 (14.29%) AWS
22 119 (14.17%) Marketing
22 119 (14.17%) Data Modelling
23 118 (14.05%) Power BI
23 118 (14.05%) Power Platform
24 93 (11.07%) Apache Spark
25 92 (10.95%) Hadoop
26 91 (10.83%) Tableau

Analytics
Co-occurring IT Skills in the City of 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 93 (11.07%) Apache Spark
2 18 (2.14%) SAS
3 17 (2.02%) Elasticsearch
4 15 (1.79%) CMS
4 15 (1.79%) Confluence
4 15 (1.79%) IIS
4 15 (1.79%) SharePoint
4 15 (1.79%) Umbraco
5 9 (1.07%) Apache Airflow
6 8 (0.95%) Apache Solr
6 8 (0.95%) WordPress
7 6 (0.71%) Drupal
8 5 (0.60%) Apache
8 5 (0.60%) Apache Pig
8 5 (0.60%) Luigi
9 1 (0.12%) Adobe Experience Manager
9 1 (0.12%) Jupyter
9 1 (0.12%) R Markdown
9 1 (0.12%) WebSphere
Applications
1 57 (6.79%) Microsoft Excel
2 11 (1.31%) Microsoft Office
3 9 (1.07%) Microsoft Project
3 9 (1.07%) MS Visio
4 5 (0.60%) Microsoft PowerPoint
4 5 (0.60%) SPSS
5 4 (0.48%) InVision
5 4 (0.48%) Marvel
5 4 (0.48%) Sketch
6 2 (0.24%) EViews
6 2 (0.24%) Stata
7 1 (0.12%) Chatbot
7 1 (0.12%) InDesign
7 1 (0.12%) Photoshop
7 1 (0.12%) Spreadsheet
7 1 (0.12%) Zeplin
Business Applications
1 11 (1.31%) Cognos Business Intelligence
2 6 (0.71%) Distributed Ledger
3 4 (0.48%) R3 Corda
4 3 (0.36%) Salesforce.com CRM
5 2 (0.24%) Dynamics CRM
5 2 (0.24%) HFM
5 2 (0.24%) SAP CRM
5 2 (0.24%) SAP Hybris
6 1 (0.12%) Eloqua
6 1 (0.12%) FINCAD Analytics
6 1 (0.12%) Magento
6 1 (0.12%) Payment Gateway
Cloud Services
1 171 (20.36%) Azure
2 120 (14.29%) AWS
3 118 (14.05%) Power Platform
4 56 (6.67%) Google Analytics
5 48 (5.71%) GCP
6 46 (5.48%) Azure Data Factory
7 26 (3.10%) SaaS
8 14 (1.67%) GitHub
9 12 (1.43%) PaaS
10 11 (1.31%) AWS CloudFormation
11 9 (1.07%) Google Tag Manager
11 9 (1.07%) Office 365
12 8 (0.95%) Amazon EC2
12 8 (0.95%) Cloud Computing
13 7 (0.83%) Amazon S3
13 7 (0.83%) Basecamp
13 7 (0.83%) Salesforce Service Cloud
14 6 (0.71%) Data Lake Analytics
15 5 (0.60%) Amazon ECS
15 5 (0.60%) G Suite
Communications & Networking
1 9 (1.07%) HTTP
2 8 (0.95%) DNS
3 5 (0.60%) DHCP
3 5 (0.60%) Internet
4 4 (0.48%) Broadband
4 4 (0.48%) Network Security
4 4 (0.48%) SNMP
4 4 (0.48%) TCP/IP
5 3 (0.36%) BGP
5 3 (0.36%) HSRP
5 3 (0.36%) Junos
5 3 (0.36%) SSL
5 3 (0.36%) VPN
5 3 (0.36%) VRRP
6 2 (0.24%) Firewall
6 2 (0.24%) LAN
6 2 (0.24%) WAN
6 2 (0.24%) WLAN
7 1 (0.12%) Bluetooth
7 1 (0.12%) SMS
Database & Business Intelligence
1 178 (21.19%) Data Warehouse
2 167 (19.88%) Big Data
3 144 (17.14%) SQL Server
4 118 (14.05%) Power BI
5 92 (10.95%) Hadoop
6 89 (10.60%) SQL Server Integration Services
7 66 (7.86%) SQL Server Analysis Services
8 60 (7.14%) Data Lake
9 55 (6.55%) SQL Server Reporting Services
10 41 (4.88%) Relational Database
11 40 (4.76%) NoSQL
11 40 (4.76%) PostgreSQL
12 38 (4.52%) Apache Hive
13 33 (3.93%) Data Mining
14 31 (3.69%) Azure SQL Database
15 28 (3.33%) Microsoft Analysis Services
15 28 (3.33%) MySQL
15 28 (3.33%) QlikView
16 24 (2.86%) Apache Cassandra
17 18 (2.14%) MongoDB
Development Applications
1 28 (3.33%) JIRA
2 26 (3.10%) Git (software)
3 18 (2.14%) Jenkins
4 15 (1.79%) Selenium
5 9 (1.07%) Bitbucket
5 9 (1.07%) WebDriver
6 8 (0.95%) Octopus Deploy
6 8 (0.95%) Visual Studio
7 7 (0.83%) Maven
7 7 (0.83%) Subversion
8 6 (0.71%) Team Foundation Server
9 5 (0.60%) Cucumber
9 5 (0.60%) TeamCity
10 4 (0.48%) Atlassian Bamboo
10 4 (0.48%) ERwin
10 4 (0.48%) Mocha
10 4 (0.48%) SpecFlow
11 3 (0.36%) HP UFT
11 3 (0.36%) JMeter
11 3 (0.36%) PowerDesigner
General
1 229 (27.26%) Finance
2 119 (14.17%) Marketing
3 62 (7.38%) Retail
4 45 (5.36%) Banking
5 29 (3.45%) Advertising
6 23 (2.74%) Legal
7 18 (2.14%) Publishing
8 17 (2.02%) Front Office
9 13 (1.55%) Police
10 12 (1.43%) Financial Institution
11 10 (1.19%) Public Sector
12 9 (1.07%) Investment Banking
12 9 (1.07%) Telecoms
13 7 (0.83%) Games
14 6 (0.71%) Law
15 4 (0.48%) Local Government
15 4 (0.48%) Manufacturing
16 2 (0.24%) Fire and Rescue
16 2 (0.24%) Retail Banking
16 2 (0.24%) Retail Finance
Job Titles
1 211 (25.12%) Developer
2 90 (10.71%) Analyst
3 64 (7.62%) Data Engineer
4 58 (6.90%) Architect
5 48 (5.71%) Business Intelligence Developer
6 45 (5.36%) Data Scientist
7 38 (4.52%) Data Architect
8 35 (4.17%) Lead Developer
9 34 (4.05%) Consultant
10 29 (3.45%) Senior Developer
11 27 (3.21%) Data Analyst
11 27 (3.21%) Java Developer
11 27 (3.21%) Web Developer
12 25 (2.98%) Product Manager
12 25 (2.98%) Senior Data Engineer
13 24 (2.86%) Analytics Manager
13 24 (2.86%) Azure Developer
13 24 (2.86%) Data Manager
14 23 (2.74%) Database Developer
14 23 (2.74%) SQL Developer
Libraries, Frameworks & Software Standards
1 80 (9.52%) HTML
2 70 (8.33%) CSS
3 63 (7.50%) AngularJS
4 56 (6.67%) .NET
5 40 (4.76%) jQuery
6 36 (4.29%) Kafka
6 36 (4.29%) React
7 35 (4.17%) HTML5
8 34 (4.05%) MDX
9 33 (3.93%) Natural Language Processing
10 32 (3.81%) scikit-learn
10 32 (3.81%) TensorFlow
11 31 (3.69%) Pandas
12 30 (3.57%) ASP.NET
12 30 (3.57%) REST
12 30 (3.57%) Web Services
13 29 (3.45%) Node.js
14 27 (3.21%) Keras
15 26 (3.10%) CSS3
16 21 (2.50%) XML
Miscellaneous
1 159 (18.93%) Analytical Skills
2 73 (8.69%) Algorithms
3 60 (7.14%) User Experience
4 51 (6.07%) Greenfield Project
5 45 (5.36%) Data Structures
6 38 (4.52%) Management Information System
7 26 (3.10%) Enterprise Software
7 26 (3.10%) Linux Command Line
8 20 (2.38%) Self-Motivation
9 18 (2.14%) Robotics
10 17 (2.02%) Reinsurance
11 16 (1.90%) FMCG
12 14 (1.67%) Cloud Native
13 12 (1.43%) Social Media
14 11 (1.31%) Credit Risk
14 11 (1.31%) Derivative
14 11 (1.31%) Fixed Income
14 11 (1.31%) Virtual Team
15 10 (1.19%) iPad
15 10 (1.19%) Market Risk
Operating Systems
1 58 (6.90%) Linux
2 56 (6.67%) Windows
3 47 (5.60%) Unix
4 15 (1.79%) Windows Server
5 5 (0.60%) Android
6 4 (0.48%) Apple iOS
7 1 (0.12%) CentOS
7 1 (0.12%) Ubuntu
7 1 (0.12%) Windows 10
7 1 (0.12%) Windows Server 2008
7 1 (0.12%) Windows Server 2012
Processes & Methodologies
1 238 (28.33%) Business Intelligence
2 223 (26.55%) Data Analytics
3 208 (24.76%) Agile Software Development
4 164 (19.52%) Data Science
5 152 (18.10%) Machine Learning
6 140 (16.67%) ETL
7 133 (15.83%) Problem-Solving
8 125 (14.88%) DevOps
8 125 (14.88%) Visualisation
9 119 (14.17%) Data Modelling
10 89 (10.60%) Computer Science
11 80 (9.52%) Software Engineering
12 79 (9.40%) Data Management
13 70 (8.33%) Data Visualisation
14 65 (7.74%) Artificial Intelligence
15 59 (7.02%) Web Development
16 58 (6.90%) Mathematics
16 58 (6.90%) Scrum
16 58 (6.90%) Statistics
17 55 (6.55%) Mentoring
Programming Languages
1 325 (38.69%) SQL
2 255 (30.36%) Python
3 141 (16.79%) Java
4 134 (15.95%) JavaScript
5 91 (10.83%) C#
6 87 (10.36%) R
7 69 (8.21%) Scala
8 65 (7.74%) C++
9 38 (4.52%) Data Analysis Expressions (DAX)
10 32 (3.81%) T-SQL
11 26 (3.10%) PL/SQL
11 26 (3.10%) TypeScript
12 24 (2.86%) PHP
13 22 (2.62%) VBA
14 14 (1.67%) Perl
15 11 (1.31%) C
15 11 (1.31%) Ruby
15 11 (1.31%) VB
16 10 (1.19%) Java 8
16 10 (1.19%) PowerShell
Qualifications
1 127 (15.12%) Degree
2 31 (3.69%) PhD
3 25 (2.98%) Computer Science Degree
4 24 (2.86%) Master's Degree
5 7 (0.83%) Numerate Degree
6 6 (0.71%) Cisco Certification
6 6 (0.71%) PMI Certification
6 6 (0.71%) PMP
6 6 (0.71%) Security Cleared
7 4 (0.48%) CCSP
7 4 (0.48%) PRINCE2 Practitioner
8 3 (0.36%) CISM
8 3 (0.36%) CISSP
8 3 (0.36%) Microsoft Certification
9 2 (0.24%) CCIE
9 2 (0.24%) CCNP
9 2 (0.24%) MCSE
9 2 (0.24%) Postgraduate
9 2 (0.24%) PRINCE2 Certification
9 2 (0.24%) Six Sigma Master Black Belt
Quality Assurance & Compliance
1 52 (6.19%) Data Quality
2 50 (5.95%) QA
3 15 (1.79%) WAI
4 4 (0.48%) GDPR
5 2 (0.24%) EMIR
6 1 (0.12%) Actionable Recommendations
6 1 (0.12%) Basel III
6 1 (0.12%) IFRS
6 1 (0.12%) IFRS 9
6 1 (0.12%) ISO 20022
6 1 (0.12%) ISO/IEC 27001
6 1 (0.12%) MiFID
6 1 (0.12%) NIST
6 1 (0.12%) P3O
6 1 (0.12%) PMO
6 1 (0.12%) SLA
6 1 (0.12%) Solvency II
System Software
1 72 (8.57%) Docker
2 6 (0.71%) Apache Flume
3 5 (0.60%) HDFS
4 4 (0.48%) Apache ZooKeeper
5 3 (0.36%) Virtual Machines
6 2 (0.24%) Active Directory
7 1 (0.12%) Hyper-V
7 1 (0.12%) VMware Infrastructure
Systems Management
1 51 (6.07%) Kubernetes
2 40 (4.76%) Terraform
3 19 (2.26%) Consul
4 16 (1.90%) Ansible
5 11 (1.31%) Oozie
5 11 (1.31%) SCCM
6 7 (0.83%) Opscode Chef
7 6 (0.71%) Puppet
8 5 (0.60%) Kibana
9 4 (0.48%) Sysdig
10 2 (0.24%) Mesos
11 1 (0.12%) Docker Swarm
11 1 (0.12%) Hadoop YARN
11 1 (0.12%) logstash
11 1 (0.12%) Packer
Vendors
1 141 (16.79%) Microsoft
2 121 (14.40%) Google
3 91 (10.83%) Tableau
4 40 (4.76%) Oracle
5 31 (3.69%) Databricks
6 29 (3.45%) Salesforce.com
7 27 (3.21%) IBM
8 20 (2.38%) Alteryx
8 20 (2.38%) SAP
9 17 (2.02%) Cognos
9 17 (2.02%) Teradata
10 13 (1.55%) Informatica
11 10 (1.19%) Adobe
12 7 (0.83%) Demandware
13 6 (0.71%) Cisco
13 6 (0.71%) Cloudera
13 6 (0.71%) Fidessa
14 5 (0.60%) Samsung
14 5 (0.60%) Talend
15 4 (0.48%) Capita