Period
to 17 October 2018

The table below looks at the prevalence of the term Analytical Skills in permanent job vacancies advertised in Cambridge. Included is a benchmarking guide to the salaries offered in vacancies that have cited Analytical Skills over the 6 months to 17 October 2018 with a comparison to the same period over the previous 2 years.

Analytical Skills
Cambridgeshire > Cambridge
6 months to
17 Oct 2018
Same period 2017 Same period 2016
Rank 38 35 35
Rank change year-on-year -3 0 +1
Permanent jobs citing Analytical Skills 140 237 161
As % of all permanent IT jobs advertised in Cambridge 6.38% 8.60% 6.98%
As % of the Miscellaneous category 12.10% 14.92% 12.89%
Number of salaries quoted 98 173 139
Cambridge median annual salary £42,900 £43,000 £41,500
Median salary % change year-on-year -0.23% +3.61% -2.35%
10th Percentile £29,325 £31,250 £23,500
90th Percentile £66,250 £60,000 £62,500
Cambridgeshire median annual salary £40,000 £43,000 £40,000
% change year-on-year -6.98% +7.50% -5.88%

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 Cambridge with a requirement for generic IT skills.

All Generic IT Skills
Cambridge
Permanent vacancies with a requirement for generic IT skills 1,157 1,589 1,249
As % of all permanent IT jobs advertised in Cambridge 52.69% 57.66% 54.12%
Number of salaries quoted 838 1,212 1,010
Cambridge median annual salary £50,000 £50,000 £45,000
Median salary % change year-on-year - +11.11% +5.88%
10th Percentile £28,625 £29,775 £26,250
90th Percentile £72,500 £72,500 £67,500
Cambridgeshire median annual salary £45,139 £46,000 £45,000
% change year-on-year -1.87% +2.22% +5.88%

Analytical Skills
Job Vacancy Trend in Cambridge

Job postings citing Analytical Skills as a percentage of all IT jobs advertised in Cambridge.

Job vacancy trend for Analytical Skills in Cambridge

Analytical Skills
Salary Trend in Cambridge

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

Salary trend for Analytical Skills in Cambridge

Analytical Skills
Salary Histogram in Cambridge

The salary distribution of IT jobs citing Analytical Skills in Cambridge over the 6 months to 17 October 2018.

Salary histogram for Analytical Skills in Cambridge

For the 6 months to 17 October 2018, 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 Cambridge region with a requirement for Analytical Skills.

1 38 (27.14%) Agile Software Development
1 38 (27.14%) Mathematics
2 37 (26.43%) Problem-Solving
3 35 (25.00%) Degree
4 29 (20.71%) Software Engineering
4 29 (20.71%) Linux
5 28 (20.00%) SQL
5 28 (20.00%) Physics
6 27 (19.29%) SQL Server
6 27 (19.29%) Project Management
7 23 (16.43%) HTML
7 23 (16.43%) Windows
8 22 (15.71%) Machine Learning
9 21 (15.00%) .NET
10 20 (14.29%) C#
10 20 (14.29%) Computer Science
11 19 (13.57%) CSS
12 17 (12.14%) T-SQL
12 17 (12.14%) Python
13 16 (11.43%) JavaScript
13 16 (11.43%) Retail
14 15 (10.71%) Scrum
15 14 (10.00%) Finance
15 14 (10.00%) C++
15 14 (10.00%) CRM
15 14 (10.00%) Microsoft
15 14 (10.00%) Artificial Intelligence
15 14 (10.00%) GitHub
15 14 (10.00%) Analytical Thinking
16 13 (9.29%) Collaborative Working

Analytical Skills
Co-occurring IT Skills in Cambridge 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 10 (7.14%) SharePoint
2 3 (2.14%) MS Exchange
3 2 (1.43%) Apache Spark
3 2 (1.43%) IIS
3 2 (1.43%) Skype for Business
4 1 (0.71%) Apache
4 1 (0.71%) Exchange Server 2010
4 1 (0.71%) Exchange Server 2013
4 1 (0.71%) MS Project Server
4 1 (0.71%) SAS
Applications
1 11 (7.86%) MS Visio
2 6 (4.29%) Microsoft Excel
3 5 (3.57%) Microsoft Project
4 4 (2.86%) Microsoft Office
Business Applications
1 4 (2.86%) Unit4 Business World
2 3 (2.14%) NetSuite
2 3 (2.14%) Salesforce.com CRM
3 2 (1.43%) Dynamics AX
4 1 (0.71%) Dynamics NAV
Cloud Services
1 14 (10.00%) GitHub
2 9 (6.43%) Amazon AWS
3 6 (4.29%) Google Analytics
3 6 (4.29%) Google Tag Manager
4 5 (3.57%) AdWords
4 5 (3.57%) Office 365
5 3 (2.14%) Microsoft Azure
5 3 (2.14%) Salesforce Service Cloud
6 2 (1.43%) Cloud Computing
6 2 (1.43%) Dynamics 365
7 1 (0.71%) Google Cloud Platform
Communications & Networking
1 5 (3.57%) Internet
2 4 (2.86%) 802.11
2 4 (2.86%) Wireless
3 2 (1.43%) DHCP
3 2 (1.43%) DNS
3 2 (1.43%) Skype
3 2 (1.43%) VoIP
4 1 (0.71%) Firewall
4 1 (0.71%) SNMP
Database & Business Intelligence
1 27 (19.29%) SQL Server
2 8 (5.71%) Relational Database
3 6 (4.29%) Big Data
4 5 (3.57%) Data Mining
5 4 (2.86%) MySQL
6 3 (2.14%) NoSQL
6 3 (2.14%) Text Mining
7 2 (1.43%) Hadoop
8 1 (0.71%) Apache Cassandra
8 1 (0.71%) BusinessObjects
8 1 (0.71%) HBase
8 1 (0.71%) MongoDB
8 1 (0.71%) Power BI
8 1 (0.71%) SAP HANA
8 1 (0.71%) Sqoop
Development Applications
1 12 (8.57%) Visual Studio
2 10 (7.14%) JIRA
3 9 (6.43%) ReSharper
4 7 (5.00%) Selenium
5 6 (4.29%) TeamCity
6 4 (2.86%) WebDriver
7 3 (2.14%) Team Foundation Server
8 2 (1.43%) Git (software)
9 1 (0.71%) Hudson
9 1 (0.71%) Jenkins
9 1 (0.71%) Subversion
General
1 16 (11.43%) Retail
2 14 (10.00%) Finance
3 12 (8.57%) Law
4 10 (7.14%) Publishing
5 8 (5.71%) Marketing
6 6 (4.29%) Advertising
7 4 (2.86%) Pharmaceutical
8 3 (2.14%) Spanish Language
9 2 (1.43%) Manufacturing
9 2 (1.43%) Telecoms
10 1 (0.71%) Financial Institution
10 1 (0.71%) Legal
Job Titles
1 43 (30.71%) Analyst
2 22 (15.71%) Graduate
3 17 (12.14%) Developer
4 16 (11.43%) Software Developer
5 15 (10.71%) Software Engineer
6 11 (7.86%) Graduate Analyst
7 10 (7.14%) Business Analyst
8 9 (6.43%) Business Process Analyst
8 9 (6.43%) C# Software Engineer
8 9 (6.43%) Process Analyst
9 8 (5.71%) Business Process Writer
9 8 (5.71%) Consultant
9 8 (5.71%) Team Leader
9 8 (5.71%) Technical Leader
10 7 (5.00%) C# Developer
10 7 (5.00%) C# Software Developer
10 7 (5.00%) Data Analyst
10 7 (5.00%) Developer/Software Engineer
10 7 (5.00%) Graduate Data Analyst
10 7 (5.00%) Marketing Manager
Libraries, Frameworks & Software Standards
1 23 (16.43%) HTML
2 21 (15.00%) .NET
3 19 (13.57%) CSS
4 13 (9.29%) .NET Framework
5 4 (2.86%) 802.1X
6 3 (2.14%) ASP.NET
6 3 (2.14%) Natural Language Processing
7 2 (1.43%) Angular 2
7 2 (1.43%) AngularJS
7 2 (1.43%) LDAP
7 2 (1.43%) Web Services
8 1 (0.71%) COM
8 1 (0.71%) CSS3
8 1 (0.71%) HTML5
8 1 (0.71%) Kafka
8 1 (0.71%) Ruby on Rails
8 1 (0.71%) TensorFlow
Miscellaneous
1 20 (14.29%) Computer Science
2 8 (5.71%) Analytical Mindset
3 6 (4.29%) Life Science
4 5 (3.57%) Linux Command Line
4 5 (3.57%) Self-Motivation
5 4 (2.86%) Algorithms
6 3 (2.14%) Management Information System
7 2 (1.43%) Data Structures
7 2 (1.43%) Enterprise Software
7 2 (1.43%) Smartphone
7 2 (1.43%) User Experience
7 2 (1.43%) Video Conferencing
8 1 (0.71%) FMCG
8 1 (0.71%) Greenfield Project
8 1 (0.71%) Internet of Things
8 1 (0.71%) Marketing Technology
Operating Systems
1 29 (20.71%) Linux
2 23 (16.43%) Windows
3 5 (3.57%) Unix
4 4 (2.86%) Embedded Linux
5 2 (1.43%) CentOS
5 2 (1.43%) Mac OS
5 2 (1.43%) Mac OS X
5 2 (1.43%) Ubuntu
5 2 (1.43%) Windows 10
5 2 (1.43%) Windows 7
6 1 (0.71%) Android
6 1 (0.71%) Windows Server
6 1 (0.71%) Windows Server 2008
6 1 (0.71%) Windows Server 2012
Processes & Methodologies
1 38 (27.14%) Agile Software Development
1 38 (27.14%) Mathematics
2 37 (26.43%) Problem-Solving
3 29 (20.71%) Software Engineering
4 28 (20.00%) Physics
5 27 (19.29%) Project Management
6 22 (15.71%) Machine Learning
7 15 (10.71%) Scrum
8 14 (10.00%) Analytical Thinking
8 14 (10.00%) Artificial Intelligence
8 14 (10.00%) CRM
9 13 (9.29%) Collaborative Working
9 13 (9.29%) Refactoring
9 13 (9.29%) Statistics
10 12 (8.57%) Analytics
10 12 (8.57%) Test Automation
11 11 (7.86%) Business Analysis
11 11 (7.86%) Data Science
12 10 (7.14%) Decision-Making
13 9 (6.43%) Continuous Improvement
Programming Languages
1 28 (20.00%) SQL
2 20 (14.29%) C#
3 17 (12.14%) Python
3 17 (12.14%) T-SQL
4 16 (11.43%) JavaScript
5 14 (10.00%) C++
6 6 (4.29%) Java
6 6 (4.29%) TypeScript
7 4 (2.86%) PHP
8 3 (2.14%) R
8 3 (2.14%) VB.NET
9 2 (1.43%) C
9 2 (1.43%) MATLAB
10 1 (0.71%) Bash Shell
10 1 (0.71%) Java 8
10 1 (0.71%) Perl
10 1 (0.71%) Ruby
10 1 (0.71%) VBA
Qualifications
1 35 (25.00%) Degree
2 9 (6.43%) PhD
3 6 (4.29%) PMP
4 4 (2.86%) PMI Certification
5 3 (2.14%) Cisco Certification
5 3 (2.14%) Computer Science Degree
6 2 (1.43%) ITIL Certification
6 2 (1.43%) MCP
7 1 (0.71%) CCNA
7 1 (0.71%) Master's Degree
7 1 (0.71%) Numerate Degree
7 1 (0.71%) SAS Certification
Quality Assurance & Compliance
1 10 (7.14%) QA
2 7 (5.00%) GDPR
3 2 (1.43%) ISO/IEC 27002 (supersedes ISO/IEC 17799)
3 2 (1.43%) SLA
4 1 (0.71%) ISO/IEC 27001
4 1 (0.71%) WAI
System Software
1 3 (2.14%) Docker
2 2 (1.43%) Active Directory
3 1 (0.71%) Apache Flume
3 1 (0.71%) Virtual Machines
Systems Management
1 2 (1.43%) Ansible
1 2 (1.43%) SCCM
1 2 (1.43%) SCSM
2 1 (0.71%) Kubernetes
2 1 (0.71%) Puppet
Vendors
1 14 (10.00%) Microsoft
2 6 (4.29%) Google
3 5 (3.57%) Salesforce.com
4 4 (2.86%) Oracle
5 3 (2.14%) Pardot
6 2 (1.43%) Bomgar
6 2 (1.43%) Cisco
6 2 (1.43%) Citrix
6 2 (1.43%) Hortonworks
6 2 (1.43%) Snow
7 1 (0.71%) Huawei
7 1 (0.71%) JD Edwards
7 1 (0.71%) SAP
7 1 (0.71%) Tableau