Period
to 18 September 2019

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in the City of London. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 18 September 2019 with a comparison to the same period over the previous 2 years.

Analytical Skills
Central London > City of London
6 months to
18 Sep 2019
Same period 2018 Same period 2017
Rank 24 24 28
Rank change year-on-year 0 +4 -4
Permanent jobs citing Analytical Skills 900 949 724
As % of all permanent IT jobs advertised in the City of London 8.90% 8.60% 7.14%
As % of the Miscellaneous category 21.77% 20.30% 16.88%
Number of salaries quoted 770 851 638
City of London median annual salary £62,500 £60,000 £60,000
Median salary % change year-on-year +4.17% - +9.09%
10th Percentile £31,250 £33,000 £31,250
90th Percentile £97,500 £90,000 £90,000
Central London median annual salary £60,000 £60,000 £57,500
% change year-on-year - +4.35% +9.52%

Analytical Skills is in the Generic IT Skills 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 generic IT skills.

All Generic IT Skills
City of London
Permanent vacancies with a requirement for generic IT skills 4,134 4,674 4,289
As % of all permanent IT jobs advertised in the City of London 40.86% 42.37% 42.29%
Number of salaries quoted 3,570 4,211 3,801
City of London median annual salary £67,500 £65,000 £60,000
Median salary % change year-on-year +3.85% +8.33% -
10th Percentile £36,250 £37,500 £36,250
90th Percentile £102,500 £95,000 £96,500
Central London median annual salary £65,000 £65,000 £60,000
% change year-on-year - +8.33% +4.35%

Analytical Skills
Job Vacancy Trend in the City of London

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

Job vacancy trend for Analytical Skills in the City of London

Analytical Skills
Salary Trend in the City of London

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

Salary trend for Analytical Skills in the City of London

Analytical Skills
Salary Histogram in the City of London

The salary distribution of IT jobs citing Analytical Skills in the City of London over the 6 months to 18 September 2019.

Salary histogram for Analytical Skills in the City of London

Analytical Skills
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 Analytical Skills within the City of London region over the 6 months to 18 September 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 -12 2 £50,000 -
Moorgate - 1 £35,000 -
Analytical Skills
Central London

For the 6 months to 18 September 2019, IT jobs citing Analytical Skills 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 Analytical Skills.

1 330 (36.67%) Problem-Solving
2 325 (36.11%) Finance
3 269 (29.89%) SQL
4 256 (28.44%) Degree
5 240 (26.67%) Agile Software Development
6 201 (22.33%) Python
7 194 (21.56%) Analytics
8 167 (18.56%) Business Intelligence
9 159 (17.67%) Java
10 129 (14.33%) JavaScript
11 127 (14.11%) Project Management
12 124 (13.78%) Microsoft
13 119 (13.22%) Computer Science
14 114 (12.67%) Windows
15 103 (11.44%) AWS
16 100 (11.11%) Power Platform
16 100 (11.11%) Power BI
17 97 (10.78%) SQL Server
17 97 (10.78%) Marketing
18 92 (10.22%) Decision-Making
19 91 (10.11%) C#
20 86 (9.56%) Azure
20 86 (9.56%) Data Science
21 84 (9.33%) Management Information System
22 80 (8.89%) Big Data
23 79 (8.78%) SDLC
23 79 (8.78%) R
24 78 (8.67%) DevOps
24 78 (8.67%) HTML
25 77 (8.56%) Salesforce.com

Analytical Skills
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 47 (5.22%) Apache Spark
2 32 (3.56%) Confluence
3 15 (1.67%) SharePoint
4 11 (1.22%) Apache
5 8 (0.89%) SAS
6 7 (0.78%) ArcGIS
7 6 (0.67%) CMS
7 6 (0.67%) EPiServer
8 5 (0.56%) SharePoint 2010
8 5 (0.56%) Skype for Business
9 4 (0.44%) MS Exchange
9 4 (0.44%) OpenStack
10 3 (0.33%) Apache Airflow
10 3 (0.33%) Luigi
11 2 (0.22%) Apache Pig
12 1 (0.11%) Elasticsearch
12 1 (0.11%) IIS
12 1 (0.11%) Jupyter
12 1 (0.11%) SharePoint 2013
12 1 (0.11%) WordPress
Applications
1 54 (6.00%) Microsoft Excel
2 48 (5.33%) Microsoft Office
3 22 (2.44%) Microsoft PowerPoint
4 15 (1.67%) Microsoft Project
5 14 (1.56%) MS Visio
6 7 (0.78%) SPSS
7 3 (0.33%) Spreadsheet
7 3 (0.33%) Stata
8 2 (0.22%) InVision
8 2 (0.22%) Marvel
8 2 (0.22%) Sketch
9 1 (0.11%) EViews
9 1 (0.11%) Photoshop
Business Applications
1 16 (1.78%) Salesforce.com CRM
2 12 (1.33%) Dynamics CRM
3 8 (0.89%) NetSuite
4 5 (0.56%) Dynamics GP
5 4 (0.44%) Cognos Business Intelligence
5 4 (0.44%) SAP S/4HANA
6 3 (0.33%) Markit EDM
7 2 (0.22%) Dynamics AX
7 2 (0.22%) Eloqua
7 2 (0.22%) Oracle ERP
7 2 (0.22%) Payment Gateway
7 2 (0.22%) R3 Corda
7 2 (0.22%) Social Studio
8 1 (0.11%) Distributed Ledger
8 1 (0.11%) Endur
8 1 (0.11%) Oracle Applications
8 1 (0.11%) Oracle Payables
8 1 (0.11%) RMDS
8 1 (0.11%) Workfront
8 1 (0.11%) ZaiNet
Cloud Services
1 103 (11.44%) AWS
2 100 (11.11%) Power Platform
3 86 (9.56%) Azure
4 34 (3.78%) Office 365
5 32 (3.56%) GCP
6 24 (2.67%) SaaS
7 18 (2.00%) Heroku
8 13 (1.44%) AWS CloudFormation
8 13 (1.44%) Google Analytics
9 11 (1.22%) G Suite
10 9 (1.00%) GitHub
11 8 (0.89%) SuccessFactors
12 7 (0.78%) Mimecast
13 6 (0.67%) Salesforce Sales Cloud
14 5 (0.56%) Cloud Computing
14 5 (0.56%) Salesforce Service Cloud
15 4 (0.44%) Dynamics 365
15 4 (0.44%) IaaS
15 4 (0.44%) PaaS
15 4 (0.44%) Slack
Communications & Networking
1 27 (3.00%) DNS
2 26 (2.89%) Firewall
3 25 (2.78%) DHCP
4 22 (2.44%) TCP/IP
5 20 (2.22%) LAN
6 17 (1.89%) WAN
7 15 (1.67%) Internet
8 13 (1.44%) Network Security
9 11 (1.22%) IP Telephony
9 11 (1.22%) Wireless
10 9 (1.00%) SMTP
10 9 (1.00%) VLAN
11 7 (0.78%) Skype
11 7 (0.78%) VPN
12 6 (0.67%) Cisco ASA
13 5 (0.56%) BGP
13 5 (0.56%) SNMP
13 5 (0.56%) Unified Communications
13 5 (0.56%) VoIP
13 5 (0.56%) Wi-Fi
Database & Business Intelligence
1 100 (11.11%) Power BI
2 97 (10.78%) SQL Server
3 80 (8.89%) Big Data
4 76 (8.44%) Data Warehouse
5 63 (7.00%) NoSQL
6 58 (6.44%) SQL Server Analysis Services
7 56 (6.22%) PostgreSQL
8 55 (6.11%) SQL Server Reporting Services
9 46 (5.11%) SQL Server Integration Services
10 43 (4.78%) Hadoop
11 33 (3.67%) MySQL
11 33 (3.67%) Relational Database
12 28 (3.11%) QlikView
13 22 (2.44%) Microsoft Analysis Services
14 20 (2.22%) SQL Server 2012
15 16 (1.78%) Redis
16 14 (1.56%) Apache Cassandra
16 14 (1.56%) MongoDB
17 12 (1.33%) GIS
18 10 (1.11%) Oracle Database
Development Applications
1 61 (6.78%) JIRA
2 48 (5.33%) Git (software)
3 20 (2.22%) Team Foundation Server
3 20 (2.22%) Visual Studio
4 17 (1.89%) Jenkins
5 14 (1.56%) Selenium
6 13 (1.44%) Visual Studio Team System
7 11 (1.22%) Bitbucket
8 10 (1.11%) Hudson
9 9 (1.00%) Cucumber
9 9 (1.00%) PyCharm
9 9 (1.00%) Visual Studio Code
10 8 (0.89%) Atlassian Bamboo
11 7 (0.78%) Subversion
12 6 (0.67%) SpecFlow
13 4 (0.44%) HP UFT
14 3 (0.33%) Jasmine
15 2 (0.22%) gulp
15 2 (0.22%) Karma Test Runner
15 2 (0.22%) PhantomJS
General
1 325 (36.11%) Finance
2 97 (10.78%) Marketing
3 74 (8.22%) Banking
4 49 (5.44%) Telecoms
5 46 (5.11%) Retail
6 38 (4.22%) Advertising
7 35 (3.89%) Legal
8 34 (3.78%) Public Sector
9 32 (3.56%) Law
10 18 (2.00%) Manufacturing
11 15 (1.67%) Games
12 13 (1.44%) Financial Institution
13 11 (1.22%) Investment Banking
14 9 (1.00%) Local Government
15 8 (0.89%) Front Office
16 5 (0.56%) Automotive
17 3 (0.33%) German Language
17 3 (0.33%) Publishing
18 2 (0.22%) French Language
18 2 (0.22%) Spanish Language
Job Titles
1 209 (23.22%) Analyst
2 143 (15.89%) Developer
3 76 (8.44%) Business Analyst
4 49 (5.44%) Consultant
5 46 (5.11%) Senior Developer
6 44 (4.89%) Architect
7 36 (4.00%) Data Engineer
8 33 (3.67%) Administrator
8 33 (3.67%) Data Analyst
9 31 (3.44%) Data Scientist
9 31 (3.44%) Graduate
10 30 (3.33%) Java Developer
11 28 (3.11%) Senior Analyst
12 26 (2.89%) Insurance Business Analyst
13 24 (2.67%) Junior
14 23 (2.56%) Solutions Architect
14 23 (2.56%) Support Analyst
15 22 (2.44%) Business Intelligence Developer
16 20 (2.22%) Lead Developer
17 19 (2.11%) SQL Analyst
Libraries, Frameworks & Software Standards
1 78 (8.67%) HTML
2 61 (6.78%) CSS
3 57 (6.33%) .NET
4 42 (4.67%) AngularJS
5 40 (4.44%) React
6 38 (4.22%) Node.js
7 32 (3.56%) Kafka
8 22 (2.44%) HTML5
9 21 (2.33%) XML
10 20 (2.22%) REST
11 19 (2.11%) Spring
12 18 (2.00%) JSON
12 18 (2.00%) scikit-learn
13 17 (1.89%) GraphQL
14 16 (1.78%) Keras
14 16 (1.78%) Natural Language Processing
14 16 (1.78%) Pandas
15 15 (1.67%) TensorFlow
15 15 (1.67%) Vue.js
15 15 (1.67%) Web Services
Miscellaneous
1 84 (9.33%) Management Information System
2 50 (5.56%) Algorithms
3 44 (4.89%) User Experience
4 40 (4.44%) Reinsurance
5 37 (4.11%) Data Structures
6 30 (3.33%) Self-Motivation
7 27 (3.00%) Mobile App
8 20 (2.22%) Analytical Mindset
9 19 (2.11%) Fixed Income
9 19 (2.11%) Public Cloud
10 17 (1.89%) Linux Command Line
11 16 (1.78%) Greenfield Project
12 15 (1.67%) Private Cloud
12 15 (1.67%) Virtual Team
13 14 (1.56%) Enterprise Software
13 14 (1.56%) PMI
13 14 (1.56%) Video Conferencing
14 13 (1.44%) Hedge funds
15 12 (1.33%) Equities
15 12 (1.33%) Foreign Exchange (FX)
Operating Systems
1 114 (12.67%) Windows
2 74 (8.22%) Linux
3 52 (5.78%) Unix
4 31 (3.44%) Android
5 27 (3.00%) Windows Server
6 19 (2.11%) Mac OS
6 19 (2.11%) Windows Server 2012
7 18 (2.00%) Apple iOS
8 13 (1.44%) Windows 10
9 10 (1.11%) Windows 7
10 3 (0.33%) Red Hat Enterprise Linux
10 3 (0.33%) Windows 8
11 2 (0.22%) Mac OS X
12 1 (0.11%) AIX
12 1 (0.11%) Solaris
Processes & Methodologies
1 330 (36.67%) Problem-Solving
2 240 (26.67%) Agile Software Development
3 194 (21.56%) Analytics
4 167 (18.56%) Business Intelligence
5 127 (14.11%) Project Management
6 119 (13.22%) Computer Science
7 92 (10.22%) Decision-Making
8 86 (9.56%) Data Science
9 79 (8.78%) SDLC
10 78 (8.67%) DevOps
11 76 (8.44%) Fintech
12 69 (7.67%) Machine Learning
13 68 (7.56%) Scrum
14 67 (7.44%) Mathematics
15 64 (7.11%) Stakeholder Management
16 63 (7.00%) CRM
16 63 (7.00%) User Acceptance Testing
17 57 (6.33%) Data Analytics
18 56 (6.22%) ETL
18 56 (6.22%) ITIL
Programming Languages
1 269 (29.89%) SQL
2 201 (22.33%) Python
3 159 (17.67%) Java
4 129 (14.33%) JavaScript
5 91 (10.11%) C#
6 79 (8.78%) R
7 54 (6.00%) Scala
8 50 (5.56%) C++
9 33 (3.67%) TypeScript
10 30 (3.33%) T-SQL
11 29 (3.22%) C
12 28 (3.11%) PowerShell
13 26 (2.89%) Data Analysis Expressions (DAX)
14 18 (2.00%) Bash Shell
15 17 (1.89%) VBA
16 16 (1.78%) Java 8
17 12 (1.33%) VB
18 11 (1.22%) VB.NET
19 10 (1.11%) Perl
20 6 (0.67%) Apex Code
Qualifications
1 256 (28.44%) Degree
2 48 (5.33%) Computer Science Degree
3 44 (4.89%) Master's Degree
4 21 (2.33%) PMI Certification
5 20 (2.22%) PhD
6 16 (1.78%) PMP
7 12 (1.33%) PRINCE2 Certification
8 10 (1.11%) ISTQB
9 7 (0.78%) ITIL Certification
10 6 (0.67%) CCNP
10 6 (0.67%) Cisco Certification
10 6 (0.67%) ISEB
10 6 (0.67%) Security Cleared
11 5 (0.56%) CBAP
11 5 (0.56%) HND
12 4 (0.44%) A+ Certification
12 4 (0.44%) CISSP
12 4 (0.44%) Numerate Degree
12 4 (0.44%) PgMP
13 3 (0.33%) DV Cleared
Quality Assurance & Compliance
1 45 (5.00%) QA
2 40 (4.44%) Data Quality
3 14 (1.56%) SLA
4 11 (1.22%) PMO
5 9 (1.00%) GDPR
6 8 (0.89%) ISO/IEC 27001
7 6 (0.67%) Solvency II
8 5 (0.56%) PSD2
9 3 (0.33%) COBIT
10 2 (0.22%) Cyber Essentials
10 2 (0.22%) Cyber Essentials PLUS
10 2 (0.22%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
11 1 (0.11%) Actionable Recommendations
11 1 (0.11%) NIST
11 1 (0.11%) PCI DSS
11 1 (0.11%) Sarbanes-Oxley
11 1 (0.11%) SEPA
System Software
1 58 (6.44%) Docker
2 50 (5.56%) Active Directory
3 27 (3.00%) VMware Infrastructure
4 7 (0.78%) Virtual Machines
4 7 (0.78%) VMware Workstation
4 7 (0.78%) XenApp
5 6 (0.67%) Hyper-V
6 4 (0.44%) KVM
6 4 (0.44%) vSphere
6 4 (0.44%) Xen
7 3 (0.33%) Oracle RAC
8 2 (0.22%) ProxySG
9 1 (0.11%) Apache Flume
9 1 (0.11%) Firmware
9 1 (0.11%) Virtual Desktop
Systems Management
1 31 (3.44%) Kubernetes
2 24 (2.67%) Terraform
3 16 (1.78%) Ansible
4 15 (1.67%) Consul
4 15 (1.67%) Opscode Chef
4 15 (1.67%) Puppet
5 10 (1.11%) SCCM
6 4 (0.44%) FortiGate
6 4 (0.44%) HP Quality Center
7 3 (0.33%) HP ALM
7 3 (0.33%) Oozie
7 3 (0.33%) Single Sign-On
8 2 (0.22%) Enterprise Manager Cloud Control
8 2 (0.22%) Failover Clustering
8 2 (0.22%) Jamf Pro
8 2 (0.22%) McAfee ePO
8 2 (0.22%) Nessus
8 2 (0.22%) vCenter Server
9 1 (0.11%) Control-M
9 1 (0.11%) Systems Management Server (SMS)
Vendors
1 124 (13.78%) Microsoft
2 77 (8.56%) Salesforce.com
3 63 (7.00%) Tableau
4 46 (5.11%) Google
5 45 (5.00%) Oracle
6 36 (4.00%) VMware
7 26 (2.89%) Atlassian
8 24 (2.67%) Veeam
9 23 (2.56%) Workday
10 21 (2.33%) SAP
11 16 (1.78%) IFS
12 12 (1.33%) Citrix
13 11 (1.22%) Cisco
14 10 (1.11%) HP
15 8 (0.89%) Alteryx
16 7 (0.78%) Informatica
16 7 (0.78%) Mapbox
16 7 (0.78%) MicroStrategy
16 7 (0.78%) Palo Alto
17 6 (0.67%) Sun